diff --git a/.gitignore b/.gitignore
index ea01e66e3..195c51352 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,4 +7,10 @@ node_modules
 
 # MkDocs documentation
 site*/
-.cache
\ No newline at end of file
+.cache
+
+# Jest snapshot fix files
+*.snap.fix
+# Coding Asssitant
+.kiro/settings
+.kiro/specs
diff --git a/.kiro/steering/product.md b/.kiro/steering/product.md
new file mode 100644
index 000000000..6fb8a86ba
--- /dev/null
+++ b/.kiro/steering/product.md
@@ -0,0 +1,24 @@
+# Generative AI Use Cases (GenU)
+
+GenU is a well-architected application implementation with business use cases for utilizing generative AI in business operations. It provides a platform for deploying and using various generative AI capabilities in a secure, enterprise-ready environment.
+
+## Core Features
+
+- **Multiple AI Use Cases**: Chat, Text Generation, Summarization, Meeting Minutes, Writing, Translation, Web Content Extraction, Image Generation, Video Generation, Video Analysis, Diagram Generation, Voice Chat
+- **RAG (Retrieval Augmented Generation)**: Supports both Amazon Kendra and Knowledge Base for connecting AI to your organization's documents
+- **Agent Support**: Integration with Bedrock Agents and Flows for specialized AI capabilities
+- **Use Case Builder**: Create custom use cases with natural language prompt templates without coding
+- **Security Features**: SAML authentication, IP restrictions, and other enterprise security controls
+- **Multi-language Support**: Internationalization with multiple language interfaces
+
+## Target Users
+
+GenU is designed for organizations looking to implement generative AI capabilities in a secure, controlled environment with enterprise-grade features and customization options.
+
+## Key Differentiators
+
+- Well-architected AWS implementation following best practices
+- Extensive customization options through configuration
+- Support for multiple AI models and capabilities
+- Enterprise security features
+- No-code custom use case creation
diff --git a/.kiro/steering/structure.md b/.kiro/steering/structure.md
new file mode 100644
index 000000000..d2cdd5099
--- /dev/null
+++ b/.kiro/steering/structure.md
@@ -0,0 +1,105 @@
+# Project Structure
+
+## Root Organization
+
+The project follows a monorepo structure with workspaces:
+
+```
+generative-ai-use-cases/
+├── docs/                 # Documentation files (English and Japanese)
+├── packages/             # Main code packages
+│   ├── cdk/              # AWS CDK infrastructure code
+│   ├── common/           # Shared utilities and types
+│   ├── types/            # TypeScript type definitions
+│   └── web/              # Frontend web application
+├── browser-extension/    # Browser extension code
+└── .husky/               # Git hooks
+```
+
+## Key Packages
+
+### packages/cdk
+
+Contains all AWS infrastructure code defined using CDK:
+
+```
+packages/cdk/
+├── bin/                  # CDK app entry point
+├── lib/                  # CDK constructs and stacks
+│   ├── construct/        # Reusable CDK constructs
+│   └── utils/            # Helper utilities
+├── lambda/               # Lambda function code
+├── lambda-python/        # Python Lambda functions
+├── custom-resources/     # Custom CDK resources
+│   ├── agent-core-runtime/
+│   └── opensearch-index/
+├── assets/               # Static assets for deployment
+└── cdk.json              # CDK configuration
+```
+
+### packages/web
+
+Contains the React frontend application:
+
+```
+packages/web/
+├── public/               # Static assets
+├── src/
+│   ├── components/       # Reusable UI components
+│   ├── hooks/            # React hooks
+│   ├── pages/            # Page components
+│   ├── utils/            # Utility functions
+│   ├── i18n/             # Internationalization
+│   └── prompts/          # AI prompt templates
+└── vite.config.ts        # Vite configuration
+```
+
+### packages/types
+
+Contains TypeScript type definitions shared across packages:
+
+```
+packages/types/src/
+├── agent.d.ts            # Agent-related types
+├── chat.d.ts             # Chat-related types
+├── message.d.ts          # Message-related types
+├── agent-core.d.ts       # Agent Core types
+└── ...                   # Other type definitions
+```
+
+## Documentation
+
+Documentation is available in both English and Japanese:
+
+```
+docs/
+├── en/                   # English documentation
+├── ja/                   # Japanese documentation
+└── assets/               # Documentation assets and images
+```
+
+## Browser Extension
+
+A browser extension is available for accessing GenU functionality:
+
+```
+browser-extension/
+├── src/                  # Extension source code
+├── public/               # Static assets
+└── tools/                # Build tools
+```
+
+## Code Conventions
+
+1. **TypeScript**: The project uses TypeScript throughout for type safety
+2. **React Components**: Functional components with hooks
+3. **CDK Constructs**: Modular CDK constructs for infrastructure components
+4. **Internationalization**: All user-facing text uses i18n for translation
+5. **Testing**: Jest for unit tests
+
+## Configuration Files
+
+- `package.json`: Root package with workspace definitions and scripts
+- `packages/cdk/cdk.json`: Main configuration for AWS deployment
+- `packages/web/vite.config.ts`: Frontend build configuration
+- `mkdocs.yml`: Documentation site configuration
diff --git a/.kiro/steering/tech.md b/.kiro/steering/tech.md
new file mode 100644
index 000000000..aebd165e9
--- /dev/null
+++ b/.kiro/steering/tech.md
@@ -0,0 +1,123 @@
+# Technical Stack and Build System
+
+## Core Technologies
+
+- **Frontend**: React with TypeScript, Vite, TailwindCSS
+- **Backend**: AWS CDK (Cloud Development Kit) for infrastructure as code
+- **AI Services**: Amazon Bedrock, Amazon Kendra, Amazon Transcribe
+- **Authentication**: Amazon Cognito with SAML support
+- **Storage**: Amazon S3, DynamoDB
+- **API**: AWS API Gateway, AWS Lambda
+
+## Key Libraries and Frameworks
+
+### Frontend
+
+- React 18
+- TypeScript
+- Vite for build tooling
+- TailwindCSS for styling
+- i18next for internationalization
+- SWR for data fetching
+- Zustand for state management
+- React Router for navigation
+- AWS Amplify for AWS service integration
+
+### Backend
+
+- AWS CDK for infrastructure as code
+- TypeScript
+- AWS Lambda for serverless functions
+- AWS SDK for JavaScript
+
+## Project Build Commands
+
+### Root Project Commands
+
+```bash
+# Install dependencies
+npm ci
+
+# Run linting
+npm run lint
+
+# Run tests
+npm run test
+
+# Deploy AWS resources
+npm run cdk:deploy
+
+# Fast deployment (without pre-checking)
+npm run cdk:deploy:quick
+
+# Delete AWS resources
+npm run cdk:destroy
+
+# Documentation development server
+npm run docs:dev
+
+# Build documentation
+npm run docs:build
+```
+
+### Web Frontend Commands
+
+```bash
+# Start development server
+npm run web:dev
+
+# Build for production
+npm run web:build
+
+# Run linting
+npm run web:lint
+
+# Run tests
+npm run web:test
+```
+
+### CDK Commands
+
+```bash
+# Bootstrap CDK (first-time setup)
+npx -w packages/cdk cdk bootstrap
+
+# Deploy CDK stacks
+npm run cdk:deploy
+
+# Run CDK tests
+npm run cdk:test
+```
+
+### Browser Extension Commands
+
+```bash
+# Install extension dependencies
+npm run extension:ci
+
+# Start extension development
+npm run extension:dev
+
+# Build extension
+npm run extension:build
+```
+
+## Environment Setup
+
+Before deploying, ensure:
+
+1. AWS CLI is configured with appropriate credentials
+2. Node.js and npm are installed
+3. Required Bedrock models are enabled in your AWS account
+4. CDK is bootstrapped in your AWS environment (first-time only)
+
+## Configuration
+
+The main configuration file is `packages/cdk/cdk.json`, which controls:
+
+- AWS region settings
+- Enabled AI models and capabilities
+- Security settings
+- RAG configuration
+- Agent and Flow settings
+- UI customization options
diff --git a/README.md b/README.md
index 3288487be..a0c1ac36b 100644
--- a/README.md
+++ b/README.md
@@ -109,7 +109,7 @@ Additionally, it is possible to build a RAG that references data outside of AWS
 </details>
 
 <details markdown="1">
-  <summary><strong><ins>I want to use custom Bedrock Agents or Bedrock Flows within my organization</ins></strong></summary>
+  <summary><strong><ins>I want to use custom Bedrock Agents or AgentCore or Bedrock Flows within my organization</ins></strong></summary>
 
 When you [enable agents](docs/en/DEPLOY_OPTION.md#enabling-agent-chat-use-case) in GenU, Web Search Agent and Code Interpreter Agent are created.
 The Web Search Agent searches the web for information to answer user questions. For example, it can answer "What is AWS GenU?"
@@ -121,6 +121,8 @@ GenU provides a feature to [import agents](docs/en/DEPLOY_OPTION.md#adding-manua
 By using GenU as a platform for agent utilization, you can leverage GenU's [rich security options](docs/en/DEPLOY_OPTION.md#security-related-settings) and [SAML authentication](docs/en/DEPLOY_OPTION.md#saml-authentication) to spread practical agents within your organization.
 Additionally, you can [hide unnecessary standard use cases](docs/en/DEPLOY_OPTION.md#hiding-specific-use-cases) or [display agents inline](docs/en/DEPLOY_OPTION.md#displaying-agents-inline) to use GenU as a more agent-focused platform.
 
+Similarly, there is an [import feature](docs/en/DEPLOY_OPTION.md#enabling-agentcore-use-cases) for AgentCore Runtime, so please make use of it.
+
 Similarly, there is an [import feature](docs/en/DEPLOY_OPTION.md#enabling-flow-chat-use-case) for Bedrock Flows, so please make use of it.
 
 Additionally, you can create agents that perform actions on services outside AWS by [enabling MCP chat](docs/en/DEPLOY_OPTION.md#enabling-mcp-chat-use-case) and adding external MCP servers to [packages/cdk/mcp-api/mcp.json](/packages/cdk/mcp-api/mcp.json).
diff --git a/README_ja.md b/README_ja.md
index 0bbb9b60d..6251a1793 100644
--- a/README_ja.md
+++ b/README_ja.md
@@ -106,7 +106,7 @@ Knowledge Base を利用する場合は、[Advanced Parsing](docs/ja/DEPLOY_OPTI
 </details>
 
 <details markdown="1">
-  <summary><strong><ins>独自に作成した Bedrock Agents や Bedrock Flows などを社内で利用したい。</ins></strong></summary>
+  <summary><strong><ins>独自に作成した Bedrock Agents や AgentCore や Bedrock Flows などを社内で利用したい。</ins></strong></summary>
 
 GenU で [エージェントを有効化](docs/ja/DEPLOY_OPTION.md#agent-チャットユースケースの有効化)すると Web 検索エージェントと Code Interpreter エージェントが作成されます。
 Web 検索エージェントは、ユーザーの質問に回答するための情報を Web で検索し、回答します。例えば「AWS の GenU ってなに？」という質問に回答できます。
@@ -118,6 +118,8 @@ GenU では手動で作成したエージェントや別のアセットで作成
 GenU をエージェント活用のプラットフォームとして利用することで、GenU が提供する [豊富なセキュリティオプション](docs/ja/DEPLOY_OPTION.md#セキュリティ関連設定) や [SAML認証](docs/ja/DEPLOY_OPTION.md#saml-認証) などを活用し、実践的なエージェントを社内に普及させることができます。
 また、オプションで [不要な標準ユースケースを非表示](docs/ja/DEPLOY_OPTION.md#特定のユースケースを非表示にする) にしたり、[エージェントをインライン表示](docs/ja/DEPLOY_OPTION.md#agent-をインライン表示にする) することで、よりエージェントに特化したプラットフォームとして GenU をご利用いただくことが可能です。
 
+AgentCore Runtime に関しても同様に [インポート機能](docs/ja/DEPLOY_OPTION.md#agentcore-ユースケースの有効化) がございますので、ぜひご活用ください。
+
 Bedrock Flows に関しても同様に [インポート機能](docs/ja/DEPLOY_OPTION.md#flow-チャットユースケースの有効化) がございますので、ぜひご活用ください。
 
 また、[MCP チャットを有効化](docs/ja/DEPLOY_OPTION.md#mcp-チャットユースケースの有効化) して外部サービスの MCP サーバーを [packages/cdk/mcp-api/mcp.json](/packages/cdk/mcp-api/mcp.json) に追加することで、AWS 外のサービスにも何らかのアクションを起こすエージェントを作成することも可能です。
diff --git a/README_ko.md b/README_ko.md
index 8644b0648..5be31f584 100644
--- a/README_ko.md
+++ b/README_ko.md
@@ -203,26 +203,28 @@ GenU 사용을 위한 구성 및 비용 추정 예제를 게시했습니다. (
 - [간단한 버전 (RAG 없음) 추정](https://aws.amazon.com/jp/cdp/ai-chatbot/)
 - [RAG 포함 (Amazon Kendra) 추정](https://aws.amazon.com/jp/cdp/ai-chatapp/)
 - [RAG 포함 (Knowledge Base) 추정](https://aws.amazon.com/jp/cdp/genai-chat-app/)
+
 ## 고객 사례 연구
 
-| 고객                                                                                                                          | 인용문                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
-| :-------------------------------------------------------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| <a href="https://www.yasashiite.com/" target="_blank"><img src="./docs/assets/images/cases/yasashiite_logo.png"></a>              | **Yasashiite Co., Ltd.** <br/> _GenU 덕분에 사용자에게 부가가치를 제공하고 직원의 업무 효율성을 향상시킬 수 있었습니다. 직원들의 "이전 업무"가 즐거운 업무로 변화하면서 "원활한 운영"에서 "흥미진진한 업무"로 계속 발전하고 있습니다!_ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/yasashiite_case.png) <br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/yasashii-te/)                                                                                                                       |
-| <a href="https://www.takihyo.co.jp/" target="_blank"><img src="./docs/assets/images/cases/TAKIHYO_logo.png"></a>                  | **TAKIHYO Co., Ltd.** <br/> _생성형 AI를 활용하여 내부 비즈니스 효율성을 달성하고 450시간 이상의 업무를 단축했습니다. Amazon Bedrock을 의류 디자인 등에 적용하고 디지털 인재 개발을 촉진했습니다._ <br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/takihyo/)                                                                                                                                                                                                                                            |
-| <a href="https://salsonido.com/" target="_blank"><img src="./docs/assets/images/cases/salsonido_logo.png"></a>                    | **Salsonido Inc.** <br/> _솔루션으로 제공되는 GenU를 활용하여 생성형 AI로 비즈니스 프로세스 개선을 빠르게 시작할 수 있었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/salsonido_case.png) <br/> ・[적용 서비스](https://kirei.ai/)                                                                                                                                                                                                                                                                                       |
-| <a href="https://www.tamura-ss.co.jp/jp/index.html" target="_blank"><img src="./docs/assets/images/cases/tamura-ss_logo.png"></a> | **TAMURA CORPORATION** <br/> _AWS가 Github에 게시하는 애플리케이션 샘플에는 즉시 테스트할 수 있는 기능이 풍부하며, 그대로 사용하여 우리에게 적합한 기능을 쉽게 선택하고 최종 시스템의 개발 시간을 단축할 수 있었습니다._<br/> ・[사례 세부사항 보기](./docs/assets/images/cases/tamura-ss_case.png)<br/>                                                                                                                                                                                                                                             |
-| <a href="https://jdsc.ai/" target="_blank"><img src="./docs/assets/images/cases/jdsc_logo.png"></a>                               | **JDSC Inc.** <br/> _Amazon Bedrock을 통해 우리 데이터로 LLM을 안전하게 사용할 수 있습니다. 또한 목적에 따라 최적의 모델로 전환할 수 있어 비용을 절약하면서 속도와 정확성을 향상시킬 수 있습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/jdsc_case.png)                                                                                                                                                                                                                                                                             |
-| <a href="https://www.iret.co.jp/" target="_blank"><img src="./docs/assets/images/cases/iret_logo.png"></a>                        | **iret, Inc.** <br/> _BANDAI NAMCO Amusement Inc.의 생성형 AI 활용을 위한 내부 지식을 축적하고 체계화하기 위해 AWS에서 제공하는 Generative AI Use Cases JP를 사용하여 사용 사례 사이트를 개발했습니다. iret, Inc.는 이 프로젝트의 설계, 구축 및 개발을 지원했습니다._ <br/> ・[BANDAI NAMCO Amusement Inc.의 클라우드 활용 사례 연구](https://cloudpack.jp/casestudy/302.html?_gl=1*17hkazh*_gcl_au*ODA5MDk3NzI0LjE3MTM0MTQ2MDU)                                                                                        |
-| <a href="https://idealog.co.jp" target="_blank"><img src="./docs/assets/images/cases/idealog_logo.jpg"></a>                       | **IDEALOG Inc.** <br/> _기존 생성형 AI 도구보다 훨씬 더 큰 업무 효율성을 달성할 수 있다고 느낍니다. 입력/출력 데이터를 모델 훈련에 사용하지 않는 Amazon Bedrock을 사용하면 보안 측면에서 안심할 수 있습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/idealog_case.png) <br/> ・[적용 서비스](https://kaijosearch.com/)                                                                                                                                                                                          |
-| <a href="https://estyle.co.jp/" target="_blank"><img src="./docs/assets/images/cases/estyle_logo.png"></a>                        | **eStyle Inc.** <br/> _GenU를 활용하여 짧은 기간에 생성형 AI 환경을 구축하고 회사 내 지식 공유를 촉진할 수 있었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/estyle_case.png)                                                                                                                                                                                                                                                                                                                                                    |
-| <a href="https://meidensha.co.jp/" target="_blank"><img src="./docs/assets/images/cases/meidensha_logo.svg"></a>                  | **Meidensha Corporation** <br/> _Amazon Bedrock과 Amazon Kendra와 같은 AWS 서비스를 사용하여 빠르고 안전하게 생성형 AI 사용 환경을 구축할 수 있었습니다. 회의록 자동 생성과 내부 정보 검색을 통해 직원의 업무 효율성에 기여합니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/meidensha_case.png)                                                                                                                                                                                                                                                   |
-| <a href="https://www.st-grp.co.jp/" target="_blank"><img src="./docs/assets/images/cases/st-grp_logo.jpg"></a>                    | **Sankyo Tateyama, Inc.** <br/> _회사 내에 묻혀있던 정보가 Amazon Kendra로 빠르게 검색 가능해졌습니다. GenU를 참조하여 회의록 생성과 같이 필요한 기능을 신속하게 제공할 수 있었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/st-grp_case.png)                                                                                                                                                                                                                                                                           |
-| <a href="https://www.oisixradaichi.co.jp/" target="_blank"><img src="./docs/assets/images/cases/oisixradaichi_logo.png"></a>      | **Oisix ra daichi Inc.** <br/> _GenU를 사용한 사용 사례 개발 프로젝트를 통해 필요한 리소스, 프로젝트 구조, 외부 지원 및 인재 개발을 파악할 수 있었고, 이는 생성형 AI의 내부 배포에 대한 이미지를 명확히 하는 데 도움이 되었습니다._ <br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/oisix/)                                                                                                                                                                                         |
-| <a href="https://www.san-a.co.jp/" target="_blank"><img src="./docs/assets/images/cases/san-a_logo.png"></a>                      | **SAN-A CO., LTD.** <br/> _Amazon Bedrock을 활용하여 엔지니어의 생산성이 극적으로 향상되어 사내에서 구축한 회사별 환경의 클라우드 마이그레이션이 가속화되었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/san-a_case.png)<br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/san-a/)                                                                                                                                                                                           |
-| <a href="https://onecompath.com/" target="_blank"><img src="./docs/assets/images/cases/onecompath_logo.png"></a>                  | **ONE COMPATH CO., LTD.** <br/> _GenU를 활용하여 회사 전체의 생성형 AI 기반을 빠르게 구축할 수 있었습니다. 이를 통해 기획 부서가 독립적으로 PoC를 개발할 수 있게 되어 비즈니스 창출 사이클이 가속화되고 개발 부서가 더 중요한 비즈니스 이니셔티브에 리소스를 집중할 수 있게 되었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/onecompath_case.png)<br/>                                                                                                     |
+| 고객                                                                                                                              | 인용문                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
+| :-------------------------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| <a href="https://www.yasashiite.com/" target="_blank"><img src="./docs/assets/images/cases/yasashiite_logo.png"></a>              | **Yasashiite Co., Ltd.** <br/> _GenU 덕분에 사용자에게 부가가치를 제공하고 직원의 업무 효율성을 향상시킬 수 있었습니다. 직원들의 "이전 업무"가 즐거운 업무로 변화하면서 "원활한 운영"에서 "흥미진진한 업무"로 계속 발전하고 있습니다!_ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/yasashiite_case.png) <br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/yasashii-te/)                                                                    |
+| <a href="https://www.takihyo.co.jp/" target="_blank"><img src="./docs/assets/images/cases/TAKIHYO_logo.png"></a>                  | **TAKIHYO Co., Ltd.** <br/> _생성형 AI를 활용하여 내부 비즈니스 효율성을 달성하고 450시간 이상의 업무를 단축했습니다. Amazon Bedrock을 의류 디자인 등에 적용하고 디지털 인재 개발을 촉진했습니다._ <br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/takihyo/)                                                                                                                                                                                         |
+| <a href="https://salsonido.com/" target="_blank"><img src="./docs/assets/images/cases/salsonido_logo.png"></a>                    | **Salsonido Inc.** <br/> _솔루션으로 제공되는 GenU를 활용하여 생성형 AI로 비즈니스 프로세스 개선을 빠르게 시작할 수 있었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/salsonido_case.png) <br/> ・[적용 서비스](https://kirei.ai/)                                                                                                                                                                                                                            |
+| <a href="https://www.tamura-ss.co.jp/jp/index.html" target="_blank"><img src="./docs/assets/images/cases/tamura-ss_logo.png"></a> | **TAMURA CORPORATION** <br/> _AWS가 Github에 게시하는 애플리케이션 샘플에는 즉시 테스트할 수 있는 기능이 풍부하며, 그대로 사용하여 우리에게 적합한 기능을 쉽게 선택하고 최종 시스템의 개발 시간을 단축할 수 있었습니다._<br/> ・[사례 세부사항 보기](./docs/assets/images/cases/tamura-ss_case.png)<br/>                                                                                                                                                                         |
+| <a href="https://jdsc.ai/" target="_blank"><img src="./docs/assets/images/cases/jdsc_logo.png"></a>                               | **JDSC Inc.** <br/> _Amazon Bedrock을 통해 우리 데이터로 LLM을 안전하게 사용할 수 있습니다. 또한 목적에 따라 최적의 모델로 전환할 수 있어 비용을 절약하면서 속도와 정확성을 향상시킬 수 있습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/jdsc_case.png)                                                                                                                                                                                                        |
+| <a href="https://www.iret.co.jp/" target="_blank"><img src="./docs/assets/images/cases/iret_logo.png"></a>                        | **iret, Inc.** <br/> _BANDAI NAMCO Amusement Inc.의 생성형 AI 활용을 위한 내부 지식을 축적하고 체계화하기 위해 AWS에서 제공하는 Generative AI Use Cases JP를 사용하여 사용 사례 사이트를 개발했습니다. iret, Inc.는 이 프로젝트의 설계, 구축 및 개발을 지원했습니다._ <br/> ・[BANDAI NAMCO Amusement Inc.의 클라우드 활용 사례 연구](https://cloudpack.jp/casestudy/302.html?_gl=1*17hkazh*_gcl_au*ODA5MDk3NzI0LjE3MTM0MTQ2MDU)                                                 |
+| <a href="https://idealog.co.jp" target="_blank"><img src="./docs/assets/images/cases/idealog_logo.jpg"></a>                       | **IDEALOG Inc.** <br/> _기존 생성형 AI 도구보다 훨씬 더 큰 업무 효율성을 달성할 수 있다고 느낍니다. 입력/출력 데이터를 모델 훈련에 사용하지 않는 Amazon Bedrock을 사용하면 보안 측면에서 안심할 수 있습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/idealog_case.png) <br/> ・[적용 서비스](https://kaijosearch.com/)                                                                                                                                          |
+| <a href="https://estyle.co.jp/" target="_blank"><img src="./docs/assets/images/cases/estyle_logo.png"></a>                        | **eStyle Inc.** <br/> _GenU를 활용하여 짧은 기간에 생성형 AI 환경을 구축하고 회사 내 지식 공유를 촉진할 수 있었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/estyle_case.png)                                                                                                                                                                                                                                                                                 |
+| <a href="https://meidensha.co.jp/" target="_blank"><img src="./docs/assets/images/cases/meidensha_logo.svg"></a>                  | **Meidensha Corporation** <br/> _Amazon Bedrock과 Amazon Kendra와 같은 AWS 서비스를 사용하여 빠르고 안전하게 생성형 AI 사용 환경을 구축할 수 있었습니다. 회의록 자동 생성과 내부 정보 검색을 통해 직원의 업무 효율성에 기여합니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/meidensha_case.png)                                                                                                                                                                  |
+| <a href="https://www.st-grp.co.jp/" target="_blank"><img src="./docs/assets/images/cases/st-grp_logo.jpg"></a>                    | **Sankyo Tateyama, Inc.** <br/> _회사 내에 묻혀있던 정보가 Amazon Kendra로 빠르게 검색 가능해졌습니다. GenU를 참조하여 회의록 생성과 같이 필요한 기능을 신속하게 제공할 수 있었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/st-grp_case.png)                                                                                                                                                                                                                 |
+| <a href="https://www.oisixradaichi.co.jp/" target="_blank"><img src="./docs/assets/images/cases/oisixradaichi_logo.png"></a>      | **Oisix ra daichi Inc.** <br/> _GenU를 사용한 사용 사례 개발 프로젝트를 통해 필요한 리소스, 프로젝트 구조, 외부 지원 및 인재 개발을 파악할 수 있었고, 이는 생성형 AI의 내부 배포에 대한 이미지를 명확히 하는 데 도움이 되었습니다._ <br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/oisix/)                                                                                                                                                          |
+| <a href="https://www.san-a.co.jp/" target="_blank"><img src="./docs/assets/images/cases/san-a_logo.png"></a>                      | **SAN-A CO., LTD.** <br/> _Amazon Bedrock을 활용하여 엔지니어의 생산성이 극적으로 향상되어 사내에서 구축한 회사별 환경의 클라우드 마이그레이션이 가속화되었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/san-a_case.png)<br/> ・[사례 페이지 보기](https://aws.amazon.com/jp/solutions/case-studies/san-a/)                                                                                                                                                   |
+| <a href="https://onecompath.com/" target="_blank"><img src="./docs/assets/images/cases/onecompath_logo.png"></a>                  | **ONE COMPATH CO., LTD.** <br/> _GenU를 활용하여 회사 전체의 생성형 AI 기반을 빠르게 구축할 수 있었습니다. 이를 통해 기획 부서가 독립적으로 PoC를 개발할 수 있게 되어 비즈니스 창출 사이클이 가속화되고 개발 부서가 더 중요한 비즈니스 이니셔티브에 리소스를 집중할 수 있게 되었습니다._ <br/> ・[사례 세부사항 보기](./docs/assets/images/cases/onecompath_case.png)<br/>                                                                                                       |
 | <a href="https://www.mee.co.jp/" target="_blank"><img src="./docs/assets/images/cases/mee_logo.jpg"></a>                          | **Mitsubishi Electric Engineering CO., LTD.** <br/> _생성형 AI 개발 경험이 없는 팀 멤버들이 ServerWorks의 지도하에 GenU를 사용하여 단 3개월 만에 RAG 시스템을 성공적으로 구축했습니다. GenU의 아키텍처를 참조로 활용하여 헬프데스크 매뉴얼 검색 작업의 효율성 향상을 달성하고 사내 개발 역량을 실현했습니다._ <br/> ・[사례 세부사항 보기](https://www.serverworks.co.jp/case/mee.html?utm_source=github&utm_medium=external-media&utm_campaign=github_external-media_GenU)<br/> |
 
 사용 사례를 소개하고 싶으시면 [Issue](https://github.com/aws-samples/generative-ai-use-cases/issues)를 통해 연락해 주세요.
+
 ## 참고 자료
 
 - [GitHub (일본어): 원클릭으로 GenU를 배포하는 방법](https://github.com/aws-samples/sample-one-click-generative-ai-solutions)
diff --git a/docs/assets/images/usecase_agentcore.gif b/docs/assets/images/usecase_agentcore.gif
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diff --git a/docs/en/CLOSED_NETWORK.md b/docs/en/CLOSED_NETWORK.md
new file mode 100644
index 000000000..dbe9d3247
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+++ b/docs/en/CLOSED_NETWORK.md
@@ -0,0 +1,177 @@
+# Closed Network Mode
+
+By setting the `closedNetworkMode` option to true, you can enable communication from clients to GenU through a closed network.
+Additionally, communication between AWS Lambda, which is GenU's main computing resource, and other AWS services (such as Amazon DynamoDB, Amazon S3, and Amazon Bedrock) is completed within the VPC. The architectural changes are as follows:
+
+- Amazon CloudFront is not used; web static files are served by Application Load Balancer and ECS Fargate.
+- Amazon Cognito is accessed through Amazon API Gateway.
+- Communication from Lambda functions to other services is performed via VPC Endpoints.
+
+Options related to closed network mode have the `closedNetwork` prefix. The following is a list of options:
+
+| Parameter                           | Description                                                                                                                                                                                                                                            |
+| ----------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| closedNetworkMode                   | Whether to enable closed network mode. true enables closed network mode. Default is false.                                                                                                                                                             |
+| closedNetworkVpcIpv4Cidr            | IPv4 CIDR to specify when creating a new VPC. Default is 10.0.0.0/16.                                                                                                                                                                                  |
+| closedNetworkVpcId                  | VPC ID when importing an existing VPC. If not specified, a new VPC will be created.                                                                                                                                                                    |
+| closedNetworkSubnetIds              | Specify multiple Subnet IDs where GenU-related resources will be deployed. ALB, Fargate tasks, VPC Endpoints, and Resolver Endpoints will be created. If not specified, Isolated Subnets will be selected. Specify two or more Subnet IDs in an array. |
+| closedNetworkCertificateArn         | ACM ARN to specify when assigning a domain to GenU. ACM must be manually generated. If not specified, GenU will be published with the Application Load Balancer's default endpoint.                                                                    |
+| closedNetworkDomainName             | GenU's domain name. Private Hosted Zone is generated by CDK, so manual creation is not required. Both `closedNetworkCertificateArn` and `closedNetworkDomainName` must be specified together or both omitted.                                          |
+| closedNetworkCreateTestEnvironment  | Whether to create a test environment. Created by default. Specify false if not needed. The test environment is created as an EC2 Windows instance and accessed via Fleet Manager. (Detailed procedures described later.)                               |
+| closedNetworkCreateResolverEndpoint | Whether to generate Route53 Resolver Endpoint. Default is true.                                                                                                                                                                                        |
+
+## Current Limitations
+
+- Deployment must be performed in an environment with internet connectivity. Also, internet connectivity is required when accessing the operation verification environment from the management console.
+- Deployment requires the same environment as normal mode deployment. Specifically, AWS IAM user configuration, Node.js, and Docker are needed.
+- The region where GenU is deployed and the model region must be the same. Currently, it's not possible to deploy GenU in ap-northeast-1 and use models from us-east-1.
+- Since various resources are created, when importing an existing VPC, it's recommended to use as clean an environment as possible.
+- SAML integration is not available.
+- Voice Chat use case is currently not available.
+- AgentCore Chat use case is currently not available.
+
+## Example of Valid Configuration File
+
+Here's an example of a valid parameter.ts. If you're using cdk.json, please adapt accordingly.
+
+```typescript
+const envs: Record<string, Partial<StackInput>> = {
+  // Deploy with environment name 'priv' (any environment name is fine)
+  priv: {
+    region: 'ap-northeast-1',
+    modelRegion: 'ap-northeast-1',
+    modelIds: ['apac.anthropic.claude-sonnet-4-20250514-v1:0'],
+    imageGenerationModelIds: ['amazon.nova-canvas-v1:0'],
+    videoGenerationModelIds: ['amazon.nova-reel-v1:0'],
+    // Voice Chat is not available
+    speechToSpeechModelIds: [],
+    // Optional settings
+    ragEnabled: true,
+    ragKnowledgeBaseEnabled: true,
+    agentEnabled: true,
+    mcpEnabled: true,
+    guardrailEnabled: true,
+    useCaseBuilderEnabled: true,
+    // Closed network options below
+    closedNetworkMode: true,
+    // The following two are not needed if not setting a domain
+    closedNetworkDomainName: 'genu.closed',
+    closedNetworkCertificateArn:
+      'arn:aws:acm:ap-northeast-1:111111111111:certificate/aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee',
+    // When specifying existing VPC and Subnets (the following two are not needed for new creation)
+    closedNetworkVpcId: 'vpc-00000000000000000',
+    closedNetworkSubnetIds: [
+      'subnet-11111111111111111',
+      'subnet-22222222222222222',
+    ],
+  },
+};
+```
+
+## Deployment Method
+
+After configuring the `closedNetwork...` options, deploy using the normal procedure written in [README.md](/README.md). An additional stack called ClosedNetworkStack\<environment name> will be deployed. (For convenience, \<environment name> will be omitted hereafter.)
+The URL for accessing GenU is output in the WebUrl of ClosedNetworkStack. Note that it's not the WebUrl of GenerativeAiUseCasesStack.
+Also, GenU cannot be accessed until the deployment of GenerativeAiUseCasesStack is complete.
+
+## Verification Method
+
+This explains the verification method when closedNetworkCreateTestEnvironment is set to true and deployed. Access the Windows EC2 instance via the management console.
+
+### Step 1. Obtain EC2 Key Pair Private Key
+
+Obtain the private key of the Key Pair set in EC2 to connect to the Windows instance via RDP. The command to obtain the private key is displayed in the ClosedNetworkStack output starting with `WindowsRdpGetSSMKeyCommand...`.
+It looks like this:
+
+```bash
+aws ssm get-parameter --name /ec2/keypair/key-aaaaaaaaaaaaaaaaa --region ap-northeast-1 --with-decryption --query Parameter.Value --output text
+```
+
+Please copy the result of executing this command.
+
+### Step 2. Connect to Windows Instance
+
+1. Open the management console and go to [EC2](https://console.aws.amazon.com/ec2/home).
+2. Check the instance with a name starting with ClosedNetworkStack... and click "Connect" in the upper right.
+3. Select the RDP client tab, choose Connect using Fleet manager, and click Fleet Manager Remote Desktop.
+4. Select Key pair for Authentication type, select Paste key pair content for Key pair content, and paste the private key obtained in step 1.
+5. Click Connect.
+
+### Step 3. Access GenU
+
+Open the Edge browser within Windows, enter the URL displayed in the WebUrl output of ClosedNetworkStack to access GenU.
+SignUp is required on first access.
+
+### About the Verification Instance
+
+The verification instance does not automatically stop, so please manually stop the target instance in EC2 after verification is complete.
+Also, if the verification environment itself is not needed, you can delete it by setting closedNetworkCreateTestEnvironment to false and redeploying.
+
+## Setting a Custom Domain for Closed Network GenU
+
+### Obtaining a Certificate
+
+Issue a certificate for the domain you want to set and import it into [AWS Certificate Manager](https://console.aws.amazon.com/acm/home).
+Specify the ARN of the created Certificate in closedNetworkCertificateArn and specify the domain in closedNetworkDomainName.
+
+The following procedure is for issuing a self-signed certificate **for verification purposes**, but please do not use this for production. **The browser will display warnings when accessing.**
+Use the `openssl` command.
+
+```bash
+# Generate a key.
+openssl genrsa 2048 > ssl.key
+
+# Specify the domain you will use for Common Name
+openssl req -new -key ssl.key > ssl.csr
+
+# Issue valid for 10 years
+openssl x509 -days 3650 -req -signkey ssl.key < ssl.csr > ssl.crt
+```
+
+Paste the contents of ssl.crt in Certificate body and the contents of ssl.key in Certificate private key, then click the Import certificate button.
+
+## DNS Server Configuration for On-Premises Connection
+
+Here we make two assumptions:
+
+- The route from on-premises to AWS is already established. (This means that by specifying the IP address of the VPC created or imported by ClosedNetworkStack, you can reach the resources beyond it.)
+- Route53 Resolver Endpoint has been created. (Resolver Endpoint is created by deploying with closedNetworkCreateResolverEndpoint set to true. This parameter is true by default.)
+
+The endpoints that require name resolution from clients are as follows. Parts enclosed in `<>` need to be replaced with actual values.
+
+| Service Name                | Role                        | Endpoint                                                     | How to Check Endpoint                                                                         |
+| --------------------------- | --------------------------- | ------------------------------------------------------------ | --------------------------------------------------------------------------------------------- |
+| Application Load Balancer   | Web static file server      | Custom domain or internal-\<aaa>.\<region>.elb.amazonaws.com | Check with WebUrl output of ClosedNetworkStack                                                |
+| API Gateway                 | Main API                    | \<xxx>.execute-api.\<region>.amazonaws.com                   | Check with ApiEndpoint output of **GenerativeAiUseCasesStack**                                |
+| API Gateway                 | Cognito User Pool proxy     | \<yyy>.execute-api.\<region>.amazonaws.com                   | Check with CognitoPrivateProxyCognitoUserPoolProxyApiEndpoint... output of ClosedNetworkStack |
+| API Gateway                 | Cognito Identity Pool proxy | \<zzz>.execute-api.\<region>.amazonaws.com                   | Check with CognitoPrivateProxyCognitoIdPoolProxyApiEndpoint... output of ClosedNetworkStack   |
+| AWS Lambda                  | Streaming output            | lambda.\<region>.amazonaws.com                               | Endpoint is fixed                                                                             |
+| Amazon Transcribe           | Speech-to-text              | transcribe.\<region>.amazonaws.com                           | Endpoint is fixed                                                                             |
+| Amazon Transcribe Streaming | Real-time speech-to-text    | transcribestreaming.\<region>.amazonaws.com                  | Endpoint is fixed                                                                             |
+| Amazon Polly                | Text-to-speech              | polly.\<region>.amazonaws.com                                | Endpoint is fixed                                                                             |
+
+Please modify your DNS server configuration to specify the IP address of the Resolver Endpoint as the resolver (forwarder) for all endpoints in the table above.
+The IP address of the Resolver Endpoint can be confirmed by opening [Route53](https://console.aws.amazon.com/route53resolver), selecting Inbound endpoints, and clicking on the created endpoint.
+Note that except for "when setting a custom domain for Application Load Balancer," all endpoints are amazonaws.com domains. Therefore, the most simplified configuration is to specify the IP address of the Resolver Endpoint as the resolver for amazonaws.com. However, this configuration has a wide scope and large side effects, so it's strongly recommended to configure each endpoint's FQDN individually.
+
+For verification purposes, you can also set the Resolver Endpoint IP as the DNS server on your local machine. However, due to concerns about side effects in this case as well, it's strongly recommended to revert the settings after operation verification.
+
+### When Configuring /etc/hosts for Operation Verification
+
+When configuring the local machine's /etc/hosts, you need the IP addresses of each endpoint rather than the Resolver Endpoint.
+However, since these IP addresses may change and you can only specify a single IP address without redundancy, please use this only for operation verification.
+The following summarizes the endpoints that need configuration and how to check their IP addresses.
+
+| Service Name                | Role                        | Endpoint                                                     | How to Check IP Address |
+| --------------------------- | --------------------------- | ------------------------------------------------------------ | ----------------------- |
+| Application Load Balancer   | Web static file server      | Custom domain or internal-\<aaa>.\<region>.elb.amazonaws.com | Method 1                |
+| API Gateway                 | Main API                    | \<xxx>.execute-api.\<region>.amazonaws.com                   | Method 2                |
+| API Gateway                 | Cognito User Pool proxy     | \<yyy>.execute-api.\<region>.amazonaws.com                   | Method 2                |
+| API Gateway                 | Cognito Identity Pool proxy | \<zzz>.execute-api.\<region>.amazonaws.com                   | Method 2                |
+| AWS Lambda                  | Streaming output            | lambda.\<region>.amazonaws.com                               | Method 2                |
+| Amazon Transcribe           | Speech-to-text              | transcribe.\<region>.amazonaws.com                           | Method 2                |
+| Amazon Transcribe Streaming | Real-time speech-to-text    | transcribestreaming.\<region>.amazonaws.com                  | Method 2                |
+| Amazon Polly                | Text-to-speech              | polly.\<region>.amazonaws.com                                | Method 2                |
+
+- Method 1: Open Network Interfaces in [EC2](https://console.aws.amazon.com/ec2/home) and search for "elb". The target ENI is the one with Security group names starting with ClosedNetworkStack.... Click the Network interface ID to see the Private IPv4 address. Since there are multiple, select one of them.
+- Method 2: Open Endpoints in [VPC](https://console.aws.amazon.com/vpcconsole/home) and look for the corresponding service name. The service name is the reverse of the endpoint. (However, for API Gateway, the ID is omitted.) Click the VPC endpoint ID to see the deployed Subnets and IP addresses at the bottom of the page. Since there are multiple, select one of them.
diff --git a/docs/en/DEPLOY_OPTION.md b/docs/en/DEPLOY_OPTION.md
index 417aedafa..80304f76b 100644
--- a/docs/en/DEPLOY_OPTION.md
+++ b/docs/en/DEPLOY_OPTION.md
@@ -569,6 +569,9 @@ const envs: Record<string, Partial<StackInput>> = {
 
 ### Enabling MCP Chat Use Case
 
+> [!WARNING]
+> The MCP Chat use case has been deprecated. Please use the AgentCore use case for MCP utilization. The MCP chat use case is scheduled for complete removal in v6.
+
 [MCP (Model Context Protocol)](https://modelcontextprotocol.io/introduction) is a protocol that connects LLM models with external data and tools.
 In GenU, we provide chat use cases that execute MCP-compliant tools using [Strands Agents](https://strandsagents.com/latest/).
 To enable MCP chat use cases, the `docker` command must be executable.
@@ -678,6 +681,52 @@ const envs: Record<string, Partial<StackInput>> = {
 }
 ```
 
+### Enabling AgentCore Use Cases
+
+This is a use case for integrating with agents created in AgentCore. (Experimental: Breaking changes may be made without notice)
+
+Enabling `createGenericAgentCoreRuntime` will deploy the default AgentCore Runtime.
+By default, it is deployed to the `modelRegion`, but you can override this by specifying `agentCoreRegion`.
+
+With `agentCoreExternalRuntimes`, you can use externally created AgentCore Runtimes.
+
+**Edit [parameter.ts](/packages/cdk/parameter.ts)**
+
+```typescript
+// parameter.ts
+const envs: Record<string, Partial<StackInput>> = {
+  dev: {
+    createGenericAgentCoreRuntime: true,
+    agentCoreRegion: 'us-west-2',
+    agentCoreExternalRuntimes: [
+      {
+        name: 'AgentCore1',
+        arn: 'arn:aws:bedrock-agentcore:us-west-2:<account>:runtime/agent-core1-xxxxxxxx',
+      },
+    ],
+  },
+};
+```
+
+**Edit [packages/cdk/cdk.json](/packages/cdk/cdk.json)**
+
+```json
+// cdk.json
+
+{
+  "context": {
+    "createGenericAgentCoreRuntime": true,
+    "agentCoreRegion": "us-west-2",
+    "agentCoreExternalRuntimes": [
+      {
+        "name": "AgentCore1",
+        "arn": "arn:aws:bedrock-agentcore:us-west-2:<account>:runtime/agent-core1-xxxxxxxx"
+      }
+    ]
+  }
+}
+```
+
 ### Enabling Voice Chat Use Case
 
 > [!NOTE]
@@ -938,7 +987,9 @@ This solution supports the following text generation models:
 "eu.amazon.nova-micro-v1:0",
 "apac.amazon.nova-pro-v1:0",
 "apac.amazon.nova-lite-v1:0",
-"apac.amazon.nova-micro-v1:0"
+"apac.amazon.nova-micro-v1:0",
+"openai.gpt-oss-120b-1:0",
+"openai.gpt-oss-20b-1:0"
 ```
 
 This solution supports the following speech-to-speech models:
@@ -1763,6 +1814,39 @@ EventBridge rules are used for scheduling, and Step Functions for process contro
 > - Currently, there's no feature to notify of startup/shutdown errors.
 > - Each time the index is recreated, the IndexId and DataSourceId change. If other services reference these, you'll need to adapt to these changes.
 
+### How to Set Tags
+
+GenU supports tags for cost management and other purposes. The key name of the tag is automatically set to `GenU` `. Here are examples of how to set them:
+
+Setting in `cdk.json`:
+
+```json
+// cdk.json
+  ...
+  "context": {
+    "tagValue": "dev",
+    ...
+```
+
+Setting in `parameter.ts`:
+
+```typescript
+    ...
+    tagValue: "dev",
+    ...
+```
+
+However, tags cannot be used with some resources:
+
+- Cross-region inference model calls
+- Voice chat model calls
+
+When managing costs using tags, you need to enable “Cost allocation tags” by following these steps.
+
+- Open the “Billing and Cost Management” console.
+- Open “Cost Allocation Tags” in the left menu.
+- Activate the tag with the tag key “GenU” from “User-defined cost allocation tags.”
+
 ## Enabling Monitoring Dashboard
 
 Create a dashboard that aggregates input/output token counts and recent prompts.
@@ -2042,3 +2126,8 @@ Configuration example
   }
 }
 ```
+
+## Using GenU from a Closed Network Environment
+
+To use GenU from a closed network environment, you need to deploy GenU in closed network mode.
+Please refer to [here](./CLOSED_NETWORK.md) for instructions on how to deploy GenU in closed network mode.
diff --git a/docs/ja/CLOSED_NETWORK.md b/docs/ja/CLOSED_NETWORK.md
new file mode 100644
index 000000000..5e6a43fc1
--- /dev/null
+++ b/docs/ja/CLOSED_NETWORK.md
@@ -0,0 +1,177 @@
+# 閉域モード
+
+`closedNetworkMode` というオプションを true にすることで、クライアントから GenU への通信を閉域ネットワークで行うことができます。
+また、GenU のメインのコンピューティングリソースである AWS Lambda と他の AWS サービス (Amazon DynamoDB や Amazon S3、Amazon Bedrock など) 間の通信も VPC 内で完結します。アーキテクチャ上の変更点は以下です。
+
+- Amazon CloudFront は利用せず、Web の静的ファイルは Application Load Balancer と ECS Fargate でサーブします。
+- Amazon Cognito へは Amazon API Gateway を経由してアクセスします。
+- Lambda 関数から他サービスへの通信は VPC Endpoint 経由で行います。
+
+閉域モードに関するオプションは `closedNetwork` プレフィックスがついています。以下がオプション一覧です。
+
+| パラメータ                          | 説明                                                                                                                                                                                                                        |
+| ----------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| closedNetworkMode                   | 閉域モードにするかどうか。true だと閉域モード。デフォルトは false。                                                                                                                                                         |
+| closedNetworkVpcIpv4Cidr            | VPC を新規作成する場合に指定する IPv4 の CIDR。デフォルトでは 10.0.0.0/16。                                                                                                                                                 |
+| closedNetworkVpcId                  | VPC をインポートする場合の VPC ID。こちらを指定しないと VPC は新規作成になる。                                                                                                                                              |
+| closedNetworkSubnetIds              | GenU 関連のリソースをデプロイする Subnet の ID を複数指定。ALB、Fargate タスク、VPC Endpoint、Resolver Endpoint が作成される。こちらは指定しないと Isolated な Subnet が選択される。2 つ以上の Subnet ID を配列で指定する。 |
+| closedNetworkCertificateArn         | GenU にドメインを付与する場合に指定する ACM の ARN。ACM は手動で生成する。指定しない場合、GenU は Application Load Balancer のデフォルトのエンドポイントで公開される。                                                      |
+| closedNetworkDomainName             | GenU のドメイン名。Private Hosted Zone は CDK が生成するため、手動作成不要。`closedNetworkCertificateArn` と `closedNetworkDomainName` は両方指定するか、両方指定しないかのどちらかである必要あり。                         |
+| closedNetworkCreateTestEnvironment  | 検証環境を作成するかどうか。デフォルトで作成する。必要ない場合は false を指定する。検証環境は EC2 の Windows インスタンスとして作成し、Fleet Manager 経由でアクセスする。(詳細な手順は後述。)                               |
+| closedNetworkCreateResolverEndpoint | Route53 の Resolver Endpoint を生成するかどうか。デフォルトで true。                                                                                                                                                        |
+
+## 現状の制約
+
+- デプロイはインターネットに疎通可能な環境で行う必要があります。また、動作検証環境にはマネージメントコンソールからアクセスするため、その場合もインターネット疎通が必要になります。
+- デプロイには、通常モードのデプロイと同様の環境が必要です。具体的には、AWS IAM ユーザーの設定、Node.js、Docker が必要です。
+- GenU がデプロイされるリージョンとモデルのリージョンは同一である必要があります。GenU を ap-northeast-1 にデプロイし、us-east-1 のモデルを利用するといったことは現状できません。
+- 様々なリソースを作成するため、既存の VPC をインポートする場合は可能な限り clean な環境を利用することを推奨します。
+- SAML 連携は利用できません。
+- Voice Chat のユースケースは現状利用できません。
+- AgentCore Chat のユースケースは現状利用できません。
+
+## 有効な設定ファイルの例
+
+有効な parameter.ts の例を示します。cdk.json をご利用の場合は、適宜読み替えてください。
+
+```typescript
+const envs: Record<string, Partial<StackInput>> = {
+  // priv という環境名でデプロイする (任意の環境名で良い)
+  priv: {
+    region: 'ap-northeast-1',
+    modelRegion: 'ap-northeast-1',
+    modelIds: ['apac.anthropic.claude-sonnet-4-20250514-v1:0'],
+    imageGenerationModelIds: ['amazon.nova-canvas-v1:0'],
+    videoGenerationModelIds: ['amazon.nova-reel-v1:0'],
+    // Voice Chat は利用不可
+    speechToSpeechModelIds: [],
+    // 任意のオプション
+    ragEnabled: true,
+    ragKnowledgeBaseEnabled: true,
+    agentEnabled: true,
+    mcpEnabled: true,
+    guardrailEnabled: true,
+    useCaseBuilderEnabled: true,
+    // 以下は閉域のオプション
+    closedNetworkMode: true,
+    // ドメインを設定しない場合は以下の 2 つは不要
+    closedNetworkDomainName: 'genu.closed',
+    closedNetworkCertificateArn:
+      'arn:aws:acm:ap-northeast-1:111111111111:certificate/aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee',
+    // 既存の VPC を Subnet を指定する場合 (新規作成する場合は以下の 2 つは不要)
+    closedNetworkVpcId: 'vpc-00000000000000000',
+    closedNetworkSubnetIds: [
+      'subnet-11111111111111111',
+      'subnet-22222222222222222',
+    ],
+  },
+};
+```
+
+## デプロイ方法
+
+`closedNetwork...` オプションを設定した上で [README.md](/README_ja.md) に記載されている通常の手順でデプロイしてください。ClosedNetworkStack\<環境名> というスタックが追加でデプロイされます。(便宜上、これ以降は \<環境名> を省略します。)
+GenU にアクセスするための URL は ClosedNetworkStack の WebUrl に出力されます。GenerativeAiUseCasesStack の WebUrl ではないことに注意してください。
+また、GenerativeAiUseCasesStack のデプロイが完了するまでは GenU にアクセスできません。
+
+## 検証方法
+
+closedNetworkCreateTestEnvironment を true にしてデプロイした場合の検証方法について説明いたします。マネージメントコンソール経由で Windows の EC2 インスタンスにアクセスします。
+
+### 手順1. EC2 Key Pair の Private Key の取得
+
+Windows インスタンスに RDP で接続するために EC2 に設定した Key Pair の private key を取得します。private pey を取得するためのコマンドは `WindowsRdpGetSSMKeyCommand...` で始まる ClosedNetworkStack の出力に表示されています。
+以下のようなものです。
+
+```bash
+aws ssm get-parameter --name /ec2/keypair/key-aaaaaaaaaaaaaaaaa --region ap-northeast-1 --with-decryption --query Parameter.Value --output text
+```
+
+こちらのコマンドを実行した結果をコピーしてください。
+
+### 手順2. Windows インスタンスに接続
+
+1. マネージメントコンソールを開き、[EC2](https://console.aws.amazon.com/ec2/home) を開きます。
+2. ClosedNetworkStack... から始める名前のインスタンスにチェックを入れ、右上の「Connect」をクリックします。
+3. タブで RDP client を選択し、Connect using Fleet manager を選択して Fleet Manager Remote Desktop をクリックします。
+4. Authentication type は Key pair を選択し、Key pair content を Paste key pair content を選択して手順 1 で取得した private key を貼り付けます。
+5. Connect をクリックします。
+
+### 手順3. GenU にアクセス
+
+Windows 内で Edge ブラウザを開き、ClosedNetworkStack の WebUrl 出力に表示される URL を入力して GenU にアクセスします。
+初回アクセス時は SignUp が必要です。
+
+### 検証インスタンスについて
+
+検証インスタンスは自動停止しないため、検証が完了したら EC2 を開いて対象インスタンスを手動で停止してください。
+また、検証環境そのものが不要であれば、closedNetworkCreateTestEnvironment を false にしてデプロイし直すことで、削除可能です。
+
+## 閉域 GenU に独自のドメインを設定する
+
+### 証明書の取得
+
+設定するドメインの証明書を発行し、[AWS Certificate Manager](https://console.aws.amazon.com/acm/home) にインポートしてください。
+作成した Certificate の ARN を closedNetworkCertificateArn に指定し、ドメインを closedNetworkDomainName に指定します。
+
+以下の手順は **検証目的のために** 自己証明書を発行する手順ですが、こちらは本番利用しないでください。**アクセス時にはブラウザが警告を表示します。**
+`openssl` コマンドを利用します。
+
+```bash
+# 鍵を生成します。
+openssl genrsa 2048 > ssl.key
+
+# Common Name には利用するドメインを指定してください
+openssl req -new -key ssl.key > ssl.csr
+
+# 10 年有効で発行します
+openssl x509 -days 3650 -req -signkey ssl.key < ssl.csr > ssl.crt
+```
+
+Certificate body には ssl.crt の中身、Certificate private key には ssl.key の中身を貼り付けて Import certificate ボタンをクリックしてください。
+
+## オンプレから接続する場合の DNS サーバーの設定について
+
+ここでは 2 つの前提を置きます。
+
+- オンプレから AWS に接続するルートはすでに確立している。(ClosedNetworkStack で作成した or にインポートした VPC の IP アドレスを指定すれば、その先のリソースにたどり着ける状態のことです。)
+- Route53 の Resolver Endpoint は作成済み。(Resolver Endpoint は closedNetworkCreateResolverEndpoint を true にしてデプロイすることで作成されます。このパラメータはデフォルトで true です。)
+
+クライアントから名前解決が必要なエンドポイントは以下の通りです。`<>` で囲まれた箇所は実際の値に置き換えが必要です。
+
+| サービス名                  | 役割                           | エンドポイント                                              | エンドポイントの確認方法                                                                 |
+| --------------------------- | ------------------------------ | ----------------------------------------------------------- | ---------------------------------------------------------------------------------------- |
+| Application Load Balancer   | Web 静的ファイルのサーバー     | 独自ドメイン or internal-\<aaa>.\<region>.elb.amazonaws.com | ClosedNetworkStack の出力の WebUrl で確認                                                |
+| API Gateway                 | メインの API                   | \<xxx>.execute-api.\<region>.amazonaws.com                  | **GenerativeAiUseCasesStack** の出力の ApiEndpoint で確認                                |
+| API Gateway                 | Cognito User Pool の proxy     | \<yyy>.execute-api.\<region>.amazonaws.com                  | ClosedNetworkStack の出力の CognitoPrivateProxyCognitoUserPoolProxyApiEndpoint... で確認 |
+| API Gateway                 | Cognito Identity Pool の proxy | \<zzz>.execute-api.\<region>.amazonaws.com                  | ClosedNetworkStack の出力の CognitoPrivateProxyCognitoIdPoolProxyApiEndpoint... で確認   |
+| AWS Lambda                  | ストリーミング出力             | lambda.\<region>.amazonaws.com                              | エンドポイントは固定                                                                     |
+| Amazon Transcribe           | 文字起こし                     | transcribe.\<region>.amazonaws.com                          | エンドポイントは固定                                                                     |
+| Amazon Transcribe Streaming | リアルタイム文字起こし         | transcribestreaming.\<region>.amazonaws.com                 | エンドポイントは固定                                                                     |
+| Amazon Polly                | 文字の読み上げ                 | polly.\<region>.amazonaws.com                               | エンドポイントは固定                                                                     |
+
+上の表のすべてのエンドポイントのリゾルバー (フォワーダー) として Resolver Endpoint の IP アドレスを指定するように DNS サーバーの設定を変更してください。
+Resolver Endpoint の IP アドレスは、[Route53](https://console.aws.amazon.com/route53resolver) を開き、Inbound endpoints を選択して、作成したエンドポイントをクリックすることで確認できます。
+なお、「Application Load Balancer に独自のドメインを設定している場合」を除き、すべてのエンドポイントは amazonaws.com ドメインです。そのため、amazonaws.com のリゾルバーとして Resolver Endpoint の IP アドレスを指定する方法が最も簡略的な設定です。ただし、この設定は対象範囲が広く、副作用が大きいため、各エンドポイントの FQDN で設定をいれることを強く推奨いたします。
+
+動作確認のために、手元の端末に DNS サーバーとして Resolver Endpoint の IP を設定することもできます。ただし、この場合も副作用の懸念から、動作検証後には設定を戻すことを強く推奨いたします。
+
+### /etc/hosts を設定して動作検証する場合
+
+端末の /etc/hosts に設定する場合は Resolver Endpoint ではなくそれぞれのエンドポイントの IP アドレスが必要になります。
+ただし、それらの IP アドレスは変更される可能性があり、かつ単一の IP アドレスしか指定できず冗長性もないため、あくまで動作検証にのみ利用してください。
+設定が必要なエンドポイントと IP アドレスの確認方法を以下にまとめます。
+
+| サービス名                  | 役割                           | エンドポイント                                              | IP アドレスの確認方法 |
+| --------------------------- | ------------------------------ | ----------------------------------------------------------- | --------------------- |
+| Application Load Balancer   | Web 静的ファイルのサーバー     | 独自ドメイン or internal-\<aaa>.\<region>.elb.amazonaws.com | 方法1                 |
+| API Gateway                 | メインの API                   | \<xxx>.execute-api.\<region>.amazonaws.com                  | 方法2                 |
+| API Gateway                 | Cognito User Pool の proxy     | \<yyy>.execute-api.\<region>.amazonaws.com                  | 方法2                 |
+| API Gateway                 | Cognito Identity Pool の proxy | \<zzz>.execute-api.\<region>.amazonaws.com                  | 方法2                 |
+| AWS Lambda                  | ストリーミング出力             | lambda.\<region>.amazonaws.com                              | 方法2                 |
+| Amazon Transcribe           | 文字起こし                     | transcribe.\<region>.amazonaws.com                          | 方法2                 |
+| Amazon Transcribe Streaming | リアルタイム文字起こし         | transcribestreaming.\<region>.amazonaws.com                 | 方法2                 |
+| Amazon Polly                | 文字の読み上げ                 | polly.\<region>.amazonaws.com                               | 方法2                 |
+
+- 方法1: [EC2](https://console.aws.amazon.com/ec2/home) の Network Interfaces を開き、「elb」と検索してください。Security group names が ClosedNetworkStack... となっているものが対象の ENI です。Network interface ID をクリックすると Private IPv4 address が確認できます。複数あるため、そのうち 1 つを選択してください。
+- 方法2: [VPC](https://console.aws.amazon.com/vpcconsole/home) の Endpoints を開き、該当するサービス名を探してください。サービス名はエンドポイントを反転させたものです。(ただし API Gateway は ID を省略したものです。) VPC endpoint ID をクリックすると、ページ下部にデプロイされた Subnet と IP アドレスが表示されています。複数あるため、そのうち 1 つを選択してください。
diff --git a/docs/ja/DEPLOY_OPTION.md b/docs/ja/DEPLOY_OPTION.md
index 778fc618e..e41ad95a8 100644
--- a/docs/ja/DEPLOY_OPTION.md
+++ b/docs/ja/DEPLOY_OPTION.md
@@ -584,6 +584,9 @@ const envs: Record<string, Partial<StackInput>> = {
 
 ### MCP チャットユースケースの有効化
 
+> [!WARNING]
+> MCP チャットユースケースは Deprecated ステータスになりました。MCP の活用には AgentCore ユースケースをご利用ください。MCP チャットユースケースは v6 で完全削除予定です。
+
 [MCP (Model Context Protocol)](https://modelcontextprotocol.io/introduction) とは、LLM モデルと外部データやツールを繋ぐプロトコルです。
 GenU では [Strands Agents](https://strandsagents.com/latest/) を活用して MCP に準拠したツールを実行するチャットユースケースを用意しています。
 MCP チャットユースケースを有効化するためには、`docker` コマンドが実行可能である必要があります。
@@ -693,6 +696,52 @@ const envs: Record<string, Partial<StackInput>> = {
 }
 ```
 
+### AgentCore ユースケースの有効化
+
+AgentCore で作成したエージェントと連携するユースケースです。(Experimental: 予告なく破壊的変更を行うことがあります)
+
+`createGenericAgentCoreRuntime` を有効化するとデフォルトの AgentCore Runtime がデプロイされます。
+デフォルトでは `modelRegion` にデプロイされますが、`agentCoreRegion` を指定し上書きすることが可能です。
+
+`agentCoreExternalRuntimes` で外部で作成した AgentCore Runtime を利用することが可能です。
+
+**[parameter.ts](/packages/cdk/parameter.ts) を編集**
+
+```typescript
+// parameter.ts
+const envs: Record<string, Partial<StackInput>> = {
+  dev: {
+    createGenericAgentCoreRuntime: true,
+    agentCoreRegion: 'us-west-2',
+    agentCoreExternalRuntimes: [
+      {
+        name: 'AgentCore1',
+        arn: 'arn:aws:bedrock-agentcore:us-west-2:<account>:runtime/agent-core1-xxxxxxxx',
+      },
+    ],
+  },
+};
+```
+
+**[packages/cdk/cdk.json](/packages/cdk/cdk.json) を編集**
+
+```json
+// cdk.json
+
+{
+  "context": {
+    "createGenericAgentCoreRuntime": true,
+    "agentCoreRegion": "us-west-2",
+    "agentCoreExternalRuntimes": [
+      {
+        "name": "AgentCore1",
+        "arn": "arn:aws:bedrock-agentcore:us-west-2:<account>:runtime/agent-core1-xxxxxxxx"
+      }
+    ]
+  }
+}
+```
+
 ### 音声チャットユースケースの有効化
 
 > [!NOTE]
@@ -953,7 +1002,9 @@ const envs: Record<string, Partial<StackInput>> = {
 "eu.amazon.nova-micro-v1:0",
 "apac.amazon.nova-pro-v1:0",
 "apac.amazon.nova-lite-v1:0",
-"apac.amazon.nova-micro-v1:0"
+"apac.amazon.nova-micro-v1:0",
+"openai.gpt-oss-120b-1:0",
+"openai.gpt-oss-20b-1:0"
 ```
 
 このソリューションが対応している speech-to-speech モデルは以下です。
@@ -1770,6 +1821,40 @@ Kendraのインデックスが削除されても、RAG機能はオンのまま
 > - 現状では、起動・停止のエラーを通知する機能はありません。
 > - インデックスを再作成するたびに、IndexIdやDataSourceIdが変わります。他のサービスなどから参照している場合は、その変更に対応する必要があります。
 
+### タグを設定する方法
+
+GenU ではコスト管理等に使うためのタグをサポートしています。タグのキー名には、自動で `GenU` `が設定されます。
+以下に設定例を示します。
+
+`cdk.json` での設定方法
+
+```json
+// cdk.json
+  ...
+  "context": {
+    "tagValue": "dev",
+    ...
+```
+
+`parameter.ts` での設定方法
+
+```typescript
+    ...
+    tagValue: "dev",
+    ...
+```
+
+ただし、いくつかのリソースについてタグが利用できません。
+
+- クロスリージョン推論のモデル呼び出し
+- 音声チャットのモデル呼び出し
+
+タグによるコスト管理を行う際は、以下の手順で「コスト配分タグ」を有効化する必要があります。
+
+- 「Billing and Cost Management」コンソールを開く
+- 左のメニューの「コスト配分タグ」を開く
+- 「ユーザー定義のコスト配分タグ」からタグキーが "GenU" のタグを「有効化」する
+
 ## モニタリング用のダッシュボードの有効化
 
 入力/出力 Token 数や直近のプロンプト集などが集約されたダッシュボードを作成します。
@@ -2049,3 +2134,8 @@ npm run cdk:deploy -- -c env=<環境名>
   }
 }
 ```
+
+## 閉域環境から GenU を使う場合
+
+閉域環境から GenU を利用するには、閉域モードの GenU をデプロイする必要があります。
+閉域モードの GenU のデプロイ方法は [こちら](./CLOSED_NETWORK.md) をご参照ください。
diff --git a/docs/ko/DEPLOY_OPTION.md b/docs/ko/DEPLOY_OPTION.md
index 6098527a3..65e0daa4d 100644
--- a/docs/ko/DEPLOY_OPTION.md
+++ b/docs/ko/DEPLOY_OPTION.md
@@ -499,6 +499,7 @@ Amazon Bedrock용 Knowledge Bases와 통합되는 에이전트를 수동으로 
 먼저 [Amazon Bedrock용 Knowledge Bases 문서](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base-create.html)를 참조하여 [지식 베이스 AWS 콘솔](https://console.aws.amazon.com/bedrock/home?#/knowledge-bases)에서 지식 베이스를 생성합니다. `modelRegion`과 동일한 지역에 생성합니다.
 
 다음으로 [에이전트 AWS 콘솔](https://console.aws.amazon.com/bedrock/home?#/agents)에서 Agent를 수동으로 생성합니다. 설정은 대부분 기본값으로 유지하고, Agent 프롬프트에는 아래 예제를 참조하여 프롬프트를 입력합니다. 작업 그룹은 설정하지 않고 진행하여 이전 단계에서 생성한 지식 베이스를 등록하고 아래 예제를 참조하여 프롬프트를 입력합니다.
+
 ```
 Agent 프롬프트 예제: 당신은 지시에 응답하는 어시스턴트입니다. 지시에 따라 정보를 검색하고 내용을 바탕으로 적절히 응답하세요. 정보에 언급되지 않은 것에 대해서는 답변하지 마세요. 여러 번 검색할 수 있습니다.
 Knowledge Base 프롬프트 예제: 키워드로 검색하여 정보를 얻습니다. 연구, X에 대해 묻기, 요약과 같은 작업에 사용할 수 있습니다. 대화에서 검색 키워드를 추측하세요. 검색 결과에는 관련성이 낮은 내용이 포함될 수 있으므로 답변할 때는 관련성이 높은 내용만 참조하세요. 여러 번 실행할 수 있습니다.
@@ -699,6 +700,7 @@ const envs: Record<string, Partial<StackInput>> = {
 `videoGenerationModelIds`에 하나 이상의 모델을 정의하면 활성화됩니다.
 `videoGenerationModelIds`에 대해서는 [Amazon Bedrock 모델 변경](#change-amazon-bedrock-models)을 참조하세요.
 기본값은 [packages/cdk/lib/stack-input.ts](/packages/cdk/lib/stack-input.ts)를 참조하세요.
+
 ### Video Analysis 사용 사례 활성화
 
 비디오 분석 사용 사례에서는 비디오 이미지 프레임과 텍스트를 입력하여 LLM이 이미지 내용을 분석하도록 합니다.
@@ -1258,35 +1260,35 @@ const envs: Record<string, Partial<StackInput>> = {
   dev: {
     modelRegion: 'us-west-2',
     modelIds: [
-      "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
-      "us.anthropic.claude-3-5-haiku-20241022-v1:0",
-      "us.anthropic.claude-3-haiku-20240307-v1:0",
-      "us.deepseek.r1-v1:0",
-      "us.writer.palmyra-x5-v1:0",
-      "us.writer.palmyra-x4-v1:0",
-      "us.meta.llama4-maverick-17b-instruct-v1:0",
-      "us.meta.llama4-scout-17b-instruct-v1:0",
-      "us.meta.llama3-2-11b-instruct-v1:0",
-      "us.meta.llama3-2-3b-instruct-v1:0",
-      "us.meta.llama3-2-1b-instruct-v1:0",
-      "us.amazon.nova-premier-v1:0",
-      "us.amazon.nova-pro-v1:0",
-      "us.amazon.nova-lite-v1:0",
-      "us.amazon.nova-micro-v1:0",
-      "cohere.command-r-plus-v1:0",
-      "cohere.command-r-v1:0",
-      "mistral.mistral-large-2407-v1:0",
+      'us.anthropic.claude-3-7-sonnet-20250219-v1:0',
+      'us.anthropic.claude-3-5-haiku-20241022-v1:0',
+      'us.anthropic.claude-3-haiku-20240307-v1:0',
+      'us.deepseek.r1-v1:0',
+      'us.writer.palmyra-x5-v1:0',
+      'us.writer.palmyra-x4-v1:0',
+      'us.meta.llama4-maverick-17b-instruct-v1:0',
+      'us.meta.llama4-scout-17b-instruct-v1:0',
+      'us.meta.llama3-2-11b-instruct-v1:0',
+      'us.meta.llama3-2-3b-instruct-v1:0',
+      'us.meta.llama3-2-1b-instruct-v1:0',
+      'us.amazon.nova-premier-v1:0',
+      'us.amazon.nova-pro-v1:0',
+      'us.amazon.nova-lite-v1:0',
+      'us.amazon.nova-micro-v1:0',
+      'cohere.command-r-plus-v1:0',
+      'cohere.command-r-v1:0',
+      'mistral.mistral-large-2407-v1:0',
     ],
     imageGenerationModelIds: [
-      "amazon.titan-image-generator-v2:0",
-      "amazon.titan-image-generator-v1",
-      "stability.sd3-large-v1:0",
-      "stability.sd3-5-large-v1:0",
-      "stability.stable-image-core-v1:0",
-      "stability.stable-image-core-v1:1",
-      "stability.stable-image-ultra-v1:0",
-      "stability.stable-image-ultra-v1:1",
-      "stability.stable-diffusion-xl-v1",
+      'amazon.titan-image-generator-v2:0',
+      'amazon.titan-image-generator-v1',
+      'stability.sd3-large-v1:0',
+      'stability.sd3-5-large-v1:0',
+      'stability.stable-image-core-v1:0',
+      'stability.stable-image-core-v1:1',
+      'stability.stable-image-ultra-v1:0',
+      'stability.stable-image-ultra-v1:1',
+      'stability.stable-diffusion-xl-v1',
     ],
   },
 };
@@ -1391,7 +1393,7 @@ SageMaker JumpStart는 패키지된 오픈 소스 대화형 언어 모델의 원
 
 [AWS와 Hugging Face의 파트너십](https://aws.amazon.com/jp/blogs/news/aws-and-hugging-face-collaborate-to-make-generative-ai-more-accessible-and-cost-efficient/) 덕분에 SageMaker SDK를 사용하여 Hugging Face의 모델 ID를 지정하기만 하면 모델을 배포할 수 있습니다.
 
-모델의 Hugging Face 페이지에서 _Deploy_ > _Amazon SageMaker_를 선택하면 모델 배포를 위한 코드를 볼 수 있습니다. 이 코드를 복사하여 실행하면 모델이 배포됩니다. (모델에 따라 인스턴스 크기나 `SM_NUM_GPUS`와 같은 매개변수를 조정해야 할 수 있습니다. 배포가 실패하면 CloudWatch Logs에서 로그를 확인할 수 있습니다.)
+모델의 Hugging Face 페이지에서 _Deploy_ > *Amazon SageMaker*를 선택하면 모델 배포를 위한 코드를 볼 수 있습니다. 이 코드를 복사하여 실행하면 모델이 배포됩니다. (모델에 따라 인스턴스 크기나 `SM_NUM_GPUS`와 같은 매개변수를 조정해야 할 수 있습니다. 배포가 실패하면 CloudWatch Logs에서 로그를 확인할 수 있습니다.)
 
 > [!NOTE]
 > 배포할 때 한 가지 수정이 필요합니다: 엔드포인트 이름이 GenU 애플리케이션에 표시되고 모델의 프롬프트 템플릿을 결정하는 데 사용됩니다(다음 섹션에서 설명). 따라서 구별 가능한 엔드포인트 이름을 지정해야 합니다.
@@ -1497,6 +1499,7 @@ const envs: Record<string, Partial<StackInput>> = {
 이는 Cognito에 이미 생성된 사용자에게는 영향을 주지 않습니다. 가입하거나 생성하려는 새 사용자에게만 적용됩니다.
 
 구성 예제
+
 - `amazon.com` 도메인의 이메일 주소로만 가입을 허용하는 예제
 
 **[parameter.ts](/packages/cdk/parameter.ts) 편집**
@@ -1697,6 +1700,7 @@ GenerativeAiUseCasesDashboardStack에서 생성된 Kendra 인덱스를 미리 
 아래 예제는 JST 월-금 오전 8시에 인덱스 생성을 시작하고 JST 월-금 오후 8시에 삭제를 시작하도록 구성합니다.
 
 **[parameter.ts](/packages/cdk/parameter.ts) 편집**
+
 ```typescript
 // parameter.ts
 const envs: Record<string, Partial<StackInput>> = {
diff --git a/docs/overrides/home_en.html b/docs/overrides/home_en.html
index 86d5e3ddb..8a81b34ec 100644
--- a/docs/overrides/home_en.html
+++ b/docs/overrides/home_en.html
@@ -145,7 +145,7 @@ <h3 class="mb-2 text-xl font-semibold">Chat</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_usecase_builder.gif"
-              alt="Text Generation"
+              alt="Usecase Builder"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Use Case Builder</h3>
             <p class="text-sm text-gray-600">
@@ -177,7 +177,7 @@ <h3 class="mb-2 text-xl font-semibold">RAG Chat</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_agent.gif"
-              alt="Text Generation"
+              alt="Agent Chat"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Agent Chat</h3>
             <p class="text-sm text-gray-600">
@@ -188,11 +188,25 @@ <h3 class="mb-2 text-xl font-semibold">Agent Chat</h3>
             </p>
           </div>
         </div>
+        <div class="swiper-slide">
+          <div class="rounded-lg bg-white p-6 shadow-lg">
+            <img
+              src="../assets/images/usecase_agentcore.gif"
+              alt="AgentCore"
+              class="mb-4 w-full rounded-lg" />
+            <h3 class="mb-2 text-xl font-semibold">AgentCore Chat</h3>
+            <p class="text-sm text-gray-600">
+              AgentCore is a secure serverless runtime which provide session
+              level isolation which is ideal for running OSS Agent. You can
+              integrate custom Agent deployed on AgentCore to GenU.
+            </p>
+          </div>
+        </div>
         <div class="swiper-slide">
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_flow_chat.gif"
-              alt="Text Generation"
+              alt="Flow Chat"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Flow Chat</h3>
             <p class="text-sm text-gray-600">
@@ -207,7 +221,7 @@ <h3 class="mb-2 text-xl font-semibold">Flow Chat</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_voice_chat.gif"
-              alt="Text Generation"
+              alt="Voice Chat"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Voice Chat</h3>
             <p class="text-sm text-gray-600">
@@ -223,7 +237,7 @@ <h3 class="mb-2 text-xl font-semibold">Voice Chat</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_summarize.gif"
-              alt="Text Generation"
+              alt="Summarize"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Summarize</h3>
             <p class="text-sm text-gray-600">
@@ -255,7 +269,7 @@ <h3 class="mb-2 text-xl font-semibold">
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_writer.gif"
-              alt="Text Generation"
+              alt="Writer"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Writing</h3>
             <p class="text-sm text-gray-600">
@@ -272,7 +286,7 @@ <h3 class="mb-2 text-xl font-semibold">Writing</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_translate.gif"
-              alt="Text Generation"
+              alt="Translation"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Translation</h3>
             <p class="text-sm text-gray-600">
@@ -288,7 +302,7 @@ <h3 class="mb-2 text-xl font-semibold">Translation</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_web_content.gif"
-              alt="Text Generation"
+              alt="Web Content Extraction"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Web Content Extraction</h3>
             <p class="text-sm text-gray-600">
@@ -303,7 +317,7 @@ <h3 class="mb-2 text-xl font-semibold">Web Content Extraction</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_generate_image.gif"
-              alt="Text Generation"
+              alt="Image Generation"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Image Generation</h3>
             <p class="text-sm text-gray-600">
@@ -316,7 +330,7 @@ <h3 class="mb-2 text-xl font-semibold">Image Generation</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_generate_video.gif"
-              alt="Text Generation"
+              alt="Video Generation"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Video Generation</h3>
             <p class="text-sm text-gray-600">
@@ -329,7 +343,7 @@ <h3 class="mb-2 text-xl font-semibold">Video Generation</h3>
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
               src="../assets/images/usecase_video_analyzer.gif"
-              alt="Text Generation"
+              alt="Video Analysis"
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">Video Analysis</h3>
             <p class="text-sm text-gray-600">
diff --git a/docs/overrides/home_ja.html b/docs/overrides/home_ja.html
index 85eef672c..edf3f31ef 100644
--- a/docs/overrides/home_ja.html
+++ b/docs/overrides/home_ja.html
@@ -178,6 +178,20 @@ <h3 class="mb-2 text-xl font-semibold">Agent チャット</h3>
             </p>
           </div>
         </div>
+        <div class="swiper-slide">
+          <div class="rounded-lg bg-white p-6 shadow-lg">
+            <img
+              src="../assets/images/usecase_agentcore.gif"
+              alt="AgentCore"
+              class="mb-4 w-full rounded-lg" />
+            <h3 class="mb-2 text-xl font-semibold">AgentCore チャット</h3>
+            <p class="text-sm text-gray-600">
+              AgentCore は、OSS
+              エージェントを実行するのに理想的なセッションレベルの分離を提供する、セキュアなサーバーレスランタイムです。AgentCore
+              にデプロイされたカスタムエージェントを GenU に統合できます。
+            </p>
+          </div>
+        </div>
         <div class="swiper-slide">
           <div class="rounded-lg bg-white p-6 shadow-lg">
             <img
diff --git a/docs/overrides/home_ko.html b/docs/overrides/home_ko.html
index 84d713c5a..acd307432 100644
--- a/docs/overrides/home_ko.html
+++ b/docs/overrides/home_ko.html
@@ -110,9 +110,7 @@ <h3 class="mb-4 text-xl font-semibold">안전한 구현</h3>
           <i class="fas fa-code text-2xl text-orange-500"></i>
         </div>
         <h3 class="mb-4 text-xl font-semibold">커스터마이징 가능</h3>
-        <p class="text-sm text-gray-600">
-          사용 사례 빌더로 맞춤형 기능 추가
-        </p>
+        <p class="text-sm text-gray-600">사용 사례 빌더로 맞춤형 기능 추가</p>
       </div>
     </div>
   </div>
@@ -131,7 +129,10 @@ <h2 class="mb-16 text-center text-3xl font-bold">사용 사례</h2>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">채팅</h3>
             <p class="text-sm text-gray-600">
-              대규모 언어 모델(LLM)이 채팅 형식으로 서로 상호작용할 수 있습니다. LLM이 직접 상호작용할 수 있는 플랫폼 덕분에 새로운 사용 사례와 세부적인 사용 사례에 빠르게 대응할 수 있습니다. 또한 프롬프트 엔지니어링을 위한 검증 환경으로도 효과적입니다.
+              대규모 언어 모델(LLM)이 채팅 형식으로 서로 상호작용할 수 있습니다.
+              LLM이 직접 상호작용할 수 있는 플랫폼 덕분에 새로운 사용 사례와
+              세부적인 사용 사례에 빠르게 대응할 수 있습니다. 또한 프롬프트
+              엔지니어링을 위한 검증 환경으로도 효과적입니다.
             </p>
           </div>
         </div>
@@ -143,7 +144,10 @@ <h3 class="mb-2 text-xl font-semibold">채팅</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">사용 사례 빌더</h3>
             <p class="text-sm text-gray-600">
-              이 기능을 사용하면 자연어로 프롬프트 템플릿을 설명하여 자신만의 사용 사례를 만들 수 있습니다. 프롬프트 템플릿에서 사용 사례 화면이 자동으로 생성되므로 코드를 변경하거나 커스터마이징할 필요가 없습니다.
+              이 기능을 사용하면 자연어로 프롬프트 템플릿을 설명하여 자신만의
+              사용 사례를 만들 수 있습니다. 프롬프트 템플릿에서 사용 사례 화면이
+              자동으로 생성되므로 코드를 변경하거나 커스터마이징할 필요가
+              없습니다.
             </p>
           </div>
         </div>
@@ -155,7 +159,11 @@ <h3 class="mb-2 text-xl font-semibold">사용 사례 빌더</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">RAG 채팅</h3>
             <p class="text-sm text-gray-600">
-              RAG는 LLM이 잘 다루지 못하는 최신 정보나 도메인 지식을 제공하여 LLM이 증거를 바탕으로 답변을 생성할 수 있게 하는 기술입니다. 예를 들어, 내부 문서를 LLM에 전달하면 내부 문의를 자동화할 수 있습니다. 이 저장소는 Amazon Kendra 또는 Knowledge Bases를 사용하여 정보를 가져옵니다.
+              RAG는 LLM이 잘 다루지 못하는 최신 정보나 도메인 지식을 제공하여
+              LLM이 증거를 바탕으로 답변을 생성할 수 있게 하는 기술입니다. 예를
+              들어, 내부 문서를 LLM에 전달하면 내부 문의를 자동화할 수 있습니다.
+              이 저장소는 Amazon Kendra 또는 Knowledge Bases를 사용하여 정보를
+              가져옵니다.
             </p>
           </div>
         </div>
@@ -167,7 +175,9 @@ <h3 class="mb-2 text-xl font-semibold">RAG 채팅</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">에이전트 채팅</h3>
             <p class="text-sm text-gray-600">
-              에이전트는 LLM이 API에 연결하여 다양한 작업을 수행할 수 있게 하는 기술입니다. 이 솔루션은 샘플 구현으로 검색 엔진을 사용하여 필요한 정보를 검색하고 답변하는 에이전트를 구현합니다.
+              에이전트는 LLM이 API에 연결하여 다양한 작업을 수행할 수 있게 하는
+              기술입니다. 이 솔루션은 샘플 구현으로 검색 엔진을 사용하여 필요한
+              정보를 검색하고 답변하는 에이전트를 구현합니다.
             </p>
           </div>
         </div>
@@ -179,7 +189,10 @@ <h3 class="mb-2 text-xl font-semibold">에이전트 채팅</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">플로우 채팅</h3>
             <p class="text-sm text-gray-600">
-              Amazon Bedrock Flows를 사용하면 프롬프트, 기반 모델 및 기타 AWS 서비스를 연결하여 워크플로를 만들 수 있습니다. 플로우 채팅 사용 사례를 통해 미리 생성된 플로우를 선택하고 실행하는 채팅을 사용할 수 있습니다.
+              Amazon Bedrock Flows를 사용하면 프롬프트, 기반 모델 및 기타 AWS
+              서비스를 연결하여 워크플로를 만들 수 있습니다. 플로우 채팅 사용
+              사례를 통해 미리 생성된 플로우를 선택하고 실행하는 채팅을 사용할
+              수 있습니다.
             </p>
           </div>
         </div>
@@ -191,7 +204,10 @@ <h3 class="mb-2 text-xl font-semibold">플로우 채팅</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">음성 채팅</h3>
             <p class="text-sm text-gray-600">
-              음성 채팅에서는 생성형 AI와 양방향 음성 채팅을 할 수 있습니다. 자연스러운 대화와 마찬가지로 AI가 말하는 동안 끼어들어 말할 수도 있습니다. 또한 시스템 프롬프트를 설정하여 특정 역할을 가진 AI와 음성 대화를 할 수 있습니다.
+              음성 채팅에서는 생성형 AI와 양방향 음성 채팅을 할 수 있습니다.
+              자연스러운 대화와 마찬가지로 AI가 말하는 동안 끼어들어 말할 수도
+              있습니다. 또한 시스템 프롬프트를 설정하여 특정 역할을 가진 AI와
+              음성 대화를 할 수 있습니다.
             </p>
           </div>
         </div>
@@ -203,7 +219,11 @@ <h3 class="mb-2 text-xl font-semibold">음성 채팅</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">요약</h3>
             <p class="text-sm text-gray-600">
-              LLM은 대량의 텍스트를 요약하는 데 뛰어납니다. 텍스트를 요약할 뿐만 아니라 텍스트를 컨텍스트로 제공하여 대화형 형태로 필요한 정보를 검색할 수도 있습니다. 예를 들어, 계약서를 읽고 "XXX의 조건은 무엇인가요?" 및 "YYY의 금액은 얼마인가요?"와 같은 정보를 검색할 수 있습니다.
+              LLM은 대량의 텍스트를 요약하는 데 뛰어납니다. 텍스트를 요약할 뿐만
+              아니라 텍스트를 컨텍스트로 제공하여 대화형 형태로 필요한 정보를
+              검색할 수도 있습니다. 예를 들어, 계약서를 읽고 "XXX의 조건은
+              무엇인가요?" 및 "YYY의 금액은 얼마인가요?"와 같은 정보를 검색할 수
+              있습니다.
             </p>
           </div>
         </div>
@@ -213,11 +233,11 @@ <h3 class="mb-2 text-xl font-semibold">요약</h3>
               src="../assets/images/usecase_generate_meeting_minutes.gif"
               alt="회의록 생성"
               class="mb-4 w-full rounded-lg" />
-            <h3 class="mb-2 text-xl font-semibold">
-              회의록 생성
-            </h3>
+            <h3 class="mb-2 text-xl font-semibold">회의록 생성</h3>
             <p class="text-sm text-gray-600">
-              오디오 녹음이나 실시간 전사에서 회의록을 자동으로 생성합니다. 프롬프트 엔지니어링 없이도 전사, 뉴스페이퍼 또는 FAQ 스타일 중에서 선택할 수 있습니다.
+              오디오 녹음이나 실시간 전사에서 회의록을 자동으로 생성합니다.
+              프롬프트 엔지니어링 없이도 전사, 뉴스페이퍼 또는 FAQ 스타일 중에서
+              선택할 수 있습니다.
             </p>
           </div>
         </div>
@@ -229,7 +249,11 @@ <h3 class="mb-2 text-xl font-semibold">
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">글쓰기</h3>
             <p class="text-sm text-gray-600">
-              LLM은 글쓰기와 교정을 도와줄 수 있습니다. 오타와 오류를 확인하는 것 외에도 글의 흐름과 내용 개선을 제안하고 더 중립적인 관점에서 객관적인 시각을 제공할 수 있습니다. 다른 사람에게 보여주기 전에 사용자가 스스로 눈치채지 못했을 수 있는 부분을 확인하여 품질을 향상시킬 것으로 기대됩니다.
+              LLM은 글쓰기와 교정을 도와줄 수 있습니다. 오타와 오류를 확인하는
+              것 외에도 글의 흐름과 내용 개선을 제안하고 더 중립적인 관점에서
+              객관적인 시각을 제공할 수 있습니다. 다른 사람에게 보여주기 전에
+              사용자가 스스로 눈치채지 못했을 수 있는 부분을 확인하여 품질을
+              향상시킬 것으로 기대됩니다.
             </p>
           </div>
         </div>
@@ -241,7 +265,10 @@ <h3 class="mb-2 text-xl font-semibold">글쓰기</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">번역</h3>
             <p class="text-sm text-gray-600">
-              여러 언어를 학습한 LLM은 번역도 할 수 있습니다. 단순히 번역하는 것 외에도 캐주얼함과 대상 계층과 같은 다양한 지정된 컨텍스트 정보를 번역에 반영할 수 있습니다. 예를 들어, 계약서를 번역하면 여러 언어로 번역할 수 있습니다.
+              여러 언어를 학습한 LLM은 번역도 할 수 있습니다. 단순히 번역하는 것
+              외에도 캐주얼함과 대상 계층과 같은 다양한 지정된 컨텍스트 정보를
+              번역에 반영할 수 있습니다. 예를 들어, 계약서를 번역하면 여러
+              언어로 번역할 수 있습니다.
             </p>
           </div>
         </div>
@@ -253,7 +280,10 @@ <h3 class="mb-2 text-xl font-semibold">번역</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">웹 콘텐츠 추출</h3>
             <p class="text-sm text-gray-600">
-              LLM은 블로그와 문서와 같은 웹 콘텐츠를 추출할 수 있습니다. 불필요한 정보를 제거하고 완전한 기사로 형식을 지정합니다. 추출된 콘텐츠는 요약 및 번역과 같은 다른 사용 사례에서 사용할 수 있습니다.
+              LLM은 블로그와 문서와 같은 웹 콘텐츠를 추출할 수 있습니다.
+              불필요한 정보를 제거하고 완전한 기사로 형식을 지정합니다. 추출된
+              콘텐츠는 요약 및 번역과 같은 다른 사용 사례에서 사용할 수
+              있습니다.
             </p>
           </div>
         </div>
@@ -265,7 +295,9 @@ <h3 class="mb-2 text-xl font-semibold">웹 콘텐츠 추출</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">이미지 생성</h3>
             <p class="text-sm text-gray-600">
-              LLM은 텍스트와 이미지를 기반으로 이미지를 생성할 수 있습니다. 아이디어를 시각화하고 디자인 작업을 개선하는 데 도움이 될 수 있습니다.
+              LLM은 텍스트와 이미지를 기반으로 이미지를 생성할 수 있습니다.
+              아이디어를 시각화하고 디자인 작업을 개선하는 데 도움이 될 수
+              있습니다.
             </p>
           </div>
         </div>
@@ -277,7 +309,8 @@ <h3 class="mb-2 text-xl font-semibold">이미지 생성</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">비디오 생성</h3>
             <p class="text-sm text-gray-600">
-              LLM은 텍스트를 기반으로 비디오를 생성할 수 있습니다. 아이디어를 시각화하고 디자인 작업을 개선하는 데 도움이 될 수 있습니다.
+              LLM은 텍스트를 기반으로 비디오를 생성할 수 있습니다. 아이디어를
+              시각화하고 디자인 작업을 개선하는 데 도움이 될 수 있습니다.
             </p>
           </div>
         </div>
@@ -289,7 +322,9 @@ <h3 class="mb-2 text-xl font-semibold">비디오 생성</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">비디오 분석</h3>
             <p class="text-sm text-gray-600">
-              LLM은 텍스트뿐만 아니라 이미지도 입력하여 비디오를 분석할 수 있습니다. 이 기능을 사용하면 이미지 프레임과 텍스트를 입력으로 하여 비디오를 분석할 수 있습니다.
+              LLM은 텍스트뿐만 아니라 이미지도 입력하여 비디오를 분석할 수
+              있습니다. 이 기능을 사용하면 이미지 프레임과 텍스트를 입력으로
+              하여 비디오를 분석할 수 있습니다.
             </p>
           </div>
         </div>
@@ -301,7 +336,9 @@ <h3 class="mb-2 text-xl font-semibold">비디오 분석</h3>
               class="mb-4 w-full rounded-lg" />
             <h3 class="mb-2 text-xl font-semibold">다이어그램 생성</h3>
             <p class="text-sm text-gray-600">
-              LLM은 자연어 설명, 문서 및 코드에서 플로우차트, 시퀀스 다이어그램, 마인드맵과 같은 다이어그램을 생성할 수 있습니다. 복잡한 관계를 시각화하고 더 효율적으로 이해하는 데 도움이 될 수 있습니다.
+              LLM은 자연어 설명, 문서 및 코드에서 플로우차트, 시퀀스 다이어그램,
+              마인드맵과 같은 다이어그램을 생성할 수 있습니다. 복잡한 관계를
+              시각화하고 더 효율적으로 이해하는 데 도움이 될 수 있습니다.
             </p>
           </div>
         </div>
@@ -325,7 +362,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="やさしい手"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              GenU는 사용자에게 부가가치를 제공하고 직원의 효율성을 향상시키는 데 도움이 되었습니다. 직원들의 "일상 업무"가 더 즐거워지면서 "스키스쿠에서 와쿠와쿠로" 계속 발전해 나갈 것입니다.
+              GenU는 사용자에게 부가가치를 제공하고 직원의 효율성을 향상시키는
+              데 도움이 되었습니다. 직원들의 "일상 업무"가 더 즐거워지면서
+              "스키스쿠에서 와쿠와쿠로" 계속 발전해 나갈 것입니다.
             </p>
           </a>
         </div>
@@ -338,7 +377,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="タキヒヨー"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              GenU는 사용자에게 부가가치를 제공하고 직원의 효율성을 향상시키는 데 도움이 되었습니다. 직원들의 "일상 업무"가 더 즐거워지면서 "스키스쿠에서 와쿠와쿠로" 계속 발전해 나갈 것입니다.
+              GenU는 사용자에게 부가가치를 제공하고 직원의 효율성을 향상시키는
+              데 도움이 되었습니다. 직원들의 "일상 업무"가 더 즐거워지면서
+              "스키스쿠에서 와쿠와쿠로" 계속 발전해 나갈 것입니다.
             </p>
           </a>
         </div>
@@ -351,7 +392,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="サルソニード"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              GenU는 사용자에게 부가가치를 제공하고 직원의 효율성을 향상시키는 데 도움이 되었습니다. 직원들의 "일상 업무"가 더 즐거워지면서 "스키스쿠에서 와쿠와쿠로" 계속 발전해 나갈 것입니다.
+              GenU는 사용자에게 부가가치를 제공하고 직원의 효율성을 향상시키는
+              데 도움이 되었습니다. 직원들의 "일상 업무"가 더 즐거워지면서
+              "스키스쿠에서 와쿠와쿠로" 계속 발전해 나갈 것입니다.
             </p>
           </a>
         </div>
@@ -364,7 +407,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="タムラ製作所"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              AWS가 Github에 공개한 애플리케이션 샘플은 즉시 테스트 가능한 기능이 풍부하여 우리의 요구에 맞는 기능을 선택하기 쉬웠고, 최종 시스템의 개발 시간을 단축할 수 있었습니다.
+              AWS가 Github에 공개한 애플리케이션 샘플은 즉시 테스트 가능한
+              기능이 풍부하여 우리의 요구에 맞는 기능을 선택하기 쉬웠고, 최종
+              시스템의 개발 시간을 단축할 수 있었습니다.
             </p>
           </a>
         </div>
@@ -377,7 +422,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="JDSC"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              Amazon Bedrock을 통해 데이터를 안전하게 사용하고 LLM을 활용할 수 있습니다. 또한 우리의 요구에 최적화된 모델로 전환하여 비용을 절감하면서 속도와 정확성을 향상시킬 수 있었습니다.
+              Amazon Bedrock을 통해 데이터를 안전하게 사용하고 LLM을 활용할 수
+              있습니다. 또한 우리의 요구에 최적화된 모델로 전환하여 비용을
+              절감하면서 속도와 정확성을 향상시킬 수 있었습니다.
             </p>
           </a>
         </div>
@@ -390,7 +437,10 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="아이레ット 주식회사"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              생성형 AI 활용을 위한 회사의 지식을 축적하고 체계화하기 위해 AWS에서 공개한 Generative AI Use Cases를 사용하여 사용 사례 사이트를 개발했습니다. 이 프로젝트의 설계, 구축 및 개발을 아이레ット 회사에서 지원했습니다.
+              생성형 AI 활용을 위한 회사의 지식을 축적하고 체계화하기 위해
+              AWS에서 공개한 Generative AI Use Cases를 사용하여 사용 사례
+              사이트를 개발했습니다. 이 프로젝트의 설계, 구축 및 개발을
+              아이레ット 회사에서 지원했습니다.
             </p>
           </a>
         </div>
@@ -403,7 +453,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="아이데아로그"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              기존의 생성형 AI 도구보다 훨씬 더 비즈니스 효율성을 향상시킬 수 있다고 느낍니다. Amazon Bedrock을 사용하고 있어 보안 측면에서도 안전합니다.
+              기존의 생성형 AI 도구보다 훨씬 더 비즈니스 효율성을 향상시킬 수
+              있다고 느낍니다. Amazon Bedrock을 사용하고 있어 보안 측면에서도
+              안전합니다.
             </p>
           </a>
         </div>
@@ -416,7 +468,8 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="에스타일"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              GenU는 짧은 시간 내에 생성형 AI 환경을 구축하고 회사 내 지식 공유를 촉진하는 데 도움이 되었습니다.
+              GenU는 짧은 시간 내에 생성형 AI 환경을 구축하고 회사 내 지식
+              공유를 촉진하는 데 도움이 되었습니다.
             </p>
           </a>
         </div>
@@ -429,7 +482,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="명전사"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              Amazon Bedrock과 Amazon Kendra를 통해 생성형 AI 환경을 빠르고 안전하게 구축할 수 있었습니다. 또한 회의록 자동 생성과 내부 정보 검색을 통해 직원의 효율성 향상에 기여하고 있습니다.
+              Amazon Bedrock과 Amazon Kendra를 통해 생성형 AI 환경을 빠르고
+              안전하게 구축할 수 있었습니다. 또한 회의록 자동 생성과 내부 정보
+              검색을 통해 직원의 효율성 향상에 기여하고 있습니다.
             </p>
           </a>
         </div>
@@ -442,7 +497,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="산쿄리츠잔 주식회사"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              Amazon Kendra를 통해 회사에 묻혀있던 정보를 빠르게 검색할 수 있었습니다. GenU는 회의록 자동 생성과 같이 우리가 원하는 기능을 빠르게 제공하는 데 도움이 되었습니다.
+              Amazon Kendra를 통해 회사에 묻혀있던 정보를 빠르게 검색할 수
+              있었습니다. GenU는 회의록 자동 생성과 같이 우리가 원하는 기능을
+              빠르게 제공하는 데 도움이 되었습니다.
             </p>
           </a>
         </div>
@@ -455,7 +512,9 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="오이식스・라・다이치 주식회사"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              GenU는 리소스, 프로젝트 구조, 외부 지원 및 인재 개발을 구조화하는 데 도움이 되었습니다. 이를 통해 회사에서 생성형 AI의 이미지를 이해할 수 있었습니다.
+              GenU는 리소스, 프로젝트 구조, 외부 지원 및 인재 개발을 구조화하는
+              데 도움이 되었습니다. 이를 통해 회사에서 생성형 AI의 이미지를
+              이해할 수 있었습니다.
             </p>
           </a>
         </div>
@@ -468,7 +527,8 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="주식회사 산에이"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              Amazon Bedrock은 회사별 환경의 클라우드 마이그레이션을 가속화하는 데 도움이 되었습니다.
+              Amazon Bedrock은 회사별 환경의 클라우드 마이그레이션을 가속화하는
+              데 도움이 되었습니다.
             </p>
           </a>
         </div>
@@ -481,7 +541,10 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="주식회사 ONE COMPATH"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              GenU를 활용하여 회사 전체의 생성형 AI 기반을 빠르게 구축할 수 있었습니다. 이를 통해 기획 부서가 독립적으로 PoC를 개발할 수 있게 되어 비즈니스 창출 사이클이 가속화되었고, 개발 부서는 더 중요한 비즈니스 이니셔티브에 리소스를 집중할 수 있었습니다.
+              GenU를 활용하여 회사 전체의 생성형 AI 기반을 빠르게 구축할 수
+              있었습니다. 이를 통해 기획 부서가 독립적으로 PoC를 개발할 수 있게
+              되어 비즈니스 창출 사이클이 가속화되었고, 개발 부서는 더 중요한
+              비즈니스 이니셔티브에 리소스를 집중할 수 있었습니다.
             </p>
           </a>
         </div>
@@ -494,7 +557,10 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
               alt="미쓰비시전기엔지니어링 주식회사"
               class="mb-4 h-16 object-contain" />
             <p class="text-center text-sm text-gray-600">
-              생성형 AI 개발 경험이 없는 팀 멤버들이 ServerWorks의 지도하에 GenU를 사용하여 단 3개월 만에 RAG 시스템을 성공적으로 구축했습니다. GenU의 아키텍처를 참조로 활용하여 헬프데스크 매뉴얼 검색 작업의 효율성 향상을 달성하고 사내 개발 역량을 실현했습니다.
+              생성형 AI 개발 경험이 없는 팀 멤버들이 ServerWorks의 지도하에
+              GenU를 사용하여 단 3개월 만에 RAG 시스템을 성공적으로
+              구축했습니다. GenU의 아키텍처를 참조로 활용하여 헬프데스크 매뉴얼
+              검색 작업의 효율성 향상을 달성하고 사내 개발 역량을 실현했습니다.
             </p>
           </a>
         </div>
@@ -551,7 +617,8 @@ <h2 class="mb-16 text-center text-3xl font-bold">고객사</h2>
 </script>
 
 <footer class="text-center text-gray-600">
-  이 페이지는 GenU summit-2024 브랜치의 웹사이트 작성 사용 사례로 작성되었습니다.
+  이 페이지는 GenU summit-2024 브랜치의 웹사이트 작성 사용 사례로
+  작성되었습니다.
 </footer>
 
 {% endblock %}
diff --git a/package-lock.json b/package-lock.json
index 2b398062b..ebbc8dcda 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -65,9 +65,9 @@
       }
     },
     "node_modules/@aws-amplify/analytics": {
-      "version": "7.0.80",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/analytics/-/analytics-7.0.80.tgz",
-      "integrity": "sha512-KJ22bNnlW+mIAYl+2nM3ZTXhM6svAHUnT0Oi1yzGAwDO0wGYiIUEtV4Vx+21iOZrS3RDrJSEtdynQzfD0eQpLg==",
+      "version": "7.0.86",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/analytics/-/analytics-7.0.86.tgz",
+      "integrity": "sha512-1CEaP6hA1kdBcDbXOg0MFw7Kpwu6Lt93S7r0/Oy/vu9bR3AzKPe/muT8euljmCFl/bY16zqZvY6vUW+WeA0jIw==",
       "license": "Apache-2.0",
       "dependencies": {
         "@aws-sdk/client-firehose": "3.621.0",
@@ -119,13 +119,13 @@
       }
     },
     "node_modules/@aws-amplify/api": {
-      "version": "6.3.11",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/api/-/api-6.3.11.tgz",
-      "integrity": "sha512-Osp264EBrrp6Rp87Df+y7ngv33kriOY2LxQU40lccUfk3CpFN2nrMbIPZ3JGH0n265L1CGJw3XjpeCLmO3s8ng==",
+      "version": "6.3.17",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/api/-/api-6.3.17.tgz",
+      "integrity": "sha512-r7nmL7F8w60CAaSoOlX0YAUPCtxfHflhObe4XXGsAmXipcRi8xah/+ybGmwVLDp4J40dLir4bUaA84A/BW3doA==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@aws-amplify/api-graphql": "4.7.15",
-        "@aws-amplify/api-rest": "4.1.4",
+        "@aws-amplify/api-graphql": "4.7.21",
+        "@aws-amplify/api-rest": "4.3.0",
         "@aws-amplify/data-schema": "^1.7.0",
         "rxjs": "^7.8.1",
         "tslib": "^2.5.0"
@@ -135,19 +135,19 @@
       }
     },
     "node_modules/@aws-amplify/api-graphql": {
-      "version": "4.7.15",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/api-graphql/-/api-graphql-4.7.15.tgz",
-      "integrity": "sha512-6lU3Cw7ExvEHFh2jwEgSIA5ws+KyqahmP00u0++W59Lmcg46Y+TJZ27HUlIZkc/QbOk3/HN9M6YopdRa0LqeCg==",
+      "version": "4.7.21",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/api-graphql/-/api-graphql-4.7.21.tgz",
+      "integrity": "sha512-rSfXtFyCJQeevDGE7TbDgH2xQKvukc+zO+Q9YinevPkGpL9zY4kl9Y5BfxKB/vPCvxR2DQTjeNu4fMlsjt9Zgw==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@aws-amplify/api-rest": "4.1.4",
-        "@aws-amplify/core": "6.11.4",
+        "@aws-amplify/api-rest": "4.3.0",
+        "@aws-amplify/core": "6.13.1",
         "@aws-amplify/data-schema": "^1.7.0",
         "@aws-sdk/types": "3.387.0",
         "graphql": "15.8.0",
         "rxjs": "^7.8.1",
         "tslib": "^2.5.0",
-        "uuid": "^9.0.0"
+        "uuid": "^11.0.0"
       }
     },
     "node_modules/@aws-amplify/api-graphql/node_modules/@aws-sdk/types": {
@@ -175,10 +175,23 @@
         "node": ">=14.0.0"
       }
     },
+    "node_modules/@aws-amplify/api-graphql/node_modules/uuid": {
+      "version": "11.1.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-11.1.0.tgz",
+      "integrity": "sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "license": "MIT",
+      "bin": {
+        "uuid": "dist/esm/bin/uuid"
+      }
+    },
     "node_modules/@aws-amplify/api-rest": {
-      "version": "4.1.4",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/api-rest/-/api-rest-4.1.4.tgz",
-      "integrity": "sha512-3ajXDy+7XTZriiFR+vqtsnQ5tf4RskkEMpUp++eT+R+pBvudqlAkqe4lB0ABXB1/r1+kXJqDHWEgaXT3DZQZJQ==",
+      "version": "4.3.0",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/api-rest/-/api-rest-4.3.0.tgz",
+      "integrity": "sha512-gU8/uFOM5iwMN/FJV6UHSMij3tXQXO/cdtQsTuw5XfcwIeauAIefu5MUY6lTyJbIUny8IRbmjs8DjCUsms13Dw==",
       "license": "Apache-2.0",
       "dependencies": {
         "tslib": "^2.5.0"
@@ -188,9 +201,9 @@
       }
     },
     "node_modules/@aws-amplify/auth": {
-      "version": "6.12.4",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/auth/-/auth-6.12.4.tgz",
-      "integrity": "sha512-3qi3dKJUdYVDS3nCO2YeIK4Djj0vzDEjv2ZpfraYNVBUGXj4GnL7wSUm7r1VD3SYqnHgzoAIdW/73P5ormEMfw==",
+      "version": "6.15.0",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/auth/-/auth-6.15.0.tgz",
+      "integrity": "sha512-VahO4aN/jxufP225bpWBfX4LCK9lram3mSNQsCSs2hJdDnEKvFdpd90cQz6XXRybyYOmkhjNeAgGp4qLwv5BHg==",
       "license": "Apache-2.0",
       "dependencies": {
         "@aws-crypto/sha256-js": "5.2.0",
@@ -214,9 +227,9 @@
       }
     },
     "node_modules/@aws-amplify/core": {
-      "version": "6.11.4",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/core/-/core-6.11.4.tgz",
-      "integrity": "sha512-qkLyu3GxmJNH6gk9WwKEkOjQ0uUMyOuYqJgf97M6DV6btfoqBFY0T18wd+JEqjKm8awk4liRObU4b9/FQPuS9w==",
+      "version": "6.13.1",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/core/-/core-6.13.1.tgz",
+      "integrity": "sha512-PtSGhC7pv+xdr4Ozy6jzeZraB/kjBZiK9tOLOaBH5Trt0pBuLbh2mneE7a72xHGf64XJbl7v3MWPaVscb8KXkw==",
       "license": "Apache-2.0",
       "dependencies": {
         "@aws-crypto/sha256-js": "5.2.0",
@@ -226,13 +239,26 @@
         "js-cookie": "^3.0.5",
         "rxjs": "^7.8.1",
         "tslib": "^2.5.0",
-        "uuid": "^9.0.0"
+        "uuid": "^11.0.0"
+      }
+    },
+    "node_modules/@aws-amplify/core/node_modules/uuid": {
+      "version": "11.1.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-11.1.0.tgz",
+      "integrity": "sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "license": "MIT",
+      "bin": {
+        "uuid": "dist/esm/bin/uuid"
       }
     },
     "node_modules/@aws-amplify/data-schema": {
-      "version": "1.21.0",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/data-schema/-/data-schema-1.21.0.tgz",
-      "integrity": "sha512-3SU6zHrvMVOLUiD574aWcVYPVdZ3sPVwQNTPBg5B3DEOkkZ4bGyuiCCKUQiV7AbdSv/1OcZVnPuRFdv+8CW34A==",
+      "version": "1.21.1",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/data-schema/-/data-schema-1.21.1.tgz",
+      "integrity": "sha512-ZR7zHcjW9NKlCI39F03Ou/q//fobYNRe0w++3Ne75FU2eGGpi7MCIYEP5Hghued/PZkAuarF5dRt79aQt76V8w==",
       "license": "Apache-2.0",
       "dependencies": {
         "@aws-amplify/data-schema-types": "*",
@@ -305,13 +331,13 @@
       }
     },
     "node_modules/@aws-amplify/datastore": {
-      "version": "5.0.82",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/datastore/-/datastore-5.0.82.tgz",
-      "integrity": "sha512-vdCUcpeTN7Cxuke16pZGQg4/zV0z3zs91AsLTkJ6HiOMnFDrqbWdDo+3FB5Mrw0Z6QnBKTUxeZ00K0vn6rgzlQ==",
+      "version": "5.0.88",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/datastore/-/datastore-5.0.88.tgz",
+      "integrity": "sha512-kpmat3af05QBe488pv3Zo07iFVZjA9SkIa3ZJTb8OQYZw+iV717G94fnHnpGrt7+RyyMkxLsxN8NKbEsta9Xcg==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@aws-amplify/api": "6.3.11",
-        "@aws-amplify/api-graphql": "4.7.15",
+        "@aws-amplify/api": "6.3.17",
+        "@aws-amplify/api-graphql": "4.7.21",
         "buffer": "4.9.2",
         "idb": "5.0.6",
         "immer": "9.0.6",
@@ -350,9 +376,9 @@
       "license": "MIT"
     },
     "node_modules/@aws-amplify/notifications": {
-      "version": "2.0.80",
-      "resolved": "https://registry.npmjs.org/@aws-amplify/notifications/-/notifications-2.0.80.tgz",
-      "integrity": "sha512-6ePdufP1gwb//OvuyD/YsnXUvDRXd1sI3+R+Mu+R34IxL34hS1ovEJcM7aAEodvC9bc0jfcyGVoHLxFaRu2nYw==",
+      "version": "2.0.86",
+      "resolved": "https://registry.npmjs.org/@aws-amplify/notifications/-/notifications-2.0.86.tgz",
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+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@rollup/pluginutils/-/pluginutils-5.2.0.tgz",
+      "integrity": "sha512-qWJ2ZTbmumwiLFomfzTyt5Kng4hwPi9rwCYN4SHb6eaRU1KNO4ccxINHr/VhH4GgPlt1XfSTLX2LBTme8ne4Zw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -33571,9 +34218,9 @@
       }
     },
     "node_modules/vite-plugin-svgr/node_modules/picomatch": {
-      "version": "4.0.2",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz",
-      "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==",
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
+      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -33583,10 +34230,38 @@
         "url": "https://github.com/sponsors/jonschlinkert"
       }
     },
+    "node_modules/vite-plugin-webfont-dl": {
+      "version": "3.11.1",
+      "resolved": "https://registry.npmjs.org/vite-plugin-webfont-dl/-/vite-plugin-webfont-dl-3.11.1.tgz",
+      "integrity": "sha512-5eQaMn3mJ0qNnL64R6wZouh0I4zkvK8aS+GsoCDLY4WYfWCYvNpf6TyauxEsMlbwwfznkKjXTd1DNBGs4fKAhQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "axios": "^1",
+        "clean-css": "^5",
+        "flat-cache": "^6",
+        "picocolors": "^1"
+      },
+      "peerDependencies": {
+        "vite": "^2 || ^3 || ^4 || ^5 || ^6 || ^7"
+      }
+    },
+    "node_modules/vite-plugin-webfont-dl/node_modules/flat-cache": {
+      "version": "6.1.12",
+      "resolved": "https://registry.npmjs.org/flat-cache/-/flat-cache-6.1.12.tgz",
+      "integrity": "sha512-U+HqqpZPPXP5d24bWuRzjGqVqUcw64k4nZAbruniDwdRg0H10tvN7H6ku1tjhA4rg5B9GS3siEvwO2qjJJ6f8Q==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "cacheable": "^1.10.3",
+        "flatted": "^3.3.3",
+        "hookified": "^1.10.0"
+      }
+    },
     "node_modules/vite/node_modules/fdir": {
-      "version": "6.4.4",
-      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.4.tgz",
-      "integrity": "sha512-1NZP+GK4GfuAv3PqKvxQRDMjdSRZjnkq7KfhlNrCNNlZ0ygQFpebfrnfnq/W7fpUnAv9aGWmY1zKx7FYL3gwhg==",
+      "version": "6.4.6",
+      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.6.tgz",
+      "integrity": "sha512-hiFoqpyZcfNm1yc4u8oWCf9A2c4D3QjCrks3zmoVKVxpQRzmPNar1hUJcBG2RQHvEVGDN+Jm81ZheVLAQMK6+w==",
       "license": "MIT",
       "peerDependencies": {
         "picomatch": "^3 || ^4"
@@ -33612,9 +34287,9 @@
       }
     },
     "node_modules/vite/node_modules/picomatch": {
-      "version": "4.0.2",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz",
-      "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==",
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
+      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "license": "MIT",
       "engines": {
         "node": ">=12"
@@ -33624,32 +34299,34 @@
       }
     },
     "node_modules/vitest": {
-      "version": "3.1.3",
-      "resolved": "https://registry.npmjs.org/vitest/-/vitest-3.1.3.tgz",
-      "integrity": "sha512-188iM4hAHQ0km23TN/adso1q5hhwKqUpv+Sd6p5sOuh6FhQnRNW3IsiIpvxqahtBabsJ2SLZgmGSpcYK4wQYJw==",
+      "version": "3.2.4",
+      "resolved": "https://registry.npmjs.org/vitest/-/vitest-3.2.4.tgz",
+      "integrity": "sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@vitest/expect": "3.1.3",
-        "@vitest/mocker": "3.1.3",
-        "@vitest/pretty-format": "^3.1.3",
-        "@vitest/runner": "3.1.3",
-        "@vitest/snapshot": "3.1.3",
-        "@vitest/spy": "3.1.3",
-        "@vitest/utils": "3.1.3",
+        "@types/chai": "^5.2.2",
+        "@vitest/expect": "3.2.4",
+        "@vitest/mocker": "3.2.4",
+        "@vitest/pretty-format": "^3.2.4",
+        "@vitest/runner": "3.2.4",
+        "@vitest/snapshot": "3.2.4",
+        "@vitest/spy": "3.2.4",
+        "@vitest/utils": "3.2.4",
         "chai": "^5.2.0",
-        "debug": "^4.4.0",
+        "debug": "^4.4.1",
         "expect-type": "^1.2.1",
         "magic-string": "^0.30.17",
         "pathe": "^2.0.3",
+        "picomatch": "^4.0.2",
         "std-env": "^3.9.0",
         "tinybench": "^2.9.0",
         "tinyexec": "^0.3.2",
-        "tinyglobby": "^0.2.13",
-        "tinypool": "^1.0.2",
+        "tinyglobby": "^0.2.14",
+        "tinypool": "^1.1.1",
         "tinyrainbow": "^2.0.0",
-        "vite": "^5.0.0 || ^6.0.0",
-        "vite-node": "3.1.3",
+        "vite": "^5.0.0 || ^6.0.0 || ^7.0.0-0",
+        "vite-node": "3.2.4",
         "why-is-node-running": "^2.3.0"
       },
       "bin": {
@@ -33665,8 +34342,8 @@
         "@edge-runtime/vm": "*",
         "@types/debug": "^4.1.12",
         "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0",
-        "@vitest/browser": "3.1.3",
-        "@vitest/ui": "3.1.3",
+        "@vitest/browser": "3.2.4",
+        "@vitest/ui": "3.2.4",
         "happy-dom": "*",
         "jsdom": "*"
       },
@@ -33694,6 +34371,19 @@
         }
       }
     },
+    "node_modules/vitest/node_modules/picomatch": {
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
+      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/jonschlinkert"
+      }
+    },
     "node_modules/vitest/node_modules/tinyexec": {
       "version": "0.3.2",
       "resolved": "https://registry.npmjs.org/tinyexec/-/tinyexec-0.3.2.tgz",
@@ -33945,6 +34635,13 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/wordwrap": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/wordwrap/-/wordwrap-1.0.0.tgz",
+      "integrity": "sha512-gvVzJFlPycKc5dZN4yPkP8w7Dc37BtP1yczEneOb4uq34pXZcvrtRTmWV8W+Ume+XCxKgbjM+nevkyFPMybd4Q==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/workbox-background-sync": {
       "version": "7.3.0",
       "resolved": "https://registry.npmjs.org/workbox-background-sync/-/workbox-background-sync-7.3.0.tgz",
@@ -34162,6 +34859,7 @@
       "version": "0.8.0-beta.0",
       "resolved": "https://registry.npmjs.org/source-map/-/source-map-0.8.0-beta.0.tgz",
       "integrity": "sha512-2ymg6oRBpebeZi9UUNsgQ89bhx01TcTkmNTGnNO88imTmbSgy4nfujrgVEFKWpMTEGA11EDkTt7mqObTPdigIA==",
+      "deprecated": "The work that was done in this beta branch won't be included in future versions",
       "license": "BSD-3-Clause",
       "dependencies": {
         "whatwg-url": "^7.0.0"
@@ -34486,9 +35184,9 @@
       "license": "ISC"
     },
     "node_modules/ws": {
-      "version": "8.18.2",
-      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.2.tgz",
-      "integrity": "sha512-DMricUmwGZUVr++AEAe2uiVM7UoO9MAVZMDu05UQOaUII0lp+zOzLLU4Xqh/JvTqklB1T4uELaaPBKyjE1r4fQ==",
+      "version": "8.18.3",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz",
+      "integrity": "sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==",
       "license": "MIT",
       "engines": {
         "node": ">=10.0.0"
@@ -34542,15 +35240,15 @@
       "license": "ISC"
     },
     "node_modules/yaml": {
-      "version": "2.7.1",
-      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.7.1.tgz",
-      "integrity": "sha512-10ULxpnOCQXxJvBgxsn9ptjq6uviG/htZKk9veJGhlqn3w/DxQ631zFF+nlQXLwmImeS5amR2dl2U8sg6U9jsQ==",
+      "version": "2.8.1",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.1.tgz",
+      "integrity": "sha512-lcYcMxX2PO9XMGvAJkJ3OsNMw+/7FKes7/hgerGUYWIoWu5j/+YQqcZr5JnPZWzOsEBgMbSbiSTn/dv/69Mkpw==",
       "license": "ISC",
       "bin": {
         "yaml": "bin.mjs"
       },
       "engines": {
-        "node": ">= 14"
+        "node": ">= 14.6"
       }
     },
     "node_modules/yaml-eslint-parser": {
@@ -34678,18 +35376,18 @@
       }
     },
     "node_modules/zod": {
-      "version": "3.24.4",
-      "resolved": "https://registry.npmjs.org/zod/-/zod-3.24.4.tgz",
-      "integrity": "sha512-OdqJE9UDRPwWsrHjLN2F8bPxvwJBK22EHLWtanu0LSYr5YqzsaaW3RMgmjwr8Rypg5k+meEJdSPXJZXE/yqOMg==",
+      "version": "3.25.76",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
+      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
       "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
     },
     "node_modules/zustand": {
-      "version": "4.5.6",
-      "resolved": "https://registry.npmjs.org/zustand/-/zustand-4.5.6.tgz",
-      "integrity": "sha512-ibr/n1hBzLLj5Y+yUcU7dYw8p6WnIVzdJbnX+1YpaScvZVF2ziugqHs+LAmHw4lWO9c/zRj+K1ncgWDQuthEdQ==",
+      "version": "4.5.7",
+      "resolved": "https://registry.npmjs.org/zustand/-/zustand-4.5.7.tgz",
+      "integrity": "sha512-CHOUy7mu3lbD6o6LJLfllpjkzhHXSBlX8B9+qPddUsIfeF5S/UZ5q0kmCsnRqT1UHFQZchNFDDzMbQsuesHWlw==",
       "license": "MIT",
       "dependencies": {
         "use-sync-external-store": "^1.2.2"
@@ -34730,6 +35428,8 @@
         "@aws-cdk/aws-lambda-python-alpha": "^2.154.1-alpha.0",
         "@aws-sdk/client-bedrock-agent": "^3.755.0",
         "@aws-sdk/client-bedrock-agent-runtime": "^3.755.0",
+        "@aws-sdk/client-bedrock-agentcore": "^3.755.0",
+        "@aws-sdk/client-bedrock-agentcore-control": "^3.755.0",
         "@aws-sdk/client-bedrock-runtime": "^3.755.0",
         "@aws-sdk/client-dynamodb": "^3.755.0",
         "@aws-sdk/client-kendra": "^3.755.0",
@@ -34804,6 +35504,7 @@
       "dependencies": {
         "@aws-amplify/ui-react": "^6.1.12",
         "@aws-crypto/sha256-js": "^5.2.0",
+        "@aws-sdk/client-bedrock-agentcore": "^3.755.0",
         "@aws-sdk/client-cognito-identity": "^3.755.0",
         "@aws-sdk/client-kendra": "^3.755.0",
         "@aws-sdk/client-lambda": "^3.755.0",
@@ -34899,6 +35600,7 @@
         "vite": "^6.3.4",
         "vite-plugin-node-polyfills": "^0.23.0",
         "vite-plugin-svgr": "^4.2.0",
+        "vite-plugin-webfont-dl": "^3.11.1",
         "vitest": "^3.0.7"
       }
     }
diff --git a/packages/cdk/.eslintrc.cjs b/packages/cdk/.eslintrc.cjs
index e3461b171..71f92c755 100644
--- a/packages/cdk/.eslintrc.cjs
+++ b/packages/cdk/.eslintrc.cjs
@@ -5,7 +5,7 @@ module.exports = {
     'plugin:@typescript-eslint/eslint-recommended',
     'plugin:@typescript-eslint/recommended',
   ],
-  ignorePatterns: ['cdk.out', '.eslintrc.cjs'],
+  ignorePatterns: ['cdk.out', '.eslintrc.cjs', 'custom-resources/**', 'dist'],
   parser: '@typescript-eslint/parser',
   parserOptions: {
     project: './tsconfig.json',
diff --git a/packages/cdk/.gitignore b/packages/cdk/.gitignore
index 53ee0de10..ee0357ea7 100644
--- a/packages/cdk/.gitignore
+++ b/packages/cdk/.gitignore
@@ -1,5 +1,4 @@
 *.js
-!jest.config.js
 *.d.ts
 node_modules
 **/__pycache__/**
@@ -7,4 +6,4 @@ node_modules
 # CDK asset staging directory
 .cdk.staging
 cdk.out
-!custom-resources/*.js
+!custom-resources/**/*.js
diff --git a/packages/cdk/bin/generative-ai-use-cases.ts b/packages/cdk/bin/generative-ai-use-cases.ts
index a021f3d0a..3cb3149e3 100644
--- a/packages/cdk/bin/generative-ai-use-cases.ts
+++ b/packages/cdk/bin/generative-ai-use-cases.ts
@@ -3,7 +3,14 @@ import 'source-map-support/register';
 import * as cdk from 'aws-cdk-lib';
 import { getParams } from '../parameter';
 import { createStacks } from '../lib/create-stacks';
+import { TAG_KEY } from '../consts';
 
 const app = new cdk.App();
 const params = getParams(app);
+if (params.tagValue) {
+  cdk.Tags.of(app).add(TAG_KEY, params.tagValue, {
+    // Exclude OpenSearchServerless Collection from tagging
+    excludeResourceTypes: ['AWS::OpenSearchServerless::Collection'],
+  });
+}
 createStacks(app, params);
diff --git a/packages/cdk/cdk.json b/packages/cdk/cdk.json
index 846abfd64..b08f6426d 100644
--- a/packages/cdk/cdk.json
+++ b/packages/cdk/cdk.json
@@ -16,6 +16,7 @@
   },
   "context": {
     "env": "",
+    "tagValue": null,
     "ragEnabled": false,
     "kendraIndexArn": null,
     "kendraIndexLanguage": "ja",
@@ -62,6 +63,8 @@
     "inlineAgents": false,
     "mcpEnabled": false,
     "flows": [],
+    "createGenericAgentCoreRuntime": false,
+    "agentCoreExternalRuntimes": [],
     "allowedIpV4AddressRanges": null,
     "allowedIpV6AddressRanges": null,
     "allowedCountryCodes": null,
@@ -73,6 +76,13 @@
     "guardrailEnabled": false,
     "crossAccountBedrockRoleArn": "",
     "useCaseBuilderEnabled": true,
+    "closedNetworkMode": false,
+    "closedNetworkAppIpv4Cidr": "10.0.0.0/16",
+    "closedNetworkUserIpv4Cidr": "10.1.0.0/16",
+    "closedNetworkCertificateArn": null,
+    "closedNetworkDomainName": null,
+    "closedNetworkCreateTestEnvironment": true,
+    "closedNetworkCreateResolverEndpoint": true,
     "@aws-cdk/aws-lambda:recognizeLayerVersion": true,
     "@aws-cdk/core:checkSecretUsage": true,
     "@aws-cdk/core:target-partitions": ["aws", "aws-cn"],
diff --git a/packages/cdk/consts.ts b/packages/cdk/consts.ts
index 50b448057..4559facf2 100644
--- a/packages/cdk/consts.ts
+++ b/packages/cdk/consts.ts
@@ -1,3 +1,5 @@
 import * as lambda from 'aws-cdk-lib/aws-lambda';
 
 export const LAMBDA_RUNTIME_NODEJS = lambda.Runtime.NODEJS_22_X;
+
+export const TAG_KEY = 'GenU';
diff --git a/packages/cdk/custom-resources/agent-core-runtime/.gitignore b/packages/cdk/custom-resources/agent-core-runtime/.gitignore
new file mode 100644
index 000000000..9cf4150d3
--- /dev/null
+++ b/packages/cdk/custom-resources/agent-core-runtime/.gitignore
@@ -0,0 +1,28 @@
+# TypeScript compilation outputs
+*.js
+*.d.ts
+*.js.map
+
+# Dependencies
+node_modules/
+
+# Logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Coverage directory used by tools like istanbul
+coverage/
+
+# Editor directories and files
+.vscode/
+.idea/
+*.swp
+*.swo 
\ No newline at end of file
diff --git a/packages/cdk/custom-resources/agent-core-runtime/index.ts b/packages/cdk/custom-resources/agent-core-runtime/index.ts
new file mode 100644
index 000000000..d896f9039
--- /dev/null
+++ b/packages/cdk/custom-resources/agent-core-runtime/index.ts
@@ -0,0 +1,301 @@
+import {
+  BedrockAgentCoreControlClient,
+  CreateAgentRuntimeCommand,
+  UpdateAgentRuntimeCommand,
+  DeleteAgentRuntimeCommand,
+  CreateAgentRuntimeRequest,
+  UpdateAgentRuntimeRequest,
+} from '@aws-sdk/client-bedrock-agentcore-control';
+
+// Types for Custom Resource
+interface CloudFormationCustomResourceEvent {
+  RequestType: 'Create' | 'Update' | 'Delete';
+  ResponseURL: string;
+  StackId: string;
+  RequestId: string;
+  ResourceType: string;
+  LogicalResourceId: string;
+  ResourceProperties: {
+    AgentCoreRuntimeName: string;
+    RoleArn: string;
+    NetworkMode: string;
+    ServerProtocol: string;
+    CustomConfig: Record<string, unknown>;
+  };
+  PhysicalResourceId?: string;
+}
+
+interface AgentCoreRuntimeConfig {
+  name: string;
+  roleArn: string;
+  networkMode: string;
+  serverProtocol: string;
+  containerImageUri: string;
+  environmentVariables?: Record<string, string>;
+}
+
+interface CustomResourceResponse {
+  PhysicalResourceId: string;
+  Data?: {
+    AgentCoreRuntimeId: string;
+    AgentCoreRuntimeArn: string;
+  };
+}
+
+/**
+ * Create AgentCore Runtime using AWS SDK
+ */
+async function createAgentRuntime(
+  client: BedrockAgentCoreControlClient,
+  config: AgentCoreRuntimeConfig
+): Promise<{ agentRuntimeId: string; agentRuntimeArn: string }> {
+  console.log(`Creating AgentCore Runtime: ${config.name}`);
+
+  if (!config.containerImageUri) {
+    throw new Error('containerImageUri is required for AgentCore Runtime');
+  }
+  if (!config.serverProtocol) {
+    throw new Error('serverProtocol is required for AgentCore Runtime');
+  }
+
+  const createParams: CreateAgentRuntimeRequest = {
+    agentRuntimeName: config.name,
+    agentRuntimeArtifact: {
+      containerConfiguration: {
+        containerUri: config.containerImageUri,
+      },
+    },
+    roleArn: config.roleArn,
+    networkConfiguration: {
+      networkMode: (config.networkMode === 'DEFAULT'
+        ? 'PUBLIC'
+        : config.networkMode) as any,
+    },
+    protocolConfiguration: {
+      serverProtocol: config.serverProtocol as any,
+    },
+    ...(config.environmentVariables && {
+      environmentVariables: config.environmentVariables,
+    }),
+  };
+
+  console.log('Create parameters:', JSON.stringify(createParams, null, 2));
+
+  const command = new CreateAgentRuntimeCommand(createParams);
+  const response = await client.send(command);
+
+  if (!response.agentRuntimeId || !response.agentRuntimeArn) {
+    throw new Error(
+      'Failed to create AgentCore Runtime - missing ID or ARN in response'
+    );
+  }
+
+  console.log(
+    `Successfully created AgentCore Runtime: ${response.agentRuntimeId}`
+  );
+
+  return {
+    agentRuntimeId: response.agentRuntimeId,
+    agentRuntimeArn: response.agentRuntimeArn,
+  };
+}
+
+/**
+ * Update AgentCore Runtime using AWS SDK
+ */
+async function updateAgentRuntime(
+  client: BedrockAgentCoreControlClient,
+  agentRuntimeId: string,
+  config: AgentCoreRuntimeConfig
+): Promise<{ agentRuntimeId: string; agentRuntimeArn: string }> {
+  console.log(`Updating AgentCore Runtime: ${agentRuntimeId}`);
+
+  if (!config.containerImageUri) {
+    throw new Error(
+      'containerImageUri is required for AgentCore Runtime update'
+    );
+  }
+  if (!config.serverProtocol) {
+    throw new Error('serverProtocol is required for AgentCore Runtime update');
+  }
+
+  const updateParams: UpdateAgentRuntimeRequest = {
+    agentRuntimeId,
+    agentRuntimeArtifact: {
+      containerConfiguration: {
+        containerUri: config.containerImageUri,
+      },
+    },
+    roleArn: config.roleArn,
+    networkConfiguration: {
+      networkMode: (config.networkMode === 'DEFAULT'
+        ? 'PUBLIC'
+        : config.networkMode) as any,
+    },
+    protocolConfiguration: {
+      serverProtocol: config.serverProtocol as any,
+    },
+    ...(config.environmentVariables && {
+      environmentVariables: config.environmentVariables,
+    }),
+  };
+
+  console.log('Update parameters:', JSON.stringify(updateParams, null, 2));
+
+  const command = new UpdateAgentRuntimeCommand(updateParams);
+  const response = await client.send(command);
+
+  console.log(`Successfully updated AgentCore Runtime: ${agentRuntimeId}`);
+
+  return {
+    agentRuntimeId,
+    agentRuntimeArn:
+      response.agentRuntimeArn ||
+      `arn:aws:bedrock-agentcore:${process.env.AWS_REGION}:${process.env.AWS_ACCOUNT_ID}:runtime/${agentRuntimeId}`,
+  };
+}
+
+/**
+ * Delete AgentCore Runtime using AWS SDK
+ */
+async function deleteAgentRuntime(
+  client: BedrockAgentCoreControlClient,
+  agentRuntimeId: string
+): Promise<void> {
+  console.log(`Deleting AgentCore Runtime: ${agentRuntimeId}`);
+
+  try {
+    const deleteParams = { agentRuntimeId };
+    const command = new DeleteAgentRuntimeCommand(deleteParams);
+    await client.send(command);
+    console.log(`Successfully deleted AgentCore Runtime: ${agentRuntimeId}`);
+  } catch (error: any) {
+    console.log(`Delete error for AgentCore Runtime ${agentRuntimeId}:`, error);
+
+    // Simplified error handling: Only handle resource not found
+    if (
+      error.name === 'ResourceNotFoundException' ||
+      error.message?.includes('not found') ||
+      error.message?.includes('does not exist')
+    ) {
+      console.log(
+        `AgentCore Runtime ${agentRuntimeId} already deleted or not found`
+      );
+      return; // Success case
+    }
+
+    // For all other errors, let them bubble up
+    // CloudFormation will handle resource abandonment as designed
+    throw error;
+  }
+}
+
+/**
+ * Main Lambda handler for CustomResource using Provider Framework
+ */
+export async function handler(
+  event: CloudFormationCustomResourceEvent
+): Promise<CustomResourceResponse> {
+  console.log('Received event:', JSON.stringify(event, null, 2));
+
+  const { RequestType, ResourceProperties, PhysicalResourceId } = event;
+  const {
+    AgentCoreRuntimeName: agentRuntimeName,
+    CustomConfig: customConfig = {},
+    RoleArn: roleArn,
+    NetworkMode: networkMode,
+    ServerProtocol: serverProtocol,
+  } = ResourceProperties;
+
+  // Extract configuration
+  const config: AgentCoreRuntimeConfig = {
+    name: agentRuntimeName,
+    roleArn,
+    networkMode,
+    serverProtocol,
+    containerImageUri: (customConfig as any).containerImageUri,
+    environmentVariables: (customConfig as any).environmentVariables,
+  };
+
+  const client = new BedrockAgentCoreControlClient({
+    region: process.env.AWS_REGION,
+  });
+
+  try {
+    switch (RequestType) {
+      case 'Create': {
+        const { agentRuntimeId, agentRuntimeArn } = await createAgentRuntime(
+          client,
+          config
+        );
+
+        return {
+          PhysicalResourceId: agentRuntimeId,
+          Data: {
+            AgentCoreRuntimeId: agentRuntimeId,
+            AgentCoreRuntimeArn: agentRuntimeArn,
+          },
+        };
+      }
+
+      case 'Update': {
+        if (!PhysicalResourceId) {
+          throw new Error('PhysicalResourceId is required for Update');
+        }
+
+        const { agentRuntimeId, agentRuntimeArn } = await updateAgentRuntime(
+          client,
+          PhysicalResourceId,
+          config
+        );
+
+        return {
+          PhysicalResourceId: agentRuntimeId,
+          Data: {
+            AgentCoreRuntimeId: agentRuntimeId,
+            AgentCoreRuntimeArn: agentRuntimeArn,
+          },
+        };
+      }
+
+      case 'Delete': {
+        console.log(
+          `Processing Delete request for PhysicalResourceId: ${PhysicalResourceId}`
+        );
+
+        // Simple validation: Only process if we have a valid resource ID
+        if (
+          !PhysicalResourceId ||
+          PhysicalResourceId === 'deleted' ||
+          PhysicalResourceId === 'failed'
+        ) {
+          console.log(`No valid resource to delete: ${PhysicalResourceId}`);
+          return {
+            PhysicalResourceId: PhysicalResourceId || 'deleted',
+          };
+        }
+
+        // Simple delete operation - let errors bubble up naturally
+        await deleteAgentRuntime(client, PhysicalResourceId);
+
+        return {
+          PhysicalResourceId: PhysicalResourceId,
+        };
+      }
+
+      default:
+        throw new Error(`Unknown request type: ${RequestType}`);
+    }
+  } catch (error) {
+    console.error('Error processing request:', error);
+    console.log('Request details:', {
+      RequestType,
+      PhysicalResourceId,
+      LogicalResourceId: event.LogicalResourceId,
+    });
+
+    // Simple error handling: Re-throw the error
+    // Provider Framework will handle CloudFormation response
+    throw error;
+  }
+}
diff --git a/packages/cdk/custom-resources/agent-core-runtime/package-lock.json b/packages/cdk/custom-resources/agent-core-runtime/package-lock.json
new file mode 100644
index 000000000..014820610
--- /dev/null
+++ b/packages/cdk/custom-resources/agent-core-runtime/package-lock.json
@@ -0,0 +1,1318 @@
+{
+  "name": "agent-core-runtime-custom-resource",
+  "version": "1.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "agent-core-runtime-custom-resource",
+      "version": "1.0.0",
+      "dependencies": {
+        "@aws-sdk/client-bedrock-agentcore-control": "^3.755.0"
+      },
+      "devDependencies": {
+        "@types/node": "^20.0.0",
+        "typescript": "^5.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-browser/-/sha256-browser-5.2.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/sha256-js": "^5.2.0",
+        "@aws-crypto/supports-web-crypto": "^5.2.0",
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "@aws-sdk/util-locate-window": "^3.0.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/is-array-buffer": {
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+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-2.2.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-buffer-from": {
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+      "resolved": "https://registry.npmjs.org/@smithy/util-buffer-from/-/util-buffer-from-2.2.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
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+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-utf8": {
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+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-2.3.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-js": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-js/-/sha256-js-5.2.0.tgz",
+      "integrity": "sha512-FFQQyu7edu4ufvIZ+OadFpHHOt+eSTBaYaki44c+akjg7qZg9oOQeLlk77F6tSYqjDAFClrHJk9tMf0HdVyOvA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=16.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/supports-web-crypto": {
+      "version": "5.2.0",
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+      "integrity": "sha512-iAvUotm021kM33eCdNfwIN//F77/IADDSs58i+MDaOqFrVjZo9bAal0NK7HurRuWLLpF1iLX7gbWrjHjeo+YFg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/util": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/util/-/util-5.2.0.tgz",
+      "integrity": "sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/types": "^3.222.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/util/node_modules/@smithy/is-array-buffer": {
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+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-2.2.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/util/node_modules/@smithy/util-buffer-from": {
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+      "dependencies": {
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+        "tslib": "^2.6.2"
+      },
+      "engines": {
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+      }
+    },
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+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-2.3.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-bedrock-agentcore-control": {
+      "version": "3.848.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/client-bedrock-agentcore-control/-/client-bedrock-agentcore-control-3.848.0.tgz",
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+      "dependencies": {
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+        "@aws-crypto/sha256-js": "5.2.0",
+        "@aws-sdk/core": "3.846.0",
+        "@aws-sdk/credential-provider-node": "3.848.0",
+        "@aws-sdk/middleware-host-header": "3.840.0",
+        "@aws-sdk/middleware-logger": "3.840.0",
+        "@aws-sdk/middleware-recursion-detection": "3.840.0",
+        "@aws-sdk/middleware-user-agent": "3.848.0",
+        "@aws-sdk/region-config-resolver": "3.840.0",
+        "@aws-sdk/types": "3.840.0",
+        "@aws-sdk/util-endpoints": "3.848.0",
+        "@aws-sdk/util-user-agent-browser": "3.840.0",
+        "@aws-sdk/util-user-agent-node": "3.848.0",
+        "@smithy/config-resolver": "^4.1.4",
+        "@smithy/core": "^3.7.0",
+        "@smithy/fetch-http-handler": "^5.1.0",
+        "@smithy/hash-node": "^4.0.4",
+        "@smithy/invalid-dependency": "^4.0.4",
+        "@smithy/middleware-content-length": "^4.0.4",
+        "@smithy/middleware-endpoint": "^4.1.15",
+        "@smithy/middleware-retry": "^4.1.16",
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+        "@smithy/middleware-stack": "^4.0.4",
+        "@smithy/node-config-provider": "^4.1.3",
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+        "@smithy/util-waiter": "^4.0.6",
+        "@types/uuid": "^9.0.1",
+        "tslib": "^2.6.2",
+        "uuid": "^9.0.1"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-sso": {
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+      "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso/-/client-sso-3.848.0.tgz",
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+        "@smithy/util-utf8": "^4.0.0",
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+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
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+        "@smithy/protocol-http": "^5.1.2",
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+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
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+      "version": "3.848.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/credential-provider-ini/-/credential-provider-ini-3.848.0.tgz",
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+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/util-stream": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/@smithy/util-stream/-/util-stream-4.2.3.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/fetch-http-handler": "^5.1.0",
+        "@smithy/node-http-handler": "^4.1.0",
+        "@smithy/types": "^4.3.1",
+        "@smithy/util-base64": "^4.0.0",
+        "@smithy/util-buffer-from": "^4.0.0",
+        "@smithy/util-hex-encoding": "^4.0.0",
+        "@smithy/util-utf8": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/util-uri-escape": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-uri-escape/-/util-uri-escape-4.0.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/util-utf8": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-4.0.0.tgz",
+      "integrity": "sha512-b+zebfKCfRdgNJDknHCob3O7FpeYQN6ZG6YLExMcasDHsCXlsXCEuiPZeLnJLpwa5dvPetGlnGCiMHuLwGvFow==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/util-waiter": {
+      "version": "4.0.6",
+      "resolved": "https://registry.npmjs.org/@smithy/util-waiter/-/util-waiter-4.0.6.tgz",
+      "integrity": "sha512-slcr1wdRbX7NFphXZOxtxRNA7hXAAtJAXJDE/wdoMAos27SIquVCKiSqfB6/28YzQ8FCsB5NKkhdM5gMADbqxg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/abort-controller": "^4.0.4",
+        "@smithy/types": "^4.3.1",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@types/node": {
+      "version": "20.19.9",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-20.19.9.tgz",
+      "integrity": "sha512-cuVNgarYWZqxRJDQHEB58GEONhOK79QVR/qYx4S7kcUObQvUwvFnYxJuuHUKm2aieN9X3yZB4LZsuYNU1Qphsw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "undici-types": "~6.21.0"
+      }
+    },
+    "node_modules/@types/uuid": {
+      "version": "9.0.8",
+      "resolved": "https://registry.npmjs.org/@types/uuid/-/uuid-9.0.8.tgz",
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+      "license": "MIT"
+    },
+    "node_modules/bowser": {
+      "version": "2.11.0",
+      "resolved": "https://registry.npmjs.org/bowser/-/bowser-2.11.0.tgz",
+      "integrity": "sha512-AlcaJBi/pqqJBIQ8U9Mcpc9i8Aqxn88Skv5d+xBX006BY5u8N3mGLHa5Lgppa7L/HfwgwLgZ6NYs+Ag6uUmJRA==",
+      "license": "MIT"
+    },
+    "node_modules/fast-xml-parser": {
+      "version": "5.2.5",
+      "resolved": "https://registry.npmjs.org/fast-xml-parser/-/fast-xml-parser-5.2.5.tgz",
+      "integrity": "sha512-pfX9uG9Ki0yekDHx2SiuRIyFdyAr1kMIMitPvb0YBo8SUfKvia7w7FIyd/l6av85pFYRhZscS75MwMnbvY+hcQ==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/NaturalIntelligence"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
+        "strnum": "^2.1.0"
+      },
+      "bin": {
+        "fxparser": "src/cli/cli.js"
+      }
+    },
+    "node_modules/strnum": {
+      "version": "2.1.1",
+      "resolved": "https://registry.npmjs.org/strnum/-/strnum-2.1.1.tgz",
+      "integrity": "sha512-7ZvoFTiCnGxBtDqJ//Cu6fWtZtc7Y3x+QOirG15wztbdngGSkht27o2pyGWrVy0b4WAy3jbKmnoK6g5VlVNUUw==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/NaturalIntelligence"
+        }
+      ],
+      "license": "MIT"
+    },
+    "node_modules/tslib": {
+      "version": "2.8.1",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
+      "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
+      "license": "0BSD"
+    },
+    "node_modules/typescript": {
+      "version": "5.8.3",
+      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.8.3.tgz",
+      "integrity": "sha512-p1diW6TqL9L07nNxvRMM7hMMw4c5XOo/1ibL4aAIGmSAt9slTE1Xgw5KWuof2uTOvCg9BY7ZRi+GaF+7sfgPeQ==",
+      "dev": true,
+      "license": "Apache-2.0",
+      "bin": {
+        "tsc": "bin/tsc",
+        "tsserver": "bin/tsserver"
+      },
+      "engines": {
+        "node": ">=14.17"
+      }
+    },
+    "node_modules/undici-types": {
+      "version": "6.21.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
+      "integrity": "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/uuid": {
+      "version": "9.0.1",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-9.0.1.tgz",
+      "integrity": "sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "license": "MIT",
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    }
+  }
+}
diff --git a/packages/cdk/custom-resources/agent-core-runtime/package.json b/packages/cdk/custom-resources/agent-core-runtime/package.json
new file mode 100644
index 000000000..543d08278
--- /dev/null
+++ b/packages/cdk/custom-resources/agent-core-runtime/package.json
@@ -0,0 +1,19 @@
+{
+  "name": "agent-core-runtime-custom-resource",
+  "private": true,
+  "version": "1.0.0",
+  "description": "CustomResource for managing AWS Bedrock AgentCore Runtimes",
+  "main": "index.js",
+  "scripts": {
+    "build": "tsc",
+    "clean": "rm -rf dist *.js *.d.ts",
+    "prebuild": "npm run clean"
+  },
+  "dependencies": {
+    "@aws-sdk/client-bedrock-agentcore-control": "^3.755.0"
+  },
+  "devDependencies": {
+    "@types/node": "^20.0.0",
+    "typescript": "^5.0.0"
+  }
+}
diff --git a/packages/cdk/custom-resources/agent-core-runtime/tsconfig.json b/packages/cdk/custom-resources/agent-core-runtime/tsconfig.json
new file mode 100644
index 000000000..deaa5c919
--- /dev/null
+++ b/packages/cdk/custom-resources/agent-core-runtime/tsconfig.json
@@ -0,0 +1,20 @@
+{
+  "compilerOptions": {
+    "target": "ES2020",
+    "module": "commonjs",
+    "lib": ["ES2020"],
+    "outDir": "./",
+    "rootDir": "./",
+    "strict": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "forceConsistentCasingInFileNames": true,
+    "declaration": true,
+    "declarationMap": false,
+    "sourceMap": false,
+    "moduleResolution": "node",
+    "allowSyntheticDefaultImports": true
+  },
+  "include": ["*.ts"],
+  "exclude": ["node_modules", "**/*.test.ts", "**/*.spec.ts"]
+}
diff --git a/packages/cdk/custom-resources/apply-tags/apply-tags.js b/packages/cdk/custom-resources/apply-tags/apply-tags.js
new file mode 100644
index 000000000..51bb1e87f
--- /dev/null
+++ b/packages/cdk/custom-resources/apply-tags/apply-tags.js
@@ -0,0 +1,146 @@
+const {
+  OpenSearchServerlessClient,
+  TagResourceCommand,
+  UntagResourceCommand,
+  ListTagsForResourceCommand,
+} = require('@aws-sdk/client-opensearchserverless');
+
+exports.handler = async (event, context) => {
+  console.log('Event:', JSON.stringify(event, null, 2));
+
+  try {
+    const { collectionId, region, accountId, tag } = event.ResourceProperties;
+
+    // Skip for Delete operation
+    if (event.RequestType === 'Delete') {
+      return await sendResponse(
+        event,
+        context,
+        'SUCCESS',
+        {},
+        'ApplyTagsResource'
+      );
+    }
+
+    // Create OpenSearch Serverless client
+    const ossClient = new OpenSearchServerlessClient({ region });
+    const collectionArn = `arn:aws:aoss:${region}:${accountId}:collection/${collectionId}`;
+
+    // Check if we need to apply or remove tags
+    if (tag && tag.value) {
+      console.log(
+        `Applying tags to collection ${collectionId}: ${JSON.stringify(tag)}`
+      );
+
+      // Apply tags
+      const command = new TagResourceCommand({
+        resourceArn: collectionArn,
+        tags: [tag],
+      });
+
+      const res = await ossClient.send(command);
+
+      console.log(`response: ${JSON.stringify(res)}`);
+      console.log(`Successfully applied tags to ${collectionArn}`);
+    } else {
+      // If tagValue is unset, we need to check if the tag exists and remove it
+      console.log(
+        `Checking for existing tags on collection ${collectionId} with key ${tag.key}`
+      );
+
+      // First, list existing tags
+      const listTagsCommand = new ListTagsForResourceCommand({
+        resourceArn: collectionArn,
+      });
+
+      const existingTags = await ossClient.send(listTagsCommand);
+      console.log(`Existing tags: ${JSON.stringify(existingTags)}`);
+
+      // Check if our tag key exists
+      const tagExists =
+        existingTags.tags && existingTags.tags.some((t) => t.key === tag.key);
+
+      if (tagExists) {
+        console.log(
+          `Removing tag with key ${tag.key} from collection ${collectionId}`
+        );
+
+        // Remove the tag
+        const untagCommand = new UntagResourceCommand({
+          resourceArn: collectionArn,
+          tagKeys: [tag.key],
+        });
+
+        const untagRes = await ossClient.send(untagCommand);
+        console.log(`Untag response: ${JSON.stringify(untagRes)}`);
+        console.log(
+          `Successfully removed tag with key ${tag.key} from ${collectionArn}`
+        );
+      } else {
+        console.log(
+          `No tag with key ${tag.key} found on collection ${collectionId}`
+        );
+      }
+    }
+
+    return await sendResponse(
+      event,
+      context,
+      'SUCCESS',
+      {},
+      'ApplyTagsResource'
+    );
+  } catch (error) {
+    console.error('Error:', error);
+    return await sendResponse(
+      event,
+      context,
+      'FAILED',
+      {},
+      'ApplyTagsResource'
+    );
+  }
+};
+
+// Function to send response to CloudFormation
+async function sendResponse(event, context, status, data, physicalId) {
+  const responseBody = JSON.stringify({
+    Status: status,
+    Reason: `See CloudWatch Log Stream: ${context.logStreamName}`,
+    PhysicalResourceId: physicalId || context.logStreamName,
+    StackId: event.StackId,
+    RequestId: event.RequestId,
+    LogicalResourceId: event.LogicalResourceId,
+    Data: data,
+  });
+
+  return await new Promise((resolve, reject) => {
+    const https = require('https');
+    const url = require('url');
+    const parsedUrl = url.parse(event.ResponseURL);
+
+    const options = {
+      hostname: parsedUrl.hostname,
+      port: 443,
+      path: parsedUrl.path,
+      method: 'PUT',
+      headers: {
+        'Content-Type': '',
+        'Content-Length': responseBody.length,
+      },
+    };
+
+    const request = https.request(options, (response) => {
+      console.log(`Status code: ${response.statusCode}`);
+      resolve();
+    });
+
+    request.on('error', (error) => {
+      console.log('send() error:', error);
+      resolve(); // Still resolve to avoid CF waiting
+    });
+
+    request.write(responseBody);
+    request.end();
+  });
+}
diff --git a/packages/cdk/custom-resources/apply-tags/package-lock.json b/packages/cdk/custom-resources/apply-tags/package-lock.json
new file mode 100644
index 000000000..8e8cf32f9
--- /dev/null
+++ b/packages/cdk/custom-resources/apply-tags/package-lock.json
@@ -0,0 +1,1268 @@
+{
+  "name": "apply-tags",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "dependencies": {
+        "@aws-sdk/client-opensearchserverless": "^3.840.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-browser/-/sha256-browser-5.2.0.tgz",
+      "integrity": "sha512-AXfN/lGotSQwu6HNcEsIASo7kWXZ5HYWvfOmSNKDsEqC4OashTp8alTmaz+F7TC2L083SFv5RdB+qU3Vs1kZqw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/sha256-js": "^5.2.0",
+        "@aws-crypto/supports-web-crypto": "^5.2.0",
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "@aws-sdk/util-locate-window": "^3.0.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/is-array-buffer": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-2.2.0.tgz",
+      "integrity": "sha512-GGP3O9QFD24uGeAXYUjwSTXARoqpZykHadOmA8G5vfJPK0/DC67qa//0qvqrJzL1xc8WQWX7/yc7fwudjPHPhA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-buffer-from": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-buffer-from/-/util-buffer-from-2.2.0.tgz",
+      "integrity": "sha512-IJdWBbTcMQ6DA0gdNhh/BwrLkDR+ADW5Kr1aZmd4k3DIF6ezMV4R2NIAmT08wQJ3yUK82thHWmC/TnK/wpMMIA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/is-array-buffer": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-utf8": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-2.3.0.tgz",
+      "integrity": "sha512-R8Rdn8Hy72KKcebgLiv8jQcQkXoLMOGGv5uI1/k0l+snqkOzQ1R0ChUBCxWMlBsFMekWjq0wRudIweFs7sKT5A==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-js": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-js/-/sha256-js-5.2.0.tgz",
+      "integrity": "sha512-FFQQyu7edu4ufvIZ+OadFpHHOt+eSTBaYaki44c+akjg7qZg9oOQeLlk77F6tSYqjDAFClrHJk9tMf0HdVyOvA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=16.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/supports-web-crypto": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/supports-web-crypto/-/supports-web-crypto-5.2.0.tgz",
+      "integrity": "sha512-iAvUotm021kM33eCdNfwIN//F77/IADDSs58i+MDaOqFrVjZo9bAal0NK7HurRuWLLpF1iLX7gbWrjHjeo+YFg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/util": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/util/-/util-5.2.0.tgz",
+      "integrity": "sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/types": "^3.222.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/util/node_modules/@smithy/is-array-buffer": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-2.2.0.tgz",
+      "integrity": "sha512-GGP3O9QFD24uGeAXYUjwSTXARoqpZykHadOmA8G5vfJPK0/DC67qa//0qvqrJzL1xc8WQWX7/yc7fwudjPHPhA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/util/node_modules/@smithy/util-buffer-from": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-buffer-from/-/util-buffer-from-2.2.0.tgz",
+      "integrity": "sha512-IJdWBbTcMQ6DA0gdNhh/BwrLkDR+ADW5Kr1aZmd4k3DIF6ezMV4R2NIAmT08wQJ3yUK82thHWmC/TnK/wpMMIA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/is-array-buffer": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/util/node_modules/@smithy/util-utf8": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-2.3.0.tgz",
+      "integrity": "sha512-R8Rdn8Hy72KKcebgLiv8jQcQkXoLMOGGv5uI1/k0l+snqkOzQ1R0ChUBCxWMlBsFMekWjq0wRudIweFs7sKT5A==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-opensearchserverless": {
+      "version": "3.864.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/client-opensearchserverless/-/client-opensearchserverless-3.864.0.tgz",
+      "integrity": "sha512-MTEfORHW9bgcNFxwP9/2LjrvaQa8l+Ja2ZT465MLkMpoRYfcI5Kqn3zyp9EPvyLdarRltgl3vuvq8iNs+2c6NQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/sha256-browser": "5.2.0",
+        "@aws-crypto/sha256-js": "5.2.0",
+        "@aws-sdk/core": "3.864.0",
+        "@aws-sdk/credential-provider-node": "3.864.0",
+        "@aws-sdk/middleware-host-header": "3.862.0",
+        "@aws-sdk/middleware-logger": "3.862.0",
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+        "https://github.com/sponsors/ctavan"
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+}
diff --git a/packages/cdk/custom-resources/apply-tags/package.json b/packages/cdk/custom-resources/apply-tags/package.json
new file mode 100644
index 000000000..cd0b50acb
--- /dev/null
+++ b/packages/cdk/custom-resources/apply-tags/package.json
@@ -0,0 +1,6 @@
+{
+  "private": true,
+  "dependencies": {
+    "@aws-sdk/client-opensearchserverless": "^3.840.0"
+  }
+}
diff --git a/packages/cdk/custom-resources/oss-index.js b/packages/cdk/custom-resources/opensearch-index/oss-index.js
similarity index 100%
rename from packages/cdk/custom-resources/oss-index.js
rename to packages/cdk/custom-resources/opensearch-index/oss-index.js
diff --git a/packages/cdk/custom-resources/package-lock.json b/packages/cdk/custom-resources/opensearch-index/package-lock.json
similarity index 55%
rename from packages/cdk/custom-resources/package-lock.json
rename to packages/cdk/custom-resources/opensearch-index/package-lock.json
index 1deb8db18..163a2fe71 100644
--- a/packages/cdk/custom-resources/package-lock.json
+++ b/packages/cdk/custom-resources/opensearch-index/package-lock.json
@@ -1,10 +1,11 @@
 {
-  "name": "custom-resources",
+  "name": "opensearch-index",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "dependencies": {
+        "@aws-sdk/client-opensearchserverless": "^3.840.0",
         "@aws-sdk/credential-provider-node": "^3.565.0",
         "@opensearch-project/opensearch": "^3.4.0"
       }
@@ -134,48 +135,100 @@
         "node": ">=14.0.0"
       }
     },
+    "node_modules/@aws-sdk/client-opensearchserverless": {
+      "version": "3.840.0",
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+      "license": "Apache-2.0",
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+        "@aws-sdk/middleware-user-agent": "3.840.0",
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+      },
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     "node_modules/@aws-sdk/client-sso": {
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-      "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso/-/client-sso-3.758.0.tgz",
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+      "version": "3.840.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso/-/client-sso-3.840.0.tgz",
+      "integrity": "sha512-3Zp+FWN2hhmKdpS0Ragi5V2ZPsZNScE3jlbgoJjzjI/roHZqO+e3/+XFN4TlM0DsPKYJNp+1TAjmhxN6rOnfYA==",
       "license": "Apache-2.0",
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       "dependencies": {
-        "@smithy/property-provider": "^4.0.1",
-        "@smithy/smithy-client": "^4.1.6",
-        "@smithy/types": "^4.1.0",
+        "@smithy/property-provider": "^4.0.4",
+        "@smithy/smithy-client": "^4.4.5",
+        "@smithy/types": "^4.3.1",
         "bowser": "^2.11.0",
         "tslib": "^2.6.2"
       },
@@ -1031,17 +1104,17 @@
       }
     },
     "node_modules/@smithy/util-defaults-mode-node": {
-      "version": "4.0.7",
-      "resolved": "https://registry.npmjs.org/@smithy/util-defaults-mode-node/-/util-defaults-mode-node-4.0.7.tgz",
-      "integrity": "sha512-79fQW3hnfCdrfIi1soPbK3zmooRFnLpSx3Vxi6nUlqaaQeC5dm8plt4OTNDNqEEEDkvKghZSaoti684dQFVrGQ==",
+      "version": "4.0.21",
+      "resolved": "https://registry.npmjs.org/@smithy/util-defaults-mode-node/-/util-defaults-mode-node-4.0.21.tgz",
+      "integrity": "sha512-/F34zkoU0GzpUgLJydHY8Rxu9lBn8xQC/s/0M0U9lLBkYbA1htaAFjWYJzpzsbXPuri5D1H8gjp2jBum05qBrA==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@smithy/config-resolver": "^4.0.1",
-        "@smithy/credential-provider-imds": "^4.0.1",
-        "@smithy/node-config-provider": "^4.0.1",
-        "@smithy/property-provider": "^4.0.1",
-        "@smithy/smithy-client": "^4.1.6",
-        "@smithy/types": "^4.1.0",
+        "@smithy/config-resolver": "^4.1.4",
+        "@smithy/credential-provider-imds": "^4.0.6",
+        "@smithy/node-config-provider": "^4.1.3",
+        "@smithy/property-provider": "^4.0.4",
+        "@smithy/smithy-client": "^4.4.5",
+        "@smithy/types": "^4.3.1",
         "tslib": "^2.6.2"
       },
       "engines": {
@@ -1049,13 +1122,13 @@
       }
     },
     "node_modules/@smithy/util-endpoints": {
-      "version": "3.0.1",
-      "resolved": "https://registry.npmjs.org/@smithy/util-endpoints/-/util-endpoints-3.0.1.tgz",
-      "integrity": "sha512-zVdUENQpdtn9jbpD9SCFK4+aSiavRb9BxEtw9ZGUR1TYo6bBHbIoi7VkrFQ0/RwZlzx0wRBaRmPclj8iAoJCLA==",
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@smithy/util-endpoints/-/util-endpoints-3.0.6.tgz",
+      "integrity": "sha512-YARl3tFL3WgPuLzljRUnrS2ngLiUtkwhQtj8PAL13XZSyUiNLQxwG3fBBq3QXFqGFUXepIN73pINp3y8c2nBmA==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@smithy/node-config-provider": "^4.0.1",
-        "@smithy/types": "^4.1.0",
+        "@smithy/node-config-provider": "^4.1.3",
+        "@smithy/types": "^4.3.1",
         "tslib": "^2.6.2"
       },
       "engines": {
@@ -1075,12 +1148,12 @@
       }
     },
     "node_modules/@smithy/util-middleware": {
-      "version": "4.0.1",
-      "resolved": "https://registry.npmjs.org/@smithy/util-middleware/-/util-middleware-4.0.1.tgz",
-      "integrity": "sha512-HiLAvlcqhbzhuiOa0Lyct5IIlyIz0PQO5dnMlmQ/ubYM46dPInB+3yQGkfxsk6Q24Y0n3/JmcA1v5iEhmOF5mA==",
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/@smithy/util-middleware/-/util-middleware-4.0.4.tgz",
+      "integrity": "sha512-9MLKmkBmf4PRb0ONJikCbCwORACcil6gUWojwARCClT7RmLzF04hUR4WdRprIXal7XVyrddadYNfp2eF3nrvtQ==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@smithy/types": "^4.1.0",
+        "@smithy/types": "^4.3.1",
         "tslib": "^2.6.2"
       },
       "engines": {
@@ -1088,13 +1161,13 @@
       }
     },
     "node_modules/@smithy/util-retry": {
-      "version": "4.0.1",
-      "resolved": "https://registry.npmjs.org/@smithy/util-retry/-/util-retry-4.0.1.tgz",
-      "integrity": "sha512-WmRHqNVwn3kI3rKk1LsKcVgPBG6iLTBGC1iYOV3GQegwJ3E8yjzHytPt26VNzOWr1qu0xE03nK0Ug8S7T7oufw==",
+      "version": "4.0.6",
+      "resolved": "https://registry.npmjs.org/@smithy/util-retry/-/util-retry-4.0.6.tgz",
+      "integrity": "sha512-+YekoF2CaSMv6zKrA6iI/N9yva3Gzn4L6n35Luydweu5MMPYpiGZlWqehPHDHyNbnyaYlz/WJyYAZnC+loBDZg==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@smithy/service-error-classification": "^4.0.1",
-        "@smithy/types": "^4.1.0",
+        "@smithy/service-error-classification": "^4.0.6",
+        "@smithy/types": "^4.3.1",
         "tslib": "^2.6.2"
       },
       "engines": {
@@ -1102,14 +1175,14 @@
       }
     },
     "node_modules/@smithy/util-stream": {
-      "version": "4.1.2",
-      "resolved": "https://registry.npmjs.org/@smithy/util-stream/-/util-stream-4.1.2.tgz",
-      "integrity": "sha512-44PKEqQ303d3rlQuiDpcCcu//hV8sn+u2JBo84dWCE0rvgeiVl0IlLMagbU++o0jCWhYCsHaAt9wZuZqNe05Hw==",
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/@smithy/util-stream/-/util-stream-4.2.2.tgz",
+      "integrity": "sha512-aI+GLi7MJoVxg24/3J1ipwLoYzgkB4kUfogZfnslcYlynj3xsQ0e7vk4TnTro9hhsS5PvX1mwmkRqqHQjwcU7w==",
       "license": "Apache-2.0",
       "dependencies": {
-        "@smithy/fetch-http-handler": "^5.0.1",
-        "@smithy/node-http-handler": "^4.0.3",
-        "@smithy/types": "^4.1.0",
+        "@smithy/fetch-http-handler": "^5.0.4",
+        "@smithy/node-http-handler": "^4.0.6",
+        "@smithy/types": "^4.3.1",
         "@smithy/util-base64": "^4.0.0",
         "@smithy/util-buffer-from": "^4.0.0",
         "@smithy/util-hex-encoding": "^4.0.0",
@@ -1145,6 +1218,12 @@
         "node": ">=18.0.0"
       }
     },
+    "node_modules/@types/uuid": {
+      "version": "9.0.8",
+      "resolved": "https://registry.npmjs.org/@types/uuid/-/uuid-9.0.8.tgz",
+      "integrity": "sha512-jg+97EGIcY9AGHJJRaaPVgetKDsrTgbRjQ5Msgjh/DQKEFl0DtyRr/VCOyD1T2R1MNeWPK/u7JoGhlDZnKBAfA==",
+      "license": "MIT"
+    },
     "node_modules/aws4": {
       "version": "1.13.2",
       "resolved": "https://registry.npmjs.org/aws4/-/aws4-1.13.2.tgz",
diff --git a/packages/cdk/custom-resources/package.json b/packages/cdk/custom-resources/opensearch-index/package.json
similarity index 72%
rename from packages/cdk/custom-resources/package.json
rename to packages/cdk/custom-resources/opensearch-index/package.json
index bcf880f27..7f051814c 100644
--- a/packages/cdk/custom-resources/package.json
+++ b/packages/cdk/custom-resources/opensearch-index/package.json
@@ -1,6 +1,7 @@
 {
   "private": true,
   "dependencies": {
+    "@aws-sdk/client-opensearchserverless": "^3.840.0",
     "@aws-sdk/credential-provider-node": "^3.565.0",
     "@opensearch-project/opensearch": "^3.4.0"
   }
diff --git a/packages/cdk/fargate-s3-server/.dockerignore b/packages/cdk/fargate-s3-server/.dockerignore
new file mode 100644
index 000000000..db4c6d9b6
--- /dev/null
+++ b/packages/cdk/fargate-s3-server/.dockerignore
@@ -0,0 +1,2 @@
+dist
+node_modules
\ No newline at end of file
diff --git a/packages/cdk/fargate-s3-server/.gitignore b/packages/cdk/fargate-s3-server/.gitignore
new file mode 100644
index 000000000..76add878f
--- /dev/null
+++ b/packages/cdk/fargate-s3-server/.gitignore
@@ -0,0 +1,2 @@
+node_modules
+dist
\ No newline at end of file
diff --git a/packages/cdk/fargate-s3-server/Dockerfile b/packages/cdk/fargate-s3-server/Dockerfile
new file mode 100644
index 000000000..77be46052
--- /dev/null
+++ b/packages/cdk/fargate-s3-server/Dockerfile
@@ -0,0 +1,21 @@
+FROM public.ecr.aws/docker/library/node:latest
+
+WORKDIR /app
+
+RUN apt-get update -y
+
+COPY package.json package-lock.json ./
+
+RUN npm ci
+
+COPY app.ts ./
+
+RUN npm run bundle
+
+FROM public.ecr.aws/docker/library/node:latest
+
+WORKDIR /app
+
+COPY --from=0 /app/dist/app.js ./
+
+CMD ["node", "app.js"]
diff --git a/packages/cdk/fargate-s3-server/app.ts b/packages/cdk/fargate-s3-server/app.ts
new file mode 100644
index 000000000..57ce6c756
--- /dev/null
+++ b/packages/cdk/fargate-s3-server/app.ts
@@ -0,0 +1,82 @@
+import express, { Request, Response } from 'express';
+import {
+  S3Client,
+  GetObjectCommand,
+  HeadObjectCommand,
+} from '@aws-sdk/client-s3';
+import { Readable } from 'stream';
+
+const app = express();
+const port = 8080;
+
+const BUCKET = process.env.BUCKET_NAME || '';
+
+const s3Client = new S3Client({});
+
+app.get('/healthcheck', (_req: Request, res: Response) => {
+  res.status(200).send();
+});
+
+app.get('{*key}', async (req: Request, res: Response) => {
+  let key = req.path;
+
+  if (key.startsWith('/')) {
+    key = key.substring(1);
+  }
+
+  try {
+    const headCommand = new HeadObjectCommand({
+      Bucket: BUCKET,
+      Key: key,
+    });
+
+    // Check the existance of the key
+    await s3Client.send(headCommand);
+
+    const getCommand = new GetObjectCommand({
+      Bucket: BUCKET,
+      Key: key,
+    });
+
+    const { Body, ContentType, ContentLength } =
+      await s3Client.send(getCommand);
+
+    if (!Body) {
+      throw new Error('S3 object body is empty');
+    }
+
+    res.set('Content-Type', ContentType || 'application/octet-stream');
+
+    if (ContentLength) {
+      res.set('Content-Length', ContentLength.toString());
+    }
+
+    const readableBody = Body as Readable;
+    readableBody.pipe(res);
+  } catch (err) {
+    try {
+      const getCommand = new GetObjectCommand({
+        Bucket: BUCKET,
+        Key: 'index.html',
+      });
+
+      const { Body } = await s3Client.send(getCommand);
+
+      if (!Body) {
+        throw new Error('index.html body is empty');
+      }
+
+      res.set('Content-Type', 'text/html');
+
+      const readableBody = Body as Readable;
+      readableBody.pipe(res);
+    } catch (indexErr) {
+      console.error('Failed to fetch index.html', indexErr);
+      res.status(500).send('Internal Server Error');
+    }
+  }
+});
+
+app.listen(port, '0.0.0.0', () => {
+  console.log(`Start listening on http://0.0.0.0:${port}...`);
+});
diff --git a/packages/cdk/fargate-s3-server/package-lock.json b/packages/cdk/fargate-s3-server/package-lock.json
new file mode 100644
index 000000000..4002499ff
--- /dev/null
+++ b/packages/cdk/fargate-s3-server/package-lock.json
@@ -0,0 +1,3266 @@
+{
+  "name": "fargate-s3-server2",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "dependencies": {
+        "@aws-sdk/client-s3": "^3.846.0",
+        "express": "^5.1.0"
+      },
+      "devDependencies": {
+        "@types/express": "^5.0.3",
+        "@types/node": "^24.0.14",
+        "esbuild": "^0.25.6",
+        "ts-node": "^10.9.2",
+        "typescript": "^5.8.3"
+      }
+    },
+    "node_modules/@aws-crypto/crc32": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/crc32/-/crc32-5.2.0.tgz",
+      "integrity": "sha512-nLbCWqQNgUiwwtFsen1AdzAtvuLRsQS8rYgMuxCrdKf9kOssamGLuPwyTY9wyYblNr9+1XM8v6zoDTPPSIeANg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=16.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/crc32c": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/crc32c/-/crc32c-5.2.0.tgz",
+      "integrity": "sha512-+iWb8qaHLYKrNvGRbiYRHSdKRWhto5XlZUEBwDjYNf+ly5SVYG6zEoYIdxvf5R3zyeP16w4PLBn3rH1xc74Rag==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha1-browser": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha1-browser/-/sha1-browser-5.2.0.tgz",
+      "integrity": "sha512-OH6lveCFfcDjX4dbAvCFSYUjJZjDr/3XJ3xHtjn3Oj5b9RjojQo8npoLeA/bNwkOkrSQ0wgrHzXk4tDRxGKJeg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/supports-web-crypto": "^5.2.0",
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "@aws-sdk/util-locate-window": "^3.0.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha1-browser/node_modules/@smithy/is-array-buffer": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-2.2.0.tgz",
+      "integrity": "sha512-GGP3O9QFD24uGeAXYUjwSTXARoqpZykHadOmA8G5vfJPK0/DC67qa//0qvqrJzL1xc8WQWX7/yc7fwudjPHPhA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha1-browser/node_modules/@smithy/util-buffer-from": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-buffer-from/-/util-buffer-from-2.2.0.tgz",
+      "integrity": "sha512-IJdWBbTcMQ6DA0gdNhh/BwrLkDR+ADW5Kr1aZmd4k3DIF6ezMV4R2NIAmT08wQJ3yUK82thHWmC/TnK/wpMMIA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/is-array-buffer": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha1-browser/node_modules/@smithy/util-utf8": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-2.3.0.tgz",
+      "integrity": "sha512-R8Rdn8Hy72KKcebgLiv8jQcQkXoLMOGGv5uI1/k0l+snqkOzQ1R0ChUBCxWMlBsFMekWjq0wRudIweFs7sKT5A==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-browser/-/sha256-browser-5.2.0.tgz",
+      "integrity": "sha512-AXfN/lGotSQwu6HNcEsIASo7kWXZ5HYWvfOmSNKDsEqC4OashTp8alTmaz+F7TC2L083SFv5RdB+qU3Vs1kZqw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/sha256-js": "^5.2.0",
+        "@aws-crypto/supports-web-crypto": "^5.2.0",
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "@aws-sdk/util-locate-window": "^3.0.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/is-array-buffer": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-2.2.0.tgz",
+      "integrity": "sha512-GGP3O9QFD24uGeAXYUjwSTXARoqpZykHadOmA8G5vfJPK0/DC67qa//0qvqrJzL1xc8WQWX7/yc7fwudjPHPhA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-buffer-from": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-buffer-from/-/util-buffer-from-2.2.0.tgz",
+      "integrity": "sha512-IJdWBbTcMQ6DA0gdNhh/BwrLkDR+ADW5Kr1aZmd4k3DIF6ezMV4R2NIAmT08wQJ3yUK82thHWmC/TnK/wpMMIA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/is-array-buffer": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-utf8": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-2.3.0.tgz",
+      "integrity": "sha512-R8Rdn8Hy72KKcebgLiv8jQcQkXoLMOGGv5uI1/k0l+snqkOzQ1R0ChUBCxWMlBsFMekWjq0wRudIweFs7sKT5A==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-js": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-js/-/sha256-js-5.2.0.tgz",
+      "integrity": "sha512-FFQQyu7edu4ufvIZ+OadFpHHOt+eSTBaYaki44c+akjg7qZg9oOQeLlk77F6tSYqjDAFClrHJk9tMf0HdVyOvA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=16.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/supports-web-crypto": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/supports-web-crypto/-/supports-web-crypto-5.2.0.tgz",
+      "integrity": "sha512-iAvUotm021kM33eCdNfwIN//F77/IADDSs58i+MDaOqFrVjZo9bAal0NK7HurRuWLLpF1iLX7gbWrjHjeo+YFg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/util": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/util/-/util-5.2.0.tgz",
+      "integrity": "sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/types": "^3.222.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/util/node_modules/@smithy/is-array-buffer": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-2.2.0.tgz",
+      "integrity": "sha512-GGP3O9QFD24uGeAXYUjwSTXARoqpZykHadOmA8G5vfJPK0/DC67qa//0qvqrJzL1xc8WQWX7/yc7fwudjPHPhA==",
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diff --git a/packages/cdk/fargate-s3-server/package.json b/packages/cdk/fargate-s3-server/package.json
new file mode 100644
index 000000000..530093243
--- /dev/null
+++ b/packages/cdk/fargate-s3-server/package.json
@@ -0,0 +1,19 @@
+{
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+    "build": "npx tsc",
+    "start": "npx ts-node app.ts",
+    "bundle": "npx esbuild app.ts --bundle --outfile=dist/app.js --loader:.ts=ts --platform=node"
+  },
+  "devDependencies": {
+    "@types/express": "^5.0.3",
+    "@types/node": "^24.0.14",
+    "esbuild": "^0.25.6",
+    "ts-node": "^10.9.2",
+    "typescript": "^5.8.3"
+  }
+}
diff --git a/packages/cdk/fargate-s3-server/tsconfig.json b/packages/cdk/fargate-s3-server/tsconfig.json
new file mode 100644
index 000000000..23aec4c12
--- /dev/null
+++ b/packages/cdk/fargate-s3-server/tsconfig.json
@@ -0,0 +1,33 @@
+{
+  "compilerOptions": {
+    // Basic JavaScript output settings
+    "target": "ES2020",
+    "module": "commonjs",
+    "lib": ["es2020", "dom"],
+    "declaration": true,
+
+    // Strict type checking settings
+    "strict": true,
+    "noImplicitAny": true,
+    "strictNullChecks": true,
+    "noImplicitThis": true,
+    "alwaysStrict": true,
+    "strictPropertyInitialization": false,
+
+    // Code quality and error checking
+    "noUnusedLocals": false,
+    "noUnusedParameters": false,
+    "noImplicitReturns": true,
+    "noFallthroughCasesInSwitch": false,
+
+    // Source map settings
+    "inlineSourceMap": true,
+    "inlineSources": true,
+
+    // Other settings
+    "experimentalDecorators": true,
+    "esModuleInterop": true
+  },
+  // Exclude files and directories
+  "exclude": ["node_modules"]
+}
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/.dockerignore b/packages/cdk/lambda-python/generic-agent-core-runtime/.dockerignore
new file mode 100644
index 000000000..b7be024ec
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/.dockerignore
@@ -0,0 +1,89 @@
+# Git
+.git
+.gitignore
+.gitattributes
+
+
+# CI
+.codeclimate.yml
+.travis.yml
+.taskcluster.yml
+
+# Docker
+docker-compose.yml
+Dockerfile
+.docker
+.dockerignore
+
+# Byte-compiled / optimized / DLL files
+**/__pycache__/
+**/*.py[cod]
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.cache
+nosetests.xml
+coverage.xml
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Virtual environment
+.env
+.venv/
+venv/
+
+# PyCharm
+.idea
+
+# Python mode for VIM
+.ropeproject
+**/.ropeproject
+
+# Vim swap files
+**/*.swp
+
+# VS Code
+.vscode/
\ No newline at end of file
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/.gitignore b/packages/cdk/lambda-python/generic-agent-core-runtime/.gitignore
new file mode 100644
index 000000000..393290e4f
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/.gitignore
@@ -0,0 +1,66 @@
+# Environment variables
+.env
+
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# Virtual environments
+.venv/
+venv/
+ENV/
+env/
+
+# UV
+.uv/
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+
+# OS
+.DS_Store
+Thumbs.db
+
+# Logs
+*.log
+logs/
+
+# Temporary files
+tmp/
+temp/
+.tmp/
+
+# Docker
+.dockerignore
+
+# AWS
+.aws/
+
+# Browser automation
+screenshots/
+.browser_automation/
+
+# RSS feeds storage
+strands_rss_feeds/
\ No newline at end of file
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/.python-version b/packages/cdk/lambda-python/generic-agent-core-runtime/.python-version
new file mode 100644
index 000000000..24ee5b1be
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/.python-version
@@ -0,0 +1 @@
+3.13
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/Dockerfile b/packages/cdk/lambda-python/generic-agent-core-runtime/Dockerfile
new file mode 100644
index 000000000..db5df47fd
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/Dockerfile
@@ -0,0 +1,31 @@
+# Use ARM64 base image for Bedrock AgentCore compatibility
+FROM --platform=linux/arm64 public.ecr.aws/docker/library/python:3.13
+
+WORKDIR /var/task
+
+# Environment variables for UV package manager
+ENV UV_NO_CACHE=1
+ENV UV_NO_MANAGED_PYTHON=1
+ENV UV_PYTHON=/usr/local/bin/python
+ENV UV_INSTALL_DIR=/usr/local/bin
+ENV UV_PROJECT_ENVIRONMENT=/tmp/.venv
+
+# Install system dependencies
+RUN apt-get update -y && apt-get install curl nodejs npm graphviz -y
+RUN curl -LsSf https://astral.sh/uv/install.sh | sh
+
+# Copy dependency files
+COPY pyproject.toml .python-version uv.lock ./
+
+# Install Python dependencies
+RUN uv sync
+
+# Copy application files
+COPY app.py mcp.json ./
+COPY src/ ./src/
+
+# Expose port 8080 as required by AgentCore
+EXPOSE 8080
+
+# Start the application with OpenTelemetry instrumentation
+CMD ["uv", "run", "opentelemetry-instrument", "python", "app.py"]
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/app.py b/packages/cdk/lambda-python/generic-agent-core-runtime/app.py
new file mode 100644
index 000000000..bf62811ed
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/app.py
@@ -0,0 +1,95 @@
+"""Main FastAPI application for Generic AgentCore Runtime."""
+
+import json
+import logging
+import traceback
+from fastapi import FastAPI, Request
+from fastapi.responses import StreamingResponse
+from src.agent import AgentManager
+from src.utils import create_ws_directory, clean_ws_directory, create_error_response
+from src.types import AgentCoreRequest
+
+# Configure root logger
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger(__name__)
+
+
+# Initialize FastAPI app
+app = FastAPI(
+    title="Generic AgentCore Runtime",
+    description="AWS Bedrock AgentCore Runtime with Strands Agent and MCP support",
+    version="1.0.0",
+)
+
+# Initialize agent manager
+agent_manager = AgentManager()
+
+
+@app.get("/ping")
+async def ping():
+    """Health check endpoint required by AgentCore"""
+    return {"status": "healthy", "service": "generic-agent-core-runtime"}
+
+
+@app.post("/invocations")
+async def invocations(request: Request):
+    """Main invocation endpoint required by AgentCore
+
+    Expects request with messages, system_prompt, prompt, and model
+    """
+    # Get session info from headers
+    headers = dict(request.headers)
+    session_id = headers.get("x-amzn-bedrock-agentcore-runtime-session-id")
+    trace_id = headers.get("x-amzn-trace-id")
+    logger.info(f"New invocation: {session_id} {trace_id}")
+
+    # Set session info in agent manager
+    agent_manager.set_session_info(session_id, trace_id)
+
+    # Ensure workspace directory exists
+    create_ws_directory()
+
+    try:
+        # Read and parse request body
+        body = await request.body()
+        body_str = body.decode()
+        request_data = json.loads(body_str)
+
+        # Handle input field if present (AWS Lambda integration format)
+        if "input" in request_data and isinstance(request_data["input"], dict):
+            request_data = request_data["input"]
+
+        # Extract required fields
+        messages = request_data.get("messages", [])
+        system_prompt = request_data.get("system_prompt")
+        prompt = request_data.get("prompt", [])
+        model_info = request_data.get("model", {})
+
+        # Return streaming response
+        async def generate():
+            try:
+                async for chunk in agent_manager.process_request_streaming(
+                    messages=messages,
+                    system_prompt=system_prompt,
+                    prompt=prompt,
+                    model_info=model_info
+                ):
+                    yield chunk
+            finally:
+                clean_ws_directory()
+
+        return StreamingResponse(generate(), media_type="text/event-stream")
+    except Exception as e:
+        logger.error(f"Error processing request: {e}")
+        logger.error(traceback.format_exc())
+        return create_error_response(str(e))
+    finally:
+        clean_ws_directory()
+
+
+if __name__ == "__main__":
+    import uvicorn
+    uvicorn.run(app, host="0.0.0.0", port=8080, log_level="warning", access_log=False)
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/docker-compose.yml b/packages/cdk/lambda-python/generic-agent-core-runtime/docker-compose.yml
new file mode 100644
index 000000000..ced5ded50
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/docker-compose.yml
@@ -0,0 +1,63 @@
+version: '3.8'
+
+services:
+  generic-agent-core-runtime:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    ports:
+      - '8080:8080'
+    environment:
+      # AWS credentials (use your local credentials or set these)
+      - AWS_REGION=us-east-1
+      - AWS_ACCESS_KEY_ID=${AWS_ACCESS_KEY_ID}
+      - AWS_SECRET_ACCESS_KEY=${AWS_SECRET_ACCESS_KEY}
+      - AWS_SESSION_TOKEN=${AWS_SESSION_TOKEN}
+
+      # Optional: S3 bucket for file uploads (set if you want to test file uploads)
+      - FILE_BUCKET=${FILE_BUCKET:-test-bucket}
+
+      # Agent Core Runtime specific
+      - PYTHONUNBUFFERED=1
+      - LOG_LEVEL=INFO
+
+      # Code Interpreter settings (optional)
+      - CODE_INTERPRETER_REGION=${AWS_REGION:-us-east-1}
+
+      # Browser tool settings (optional)
+      - STRANDS_BROWSER_HEADLESS=true
+      - STRANDS_BROWSER_WIDTH=1280
+      - STRANDS_BROWSER_HEIGHT=800
+      - DISPLAY=:99
+      - CHROMIUM_PATH=/usr/bin/chromium
+    volumes:
+      # Mount source code for development (optional - remove for production)
+      - ./src:/var/task/src:ro
+      - ./app.py:/var/task/app.py:ro
+      - ./mcp.json:/var/task/mcp.json:ro
+
+      # Mount AWS credentials (optional - if using local AWS credentials)
+      - ~/.aws:/root/.aws:ro
+    healthcheck:
+      test: ['CMD', 'curl', '-f', 'http://localhost:8080/ping']
+      interval: 30s
+      timeout: 10s
+      retries: 3
+      start_period: 40s
+    restart: unless-stopped
+
+  # Optional: Add a simple test client
+  test-client:
+    image: curlimages/curl:latest
+    depends_on:
+      - generic-agent-core-runtime
+    command: >
+      sh -c "
+        echo 'Waiting for service to be ready...' &&
+        sleep 10 &&
+        echo 'Testing health endpoint...' &&
+        curl -f http://generic-agent-core-runtime:8080/ping &&
+        echo 'Health check passed!'
+      "
+    profiles:
+      - test
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/mcp.json b/packages/cdk/lambda-python/generic-agent-core-runtime/mcp.json
new file mode 100644
index 000000000..6eadc70af
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/mcp.json
@@ -0,0 +1,37 @@
+{
+  "_comment": "Generic AgentCore Runtime Configuration",
+  "_agentcore_requirements": {
+    "platform": "linux/arm64",
+    "port": 8080,
+    "endpoints": {
+      "/ping": "GET - Health check endpoint",
+      "/invocations": "POST - Main inference endpoint"
+    },
+    "aws_credentials": "Required for Bedrock model access and S3 operations"
+  },
+  "mcpServers": {
+    "time": {
+      "command": "uvx",
+      "args": ["mcp-server-time"]
+    },
+    "awslabs.aws-documentation-mcp-server": {
+      "command": "uvx",
+      "args": ["awslabs.aws-documentation-mcp-server@latest"]
+    },
+    "awslabs.cdk-mcp-server": {
+      "command": "uvx",
+      "args": ["awslabs.cdk-mcp-server@latest"]
+    },
+    "awslabs.aws-diagram-mcp-server": {
+      "command": "uvx",
+      "args": ["awslabs.aws-diagram-mcp-server@latest"]
+    },
+    "awslabs.nova-canvas-mcp-server": {
+      "command": "uvx",
+      "args": ["awslabs.nova-canvas-mcp-server@latest"],
+      "env": {
+        "AWS_REGION": "us-east-1"
+      }
+    }
+  }
+}
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/pyproject.toml b/packages/cdk/lambda-python/generic-agent-core-runtime/pyproject.toml
new file mode 100644
index 000000000..2e774648d
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "generic-agent-core-runtime"
+version = "0.0.1"
+requires-python = ">=3.12"
+dependencies = [
+  "strands-agents>=1.0",
+  "strands-agents-tools[agent_core_code_interpreter,agent_core_browser]",
+  "boto3",
+  "mcp",
+  "fastapi",
+  "uvicorn",
+  "pydantic",
+  "aws-opentelemetry-distro>=0.10.1",
+]
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/src/__init__.py b/packages/cdk/lambda-python/generic-agent-core-runtime/src/__init__.py
new file mode 100644
index 000000000..1d7b16040
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/src/__init__.py
@@ -0,0 +1 @@
+# Empty init file for src package
\ No newline at end of file
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/src/agent.py b/packages/cdk/lambda-python/generic-agent-core-runtime/src/agent.py
new file mode 100644
index 000000000..d335b1c8d
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/src/agent.py
@@ -0,0 +1,84 @@
+"""Agent management for the agent core runtime."""
+
+import boto3
+import json
+import logging
+from strands.models import BedrockModel
+from strands import Agent as StrandsAgent
+from typing import List, Dict, Union, Any, Optional, AsyncGenerator
+from .config import get_system_prompt, extract_model_info
+from .tools import ToolManager
+from .utils import (
+    create_empty_response, 
+    create_error_response,
+    process_messages,
+    process_prompt
+)
+from .types import ModelInfo, Message
+
+logger = logging.getLogger(__name__)
+
+
+class AgentManager:
+    """Manages Strands agent creation and execution."""
+
+    def __init__(self):
+        self.tool_manager = ToolManager()
+
+    def set_session_info(self, session_id: str, trace_id: str):
+        """Set session and trace IDs"""
+        self.tool_manager.set_session_info(session_id, trace_id)
+
+    async def process_request_streaming(
+        self,
+        messages: Union[List[Message], List[Dict[str, Any]]],
+        system_prompt: Optional[str],
+        prompt: Union[str, List[Dict[str, Any]]],
+        model_info: ModelInfo,
+    ) -> AsyncGenerator[str, None]:
+        """Process a request and yield streaming responses as raw events"""
+        try:
+            # Get model info
+            model_id, region = extract_model_info(model_info)
+            
+            # Combine system prompts
+            combined_system_prompt = get_system_prompt(system_prompt)
+            
+            # Get all tools
+            tools = self.tool_manager.get_all_tools()
+            
+            # Create boto3 session and Bedrock model
+            session = boto3.Session(region_name=region)
+            bedrock_model = BedrockModel(
+                model_id=model_id,
+                boto_session=session,
+                cache_prompt="default",
+                cache_tools="default",
+            )
+            
+            # Process messages and prompt using utility functions
+            processed_messages = process_messages(messages)
+            processed_prompt = process_prompt(prompt)
+            
+            # Create Strands agent and stream response
+            agent = StrandsAgent(
+                system_prompt=combined_system_prompt,
+                messages=processed_messages,
+                model=bedrock_model,
+                tools=tools,
+            )
+
+            async for event in agent.stream_async(processed_prompt):
+                if "event" in event:
+                    yield json.dumps(event, ensure_ascii=False) + "\n"
+
+        except Exception as e:
+            logger.error(f"Error processing agent request: {e}")
+            error_event = {
+                "event": {
+                    "internalServerException": {
+                        "message": f"An error occurred while processing your request: {str(e)}",
+                    }
+                }
+            }
+            yield json.dumps(error_event, ensure_ascii=False) + "\n"
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/src/config.py b/packages/cdk/lambda-python/generic-agent-core-runtime/src/config.py
new file mode 100644
index 000000000..b6b6c1c77
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/src/config.py
@@ -0,0 +1,75 @@
+"""Configuration and environment setup for the agent core runtime."""
+
+import os
+import logging
+from typing import Dict, Any
+
+# Configure root logger
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger(__name__)
+
+WORKSPACE_DIR = "/tmp/ws"
+
+FIXED_SYSTEM_PROMPT = f"""## About File Output
+- You are running on AWS Bedrock AgentCore. Therefore, when writing files, always write them under `{WORKSPACE_DIR}`.
+- Similarly, if you need a workspace, please use the `{WORKSPACE_DIR}` directory. Do not ask the user about their current workspace. It's always `{WORKSPACE_DIR}`.
+- Also, users cannot directly access files written under `{WORKSPACE_DIR}`. So when submitting these files to users, *always upload them to S3 using the `upload_file_to_s3_and_retrieve_s3_url` tool and provide the S3 URL*. The S3 URL must be included in the final output.
+- If the output file is an image file, the S3 URL output must be in Markdown format.
+"""
+
+
+def get_aws_credentials() -> Dict[str, str]:
+    """Get AWS credentials from environment or IAM role"""
+    credentials = {}
+
+    if "AWS_ACCESS_KEY_ID" in os.environ:
+        credentials["AWS_ACCESS_KEY_ID"] = os.environ["AWS_ACCESS_KEY_ID"]
+    if "AWS_SECRET_ACCESS_KEY" in os.environ:
+        credentials["AWS_SECRET_ACCESS_KEY"] = os.environ["AWS_SECRET_ACCESS_KEY"]
+    if "AWS_SESSION_TOKEN" in os.environ:
+        credentials["AWS_SESSION_TOKEN"] = os.environ["AWS_SESSION_TOKEN"]
+
+    credentials["AWS_REGION"] = os.environ.get("AWS_REGION", "us-east-1")
+
+    return credentials
+
+
+def get_uv_environment() -> Dict[str, str]:
+    """Get UV environment with AWS credentials"""
+    aws_creds = get_aws_credentials()
+    return {
+        "UV_NO_CACHE": "1",
+        "UV_PYTHON": "/usr/local/bin/python",
+        "UV_TOOL_DIR": "/tmp/.uv/tool",
+        "UV_TOOL_BIN_DIR": "/tmp/.uv/tool/bin",
+        "UV_PROJECT_ENVIRONMENT": "/tmp/.venv",
+        "npm_config_cache": "/tmp/.npm",
+        **aws_creds,
+    }
+
+
+def get_system_prompt(user_system_prompt: str = None) -> str:
+    """Combine user system prompt with fixed system prompt"""
+    if user_system_prompt:
+        return f"{user_system_prompt}\n{FIXED_SYSTEM_PROMPT}"
+    else:
+        return FIXED_SYSTEM_PROMPT
+
+
+def extract_model_info(model_info: Any) -> tuple[str, str]:
+    """Extract model ID and region from model info"""
+    aws_creds = get_aws_credentials()
+    
+    if isinstance(model_info, str):
+        model_id = model_info
+        region = aws_creds.get("AWS_REGION", "us-east-1")
+    else:
+        model_id = model_info.get(
+            "modelId", "us.anthropic.claude-3-5-sonnet-20241022-v2:0"
+        )
+        region = model_info.get("region", aws_creds.get("AWS_REGION", "us-east-1"))
+
+    return model_id, region
\ No newline at end of file
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/src/tools.py b/packages/cdk/lambda-python/generic-agent-core-runtime/src/tools.py
new file mode 100644
index 000000000..b0101f6bf
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/src/tools.py
@@ -0,0 +1,150 @@
+"""Tool management for the agent core runtime."""
+
+import os
+import boto3
+import json
+import logging
+from strands import tool
+from strands.tools.mcp import MCPClient
+from mcp import stdio_client, StdioServerParameters
+from typing import List, Any
+from .config import get_uv_environment, get_aws_credentials, WORKSPACE_DIR
+
+# Import strands-agents code interpreter tool
+try:
+    from strands_tools.code_interpreter import AgentCoreCodeInterpreter
+    CODE_INTERPRETER_AVAILABLE = True
+except ImportError as e:
+    CODE_INTERPRETER_AVAILABLE = False
+    logger = logging.getLogger(__name__)
+    logger.warning(f"Strands code interpreter tool not available: {e}")
+    AgentCoreCodeInterpreter = None
+
+logger = logging.getLogger(__name__)
+
+
+class ToolManager:
+    """Manages tools including MCP tools and built-in tools."""
+    
+    def __init__(self):
+        self.mcp_tools = None
+        self.session_id = None
+        self.trace_id = None
+    
+    def set_session_info(self, session_id: str, trace_id: str):
+        """Set session and trace IDs for tool operations"""
+        self.session_id = session_id
+        self.trace_id = trace_id
+    
+    def load_mcp_tools(self) -> List[Any]:
+        """Load MCP tools from mcp.json"""
+        if self.mcp_tools is not None:
+            return self.mcp_tools
+            
+        try:
+            with open("mcp.json", "r") as f:
+                mcp_json = json.loads(f.read())
+
+                if "mcpServers" not in mcp_json:
+                    logger.warning("mcpServers not defined in mcp.json")
+                    self.mcp_tools = []
+                    return self.mcp_tools
+
+                mcp_servers = mcp_json["mcpServers"]
+                mcp_clients = []
+                uv_env = get_uv_environment()
+
+                for server_name, server in mcp_servers.items():
+                    try:
+                        client = MCPClient(
+                            lambda: stdio_client(
+                                StdioServerParameters(
+                                    command=server["command"],
+                                    args=server.get("args", []),
+                                    env={**uv_env, **server.get("env", {})},
+                                )
+                            )
+                        )
+                        client.start()
+                        mcp_clients.append(client)
+                    except Exception as e:
+                        logger.error(f"Error creating MCP client for {server_name}: {e}")
+
+                # Flatten the tools
+                self.mcp_tools = sum([c.list_tools_sync() for c in mcp_clients], [])
+                logger.info(f"Loaded {len(self.mcp_tools)} MCP tools")
+                return self.mcp_tools
+        except Exception as e:
+            logger.error(f"Error loading MCP tools: {e}")
+            self.mcp_tools = []
+            return self.mcp_tools
+    
+    def get_upload_tool(self):
+        """Get the S3 upload tool with session context"""
+        session_id = self.session_id
+        trace_id = self.trace_id
+        
+        @tool
+        def upload_file_to_s3_and_retrieve_s3_url(filepath: str) -> str:
+            """Upload the file at /tmp/ws/* and retrieve the s3 path
+
+            Args:
+                filepath: The path to the uploading file
+            """
+            bucket = os.environ.get("FILE_BUCKET")
+            if not bucket:
+                # For local testing, provide a fallback message
+                logger.warning(
+                    "FILE_BUCKET environment variable not set. Using local file path for testing."
+                )
+                return f"Local file path (S3 upload skipped): {filepath}"
+
+            aws_creds = get_aws_credentials()
+            region = aws_creds.get("AWS_REGION", "us-east-1")
+
+            if not filepath.startswith(WORKSPACE_DIR):
+                raise ValueError(
+                    f"{filepath} does not appear to be a file under the {WORKSPACE_DIR} directory. Files to be uploaded must exist under {WORKSPACE_DIR}."
+                )
+
+            try:
+                filename = os.path.basename(filepath)
+                key = f"agentcore/{trace_id}/{filename}"
+
+                s3 = boto3.client("s3", region_name=region)
+                s3.upload_file(filepath, bucket, key)
+
+                return f"https://{bucket}.s3.{region}.amazonaws.com/{key}"
+            except Exception as e:
+                logger.error(f"Error uploading file to S3: {e}")
+                # For local testing, provide a fallback
+                return f"Error uploading to S3: {str(e)}. Local file path: {filepath}"
+        
+        return upload_file_to_s3_and_retrieve_s3_url
+    
+    def get_code_interpreter_tool(self) -> List[Any]:
+        """Get code interpreter tool if available"""
+        code_interpreter_tools = []
+        
+        if CODE_INTERPRETER_AVAILABLE and AgentCoreCodeInterpreter:
+            try:
+                aws_creds = get_aws_credentials()
+                region = aws_creds.get("AWS_REGION", "us-east-1")
+                code_interpreter = AgentCoreCodeInterpreter(region=region)
+                code_interpreter_tools.append(code_interpreter.code_interpreter)
+                logger.info("Added code_interpreter tool (AgentCoreCodeInterpreter)")
+            except Exception as e:
+                logger.warning(f"Failed to initialize AgentCoreCodeInterpreter: {e}")
+        
+        return code_interpreter_tools
+    
+    def get_all_tools(self) -> List[Any]:
+        """Get all available tools (MCP + built-in + code interpreter)"""
+        mcp_tools = self.load_mcp_tools()
+        upload_tool = self.get_upload_tool()
+        code_interpreter_tools = self.get_code_interpreter_tool()
+        
+        all_tools = mcp_tools + [upload_tool] + code_interpreter_tools
+        logger.info(f"Total tools loaded: {len(all_tools)} (MCP: {len(mcp_tools)}, Built-in: 1, Code Interpreter: {len(code_interpreter_tools)})")
+        
+        return all_tools
\ No newline at end of file
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/src/types.py b/packages/cdk/lambda-python/generic-agent-core-runtime/src/types.py
new file mode 100644
index 000000000..53446c00a
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/src/types.py
@@ -0,0 +1,17 @@
+"""Data models for the agent core runtime."""
+
+from strands.types.content import Message
+from pydantic import BaseModel
+from typing import List, Dict, Any, Optional, Union
+
+
+class ModelInfo(BaseModel):
+    modelId: str
+    region: str = "us-east-1"
+
+
+class AgentCoreRequest(BaseModel):
+    messages: Union[List[Message], List[Dict[str, Any]]] = []
+    system_prompt: Optional[str] = None
+    prompt: Union[str, List[Dict[str, Any]]] = ""
+    model: ModelInfo = {}
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/src/utils.py b/packages/cdk/lambda-python/generic-agent-core-runtime/src/utils.py
new file mode 100644
index 000000000..79c91c0bb
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/src/utils.py
@@ -0,0 +1,135 @@
+"""Utility functions for the agent core runtime."""
+
+import base64
+import os
+import shutil
+import pathlib
+import logging
+from uuid import uuid4
+from typing import List, Dict, Union, Any
+from strands.types.content import ContentBlock
+from .config import WORKSPACE_DIR
+
+logger = logging.getLogger(__name__)
+
+
+def create_id() -> str:
+    """Generate a unique session ID"""
+    return str(uuid4())
+
+
+def create_ws_directory():
+    """Create workspace directory if it doesn't exist"""
+    logger.info("Create ws directory")
+    pathlib.Path(WORKSPACE_DIR).mkdir(exist_ok=True)
+
+
+def clean_ws_directory():
+    """Clean up workspace directory"""
+    logger.info("Clean ws directory...")
+    if os.path.exists(WORKSPACE_DIR):
+        shutil.rmtree(WORKSPACE_DIR)
+
+
+def create_error_response(error_message: str) -> dict:
+    """Create a standardized error response"""
+    return {
+        "message": {
+            "role": "assistant",
+            "content": [
+                {
+                    "text": f"An error occurred while processing your request: {error_message}",
+                }
+            ],
+        }
+    }
+
+
+def create_empty_response() -> dict:
+    """Create a response for when no message is generated"""
+    return {
+        "message": {
+            "role": "assistant",
+            "content": [
+                {
+                    "text": "I apologize, but I couldn't generate a response. Please try again.",
+                }
+            ],
+        }
+    }
+
+
+# Base64 conversion utilities
+
+def decode_base64_string(value: Any) -> bytes:
+    """Convert base64 string or bytes to bytes"""
+    if isinstance(value, bytes):
+        return value
+    elif isinstance(value, str):
+        return base64.b64decode(value + "==")  # add padding
+    else:
+        raise ValueError(f"Invalid value type: {type(value)}")
+
+
+def convert_content_block_bytes(block: Dict[str, Any]) -> Dict[str, Any]:
+    """Convert base64 strings to bytes in a content block"""
+    block = block.copy()
+
+    # Handle image, document, and video blocks
+    for media_type in ["image", "document", "video"]:
+        if media_type in block:
+            media_data = block[media_type]
+            if "source" in media_data and "bytes" in media_data["source"]:
+                media_data["source"]["bytes"] = decode_base64_string(
+                    media_data["source"]["bytes"]
+                )
+
+    return block
+
+
+def process_content_blocks(
+    content_blocks: List[Union[Dict[str, Any], str]]
+) -> List[ContentBlock]:
+    """Process content blocks and convert base64 strings to bytes for Strands"""
+    processed_blocks = []
+
+    for block in content_blocks:
+        if isinstance(block, str):
+            processed_blocks.append(ContentBlock(text=block))
+        elif isinstance(block, dict):
+            if "text" in block:
+                processed_blocks.append(ContentBlock(text=block["text"]))
+            else:
+                # Convert base64 bytes and create ContentBlock
+                converted_block = convert_content_block_bytes(block)
+                processed_blocks.append(ContentBlock(**converted_block))
+
+    return processed_blocks
+
+
+def process_messages(messages: Union[List[Any], List[Dict[str, Any]]]) -> List[Any]:
+    """Process messages and convert base64 strings to bytes if needed"""
+    if not messages or not isinstance(messages[0], dict):
+        return messages
+    
+    # Import Message here to avoid circular imports
+    from .types import Message
+    
+    processed_messages = []
+    for message in messages:
+        msg = message.copy()
+        if "content" in msg and isinstance(msg["content"], list):
+            msg["content"] = [
+                convert_content_block_bytes(block) if isinstance(block, dict) else block
+                for block in msg["content"]
+            ]
+        processed_messages.append(Message(**msg))
+    
+    return processed_messages
+
+
+def process_prompt(prompt: Union[str, List[Dict[str, Any]]]) -> Union[str, List[ContentBlock]]:
+    """Process prompt and convert base64 strings to bytes if needed"""
+    if isinstance(prompt, list):
+        return process_content_blocks(prompt)
+    return prompt
\ No newline at end of file
diff --git a/packages/cdk/lambda-python/generic-agent-core-runtime/uv.lock b/packages/cdk/lambda-python/generic-agent-core-runtime/uv.lock
new file mode 100644
index 000000000..7cd055b82
--- /dev/null
+++ b/packages/cdk/lambda-python/generic-agent-core-runtime/uv.lock
@@ -0,0 +1,2151 @@
+version = 1
+requires-python = ">=3.12"
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+    "python_full_version < '3.13'",
+]
+
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+    { url = "https://files.pythonhosted.org/packages/6a/e1/0122853035b40b3f333bbb25f1939fc1045e21dd518f7f0922b60c156f7c/wrapt-1.17.2-cp313-cp313t-win32.whl", hash = "sha256:13e6afb7fe71fe7485a4550a8844cc9ffbe263c0f1a1eea569bc7091d4898555", size = 37986 },
+    { url = "https://files.pythonhosted.org/packages/09/5e/1655cf481e079c1f22d0cabdd4e51733679932718dc23bf2db175f329b76/wrapt-1.17.2-cp313-cp313t-win_amd64.whl", hash = "sha256:eaf675418ed6b3b31c7a989fd007fa7c3be66ce14e5c3b27336383604c9da85c", size = 40750 },
+    { url = "https://files.pythonhosted.org/packages/2d/82/f56956041adef78f849db6b289b282e72b55ab8045a75abad81898c28d19/wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8", size = 23594 },
+]
+
+[[package]]
+name = "zipp"
+version = "3.23.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276 },
+]
diff --git a/packages/cdk/lambda/getFileDownloadSignedUrl.ts b/packages/cdk/lambda/getFileDownloadSignedUrl.ts
index 5b4888f84..90d11ad0c 100644
--- a/packages/cdk/lambda/getFileDownloadSignedUrl.ts
+++ b/packages/cdk/lambda/getFileDownloadSignedUrl.ts
@@ -13,6 +13,7 @@ export const handler = async (
     const req = event.queryStringParameters as GetFileDownloadSignedUrlRequest;
 
     // We pass `s3Type` parameter since Knowledge Base may need to reference S3 in a different account
+    // default and agentcore currently reside in same account and region is specifed in request
     const client =
       req.s3Type === 'knowledgeBase'
         ? await initKnowledgeBaseS3Client({
diff --git a/packages/cdk/lambda/speechToSpeechTask.ts b/packages/cdk/lambda/speechToSpeechTask.ts
index 9eaa4e149..b2bd9aed3 100644
--- a/packages/cdk/lambda/speechToSpeechTask.ts
+++ b/packages/cdk/lambda/speechToSpeechTask.ts
@@ -416,6 +416,30 @@ export const handler = async (event: { channelId: string; model: Model }) => {
   try {
     console.log('event', event);
 
+    // Speech-to-Speech Inference Profile Arn handling
+    // NOTE: InvokeModelWithBidirectionalStreamCommand currently does not support Inference Profile Arn.
+    // When AWS adds support, uncomment the code block below and change 'const' to 'let' for modelIdOrArn.
+
+    const modelIdOrArn = event.model.modelId; // Fallback to modelId for now
+
+    /*
+    // TODO: Uncomment this block when InvokeModelWithBidirectionalStreamCommand supports Inference Profile Arn
+    // Also change 'const modelIdOrArn' above to 'let modelIdOrArn'
+    try {
+      const speechToSpeechModels = JSON.parse(process.env.SPEECH_TO_SPEECH_MODEL_IDS || '[]');
+      const modelConfig = speechToSpeechModels.find((config: any) => config.modelId === event.model.modelId);
+      if (modelConfig?.inferenceProfileArn) {
+        modelIdOrArn = modelConfig.inferenceProfileArn;
+        console.log('DEBUG: Using Inference Profile ARN for speech-to-speech:', modelIdOrArn);
+      } else {
+        console.log('DEBUG: No inference profile ARN found, using modelId:', modelIdOrArn);
+      }
+    } catch (error) {
+      console.error('DEBUG: Error parsing SPEECH_TO_SPEECH_MODEL_IDS:', error);
+      console.log('DEBUG: Falling back to modelId:', modelIdOrArn);
+    }
+    */
+
     initialize();
 
     isActive = true;
@@ -518,7 +542,7 @@ export const handler = async (event: { channelId: string; model: Model }) => {
 
     const response = await bedrockRuntimeClient.send(
       new InvokeModelWithBidirectionalStreamCommand({
-        modelId: event.model.modelId,
+        modelId: modelIdOrArn,
         body: asyncIterator,
       })
     );
diff --git a/packages/cdk/lambda/utils/bedrockAgentApi.ts b/packages/cdk/lambda/utils/bedrockAgentApi.ts
index 87d55f8bc..7a385aa39 100644
--- a/packages/cdk/lambda/utils/bedrockAgentApi.ts
+++ b/packages/cdk/lambda/utils/bedrockAgentApi.ts
@@ -4,6 +4,7 @@ import {
 } from '@aws-sdk/client-bedrock-agent';
 import {
   DependencyFailedException,
+  InputFile,
   InvokeAgentCommand,
   Parameter,
   ServiceQuotaExceededException,
@@ -108,20 +109,38 @@ const bedrockAgentApi: ApiInterface = {
       // Invoke Agent
       const command = new InvokeAgentCommand({
         sessionState: {
-          files:
-            messages[messages.length - 1].extraData?.map((file) => ({
-              name: file.name.replace(/[^a-zA-Z0-9\s\-()[\].]/g, 'X'), // If the file name contains Japanese, it is not recognized, so replace it
-              source: {
-                sourceType: 'BYTE_CONTENT',
-                byteContent: {
-                  mediaType: file.source.mediaType,
-                  data: Buffer.from(file.source.data, 'base64'),
+          conversationHistory: {
+            // slice: remove system prompt and lastest user messagee
+            messages: messages
+              .slice(1, messages.length - 1)
+              .map((m: UnrecordedMessage) => {
+                return {
+                  role: m.role as 'user' | 'assistant',
+                  content: [
+                    {
+                      text: m.content,
+                    },
+                  ],
+                };
+              }),
+          },
+          files: messages
+            .flatMap((m: UnrecordedMessage) => {
+              return m.extraData?.map((file) => ({
+                name: file.name.replace(/[^a-zA-Z0-9\s\-()[\].]/g, 'X'), // If the file name contains Japanese, it is not recognized, so replace it
+                source: {
+                  sourceType: 'BYTE_CONTENT',
+                  byteContent: {
+                    mediaType: file.source.mediaType,
+                    data: Buffer.from(file.source.data, 'base64'),
+                  },
                 },
-              },
-              useCase: agentInfo.codeInterpreterEnabled
-                ? 'CODE_INTERPRETER'
-                : 'CHAT',
-            })) || [],
+                useCase: agentInfo.codeInterpreterEnabled
+                  ? 'CODE_INTERPRETER'
+                  : 'CHAT',
+              })) as InputFile[] | undefined;
+            })
+            .filter((f): f is InputFile => f !== undefined),
         },
         agentId: agentId,
         agentAliasId: agentAliasId,
diff --git a/packages/cdk/lambda/utils/bedrockApi.ts b/packages/cdk/lambda/utils/bedrockApi.ts
index 42478aa84..585b3df38 100644
--- a/packages/cdk/lambda/utils/bedrockApi.ts
+++ b/packages/cdk/lambda/utils/bedrockApi.ts
@@ -24,6 +24,7 @@ import {
   BEDROCK_TEXT_GEN_MODELS,
   BEDROCK_IMAGE_GEN_MODELS,
   BEDROCK_VIDEO_GEN_MODELS,
+  getInferenceProfileArn,
 } from './models';
 import { streamingChunk } from './streamingChunk';
 import { initBedrockRuntimeClient } from './bedrockClient';
@@ -181,8 +182,9 @@ const bedrockApi: Omit<ApiInterface, 'invokeFlow'> = {
     const client = await initBedrockRuntimeClient({ region });
 
     // Image generation using Stable Diffusion or Titan Image Generator is not supported for the Converse API, so InvokeModelCommand is used.
+    const modelIdOrArn = getInferenceProfileArn(model.modelId) || model.modelId;
     const command = new InvokeModelCommand({
-      modelId: model.modelId,
+      modelId: modelIdOrArn,
       body: createBodyImage(model, params),
       contentType: 'application/json',
     });
@@ -203,8 +205,9 @@ const bedrockApi: Omit<ApiInterface, 'invokeFlow'> = {
       throw new Error('Video tmp buket is not defined');
     }
 
+    const modelIdOrArn = getInferenceProfileArn(model.modelId) || model.modelId;
     const command = new StartAsyncInvokeCommand({
-      modelId: model.modelId,
+      modelId: modelIdOrArn,
       modelInput: createBodyVideo(model, params),
       outputDataConfig: {
         s3OutputDataConfig: {
diff --git a/packages/cdk/lambda/utils/models.ts b/packages/cdk/lambda/utils/models.ts
index 9e0e2d439..cae3afa49 100644
--- a/packages/cdk/lambda/utils/models.ts
+++ b/packages/cdk/lambda/utils/models.ts
@@ -41,6 +41,9 @@ const modelIds: ModelConfiguration[] = (
   .map((model) => ({
     modelId: model.modelId.trim(),
     region: model.region.trim(),
+    ...(model.inferenceProfileArn && {
+      inferenceProfileArn: model.inferenceProfileArn,
+    }),
   }))
   .filter((model) => model.modelId);
 // If there is a lightweight model among the available models, prioritize the lightweight model.
@@ -52,6 +55,9 @@ export const defaultModel: Model = {
   type: 'bedrock',
   modelId: defaultModelConfiguration.modelId,
   region: defaultModelConfiguration.region,
+  ...(defaultModelConfiguration.inferenceProfileArn && {
+    inferenceProfileArn: defaultModelConfiguration.inferenceProfileArn,
+  }),
 };
 
 const imageGenerationModels: ModelConfiguration[] = (
@@ -63,6 +69,9 @@ const imageGenerationModels: ModelConfiguration[] = (
     (model: ModelConfiguration): ModelConfiguration => ({
       modelId: model.modelId.trim(),
       region: model.region.trim(),
+      ...(model.inferenceProfileArn && {
+        inferenceProfileArn: model.inferenceProfileArn,
+      }),
     })
   )
   .filter((model) => model.modelId);
@@ -70,6 +79,9 @@ export const defaultImageGenerationModel: Model = {
   type: 'bedrock',
   modelId: imageGenerationModels?.[0]?.modelId ?? '',
   region: imageGenerationModels?.[0]?.region ?? '',
+  ...(imageGenerationModels?.[0]?.inferenceProfileArn && {
+    inferenceProfileArn: imageGenerationModels[0].inferenceProfileArn,
+  }),
 };
 
 const videoGenerationModels: ModelConfiguration[] = (
@@ -81,6 +93,9 @@ const videoGenerationModels: ModelConfiguration[] = (
     (model: ModelConfiguration): ModelConfiguration => ({
       modelId: model.modelId.trim(),
       region: model.region.trim(),
+      ...(model.inferenceProfileArn && {
+        inferenceProfileArn: model.inferenceProfileArn,
+      }),
     })
   )
   .filter((model) => model.modelId);
@@ -88,6 +103,9 @@ export const defaultVideoGenerationModel: Model = {
   type: 'bedrock',
   modelId: videoGenerationModels?.[0]?.modelId ?? '',
   region: videoGenerationModels?.[0]?.region ?? '',
+  ...(videoGenerationModels?.[0]?.inferenceProfileArn && {
+    inferenceProfileArn: videoGenerationModels[0].inferenceProfileArn,
+  }),
 };
 
 // Prompt Templates
@@ -217,6 +235,14 @@ const PALMYRA_DEFAULT_PARAMS: ConverseInferenceParams = {
   },
 };
 
+const OPENAI_DEFAULT_PARAMS: ConverseInferenceParams = {
+  inferenceConfig: {
+    maxTokens: 8192,
+    temperature: 1,
+    topP: 1.0,
+  },
+};
+
 const USECASE_DEFAULT_PARAMS: UsecaseConverseInferenceParams = {
   '/chat': {
     promptCachingConfig: {
@@ -337,6 +363,27 @@ const mergeConverseInferenceParams = (
     },
   }) as ConverseInferenceParams;
 
+// Get inference profile ARN from modelId
+export const getInferenceProfileArn = (modelId: string): string | undefined => {
+  const textModelConfig = modelIds.find((config) => config.modelId === modelId);
+  if (textModelConfig?.inferenceProfileArn) {
+    return textModelConfig.inferenceProfileArn;
+  }
+  const imageModelConfig = imageGenerationModels.find(
+    (config) => config.modelId === modelId
+  );
+  if (imageModelConfig?.inferenceProfileArn) {
+    return imageModelConfig.inferenceProfileArn;
+  }
+  const videoModelConfig = videoGenerationModels.find(
+    (config) => config.modelId === modelId
+  );
+  if (videoModelConfig?.inferenceProfileArn) {
+    return videoModelConfig.inferenceProfileArn;
+  }
+  return undefined;
+};
+
 // API call, extract string from output, etc.
 
 const createConverseCommandInput = (
@@ -437,8 +484,9 @@ const createConverseCommandInput = (
 
   const guardrailConfig = createGuardrailConfig();
 
+  const modelIdOrArn = getInferenceProfileArn(model.modelId) || model.modelId;
   const converseCommandInput: ConverseCommandInput = {
-    modelId: model.modelId,
+    modelId: modelIdOrArn,
     messages: conversationWithCache,
     system: systemContextWithCache,
     inferenceConfig: params.inferenceConfig,
@@ -1469,6 +1517,24 @@ export const BEDROCK_TEXT_GEN_MODELS: {
     extractConverseOutput: extractConverseOutput,
     extractConverseStreamOutput: extractConverseStreamOutput,
   },
+  'openai.gpt-oss-120b-1:0': {
+    defaultParams: OPENAI_DEFAULT_PARAMS,
+    usecaseParams: USECASE_DEFAULT_PARAMS,
+    createConverseCommandInput: createConverseCommandInputWithoutSystemContext,
+    createConverseStreamCommandInput:
+      createConverseStreamCommandInputWithoutSystemContext,
+    extractConverseOutput: extractConverseOutput,
+    extractConverseStreamOutput: extractConverseStreamOutput,
+  },
+  'openai.gpt-oss-20b-1:0': {
+    defaultParams: OPENAI_DEFAULT_PARAMS,
+    usecaseParams: USECASE_DEFAULT_PARAMS,
+    createConverseCommandInput: createConverseCommandInputWithoutSystemContext,
+    createConverseStreamCommandInput:
+      createConverseStreamCommandInputWithoutSystemContext,
+    extractConverseOutput: extractConverseOutput,
+    extractConverseStreamOutput: extractConverseStreamOutput,
+  },
 };
 
 // Definition of parameters and functions for each image generation model
diff --git a/packages/cdk/lib/agent-core-stack.ts b/packages/cdk/lib/agent-core-stack.ts
new file mode 100644
index 000000000..86c105649
--- /dev/null
+++ b/packages/cdk/lib/agent-core-stack.ts
@@ -0,0 +1,65 @@
+import { Stack, StackProps, CfnOutput } from 'aws-cdk-lib';
+import { Construct } from 'constructs';
+import { GenericAgentCore } from './construct/generic-agent-core';
+import { ProcessedStackInput } from './stack-input';
+import { BucketInfo } from 'generative-ai-use-cases';
+
+export interface AgentCoreStackProps extends StackProps {
+  readonly params: ProcessedStackInput;
+}
+
+export class AgentCoreStack extends Stack {
+  public readonly genericAgentCore?: GenericAgentCore;
+
+  constructor(scope: Construct, id: string, props: AgentCoreStackProps) {
+    super(scope, id, props);
+
+    const params = props.params;
+
+    // Deploy Generic AgentCore Runtime if enabled
+    if (params.createGenericAgentCoreRuntime) {
+      this.genericAgentCore = new GenericAgentCore(this, 'GenericAgentCore', {
+        env: params.env,
+      });
+
+      // Output the runtime ARN for cross-stack reference
+      new CfnOutput(this, 'GenericAgentCoreRuntimeArn', {
+        value: this.genericAgentCore.deployedGenericRuntimeArn || '',
+        exportName: `${this.stackName}-GenericAgentCoreRuntimeArn`,
+      });
+
+      new CfnOutput(this, 'GenericAgentCoreRuntimeName', {
+        value: this.genericAgentCore.getGenericRuntimeConfig().name,
+        exportName: `${this.stackName}-GenericAgentCoreRuntimeName`,
+      });
+    }
+  }
+
+  /**
+   * Get the deployed generic runtime ARN
+   */
+  public get deployedGenericRuntimeArn(): string | undefined {
+    return this.genericAgentCore?.deployedGenericRuntimeArn;
+  }
+
+  /**
+   * Get the generic runtime configuration
+   */
+  public getGenericRuntimeConfig() {
+    return this.genericAgentCore?.getGenericRuntimeConfig();
+  }
+
+  /**
+   * Get the file bucket for Agent Core Runtime
+   */
+  public get fileBucket() {
+    return this.genericAgentCore?.fileBucket;
+  }
+
+  /**
+   * Get the file bucket information (bucket name and region)
+   */
+  public get fileBucketInfo(): BucketInfo | undefined {
+    return this.genericAgentCore?.fileBucketInfo;
+  }
+}
diff --git a/packages/cdk/lib/agent-stack.ts b/packages/cdk/lib/agent-stack.ts
index 8a11f8247..c53ea5a18 100644
--- a/packages/cdk/lib/agent-stack.ts
+++ b/packages/cdk/lib/agent-stack.ts
@@ -3,9 +3,11 @@ import { Construct } from 'constructs';
 import { Agent } from './construct';
 import { Agent as AgentType } from 'generative-ai-use-cases';
 import { ProcessedStackInput } from './stack-input';
+import { IVpc } from 'aws-cdk-lib/aws-ec2';
 
 export interface AgentStackProps extends StackProps {
   readonly params: ProcessedStackInput;
+  readonly vpc?: IVpc;
 }
 
 export class AgentStack extends Stack {
@@ -20,6 +22,7 @@ export class AgentStack extends Stack {
       searchAgentEnabled,
       searchApiKey,
       searchEngine,
+      vpc: props.vpc,
     });
 
     this.agents = agent.agents;
diff --git a/packages/cdk/lib/application-inference-profile-stack.ts b/packages/cdk/lib/application-inference-profile-stack.ts
new file mode 100644
index 000000000..cd576a623
--- /dev/null
+++ b/packages/cdk/lib/application-inference-profile-stack.ts
@@ -0,0 +1,65 @@
+import { Stack, StackProps } from 'aws-cdk-lib';
+import { Construct } from 'constructs';
+import {
+  CfnApplicationInferenceProfile,
+  FoundationModel,
+} from 'aws-cdk-lib/aws-bedrock';
+import { ProcessedStackInput } from './stack-input';
+
+export interface ApplicationInferenceProfileStackProps extends StackProps {
+  readonly params: ProcessedStackInput;
+}
+
+export class ApplicationInferenceProfileStack extends Stack {
+  public readonly inferenceProfileArns: Record<string, string> = {};
+
+  constructor(
+    scope: Construct,
+    id: string,
+    props: ApplicationInferenceProfileStackProps
+  ) {
+    super(scope, id, props);
+    const params = props.params;
+    const currentRegion = props.env?.region;
+
+    const createInferenceProfiles = (modelIds: typeof params.modelIds) => {
+      for (const modelId of modelIds) {
+        // Inference Profile is not supported Cross Region Inference
+        if (
+          modelId.region === currentRegion &&
+          !modelId.modelId.startsWith('us.') &&
+          !modelId.modelId.startsWith('apac.') &&
+          !modelId.modelId.startsWith('eu.')
+        ) {
+          const inferenceProfileNamePrefix = modelId.modelId
+            .replace(/\./g, '-')
+            .replace(/:/g, '-');
+          const model = FoundationModel.fromFoundationModelId(
+            this,
+            `FoundationModel${inferenceProfileNamePrefix}`,
+            {
+              modelId: modelId.modelId,
+            }
+          );
+          const inferenceProfile = new CfnApplicationInferenceProfile(
+            this,
+            `ApplicationInferenceProfile${model.modelId}`,
+            {
+              inferenceProfileName: `${inferenceProfileNamePrefix}${params.env}`,
+              modelSource: {
+                copyFrom: model.modelArn,
+              },
+            }
+          );
+          this.inferenceProfileArns[modelId.modelId] =
+            inferenceProfile.attrInferenceProfileArn;
+        }
+      }
+    };
+
+    createInferenceProfiles(params.modelIds);
+    createInferenceProfiles(params.imageGenerationModelIds);
+    createInferenceProfiles(params.videoGenerationModelIds);
+    createInferenceProfiles(params.speechToSpeechModelIds);
+  }
+}
diff --git a/packages/cdk/lib/closed-network-stack.ts b/packages/cdk/lib/closed-network-stack.ts
new file mode 100644
index 000000000..7835c2be1
--- /dev/null
+++ b/packages/cdk/lib/closed-network-stack.ts
@@ -0,0 +1,116 @@
+import { CfnOutput, Stack, StackProps } from 'aws-cdk-lib';
+import { Construct } from 'constructs';
+import * as ec2 from 'aws-cdk-lib/aws-ec2';
+import * as s3 from 'aws-cdk-lib/aws-s3';
+import * as agw from 'aws-cdk-lib/aws-apigateway';
+import { ProcessedStackInput } from './stack-input';
+import {
+  ClosedVpc,
+  ClosedWeb,
+  CognitoPrivateProxy,
+  WindowsRdp,
+  Resolver,
+} from './construct';
+
+export interface ClosedNetworkStackProps extends StackProps {
+  readonly params: ProcessedStackInput;
+}
+
+export class ClosedNetworkStack extends Stack {
+  public readonly vpc: ec2.IVpc;
+  public readonly apiGatewayVpcEndpoint: ec2.InterfaceVpcEndpoint;
+  public readonly webBucket: s3.Bucket;
+  public readonly cognitoUserPoolProxyApi: agw.RestApi;
+  public readonly cognitoIdPoolProxyApi: agw.RestApi;
+
+  constructor(scope: Construct, id: string, props: ClosedNetworkStackProps) {
+    super(scope, id, props);
+
+    const {
+      closedNetworkVpcId,
+      closedNetworkVpcIpv4Cidr,
+      closedNetworkSubnetIds,
+      closedNetworkCertificateArn,
+      closedNetworkDomainName,
+      closedNetworkCreateTestEnvironment,
+      closedNetworkCreateResolverEndpoint,
+      modelRegion,
+      modelIds,
+    } = props.params;
+
+    if (this.region !== modelRegion) {
+      throw new Error(
+        `The app region and modelRegion must be same if closedNetworkMode=true (${this.region} vs ${modelRegion})`
+      );
+    }
+
+    const modelRegions = [
+      ...new Set(
+        modelIds.map(
+          (model: { modelId: string; region: string }) => model.region
+        )
+      ),
+    ];
+
+    if (modelRegions.length !== 1 || modelRegions[0] !== this.region) {
+      throw new Error(
+        'You cannot specify the regions other than the app region if closedNetworkMode=true'
+      );
+    }
+
+    const closedVpc = new ClosedVpc(this, 'ClosedVpc', {
+      vpcId: closedNetworkVpcId,
+      subnetIds: closedNetworkSubnetIds,
+      ipv4Cidr: closedNetworkVpcIpv4Cidr,
+      domainName: closedNetworkDomainName,
+    });
+
+    const closedWeb = new ClosedWeb(this, 'ClosedWeb', {
+      vpc: closedVpc.vpc,
+      subnetIds: closedNetworkSubnetIds,
+      hostedZone: closedVpc?.hostedZone,
+      certificateArn: closedNetworkCertificateArn,
+    });
+
+    const cognitoPrivateProxy = new CognitoPrivateProxy(
+      this,
+      'CognitoPrivateProxy',
+      {
+        vpcEndpoint: closedVpc.apiGatewayVpcEndpoint,
+      }
+    );
+
+    const webUrl =
+      closedVpc.hostedZone && closedNetworkCertificateArn
+        ? `https://${closedVpc.hostedZone.zoneName}`
+        : `http://${closedWeb.alb.loadBalancerDnsName}`;
+
+    new CfnOutput(this, 'WebUrl', {
+      value: webUrl,
+    });
+
+    if (closedNetworkCreateResolverEndpoint) {
+      const resolver = new Resolver(this, 'Resolver', {
+        vpc: closedVpc.vpc,
+        subnetIds: closedNetworkSubnetIds,
+      });
+
+      new CfnOutput(this, 'ResolverId', {
+        value: resolver.resolverEndpoint.ref,
+      });
+    }
+
+    if (closedNetworkCreateTestEnvironment) {
+      new WindowsRdp(this, 'WindowsRdp', {
+        vpc: closedVpc.vpc,
+        subnetIds: closedNetworkSubnetIds,
+      });
+    }
+
+    this.vpc = closedVpc.vpc;
+    this.webBucket = closedWeb.bucket;
+    this.apiGatewayVpcEndpoint = closedVpc.apiGatewayVpcEndpoint;
+    this.cognitoUserPoolProxyApi = cognitoPrivateProxy.cognitoUserPoolProxyApi;
+    this.cognitoIdPoolProxyApi = cognitoPrivateProxy.cognitoIdPoolProxyApi;
+  }
+}
diff --git a/packages/cdk/lib/construct/agent-core.ts b/packages/cdk/lib/construct/agent-core.ts
new file mode 100644
index 000000000..7b2ae2af9
--- /dev/null
+++ b/packages/cdk/lib/construct/agent-core.ts
@@ -0,0 +1,53 @@
+import { Construct } from 'constructs';
+import { IdentityPool } from 'aws-cdk-lib/aws-cognito-identitypool';
+import { Effect, Policy, PolicyStatement } from 'aws-cdk-lib/aws-iam';
+import { AgentCoreConfiguration } from 'generative-ai-use-cases';
+
+export interface AgentCoreProps {
+  readonly agentCoreExternalRuntimes: AgentCoreConfiguration[];
+  readonly idPool: IdentityPool;
+  readonly genericRuntimeArn?: string; // ARN from the separate AgentCore stack
+  readonly genericRuntimeName?: string; // Name from the separate AgentCore stack
+}
+
+export class AgentCore extends Construct {
+  private readonly _genericRuntimeArn?: string;
+  private readonly _genericRuntimeName?: string;
+
+  constructor(scope: Construct, id: string, props: AgentCoreProps) {
+    super(scope, id);
+
+    this._genericRuntimeArn = props.genericRuntimeArn;
+    this._genericRuntimeName = props.genericRuntimeName;
+
+    // Grant invoke permissions to identity pool
+    this.grantInvokePermissions(props.idPool, props.agentCoreExternalRuntimes);
+  }
+
+  /**
+   * Grant invoke permissions to identity pool for all runtimes
+   */
+  private grantInvokePermissions(
+    idPool: IdentityPool,
+    externalRuntimes: AgentCoreConfiguration[]
+  ): void {
+    const resources = [
+      ...(this._genericRuntimeArn ? [this._genericRuntimeArn + '*'] : []),
+      ...externalRuntimes.map((runtime) => runtime.arn + '*'),
+    ];
+
+    if (resources.length > 0) {
+      idPool.authenticatedRole.attachInlinePolicy(
+        new Policy(this, 'AgentCoreRuntimePolicy', {
+          statements: [
+            new PolicyStatement({
+              effect: Effect.ALLOW,
+              actions: ['bedrock-agentcore:InvokeAgentRuntime'],
+              resources: resources,
+            }),
+          ],
+        })
+      );
+    }
+  }
+}
diff --git a/packages/cdk/lib/construct/agent.ts b/packages/cdk/lib/construct/agent.ts
index d5b2a316f..86e0024b7 100644
--- a/packages/cdk/lib/construct/agent.ts
+++ b/packages/cdk/lib/construct/agent.ts
@@ -18,12 +18,14 @@ import { CfnAgent, CfnAgentAlias } from 'aws-cdk-lib/aws-bedrock';
 import { Agent as AgentType } from 'generative-ai-use-cases';
 import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
 import { StackInput } from '../stack-input';
+import { IVpc } from 'aws-cdk-lib/aws-ec2';
 
 interface AgentProps {
   // Context Params
   readonly searchAgentEnabled: boolean;
   readonly searchApiKey?: string | null;
   readonly searchEngine?: StackInput['searchEngine'];
+  readonly vpc?: IVpc;
 }
 
 export class Agent extends Construct {
@@ -90,6 +92,7 @@ export class Agent extends Construct {
             SEARCH_API_KEY: searchApiKey ?? '',
             SEARCH_ENGINE: searchEngine,
           },
+          vpc: props.vpc,
         }
       );
       bedrockAgentLambda.grantInvoke(
diff --git a/packages/cdk/lib/construct/api.ts b/packages/cdk/lib/construct/api.ts
index 1e840a696..7ec7ff329 100644
--- a/packages/cdk/lib/construct/api.ts
+++ b/packages/cdk/lib/construct/api.ts
@@ -6,6 +6,7 @@ import {
   LambdaIntegration,
   RestApi,
   ResponseType,
+  EndpointType,
 } from 'aws-cdk-lib/aws-apigateway';
 import { UserPool, UserPoolClient } from 'aws-cdk-lib/aws-cognito';
 import { IFunction } from 'aws-cdk-lib/aws-lambda';
@@ -13,7 +14,12 @@ import { Construct } from 'constructs';
 import { NodejsFunction } from 'aws-cdk-lib/aws-lambda-nodejs';
 import { Table } from 'aws-cdk-lib/aws-dynamodb';
 import { IdentityPool } from 'aws-cdk-lib/aws-cognito-identitypool';
-import { Effect, PolicyStatement } from 'aws-cdk-lib/aws-iam';
+import {
+  AnyPrincipal,
+  Effect,
+  PolicyDocument,
+  PolicyStatement,
+} from 'aws-cdk-lib/aws-iam';
 import {
   BlockPublicAccess,
   Bucket,
@@ -29,6 +35,11 @@ import {
 } from '@generative-ai-use-cases/common';
 import { allowS3AccessWithSourceIpCondition } from '../utils/s3-access-policy';
 import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
+import {
+  InterfaceVpcEndpoint,
+  IVpc,
+  ISecurityGroup,
+} from 'aws-cdk-lib/aws-ec2';
 
 export interface BackendApiProps {
   // Context Params
@@ -44,6 +55,7 @@ export interface BackendApiProps {
   readonly crossAccountBedrockRoleArn?: string | null;
   readonly allowedIpV4AddressRanges?: string[] | null;
   readonly allowedIpV6AddressRanges?: string[] | null;
+  readonly additionalS3Buckets?: Bucket[];
 
   // Resource
   readonly userPool: UserPool;
@@ -55,6 +67,11 @@ export interface BackendApiProps {
   readonly agents?: Agent[];
   readonly guardrailIdentify?: string;
   readonly guardrailVersion?: string;
+
+  // Closed network
+  readonly vpc?: IVpc;
+  readonly securityGroups?: ISecurityGroup[];
+  readonly apiGatewayVpcEndpoint?: InterfaceVpcEndpoint;
 }
 
 export class Api extends Construct {
@@ -88,6 +105,9 @@ export class Api extends Construct {
       knowledgeBaseId,
       queryDecompositionEnabled,
       rerankingModelId,
+      vpc,
+      securityGroups,
+      apiGatewayVpcEndpoint,
     } = props;
     const agents: Agent[] = [...(props.agents ?? []), ...props.customAgents];
 
@@ -173,6 +193,8 @@ export class Api extends Construct {
       bundling: {
         nodeModules: ['@aws-sdk/client-bedrock-runtime'],
       },
+      vpc,
+      securityGroups,
     });
 
     const predictStreamFunction = new NodejsFunction(this, 'PredictStream', {
@@ -208,6 +230,8 @@ export class Api extends Construct {
           '@aws-sdk/client-sagemaker-runtime',
         ],
       },
+      vpc,
+      securityGroups,
     });
     fileBucket.grantReadWrite(predictStreamFunction);
     predictStreamFunction.grantInvoke(idPool.authenticatedRole);
@@ -226,6 +250,8 @@ export class Api extends Construct {
       environment: {
         MODEL_REGION: modelRegion,
       },
+      vpc,
+      securityGroups,
     });
     invokeFlowFunction.grantInvoke(idPool.authenticatedRole);
 
@@ -250,6 +276,8 @@ export class Api extends Construct {
           ? { GUARDRAIL_VERSION: props.guardrailVersion }
           : {}),
       },
+      vpc,
+      securityGroups,
     });
     table.grantWriteData(predictTitleFunction);
 
@@ -267,6 +295,8 @@ export class Api extends Construct {
       bundling: {
         nodeModules: ['@aws-sdk/client-bedrock-runtime'],
       },
+      vpc,
+      securityGroups,
     });
 
     const generateVideoFunction = new NodejsFunction(this, 'GenerateVideo', {
@@ -287,6 +317,8 @@ export class Api extends Construct {
       bundling: {
         nodeModules: ['@aws-sdk/client-bedrock-runtime'],
       },
+      vpc,
+      securityGroups,
     });
     for (const region of Object.keys(props.videoBucketRegionMap)) {
       const bucketName = props.videoBucketRegionMap[region];
@@ -321,6 +353,8 @@ export class Api extends Construct {
       bundling: {
         nodeModules: ['@aws-sdk/client-bedrock-runtime'],
       },
+      vpc,
+      securityGroups,
     });
     for (const region of Object.keys(props.videoBucketRegionMap)) {
       const bucketName = props.videoBucketRegionMap[region];
@@ -356,6 +390,8 @@ export class Api extends Construct {
       bundling: {
         nodeModules: ['@aws-sdk/client-bedrock-runtime'],
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadWriteData(listVideoJobs);
     copyVideoJob.grantInvoke(listVideoJobs);
@@ -370,6 +406,8 @@ export class Api extends Construct {
         VIDEO_GENERATION_MODEL_IDS: JSON.stringify(videoGenerationModelIds),
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantWriteData(deleteVideoJob);
 
@@ -386,6 +424,8 @@ export class Api extends Construct {
         environment: {
           MODEL_REGION: modelRegion,
         },
+        vpc,
+        securityGroups,
       }
     );
     optimizePromptFunction.grantInvoke(idPool.authenticatedRole);
@@ -397,6 +437,8 @@ export class Api extends Construct {
       environment: {
         BUCKET_NAME: fileBucket.bucketName,
       },
+      vpc,
+      securityGroups,
     });
     // Grant S3 write permissions with source IP condition
     if (getSignedUrlFunction.role) {
@@ -420,11 +462,15 @@ export class Api extends Construct {
         timeout: Duration.minutes(15),
         environment: {
           CROSS_ACCOUNT_BEDROCK_ROLE_ARN: crossAccountBedrockRoleArn ?? '',
+          MODEL_REGION: modelRegion,
         },
+        vpc,
+        securityGroups,
       }
     );
     // Grant S3 read permissions with source IP condition
     if (getFileDownloadSignedUrlFunction.role) {
+      // Default bucket permissions
       allowS3AccessWithSourceIpCondition(
         fileBucket.bucketName,
         getFileDownloadSignedUrlFunction.role,
@@ -434,6 +480,21 @@ export class Api extends Construct {
           ipv6: props.allowedIpV6AddressRanges,
         }
       );
+
+      // Additional buckets permissions (AgentCore, external buckets, etc.)
+      if (props.additionalS3Buckets) {
+        props.additionalS3Buckets.forEach((bucket) => {
+          allowS3AccessWithSourceIpCondition(
+            bucket.bucketName,
+            getFileDownloadSignedUrlFunction.role!,
+            'read',
+            {
+              ipv4: props.allowedIpV4AddressRanges,
+              ipv6: props.allowedIpV6AddressRanges,
+            }
+          );
+        });
+      }
     }
 
     // If SageMaker Endpoint exists, grant permission
@@ -514,6 +575,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantWriteData(createChatFunction);
 
@@ -524,6 +587,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadWriteData(deleteChatFunction);
 
@@ -536,6 +601,8 @@ export class Api extends Construct {
         STATS_TABLE_NAME: props.statsTable.tableName,
         BUCKET_NAME: fileBucket.bucketName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadWriteData(createMessagesFunction);
     props.statsTable.grantReadWriteData(createMessagesFunction);
@@ -550,6 +617,8 @@ export class Api extends Construct {
         environment: {
           TABLE_NAME: table.tableName,
         },
+        vpc,
+        securityGroups,
       }
     );
     table.grantReadWriteData(updateChatTitleFunction);
@@ -561,6 +630,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadData(listChatsFunction);
 
@@ -571,6 +642,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadData(findChatbyIdFunction);
 
@@ -581,6 +654,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadData(listMessagesFunction);
 
@@ -591,6 +666,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadWriteData(updateFeedbackFunction);
 
@@ -598,6 +675,8 @@ export class Api extends Construct {
       runtime: LAMBDA_RUNTIME_NODEJS,
       entry: './lambda/getWebText.ts',
       timeout: Duration.minutes(15),
+      vpc,
+      securityGroups,
     });
 
     const createShareId = new NodejsFunction(this, 'CreateShareId', {
@@ -607,6 +686,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadWriteData(createShareId);
 
@@ -617,6 +698,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadData(getSharedChat);
 
@@ -627,6 +710,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadData(findShareId);
 
@@ -637,6 +722,8 @@ export class Api extends Construct {
       environment: {
         TABLE_NAME: table.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadWriteData(deleteShareId);
 
@@ -650,6 +737,8 @@ export class Api extends Construct {
         environment: {
           TABLE_NAME: table.tableName,
         },
+        vpc,
+        securityGroups,
       }
     );
     table.grantReadData(listSystemContextsFunction);
@@ -664,6 +753,8 @@ export class Api extends Construct {
         environment: {
           TABLE_NAME: table.tableName,
         },
+        vpc,
+        securityGroups,
       }
     );
     table.grantWriteData(createSystemContextFunction);
@@ -678,6 +769,8 @@ export class Api extends Construct {
         environment: {
           TABLE_NAME: table.tableName,
         },
+        vpc,
+        securityGroups,
       }
     );
     table.grantReadWriteData(updateSystemContextTitleFunction);
@@ -692,6 +785,8 @@ export class Api extends Construct {
         environment: {
           TABLE_NAME: table.tableName,
         },
+        vpc,
+        securityGroups,
       }
     );
     table.grantReadWriteData(deleteSystemContextFunction);
@@ -703,6 +798,8 @@ export class Api extends Construct {
       environment: {
         BUCKET_NAME: fileBucket.bucketName,
       },
+      vpc,
+      securityGroups,
     });
     fileBucket.grantDelete(deleteFileFunction);
 
@@ -714,6 +811,8 @@ export class Api extends Construct {
         TABLE_NAME: table.tableName,
         STATS_TABLE_NAME: props.statsTable.tableName,
       },
+      vpc,
+      securityGroups,
     });
     table.grantReadData(getTokenUsageFunction);
     props.statsTable.grantReadData(getTokenUsageFunction);
@@ -738,6 +837,31 @@ export class Api extends Construct {
       },
       cloudWatchRole: true,
       defaultMethodOptions: commonAuthorizerProps,
+      endpointConfiguration: vpc
+        ? {
+            types: [EndpointType.PRIVATE],
+            vpcEndpoints: [apiGatewayVpcEndpoint!],
+          }
+        : undefined,
+      policy: vpc
+        ? new PolicyDocument({
+            statements: [apiGatewayVpcEndpoint!].map(
+              (e: InterfaceVpcEndpoint) => {
+                return new PolicyStatement({
+                  effect: Effect.ALLOW,
+                  principals: [new AnyPrincipal()],
+                  actions: ['execute-api:Invoke'],
+                  resources: ['execute-api:/*'],
+                  conditions: {
+                    StringEquals: {
+                      'aws:SourceVpce': e.vpcEndpointId,
+                    },
+                  },
+                });
+              }
+            ),
+          })
+        : undefined,
     });
 
     api.addGatewayResponse('Api4XX', {
diff --git a/packages/cdk/lib/construct/closedNetwork/closed-vpc.ts b/packages/cdk/lib/construct/closedNetwork/closed-vpc.ts
new file mode 100644
index 000000000..7d3963f8f
--- /dev/null
+++ b/packages/cdk/lib/construct/closedNetwork/closed-vpc.ts
@@ -0,0 +1,129 @@
+import { Construct } from 'constructs';
+import * as ec2 from 'aws-cdk-lib/aws-ec2';
+import { PrivateHostedZone } from 'aws-cdk-lib/aws-route53';
+
+const VPC_ENDPOINTS: Record<string, ec2.InterfaceVpcEndpointAwsService> = {
+  // VPC Endpoints required by user side
+  ApiGateway: ec2.InterfaceVpcEndpointAwsService.APIGATEWAY,
+  Lambda: ec2.InterfaceVpcEndpointAwsService.LAMBDA,
+  Transcribe: ec2.InterfaceVpcEndpointAwsService.TRANSCRIBE,
+  TranscribeStreaming: ec2.InterfaceVpcEndpointAwsService.TRANSCRIBE_STREAMING,
+  Polly: ec2.InterfaceVpcEndpointAwsService.POLLY,
+  // VPC Endpoints required by app side
+  Bedrock: ec2.InterfaceVpcEndpointAwsService.BEDROCK_RUNTIME,
+  BedrockAgent: ec2.InterfaceVpcEndpointAwsService.BEDROCK_AGENT_RUNTIME,
+  BedrockAgentApi: ec2.InterfaceVpcEndpointAwsService.BEDROCK_AGENT,
+  Ecr: ec2.InterfaceVpcEndpointAwsService.ECR,
+  EcrDocker: ec2.InterfaceVpcEndpointAwsService.ECR_DOCKER,
+  CloudWatchLogs: ec2.InterfaceVpcEndpointAwsService.CLOUDWATCH_LOGS,
+  Kendra: ec2.InterfaceVpcEndpointAwsService.KENDRA,
+  Sts: ec2.InterfaceVpcEndpointAwsService.STS,
+};
+
+export interface ClosedVpcProps {
+  readonly vpcId?: string | null;
+  readonly subnetIds?: string[] | null;
+  readonly ipv4Cidr: string;
+  readonly domainName?: string | null;
+}
+
+export class ClosedVpc extends Construct {
+  public readonly vpc: ec2.IVpc;
+  public readonly apiGatewayVpcEndpoint: ec2.InterfaceVpcEndpoint;
+  public readonly hostedZone: PrivateHostedZone | undefined;
+
+  constructor(scope: Construct, id: string, props: ClosedVpcProps) {
+    super(scope, id);
+
+    let vpc: ec2.IVpc;
+
+    if (props.vpcId) {
+      vpc = ec2.Vpc.fromLookup(this, 'ImportedVpc', {
+        vpcId: props.vpcId,
+      });
+    } else {
+      vpc = new ec2.Vpc(this, 'ClosedVpc', {
+        ipAddresses: ec2.IpAddresses.cidr(props.ipv4Cidr),
+        maxAzs: 2,
+        subnetConfiguration: [
+          {
+            name: 'isolated',
+            subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
+          },
+        ],
+      });
+    }
+
+    vpc.addGatewayEndpoint('S3GatewayEndpoint', {
+      service: ec2.GatewayVpcEndpointAwsService.S3,
+    });
+
+    vpc.addGatewayEndpoint('DynamoDbGatewayEndpoint', {
+      service: ec2.GatewayVpcEndpointAwsService.DYNAMODB,
+    });
+
+    const securityGroup = new ec2.SecurityGroup(this, 'SecurityGroup', {
+      vpc,
+    });
+
+    securityGroup.addIngressRule(
+      ec2.Peer.ipv4(vpc.vpcCidrBlock),
+      ec2.Port.tcp(443)
+    );
+
+    const securityGroupWebSocket = new ec2.SecurityGroup(
+      this,
+      'SecurityGroupWebSocket',
+      {
+        vpc,
+      }
+    );
+
+    securityGroupWebSocket.addIngressRule(
+      ec2.Peer.ipv4(vpc.vpcCidrBlock),
+      ec2.Port.tcp(443)
+    );
+
+    securityGroupWebSocket.addIngressRule(
+      ec2.Peer.ipv4(vpc.vpcCidrBlock),
+      ec2.Port.tcp(8443)
+    );
+
+    for (const [name, service] of Object.entries(VPC_ENDPOINTS)) {
+      const vpcEndpoint = new ec2.InterfaceVpcEndpoint(
+        this,
+        `VpcEndpoint${name}`,
+        {
+          vpc,
+          service,
+          subnets: props.subnetIds
+            ? {
+                subnetFilters: [ec2.SubnetFilter.byIds(props.subnetIds)],
+              }
+            : {
+                subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
+              },
+          securityGroups: [
+            name !== 'TranscribeStreaming'
+              ? securityGroup
+              : securityGroupWebSocket,
+          ],
+          privateDnsEnabled: true,
+        }
+      );
+
+      if (name === 'ApiGateway') {
+        this.apiGatewayVpcEndpoint = vpcEndpoint;
+      }
+    }
+
+    if (props.domainName) {
+      this.hostedZone = new PrivateHostedZone(this, 'HostedZone', {
+        vpc,
+        zoneName: props.domainName,
+      });
+    }
+
+    this.vpc = vpc;
+  }
+}
diff --git a/packages/cdk/lib/construct/closedNetwork/closed-web.ts b/packages/cdk/lib/construct/closedNetwork/closed-web.ts
new file mode 100644
index 000000000..cdf8c2c1c
--- /dev/null
+++ b/packages/cdk/lib/construct/closedNetwork/closed-web.ts
@@ -0,0 +1,133 @@
+import { RemovalPolicy } from 'aws-cdk-lib';
+import { Construct } from 'constructs';
+import { IVpc, SubnetFilter, SubnetType } from 'aws-cdk-lib/aws-ec2';
+import {
+  PrivateHostedZone,
+  ARecord,
+  RecordTarget,
+} from 'aws-cdk-lib/aws-route53';
+import { LoadBalancerTarget } from 'aws-cdk-lib/aws-route53-targets';
+import * as s3 from 'aws-cdk-lib/aws-s3';
+import { Certificate } from 'aws-cdk-lib/aws-certificatemanager';
+import {
+  Cluster,
+  ContainerImage,
+  CpuArchitecture,
+  OperatingSystemFamily,
+} from 'aws-cdk-lib/aws-ecs';
+import { ApplicationLoadBalancedFargateService } from 'aws-cdk-lib/aws-ecs-patterns';
+import { Platform } from 'aws-cdk-lib/aws-ecr-assets';
+import { ApplicationLoadBalancer } from 'aws-cdk-lib/aws-elasticloadbalancingv2';
+
+export interface ClosedWebProps {
+  vpc: IVpc;
+  subnetIds?: string[] | null;
+  // For HTTPS listener
+  hostedZone?: PrivateHostedZone;
+  certificateArn?: string | null;
+}
+
+export class ClosedWeb extends Construct {
+  public readonly bucket: s3.Bucket;
+  public readonly alb: ApplicationLoadBalancer;
+
+  constructor(scope: Construct, id: string, props: ClosedWebProps) {
+    super(scope, id);
+
+    const bucket = new s3.Bucket(this, 'WebBucket', {
+      blockPublicAccess: s3.BlockPublicAccess.BLOCK_ALL,
+      encryption: s3.BucketEncryption.S3_MANAGED,
+      autoDeleteObjects: true,
+      removalPolicy: RemovalPolicy.DESTROY,
+      objectOwnership: s3.ObjectOwnership.OBJECT_WRITER,
+      enforceSSL: true,
+    });
+
+    const cluster = new Cluster(this, 'Cluster', { vpc: props.vpc });
+
+    const httpsProps =
+      props.hostedZone && props.certificateArn
+        ? {
+            certificate: Certificate.fromCertificateArn(
+              this,
+              'Certificate',
+              props.certificateArn
+            ),
+            domainZone: props.hostedZone,
+          }
+        : {};
+
+    const loadBalancer = new ApplicationLoadBalancer(this, 'Alb', {
+      vpc: props.vpc,
+      internetFacing: false,
+      vpcSubnets: props.subnetIds
+        ? {
+            subnetFilters: [SubnetFilter.byIds(props.subnetIds)],
+          }
+        : {
+            subnetType: SubnetType.PRIVATE_ISOLATED,
+          },
+    });
+
+    const service = new ApplicationLoadBalancedFargateService(this, 'Service', {
+      cluster,
+      cpu: 256,
+      memoryLimitMiB: 512,
+      desiredCount: 1,
+      taskImageOptions: {
+        image: ContainerImage.fromAsset('./fargate-s3-server', {
+          platform: Platform.LINUX_AMD64,
+        }),
+        containerPort: 8080,
+        environment: {
+          BUCKET_NAME: bucket.bucketName,
+        },
+      },
+      loadBalancer,
+      publicLoadBalancer: false,
+      runtimePlatform: {
+        cpuArchitecture: CpuArchitecture.X86_64,
+        operatingSystemFamily: OperatingSystemFamily.LINUX,
+      },
+      taskSubnets: props.subnetIds
+        ? {
+            subnetFilters: [SubnetFilter.byIds(props.subnetIds)],
+          }
+        : {
+            subnetType: SubnetType.PRIVATE_ISOLATED,
+          },
+      ...httpsProps,
+    });
+
+    service.targetGroup.configureHealthCheck({
+      path: '/healthcheck',
+    });
+
+    const target = service.service.autoScaleTaskCount({
+      minCapacity: 1,
+      maxCapacity: 20,
+    });
+
+    target.scaleOnCpuUtilization('CpuScaling', {
+      targetUtilizationPercent: 50,
+    });
+
+    target.scaleOnMemoryUtilization('MemoryScaling', {
+      targetUtilizationPercent: 50,
+    });
+
+    bucket.grantRead(service.taskDefinition.taskRole);
+
+    if (props.hostedZone) {
+      new ARecord(this, 'LbRecord', {
+        zone: props.hostedZone,
+        target: RecordTarget.fromAlias(
+          new LoadBalancerTarget(service.loadBalancer)
+        ),
+      });
+    }
+
+    this.bucket = bucket;
+    this.alb = service.loadBalancer;
+  }
+}
diff --git a/packages/cdk/lib/construct/closedNetwork/cognito-private-proxy.ts b/packages/cdk/lib/construct/closedNetwork/cognito-private-proxy.ts
new file mode 100644
index 000000000..a342bf646
--- /dev/null
+++ b/packages/cdk/lib/construct/closedNetwork/cognito-private-proxy.ts
@@ -0,0 +1,217 @@
+import * as cdk from 'aws-cdk-lib';
+import * as agw from 'aws-cdk-lib/aws-apigateway';
+import * as ec2 from 'aws-cdk-lib/aws-ec2';
+import * as iam from 'aws-cdk-lib/aws-iam';
+import { Construct } from 'constructs';
+
+export interface CognitoPrivateProxyProps {
+  readonly vpcEndpoint: ec2.IInterfaceVpcEndpoint;
+}
+
+export class CognitoPrivateProxy extends Construct {
+  public readonly cognitoUserPoolProxyApi: agw.RestApi;
+  public readonly cognitoIdPoolProxyApi: agw.RestApi;
+
+  constructor(scope: Construct, id: string, props: CognitoPrivateProxyProps) {
+    super(scope, id);
+
+    const region = cdk.Stack.of(this).region;
+    const cognitoUserPoolEndpoint = `https://cognito-idp.${region}.amazonaws.com`;
+    const cognitoIdPoolEndpoint = `https://cognito-identity.${region}.amazonaws.com`;
+
+    this.cognitoUserPoolProxyApi = new agw.RestApi(
+      this,
+      'CognitoUserPoolProxyApi',
+      {
+        restApiName: 'GenU Cognito UserPool Proxy API',
+        defaultCorsPreflightOptions: {
+          allowOrigins: agw.Cors.ALL_ORIGINS,
+          allowMethods: ['POST', 'OPTIONS'],
+          allowHeaders: [
+            'amz-sdk-invocation-id',
+            'amz-sdk-request',
+            'cache-control',
+            'content-type',
+            'x-amz-target',
+            'x-amz-user-agent',
+          ],
+        },
+        endpointConfiguration: {
+          types: [agw.EndpointType.PRIVATE],
+          vpcEndpoints: [props.vpcEndpoint],
+        },
+        policy: new iam.PolicyDocument({
+          statements: [
+            new iam.PolicyStatement({
+              effect: iam.Effect.DENY,
+              principals: [new iam.AnyPrincipal()],
+              actions: ['execute-api:Invoke'],
+              resources: ['execute-api:/*'],
+              conditions: {
+                StringNotEquals: {
+                  'aws:SourceVpce': props.vpcEndpoint.vpcEndpointId,
+                },
+              },
+            }),
+            new iam.PolicyStatement({
+              effect: iam.Effect.ALLOW,
+              principals: [new iam.AnyPrincipal()],
+              actions: ['execute-api:Invoke'],
+              resources: ['execute-api:/*'],
+            }),
+          ],
+        }),
+      }
+    );
+
+    // Add POST method to the root resource to proxy Cognito UserPool requests
+    this.cognitoUserPoolProxyApi.root.addMethod(
+      'POST',
+      new agw.HttpIntegration(cognitoUserPoolEndpoint, {
+        proxy: true,
+        httpMethod: 'POST',
+        options: {
+          requestParameters: {
+            'integration.request.header.Authorization':
+              'method.request.header.Authorization',
+            'integration.request.header.Content-Type':
+              'method.request.header.Content-Type',
+            'integration.request.header.X-Amz-Target':
+              'method.request.header.X-Amz-Target',
+            'integration.request.header.X-Amz-User-Agent':
+              'method.request.header.X-Amz-User-Agent',
+          },
+          passthroughBehavior: agw.PassthroughBehavior.WHEN_NO_MATCH,
+          integrationResponses: [
+            {
+              statusCode: '200',
+              responseParameters: {
+                'method.response.header.Access-Control-Allow-Origin': `'*'`,
+                'method.response.header.Access-Control-Allow-Headers':
+                  "'Content-Type,Authorization,Cache-Control,X-Amz-Target,X-Amz-User-Agent'",
+                'method.response.header.Access-Control-Allow-Methods':
+                  "'POST,OPTIONS'",
+              },
+            },
+          ],
+        },
+      }),
+      {
+        requestParameters: {
+          'method.request.header.Authorization': false,
+          'method.request.header.Content-Type': false,
+          'method.request.header.X-Amz-Target': false,
+          'method.request.header.X-Amz-User-Agent': false,
+        },
+        methodResponses: [
+          {
+            statusCode: '200',
+            responseParameters: {
+              'method.response.header.Access-Control-Allow-Origin': true,
+              'method.response.header.Access-Control-Allow-Headers': true,
+              'method.response.header.Access-Control-Allow-Methods': true,
+            },
+          },
+        ],
+      }
+    );
+
+    // Create private API Gateway for Cognito Identity Pool proxy with enhanced logging
+    this.cognitoIdPoolProxyApi = new agw.RestApi(
+      this,
+      'CognitoIdPoolProxyApi',
+      {
+        restApiName: 'GenU Cognito ID Pool Proxy API',
+        defaultCorsPreflightOptions: {
+          allowOrigins: agw.Cors.ALL_ORIGINS,
+          allowMethods: ['POST', 'OPTIONS'],
+          allowHeaders: [
+            'amz-sdk-invocation-id',
+            'amz-sdk-request',
+            'cache-control',
+            'content-type',
+            'x-amz-target',
+            'x-amz-user-agent',
+          ],
+        },
+        endpointConfiguration: {
+          types: [agw.EndpointType.PRIVATE],
+          vpcEndpoints: [props.vpcEndpoint],
+        },
+        policy: new iam.PolicyDocument({
+          statements: [
+            new iam.PolicyStatement({
+              effect: iam.Effect.DENY,
+              principals: [new iam.AnyPrincipal()],
+              actions: ['execute-api:Invoke'],
+              resources: ['execute-api:/*'],
+              conditions: {
+                StringNotEquals: {
+                  'aws:SourceVpce': props.vpcEndpoint.vpcEndpointId,
+                },
+              },
+            }),
+            new iam.PolicyStatement({
+              effect: iam.Effect.ALLOW,
+              principals: [new iam.AnyPrincipal()],
+              actions: ['execute-api:Invoke'],
+              resources: ['execute-api:/*'],
+            }),
+          ],
+        }),
+      }
+    );
+
+    // Add POST method to the root resource to proxy Cognito Identity PPool requests
+    this.cognitoIdPoolProxyApi.root.addMethod(
+      'POST',
+      new agw.HttpIntegration(cognitoIdPoolEndpoint, {
+        proxy: true,
+        httpMethod: 'POST',
+        options: {
+          requestParameters: {
+            'integration.request.header.Authorization':
+              'method.request.header.Authorization',
+            'integration.request.header.Content-Type':
+              'method.request.header.Content-Type',
+            'integration.request.header.X-Amz-Target':
+              'method.request.header.X-Amz-Target',
+            'integration.request.header.X-Amz-User-Agent':
+              'method.request.header.X-Amz-User-Agent',
+          },
+          passthroughBehavior: agw.PassthroughBehavior.WHEN_NO_MATCH,
+          integrationResponses: [
+            {
+              statusCode: '200',
+              responseParameters: {
+                'method.response.header.Access-Control-Allow-Origin': `'*'`,
+                'method.response.header.Access-Control-Allow-Headers':
+                  "'Content-Type,Authorization,Cache-Control,X-Amz-Target,X-Amz-User-Agent'",
+                'method.response.header.Access-Control-Allow-Methods':
+                  "'POST,OPTIONS'",
+              },
+            },
+          ],
+        },
+      }),
+      {
+        requestParameters: {
+          'method.request.header.Authorization': false,
+          'method.request.header.Content-Type': false,
+          'method.request.header.X-Amz-Target': false,
+          'method.request.header.X-Amz-User-Agent': false,
+        },
+        methodResponses: [
+          {
+            statusCode: '200',
+            responseParameters: {
+              'method.response.header.Access-Control-Allow-Origin': true,
+              'method.response.header.Access-Control-Allow-Headers': true,
+              'method.response.header.Access-Control-Allow-Methods': true,
+            },
+          },
+        ],
+      }
+    );
+  }
+}
diff --git a/packages/cdk/lib/construct/closedNetwork/index.ts b/packages/cdk/lib/construct/closedNetwork/index.ts
new file mode 100644
index 000000000..46554f5ee
--- /dev/null
+++ b/packages/cdk/lib/construct/closedNetwork/index.ts
@@ -0,0 +1,5 @@
+export * from './closed-vpc';
+export * from './closed-web';
+export * from './windows-rdp';
+export * from './cognito-private-proxy';
+export * from './resolver';
diff --git a/packages/cdk/lib/construct/closedNetwork/resolver.ts b/packages/cdk/lib/construct/closedNetwork/resolver.ts
new file mode 100644
index 000000000..fb0e837c2
--- /dev/null
+++ b/packages/cdk/lib/construct/closedNetwork/resolver.ts
@@ -0,0 +1,70 @@
+import {
+  IVpc,
+  Peer,
+  Port,
+  SecurityGroup,
+  ISubnet,
+  SubnetType,
+  SubnetFilter,
+} from 'aws-cdk-lib/aws-ec2';
+import { CfnResolverEndpoint } from 'aws-cdk-lib/aws-route53resolver';
+import { Construct } from 'constructs';
+
+export interface ResolverProps {
+  vpc: IVpc;
+  subnetIds?: string[] | null;
+}
+
+export class Resolver extends Construct {
+  public readonly resolverEndpoint: CfnResolverEndpoint;
+
+  constructor(scope: Construct, id: string, props: ResolverProps) {
+    super(scope, id);
+
+    const resolverSecurityGroup = new SecurityGroup(
+      this,
+      'ResolverSecurityGroup',
+      {
+        vpc: props.vpc,
+        allowAllOutbound: true,
+      }
+    );
+
+    resolverSecurityGroup.addIngressRule(
+      Peer.anyIpv4(),
+      Port.tcp(53),
+      'DNS TCP'
+    );
+    resolverSecurityGroup.addIngressRule(
+      Peer.anyIpv4(),
+      Port.udp(53),
+      'DNS UDP'
+    );
+
+    const subnets = props.vpc.selectSubnets(
+      props.subnetIds
+        ? {
+            subnetFilters: [SubnetFilter.byIds(props.subnetIds)],
+          }
+        : {
+            subnetType: SubnetType.PRIVATE_ISOLATED,
+          }
+    ).subnets;
+
+    const ipAddresses: CfnResolverEndpoint.IpAddressRequestProperty[] =
+      subnets.map((s: ISubnet) => ({ subnetId: s.subnetId }));
+
+    // https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-resource-route53resolver-resolverendpoint.html#cfn-route53resolver-resolverendpoint-ipaddresses
+    if (ipAddresses.length < 2) {
+      throw new Error('Need at least 2 isolated subnets in different AZs.');
+    }
+
+    const resolverEndpoint = new CfnResolverEndpoint(this, 'InbountEndpoint', {
+      direction: 'INBOUND',
+      ipAddresses,
+      securityGroupIds: [resolverSecurityGroup.securityGroupId],
+    });
+
+    this.resolverEndpoint = resolverEndpoint;
+  }
+}
diff --git a/packages/cdk/lib/construct/closedNetwork/windows-rdp.ts b/packages/cdk/lib/construct/closedNetwork/windows-rdp.ts
new file mode 100644
index 000000000..5593aabcb
--- /dev/null
+++ b/packages/cdk/lib/construct/closedNetwork/windows-rdp.ts
@@ -0,0 +1,112 @@
+import * as cdk from 'aws-cdk-lib';
+import { Construct } from 'constructs';
+import * as ec2 from 'aws-cdk-lib/aws-ec2';
+import * as iam from 'aws-cdk-lib/aws-iam';
+
+const VPC_ENDPOINTS: Record<string, ec2.InterfaceVpcEndpointAwsService> = {
+  Ssm: ec2.InterfaceVpcEndpointAwsService.SSM,
+  SsmMessages: ec2.InterfaceVpcEndpointAwsService.SSM_MESSAGES,
+  Ec2Messages: ec2.InterfaceVpcEndpointAwsService.EC2_MESSAGES,
+};
+
+export interface WindowsRdpProps {
+  readonly vpc: ec2.IVpc;
+  readonly subnetIds?: string[] | null;
+}
+
+export class WindowsRdp extends Construct {
+  constructor(scope: Construct, id: string, props: WindowsRdpProps) {
+    super(scope, id);
+
+    const region = cdk.Stack.of(this).region;
+    const keyPair = new ec2.KeyPair(this, 'WindowsKeyPair');
+
+    new cdk.CfnOutput(this, 'GetSSMKeyCommand', {
+      value: `aws ssm get-parameter --name /ec2/keypair/${keyPair.keyPairId} --region ${
+        region
+      } --with-decryption --query Parameter.Value --output text`,
+    });
+
+    const windowsSecurityGroup = new ec2.SecurityGroup(this, 'WindowsSg', {
+      vpc: props.vpc,
+    });
+
+    const vpcEndpointSecurityGroup = new ec2.SecurityGroup(
+      this,
+      'WindowsVpcEndpointSg',
+      {
+        vpc: props.vpc,
+      }
+    );
+
+    vpcEndpointSecurityGroup.addIngressRule(
+      ec2.Peer.ipv4(props.vpc.vpcCidrBlock),
+      ec2.Port.tcp(443)
+    );
+
+    for (const [name, service] of Object.entries(VPC_ENDPOINTS)) {
+      const vpcEndpoint = new ec2.InterfaceVpcEndpoint(
+        this,
+        `VpcEndpoint${name}`,
+        {
+          vpc: props.vpc,
+          service,
+          subnets: props.subnetIds
+            ? {
+                subnetFilters: [ec2.SubnetFilter.byIds(props.subnetIds)],
+              }
+            : {
+                subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
+              },
+          securityGroups: [vpcEndpointSecurityGroup],
+          privateDnsEnabled: true,
+        }
+      );
+
+      windowsSecurityGroup.connections.allowFrom(
+        vpcEndpoint,
+        ec2.Port.tcp(443)
+      );
+    }
+
+    const role = new iam.Role(this, 'WindowsRole', {
+      assumedBy: new iam.ServicePrincipal('ec2.amazonaws.com'),
+    });
+
+    role.addManagedPolicy(
+      iam.ManagedPolicy.fromAwsManagedPolicyName('AmazonSSMManagedInstanceCore')
+    );
+
+    new ec2.Instance(this, 'windowsInstance', {
+      vpc: props.vpc,
+      vpcSubnets: props.subnetIds
+        ? {
+            subnetFilters: [ec2.SubnetFilter.byIds(props.subnetIds)],
+          }
+        : {
+            subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
+          },
+      securityGroup: windowsSecurityGroup,
+      instanceType: ec2.InstanceType.of(
+        ec2.InstanceClass.MEMORY6_INTEL,
+        ec2.InstanceSize.LARGE
+      ),
+      machineImage: ec2.MachineImage.latestWindows(
+        ec2.WindowsVersion.WINDOWS_SERVER_2025_ENGLISH_FULL_BASE
+      ),
+      keyPair,
+      instanceProfile: new iam.InstanceProfile(this, 'InstanceProfile', {
+        role,
+      }),
+      blockDevices: [
+        {
+          deviceName: '/dev/sda1',
+          volume: ec2.BlockDeviceVolume.ebs(100, {
+            volumeType: ec2.EbsDeviceVolumeType.GP3,
+            encrypted: true,
+          }),
+        },
+      ],
+    });
+  }
+}
diff --git a/packages/cdk/lib/construct/generic-agent-core.ts b/packages/cdk/lib/construct/generic-agent-core.ts
new file mode 100644
index 000000000..c32f798ee
--- /dev/null
+++ b/packages/cdk/lib/construct/generic-agent-core.ts
@@ -0,0 +1,505 @@
+import { Construct } from 'constructs';
+import {
+  Effect,
+  PolicyStatement,
+  Role,
+  ServicePrincipal,
+  ManagedPolicy,
+} from 'aws-cdk-lib/aws-iam';
+import { CustomResource, Duration, Stack, RemovalPolicy } from 'aws-cdk-lib';
+import { Provider } from 'aws-cdk-lib/custom-resources';
+import { NodejsFunction } from 'aws-cdk-lib/aws-lambda-nodejs';
+import { Repository } from 'aws-cdk-lib/aws-ecr';
+import { DockerImageAsset, Platform } from 'aws-cdk-lib/aws-ecr-assets';
+import {
+  Bucket,
+  BlockPublicAccess,
+  BucketEncryption,
+} from 'aws-cdk-lib/aws-s3';
+import { BucketInfo } from 'generative-ai-use-cases';
+import * as path from 'path';
+import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
+
+export interface AgentCoreRuntimeConfig {
+  name: string;
+  instructions?: string;
+  memorySize?: number;
+  customRuntimeConfig?: Record<string, unknown>;
+  dockerPath?: string; // Docker file path of AgentCore Runtime
+  networkMode?: string; // PUBLIC
+  serverProtocol?: string; // HTTP, MCP
+  environmentVariables?: Record<string, string>;
+}
+
+export interface GenericAgentCoreProps {
+  // Add any specific configuration props if needed
+  env: string;
+}
+
+// UUID for Agent Core Runtime
+const AGENT_CORE_RUNTIME_UUID = 'B8F5E892-3A1C-4D2F-9B7E-6C8A5F9D2E1B';
+
+export class GenericAgentCore extends Construct {
+  private _deployedGenericRuntimeArn?: string;
+  private _ecrRepository?: Repository;
+  private _imageUri?: string;
+  private readonly genericRuntimeConfig: AgentCoreRuntimeConfig;
+  private readonly _fileBucket: Bucket;
+
+  constructor(scope: Construct, id: string, props: GenericAgentCoreProps) {
+    super(scope, id);
+
+    const { env } = props;
+
+    // Create dedicated S3 bucket for Agent Core Runtime
+    this._fileBucket = new Bucket(this, 'AgentCoreFileBucket', {
+      blockPublicAccess: BlockPublicAccess.BLOCK_ALL,
+      encryption: BucketEncryption.S3_MANAGED,
+      removalPolicy: RemovalPolicy.DESTROY,
+      autoDeleteObjects: true,
+    });
+
+    // Default configuration for Generic AgentCore Runtime
+    this.genericRuntimeConfig = {
+      name: `GenericAgentCoreRuntime${env}`,
+      instructions: 'You are a helpful assistant powered by AWS Bedrock.',
+      memorySize: 2048,
+      dockerPath: 'lambda-python/generic-agent-core-runtime',
+      networkMode: 'PUBLIC',
+      serverProtocol: 'HTTP',
+      environmentVariables: {
+        FILE_BUCKET: this._fileBucket.bucketName,
+      },
+    };
+
+    // Deploy generic AgentCore Runtime
+    const result = this.deployGenericRuntime();
+    this._ecrRepository = result.repository;
+    this._imageUri = result.imageUri;
+  }
+
+  /**
+   * Deploy the generic AgentCore Runtime
+   */
+  private deployGenericRuntime(): { repository: Repository; imageUri: string } {
+    const dockerImageAsset = this.createDockerImageAsset();
+    const { customResourceRole, agentCoreRuntimeRole } = this.createIamRoles();
+    const customResourceProvider =
+      this.createCustomResourceProvider(customResourceRole);
+
+    const customResource = this.createAgentCoreRuntime(
+      'GenericAgentCoreRuntime',
+      this.genericRuntimeConfig,
+      agentCoreRuntimeRole,
+      customResourceProvider,
+      dockerImageAsset.imageUri
+    );
+
+    // Get the actual runtime ARN and ID from CustomResource response
+    this._deployedGenericRuntimeArn = customResource.getAttString(
+      'AgentCoreRuntimeArn'
+    );
+
+    return dockerImageAsset;
+  }
+
+  /**
+   * Create Docker image asset for the MCP API
+   */
+  private createDockerImageAsset(): {
+    repository: Repository;
+    imageUri: string;
+  } {
+    const dockerPath =
+      this.genericRuntimeConfig.dockerPath ||
+      'lambda-python/generic-agent-core-runtime';
+    const pathName = dockerPath.replace(/[^a-zA-Z0-9]/g, '-').toLowerCase();
+
+    const repository = new Repository(this, 'AgentCoreRuntimeRepository', {
+      repositoryName: `${pathName}-${Stack.of(this).stackName.toLowerCase()}`,
+      imageScanOnPush: true,
+      removalPolicy: RemovalPolicy.DESTROY,
+    });
+
+    const dockerAsset = new DockerImageAsset(
+      this,
+      'AgentCoreRuntimeDockerAsset',
+      {
+        directory: path.join(__dirname, `../../${dockerPath}`),
+        platform: Platform.LINUX_ARM64, // AgentCore for ARM platform
+      }
+    );
+
+    return {
+      repository,
+      imageUri: dockerAsset.imageUri,
+    };
+  }
+
+  /**
+   * Create IAM roles for AgentCore operations
+   */
+  private createIamRoles(): {
+    customResourceRole: Role;
+    agentCoreRuntimeRole: Role;
+  } {
+    const customResourceRole = this.createCustomResourceRole();
+    const agentCoreRuntimeRole = this.createAgentCoreRuntimeRole();
+
+    return { customResourceRole, agentCoreRuntimeRole };
+  }
+
+  /**
+   * Create IAM role for Custom Resource operations
+   */
+  private createCustomResourceRole(): Role {
+    const role = new Role(this, 'AgentCoreCustomResourceRole', {
+      assumedBy: new ServicePrincipal('lambda.amazonaws.com'),
+      managedPolicies: [
+        ManagedPolicy.fromAwsManagedPolicyName(
+          'service-role/AWSLambdaBasicExecutionRole'
+        ),
+      ],
+    });
+
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'BedrockAgentCorePermissions',
+        effect: Effect.ALLOW,
+        actions: ['bedrock-agentcore:*'],
+        resources: ['*'],
+      })
+    );
+
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'IAMPassRolePermissions',
+        effect: Effect.ALLOW,
+        actions: ['iam:PassRole'],
+        resources: ['*'],
+        conditions: {
+          StringEquals: {
+            'iam:PassedToService': 'bedrock-agentcore.amazonaws.com',
+          },
+        },
+      })
+    );
+
+    return role;
+  }
+
+  /**
+   * Create IAM role for AgentCore Runtime execution with comprehensive permissions
+   */
+  private createAgentCoreRuntimeRole(): Role {
+    const role = new Role(this, 'AgentCoreRuntimeRole', {
+      assumedBy: new ServicePrincipal('bedrock-agentcore.amazonaws.com', {
+        conditions: {
+          StringEquals: {
+            'aws:SourceAccount': Stack.of(this).account,
+          },
+          ArnLike: {
+            'aws:SourceArn': `arn:aws:bedrock-agentcore:${Stack.of(this).region}:${Stack.of(this).account}:*`,
+          },
+        },
+      }),
+      managedPolicies: [
+        ManagedPolicy.fromAwsManagedPolicyName(
+          'service-role/AWSLambdaBasicExecutionRole'
+        ),
+      ],
+    });
+
+    // Bedrock
+
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'BedrockPermissions',
+        effect: Effect.ALLOW,
+        actions: [
+          'bedrock:InvokeModel',
+          'bedrock:InvokeModelWithResponseStream',
+        ],
+        resources: ['*'],
+      })
+    );
+
+    // ECR
+
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'ECRImageAccess',
+        effect: Effect.ALLOW,
+        actions: ['ecr:BatchGetImage', 'ecr:GetDownloadUrlForLayer'],
+        resources: [
+          `arn:aws:ecr:${Stack.of(this).region}:${Stack.of(this).account}:repository/*`,
+        ],
+      })
+    );
+
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'ECRTokenAccess',
+        effect: Effect.ALLOW,
+        actions: ['ecr:GetAuthorizationToken'],
+        resources: ['*'],
+      })
+    );
+
+    // Logging
+
+    const logGroupArn = `arn:aws:logs:${Stack.of(this).region}:${Stack.of(this).account}:log-group:/aws/bedrock-agentcore/runtimes/*`;
+
+    role.addToPolicy(
+      new PolicyStatement({
+        effect: Effect.ALLOW,
+        actions: ['logs:DescribeLogStreams', 'logs:CreateLogGroup'],
+        resources: [logGroupArn],
+      })
+    );
+
+    role.addToPolicy(
+      new PolicyStatement({
+        effect: Effect.ALLOW,
+        actions: ['logs:DescribeLogGroups'],
+        resources: [
+          `arn:aws:logs:${Stack.of(this).region}:${Stack.of(this).account}:log-group:*`,
+        ],
+      })
+    );
+
+    role.addToPolicy(
+      new PolicyStatement({
+        effect: Effect.ALLOW,
+        actions: ['logs:CreateLogStream', 'logs:PutLogEvents'],
+        resources: [`${logGroupArn}:log-stream:*`],
+      })
+    );
+
+    // Monitoring
+    role.addToPolicy(
+      new PolicyStatement({
+        effect: Effect.ALLOW,
+        actions: [
+          'xray:PutTraceSegments',
+          'xray:PutTelemetryRecords',
+          'xray:GetSamplingRules',
+          'xray:GetSamplingTargets',
+        ],
+        resources: ['*'],
+      })
+    );
+
+    role.addToPolicy(
+      new PolicyStatement({
+        effect: Effect.ALLOW,
+        actions: ['cloudwatch:PutMetricData'],
+        resources: ['*'],
+        conditions: {
+          StringEquals: {
+            'cloudwatch:namespace': 'bedrock-agentcore',
+          },
+        },
+      })
+    );
+
+    // Workload
+
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'GetAgentAccessToken',
+        effect: Effect.ALLOW,
+        actions: [
+          'bedrock-agentcore:GetWorkloadAccessToken',
+          'bedrock-agentcore:GetWorkloadAccessTokenForJWT',
+          'bedrock-agentcore:GetWorkloadAccessTokenForUserId',
+        ],
+        resources: [
+          `arn:aws:bedrock-agentcore:${Stack.of(this).region}:${Stack.of(this).account}:workload-identity-directory/default`,
+          `arn:aws:bedrock-agentcore:${Stack.of(this).region}:${Stack.of(this).account}:workload-identity-directory/default/workload-identity/*`,
+        ],
+      })
+    );
+
+    // S3 File Bucket Access
+    this._fileBucket.grantReadWrite(role);
+
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'S3BucketAccess',
+        effect: Effect.ALLOW,
+        actions: [
+          's3:GetObject',
+          's3:PutObject',
+          's3:ListBucket',
+          's3:DeleteObject',
+        ],
+        resources: [
+          this._fileBucket.bucketArn,
+          `${this._fileBucket.bucketArn}/*`,
+        ],
+      })
+    );
+
+    // Tools
+    role.addToPolicy(
+      new PolicyStatement({
+        sid: 'Tools',
+        effect: Effect.ALLOW,
+        actions: [
+          'bedrock-agentcore:CreateCodeInterpreter',
+          'bedrock-agentcore:StartCodeInterpreterSession',
+          'bedrock-agentcore:InvokeCodeInterpreter',
+          'bedrock-agentcore:StopCodeInterpreterSession',
+          'bedrock-agentcore:DeleteCodeInterpreter',
+          'bedrock-agentcore:ListCodeInterpreters',
+          'bedrock-agentcore:GetCodeInterpreter',
+          'bedrock-agentcore:GetCodeInterpreterSession',
+          'bedrock-agentcore:ListCodeInterpreterSessions',
+        ],
+        resources: ['*'],
+      })
+    );
+
+    return role;
+  }
+
+  /**
+   * Get or create a singleton NodejsFunction using unique ID pattern
+   */
+  private getOrCreateSingletonFunction(
+    uniqueId: string,
+    functionName: string,
+    entry: string,
+    role: Role
+  ): NodejsFunction {
+    const stack = Stack.of(this);
+    const singletonId = `Singleton-${uniqueId}`;
+
+    // Try to find existing function in the stack scope
+    const existingConstruct = stack.node.tryFindChild(singletonId);
+
+    if (existingConstruct && existingConstruct instanceof NodejsFunction) {
+      // Reuse existing function
+      return existingConstruct;
+    }
+
+    // Create new NodejsFunction
+    return new NodejsFunction(stack, singletonId, {
+      functionName: `${functionName}-${Stack.of(this).stackName}-${uniqueId.slice(0, 8)}`,
+      description: `${functionName} CustomResource Lambda Function (Singleton)`,
+      runtime: LAMBDA_RUNTIME_NODEJS,
+      entry,
+      handler: 'handler',
+      timeout: Duration.minutes(10),
+      role,
+      environment: {
+        AWS_NODEJS_CONNECTION_REUSE_ENABLED: '1',
+      },
+      bundling: {
+        minify: false,
+        target: 'es2020',
+        nodeModules: ['@aws-sdk/client-bedrock-agentcore-control'],
+      },
+    });
+  }
+
+  /**
+   * Create Custom Resource provider with custom singleton logic
+   */
+  private createCustomResourceProvider(customResourceRole: Role): Provider {
+    const lambdaFunction = this.getOrCreateSingletonFunction(
+      AGENT_CORE_RUNTIME_UUID,
+      'AgentCoreRuntime',
+      path.join(
+        __dirname,
+        '../../custom-resources/agent-core-runtime/index.ts'
+      ),
+      customResourceRole
+    );
+
+    return new Provider(this, 'AgentCoreRuntimeProvider', {
+      onEventHandler: lambdaFunction,
+    });
+  }
+
+  /**
+   * Create individual AgentCore Runtime using Custom Resource
+   */
+  private createAgentCoreRuntime(
+    id: string,
+    config: AgentCoreRuntimeConfig,
+    agentCoreRuntimeRole: Role,
+    customResourceProvider: Provider,
+    imageUri: string
+  ): CustomResource {
+    if (!imageUri) {
+      throw new Error(
+        `AgentCore Runtime '${config.name}' requires imageUri to be provided`
+      );
+    }
+
+    const customConfig = { ...config.customRuntimeConfig };
+    customConfig.containerImageUri = imageUri;
+
+    if (config.environmentVariables) {
+      customConfig.environmentVariables = config.environmentVariables;
+    }
+
+    return new CustomResource(this, id, {
+      serviceToken: customResourceProvider.serviceToken,
+      properties: {
+        AgentCoreRuntimeName: config.name,
+        RoleArn: agentCoreRuntimeRole.roleArn,
+        NetworkMode: config.networkMode || 'PUBLIC',
+        ServerProtocol: config.serverProtocol || 'HTTP',
+        CustomConfig: customConfig,
+      },
+    });
+  }
+
+  /**
+   * Get ECR repository
+   */
+  public get ecrRepository(): Repository | undefined {
+    return this._ecrRepository;
+  }
+
+  /**
+   * Get MCP API image URI
+   */
+  public get imageUri(): string | undefined {
+    return this._imageUri;
+  }
+
+  /**
+   * Get deployed generic runtime ARN
+   */
+  public get deployedGenericRuntimeArn(): string | undefined {
+    return this._deployedGenericRuntimeArn;
+  }
+
+  /**
+   * Get the generic runtime configuration
+   */
+  public getGenericRuntimeConfig(): AgentCoreRuntimeConfig {
+    return { ...this.genericRuntimeConfig };
+  }
+
+  /**
+   * Get the file bucket for Agent Core Runtime
+   */
+  public get fileBucket(): Bucket {
+    return this._fileBucket;
+  }
+
+  /**
+   * Get the file bucket information (bucket name and region)
+   */
+  public get fileBucketInfo(): BucketInfo {
+    return {
+      bucketName: this._fileBucket.bucketName,
+      region: Stack.of(this).region,
+    };
+  }
+}
diff --git a/packages/cdk/lib/construct/index.ts b/packages/cdk/lib/construct/index.ts
index 80b0ca64b..3a86a2a1a 100644
--- a/packages/cdk/lib/construct/index.ts
+++ b/packages/cdk/lib/construct/index.ts
@@ -10,3 +10,6 @@ export * from './rag-knowledge-base';
 export * from './guardrail';
 export * from './speech-to-speech';
 export * from './mcp-api';
+export * from './closedNetwork';
+export * from './agent-core';
+export * from './generic-agent-core';
diff --git a/packages/cdk/lib/construct/mcp-api.ts b/packages/cdk/lib/construct/mcp-api.ts
index 5789ceb46..62300392b 100644
--- a/packages/cdk/lib/construct/mcp-api.ts
+++ b/packages/cdk/lib/construct/mcp-api.ts
@@ -12,11 +12,14 @@ import { PolicyStatement, Effect } from 'aws-cdk-lib/aws-iam';
 import { IdentityPool } from 'aws-cdk-lib/aws-cognito-identitypool';
 import { NetworkMode } from 'aws-cdk-lib/aws-ecr-assets';
 import { Bucket } from 'aws-cdk-lib/aws-s3';
+import { ISecurityGroup, IVpc } from 'aws-cdk-lib/aws-ec2';
 
 export interface McpApiProps {
   readonly idPool: IdentityPool;
   readonly isSageMakerStudio: boolean;
   readonly fileBucket: Bucket;
+  readonly vpc?: IVpc;
+  readonly securityGroups?: ISecurityGroup[];
 }
 
 export class McpApi extends Construct {
@@ -38,6 +41,8 @@ export class McpApi extends Construct {
         AWS_LWA_INVOKE_MODE: 'RESPONSE_STREAM',
         FILE_BUCKET: props.fileBucket.bucketName,
       },
+      vpc: props.vpc,
+      securityGroups: props.securityGroups,
     });
 
     mcpFunction.role?.addToPrincipalPolicy(
diff --git a/packages/cdk/lib/construct/rag-knowledge-base.ts b/packages/cdk/lib/construct/rag-knowledge-base.ts
index 81680148a..73deccbe1 100644
--- a/packages/cdk/lib/construct/rag-knowledge-base.ts
+++ b/packages/cdk/lib/construct/rag-knowledge-base.ts
@@ -10,6 +10,7 @@ import {
 } from 'aws-cdk-lib/aws-apigateway';
 import { NodejsFunction } from 'aws-cdk-lib/aws-lambda-nodejs';
 import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
+import { ISecurityGroup, IVpc } from 'aws-cdk-lib/aws-ec2';
 
 export interface RagKnowledgeBaseProps {
   // Context Params
@@ -20,6 +21,10 @@ export interface RagKnowledgeBaseProps {
   readonly knowledgeBaseId: string;
   readonly userPool: UserPool;
   readonly api: RestApi;
+
+  // Closed network
+  readonly vpc?: IVpc;
+  readonly securityGroups?: ISecurityGroup[];
 }
 
 export class RagKnowledgeBase extends Construct {
@@ -37,6 +42,8 @@ export class RagKnowledgeBase extends Construct {
         MODEL_REGION: modelRegion,
         CROSS_ACCOUNT_BEDROCK_ROLE_ARN: props.crossAccountBedrockRoleArn ?? '',
       },
+      vpc: props.vpc,
+      securityGroups: props.securityGroups,
     });
 
     if (!props.crossAccountBedrockRoleArn) {
diff --git a/packages/cdk/lib/construct/rag.ts b/packages/cdk/lib/construct/rag.ts
index 7e1eaa209..4306a11e8 100644
--- a/packages/cdk/lib/construct/rag.ts
+++ b/packages/cdk/lib/construct/rag.ts
@@ -18,6 +18,7 @@ import {
 } from 'aws-cdk-lib/aws-apigateway';
 import { NodejsFunction } from 'aws-cdk-lib/aws-lambda-nodejs';
 import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
+import { ISecurityGroup, IVpc } from 'aws-cdk-lib/aws-ec2';
 
 const KENDRA_STATE_CFN_PARAMETER_NAME = 'kendraState';
 
@@ -34,6 +35,10 @@ export interface RagProps {
   // Resource
   readonly userPool: UserPool;
   readonly api: RestApi;
+
+  // Closed network
+  readonly vpc?: IVpc;
+  readonly securityGroups?: ISecurityGroup[];
 }
 
 export interface IndexScheduleCron {
@@ -515,6 +520,8 @@ export class Rag extends Construct {
         INDEX_ID: kendraIndexId,
         LANGUAGE: kendraIndexLanguage,
       },
+      vpc: props.vpc,
+      securityGroups: props.securityGroups,
     });
     queryFunction.role?.addToPrincipalPolicy(
       new iam.PolicyStatement({
@@ -536,6 +543,8 @@ export class Rag extends Construct {
         INDEX_ID: kendraIndexId,
         LANGUAGE: kendraIndexLanguage,
       },
+      vpc: props.vpc,
+      securityGroups: props.securityGroups,
     });
     retrieveFunction.role?.addToPrincipalPolicy(
       new iam.PolicyStatement({
diff --git a/packages/cdk/lib/construct/speech-to-speech.ts b/packages/cdk/lib/construct/speech-to-speech.ts
index 98d024bad..2014b8ade 100644
--- a/packages/cdk/lib/construct/speech-to-speech.ts
+++ b/packages/cdk/lib/construct/speech-to-speech.ts
@@ -8,6 +8,7 @@ import { Effect, PolicyStatement } from 'aws-cdk-lib/aws-iam';
 import { ModelConfiguration } from 'generative-ai-use-cases';
 import { BEDROCK_SPEECH_TO_SPEECH_MODELS } from '@generative-ai-use-cases/common';
 import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
+import { ISecurityGroup, IVpc } from 'aws-cdk-lib/aws-ec2';
 
 export interface SpeechToSpeechProps {
   readonly envSuffix: string;
@@ -15,6 +16,8 @@ export interface SpeechToSpeechProps {
   readonly api: agw.RestApi;
   readonly speechToSpeechModelIds: ModelConfiguration[];
   readonly crossAccountBedrockRoleArn?: string | null;
+  readonly vpc?: IVpc;
+  readonly securityGroups?: ISecurityGroup[];
 }
 
 export class SpeechToSpeech extends Construct {
@@ -76,12 +79,15 @@ export class SpeechToSpeech extends Construct {
       environment: {
         EVENT_API_ENDPOINT: eventApiEndpoint,
         NAMESPACE: channelNamespaceName,
+        SPEECH_TO_SPEECH_MODEL_IDS: JSON.stringify(speechToSpeechModelIds),
         CROSS_ACCOUNT_BEDROCK_ROLE_ARN: props.crossAccountBedrockRoleArn ?? '',
       },
       bundling: {
         nodeModules: ['@aws-sdk/client-bedrock-runtime'],
       },
       memorySize: 512,
+      vpc: props.vpc,
+      securityGroups: props.securityGroups,
     });
 
     eventApi.grantConnect(speechToSpeechTask);
@@ -119,10 +125,13 @@ export class SpeechToSpeech extends Construct {
         timeout: Duration.minutes(15),
         environment: {
           SPEECH_TO_SPEECH_TASK_FUNCTION_ARN: speechToSpeechTask.functionArn,
+          SPEECH_TO_SPEECH_MODEL_IDS: JSON.stringify(speechToSpeechModelIds),
         },
         bundling: {
           nodeModules: ['@aws-sdk/client-bedrock-runtime'],
         },
+        vpc: props.vpc,
+        securityGroups: props.securityGroups,
       }
     );
 
diff --git a/packages/cdk/lib/construct/transcribe.ts b/packages/cdk/lib/construct/transcribe.ts
index d05011260..c9a208fe6 100644
--- a/packages/cdk/lib/construct/transcribe.ts
+++ b/packages/cdk/lib/construct/transcribe.ts
@@ -18,6 +18,7 @@ import {
 import { Construct } from 'constructs';
 import { allowS3AccessWithSourceIpCondition } from '../utils/s3-access-policy';
 import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
+import { ISecurityGroup, IVpc } from 'aws-cdk-lib/aws-ec2';
 
 export interface TranscribeProps {
   readonly userPool: UserPool;
@@ -25,6 +26,8 @@ export interface TranscribeProps {
   readonly api: RestApi;
   readonly allowedIpV4AddressRanges?: string[] | null;
   readonly allowedIpV6AddressRanges?: string[] | null;
+  readonly vpc?: IVpc;
+  readonly securityGroups?: ISecurityGroup[];
 }
 
 export class Transcribe extends Construct {
@@ -61,6 +64,8 @@ export class Transcribe extends Construct {
       environment: {
         BUCKET_NAME: audioBucket.bucketName,
       },
+      vpc: props.vpc,
+      securityGroups: props.securityGroups,
     });
     if (getSignedUrlFunction.role) {
       allowS3AccessWithSourceIpCondition(
@@ -91,6 +96,8 @@ export class Transcribe extends Construct {
             resources: ['*'],
           }),
         ],
+        vpc: props.vpc,
+        securityGroups: props.securityGroups,
       }
     );
     audioBucket.grantRead(startTranscriptionFunction);
@@ -110,6 +117,8 @@ export class Transcribe extends Construct {
             resources: ['*'],
           }),
         ],
+        vpc: props.vpc,
+        securityGroups: props.securityGroups,
       }
     );
     transcriptBucket.grantRead(getTranscriptionFunction);
diff --git a/packages/cdk/lib/construct/use-case-builder.ts b/packages/cdk/lib/construct/use-case-builder.ts
index b4376749d..3011d1a95 100644
--- a/packages/cdk/lib/construct/use-case-builder.ts
+++ b/packages/cdk/lib/construct/use-case-builder.ts
@@ -13,10 +13,13 @@ import { Duration } from 'aws-cdk-lib';
 import { UserPool } from 'aws-cdk-lib/aws-cognito';
 import * as ddb from 'aws-cdk-lib/aws-dynamodb';
 import { LAMBDA_RUNTIME_NODEJS } from '../../consts';
+import { ISecurityGroup, IVpc } from 'aws-cdk-lib/aws-ec2';
 
 export interface UseCaseBuilderProps {
   readonly userPool: UserPool;
   readonly api: RestApi;
+  readonly vpc?: IVpc;
+  readonly securityGroups?: ISecurityGroup[];
 }
 export class UseCaseBuilder extends Construct {
   constructor(scope: Construct, id: string, props: UseCaseBuilderProps) {
@@ -57,6 +60,8 @@ export class UseCaseBuilder extends Construct {
         USECASE_TABLE_NAME: useCaseBuilderTable.tableName,
         USECASE_ID_INDEX_NAME: useCaseIdIndexName,
       },
+      vpc: props.vpc,
+      securityGroups: props.securityGroups,
     };
 
     const commonPath = './lambda/useCaseBuilder';
diff --git a/packages/cdk/lib/construct/web.ts b/packages/cdk/lib/construct/web.ts
index f5a50a86b..42bee5e0c 100644
--- a/packages/cdk/lib/construct/web.ts
+++ b/packages/cdk/lib/construct/web.ts
@@ -6,10 +6,10 @@ import {
 } from '@aws-solutions-constructs/aws-cloudfront-s3';
 import {
   CfnDistribution,
-  Distribution,
   ResponseHeadersPolicy,
   HeadersFrameOption,
   HeadersReferrerPolicy,
+  IDistribution,
 } from 'aws-cdk-lib/aws-cloudfront';
 import { NodejsBuild } from 'deploy-time-build';
 import * as s3 from 'aws-cdk-lib/aws-s3';
@@ -17,6 +17,7 @@ import { ARecord, HostedZone, RecordTarget } from 'aws-cdk-lib/aws-route53';
 import { CloudFrontTarget } from 'aws-cdk-lib/aws-route53-targets';
 import { ICertificate } from 'aws-cdk-lib/aws-certificatemanager';
 import {
+  AgentCoreConfiguration,
   Flow,
   HiddenUseCases,
   ModelConfiguration,
@@ -58,58 +59,24 @@ export interface WebProps {
   readonly speechToSpeechModelIds: ModelConfiguration[];
   readonly mcpEnabled: boolean;
   readonly mcpEndpoint: string | null;
+  readonly webBucket?: s3.Bucket;
+  readonly cognitoUserPoolProxyEndpoint?: string;
+  readonly cognitoIdentityPoolProxyEndpoint?: string;
+  readonly agentCoreEnabled: boolean;
+  readonly agentCoreGenericRuntime?: AgentCoreConfiguration;
+  readonly agentCoreExternalRuntimes: AgentCoreConfiguration[];
+  readonly agentCoreRegion?: string;
 }
 
 export class Web extends Construct {
-  public readonly distribution: Distribution;
+  // public readonly distribution: Distribution;
+  public readonly webUrl: string;
 
   constructor(scope: Construct, id: string, props: WebProps) {
     super(scope, id);
 
-    const cspSaml = props.samlCognitoDomainName
-      ? ` https://${props.samlCognitoDomainName}`
-      : '';
-    const csp = `default-src 'self'; script-src 'self' 'unsafe-inline' 'unsafe-eval'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com; img-src 'self' data: blob: https:; media-src 'self' blob: https://*.amazonaws.com; connect-src 'self' https://*.amazonaws.com https://*.amazoncognito.com wss://*.amazonaws.com:* https://*.on.aws https://raw.githubusercontent.com https://api.github.com${cspSaml}; font-src 'self' https://fonts.gstatic.com data:; object-src 'none'; frame-ancestors 'none'; frame-src 'self' https://www.youtube.com/;`;
-
-    // Create Response Headers Policy for security headers
-    const responseHeadersPolicy = new ResponseHeadersPolicy(
-      this,
-      'SecurityHeadersPolicy',
-      {
-        securityHeadersBehavior: {
-          // Content Security Policy configuration
-          contentSecurityPolicy: {
-            contentSecurityPolicy: csp,
-            override: true,
-          },
-          // Clickjacking protection
-          frameOptions: {
-            frameOption: HeadersFrameOption.DENY,
-            override: true,
-          },
-          // Other security headers
-          strictTransportSecurity: {
-            accessControlMaxAge: Duration.days(365 * 2),
-            includeSubdomains: true,
-            preload: true,
-            override: true,
-          },
-          xssProtection: {
-            protection: true,
-            modeBlock: true,
-            override: true,
-          },
-          contentTypeOptions: {
-            override: true,
-          },
-          referrerPolicy: {
-            referrerPolicy:
-              HeadersReferrerPolicy.STRICT_ORIGIN_WHEN_CROSS_ORIGIN,
-            override: true,
-          },
-        },
-      }
-    );
+    let distribution: IDistribution | undefined = undefined;
+    let webBucket: s3.IBucket;
 
     const commonBucketProps: s3.BucketProps = {
       blockPublicAccess: s3.BlockPublicAccess.BLOCK_ALL,
@@ -120,80 +87,135 @@ export class Web extends Construct {
       enforceSSL: true,
     };
 
-    const cloudFrontToS3Props: CloudFrontToS3Props = {
-      insertHttpSecurityHeaders: false,
-      loggingBucketProps: commonBucketProps,
-      bucketProps: commonBucketProps,
-      cloudFrontLoggingBucketProps: commonBucketProps,
-      cloudFrontLoggingBucketAccessLogBucketProps: commonBucketProps,
-      cloudFrontDistributionProps: {
-        defaultBehavior: {
-          responseHeadersPolicy: responseHeadersPolicy,
-        },
-        errorResponses: [
-          {
-            httpStatus: 403,
-            responseHttpStatus: 200,
-            responsePagePath: '/index.html',
-          },
-          {
-            httpStatus: 404,
-            responseHttpStatus: 200,
-            responsePagePath: '/index.html',
-          },
-        ],
-      },
-    };
-
-    if (
-      props.cert &&
-      props.hostName &&
-      props.domainName &&
-      props.hostedZoneId
-    ) {
-      cloudFrontToS3Props.cloudFrontDistributionProps.certificate = props.cert;
-      cloudFrontToS3Props.cloudFrontDistributionProps.domainNames = [
-        `${props.hostName}.${props.domainName}`,
-      ];
-    }
-
-    const { cloudFrontWebDistribution, s3BucketInterface } = new CloudFrontToS3(
-      this,
-      'Web',
-      cloudFrontToS3Props
-    );
+    if (!props.webBucket) {
+      const cspSaml = props.samlCognitoDomainName
+        ? ` https://${props.samlCognitoDomainName}`
+        : '';
+      const csp = `default-src 'self'; script-src 'self' 'unsafe-inline' 'unsafe-eval'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com; img-src 'self' data: blob: https:; media-src 'self' blob: https://*.amazonaws.com; connect-src 'self' https://*.amazonaws.com https://*.amazoncognito.com wss://*.amazonaws.com:* https://*.on.aws https://raw.githubusercontent.com https://api.github.com${cspSaml}; font-src 'self' https://fonts.gstatic.com data:; object-src 'none'; frame-ancestors 'none'; frame-src 'self' https://www.youtube.com/;`;
 
-    if (
-      props.cert &&
-      props.hostName &&
-      props.domainName &&
-      props.hostedZoneId
-    ) {
-      // DNS record for custom domain
-      const hostedZone = HostedZone.fromHostedZoneAttributes(
+      // Create Response Headers Policy for security headers
+      const responseHeadersPolicy = new ResponseHeadersPolicy(
         this,
-        'HostedZone',
+        'SecurityHeadersPolicy',
         {
-          hostedZoneId: props.hostedZoneId,
-          zoneName: props.domainName,
+          securityHeadersBehavior: {
+            // Content Security Policy configuration
+            contentSecurityPolicy: {
+              contentSecurityPolicy: csp,
+              override: true,
+            },
+            // Clickjacking protection
+            frameOptions: {
+              frameOption: HeadersFrameOption.DENY,
+              override: true,
+            },
+            // Other security headers
+            strictTransportSecurity: {
+              accessControlMaxAge: Duration.days(365 * 2),
+              includeSubdomains: true,
+              preload: true,
+              override: true,
+            },
+            xssProtection: {
+              protection: true,
+              modeBlock: true,
+              override: true,
+            },
+            contentTypeOptions: {
+              override: true,
+            },
+            referrerPolicy: {
+              referrerPolicy:
+                HeadersReferrerPolicy.STRICT_ORIGIN_WHEN_CROSS_ORIGIN,
+              override: true,
+            },
+          },
         }
       );
-      new ARecord(this, 'ARecord', {
-        zone: hostedZone,
-        recordName: props.hostName,
-        target: RecordTarget.fromAlias(
-          new CloudFrontTarget(cloudFrontWebDistribution)
-        ),
-      });
-    }
 
-    if (props.webAclId) {
-      const existingCloudFrontWebDistribution = cloudFrontWebDistribution.node
-        .defaultChild as CfnDistribution;
-      existingCloudFrontWebDistribution.addPropertyOverride(
-        'DistributionConfig.WebACLId',
-        props.webAclId
-      );
+      const cloudFrontToS3Props: CloudFrontToS3Props = {
+        insertHttpSecurityHeaders: false,
+        loggingBucketProps: commonBucketProps,
+        bucketProps: commonBucketProps,
+        cloudFrontLoggingBucketProps: commonBucketProps,
+        cloudFrontLoggingBucketAccessLogBucketProps: commonBucketProps,
+        cloudFrontDistributionProps: {
+          defaultBehavior: {
+            responseHeadersPolicy: responseHeadersPolicy,
+          },
+          errorResponses: [
+            {
+              httpStatus: 403,
+              responseHttpStatus: 200,
+              responsePagePath: '/index.html',
+            },
+            {
+              httpStatus: 404,
+              responseHttpStatus: 200,
+              responsePagePath: '/index.html',
+            },
+          ],
+        },
+      };
+
+      if (
+        props.cert &&
+        props.hostName &&
+        props.domainName &&
+        props.hostedZoneId
+      ) {
+        cloudFrontToS3Props.cloudFrontDistributionProps.certificate =
+          props.cert;
+        cloudFrontToS3Props.cloudFrontDistributionProps.domainNames = [
+          `${props.hostName}.${props.domainName}`,
+        ];
+      }
+
+      const { cloudFrontWebDistribution, s3BucketInterface } =
+        new CloudFrontToS3(this, 'Web', cloudFrontToS3Props);
+
+      if (
+        props.cert &&
+        props.hostName &&
+        props.domainName &&
+        props.hostedZoneId
+      ) {
+        // DNS record for custom domain
+        const hostedZone = HostedZone.fromHostedZoneAttributes(
+          this,
+          'HostedZone',
+          {
+            hostedZoneId: props.hostedZoneId,
+            zoneName: props.domainName,
+          }
+        );
+        new ARecord(this, 'ARecord', {
+          zone: hostedZone,
+          recordName: props.hostName,
+          target: RecordTarget.fromAlias(
+            new CloudFrontTarget(cloudFrontWebDistribution)
+          ),
+        });
+        this.webUrl = `https://${props.hostName}.${props.domainName}`;
+      } else {
+        this.webUrl = `https://${cloudFrontWebDistribution.domainName}`;
+      }
+
+      if (props.webAclId) {
+        const existingCloudFrontWebDistribution = cloudFrontWebDistribution.node
+          .defaultChild as CfnDistribution;
+        existingCloudFrontWebDistribution.addPropertyOverride(
+          'DistributionConfig.WebACLId',
+          props.webAclId
+        );
+      }
+
+      distribution = cloudFrontWebDistribution;
+      webBucket = s3BucketInterface;
+    } else {
+      // Closed network
+      webBucket = props.webBucket!;
+      this.webUrl = 'CLOSED_NETWORK_MODE';
     }
 
     const build = new NodejsBuild(this, 'BuildWeb', {
@@ -222,8 +244,8 @@ export class Web extends Construct {
           ],
         },
       ],
-      destinationBucket: s3BucketInterface,
-      distribution: cloudFrontWebDistribution,
+      destinationBucket: webBucket,
+      distribution: distribution,
       outputSourceDirectory: './packages/web/dist',
       buildCommands: ['npm ci', 'npm run web:build'],
       buildEnvironment: {
@@ -264,13 +286,22 @@ export class Web extends Construct {
         ),
         VITE_APP_MCP_ENABLED: props.mcpEnabled.toString(),
         VITE_APP_MCP_ENDPOINT: props.mcpEndpoint ?? '',
+        VITE_APP_COGNITO_USER_POOL_PROXY_ENDPOINT:
+          props.cognitoUserPoolProxyEndpoint ?? '',
+        VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT:
+          props.cognitoIdentityPoolProxyEndpoint ?? '',
+        VITE_APP_AGENT_CORE_ENABLED: props.agentCoreEnabled.toString(),
+        VITE_APP_AGENT_CORE_GENERIC_RUNTIME: JSON.stringify(
+          props.agentCoreGenericRuntime
+        ),
+        VITE_APP_AGENT_CORE_EXTERNAL_RUNTIMES: JSON.stringify(
+          props.agentCoreExternalRuntimes
+        ),
       },
     });
     // Enhance computing resources
     (
       build.node.findChild('Project').node.defaultChild as CfnResource
     ).addPropertyOverride('Environment.ComputeType', ComputeType.MEDIUM);
-
-    this.distribution = cloudFrontWebDistribution;
   }
 }
diff --git a/packages/cdk/lib/create-stacks.ts b/packages/cdk/lib/create-stacks.ts
index 9f8da7a81..76fa94693 100644
--- a/packages/cdk/lib/create-stacks.ts
+++ b/packages/cdk/lib/create-stacks.ts
@@ -6,8 +6,11 @@ import { DashboardStack } from './dashboard-stack';
 import { AgentStack } from './agent-stack';
 import { RagKnowledgeBaseStack } from './rag-knowledge-base-stack';
 import { GuardrailStack } from './guardrail-stack';
+import { AgentCoreStack } from './agent-core-stack';
 import { ProcessedStackInput } from './stack-input';
 import { VideoTmpBucketStack } from './video-tmp-bucket-stack';
+import { ApplicationInferenceProfileStack } from './application-inference-profile-stack';
+import { ClosedNetworkStack } from './closed-network-stack';
 
 class DeletionPolicySetter implements cdk.IAspect {
   constructor(private readonly policy: cdk.RemovalPolicy) {}
@@ -19,64 +22,161 @@ class DeletionPolicySetter implements cdk.IAspect {
   }
 }
 
+// Merges inference profile ARNs into ModelIds and returns a new array
+const mergeModelIdsAndInferenceProfileArn = (
+  modelIds: ProcessedStackInput['modelIds'],
+  inferenceProfileStacks: Record<string, ApplicationInferenceProfileStack>
+) => {
+  return modelIds.map((modelId) => {
+    const result = { ...modelId };
+    const stack = inferenceProfileStacks[modelId.region];
+    if (stack && stack.inferenceProfileArns[modelId.modelId]) {
+      result.inferenceProfileArn = stack.inferenceProfileArns[modelId.modelId];
+    }
+    return result;
+  });
+};
+
 export const createStacks = (app: cdk.App, params: ProcessedStackInput) => {
+  // Create an ApplicationInferenceProfile for each region of the model to be used
+  const modelRegions = [
+    ...new Set([
+      ...params.modelIds.map((model) => model.region),
+      ...params.imageGenerationModelIds.map((model) => model.region),
+      ...params.videoGenerationModelIds.map((model) => model.region),
+      ...params.speechToSpeechModelIds.map((model) => model.region),
+    ]),
+  ];
+  const inferenceProfileStacks: Record<
+    string,
+    ApplicationInferenceProfileStack
+  > = {};
+  for (const region of modelRegions) {
+    const applicationInferenceProfileStack =
+      new ApplicationInferenceProfileStack(
+        app,
+        `ApplicationInferenceProfileStack${params.env}${region}`,
+        {
+          env: {
+            account: params.account,
+            region,
+          },
+          params,
+        }
+      );
+    inferenceProfileStacks[region] = applicationInferenceProfileStack;
+  }
+
+  // Set inference profile ARNs to model IDs
+  const updatedParams: ProcessedStackInput = JSON.parse(JSON.stringify(params));
+  updatedParams.modelIds = mergeModelIdsAndInferenceProfileArn(
+    params.modelIds,
+    inferenceProfileStacks
+  );
+  updatedParams.imageGenerationModelIds = mergeModelIdsAndInferenceProfileArn(
+    params.imageGenerationModelIds,
+    inferenceProfileStacks
+  );
+  updatedParams.videoGenerationModelIds = mergeModelIdsAndInferenceProfileArn(
+    params.videoGenerationModelIds,
+    inferenceProfileStacks
+  );
+  updatedParams.speechToSpeechModelIds = mergeModelIdsAndInferenceProfileArn(
+    params.speechToSpeechModelIds,
+    inferenceProfileStacks
+  );
+
+  let closedNetworkStack: ClosedNetworkStack | undefined = undefined;
+
+  if (params.closedNetworkMode) {
+    closedNetworkStack = new ClosedNetworkStack(
+      app,
+      `ClosedNetworkStack${params.env}`,
+      {
+        env: {
+          account: params.account,
+          region: params.region,
+        },
+        params,
+      }
+    );
+  }
+
   // CloudFront WAF
   // Only deploy CloudFrontWafStack if IP address range (v4 or v6) or geographic restriction is defined
   // WAF v2 is only deployable in us-east-1, so the Stack is separated
   const cloudFrontWafStack =
-    params.allowedIpV4AddressRanges ||
-    params.allowedIpV6AddressRanges ||
-    params.allowedCountryCodes ||
-    params.hostName
+    (params.allowedIpV4AddressRanges ||
+      params.allowedIpV6AddressRanges ||
+      params.allowedCountryCodes ||
+      params.hostName) &&
+    !params.closedNetworkMode
       ? new CloudFrontWafStack(app, `CloudFrontWafStack${params.env}`, {
           env: {
-            account: params.account,
+            account: updatedParams.account,
             region: 'us-east-1',
           },
-          params: params,
+          params: updatedParams,
           crossRegionReferences: true,
         })
       : null;
 
   // RAG Knowledge Base
   const ragKnowledgeBaseStack =
-    params.ragKnowledgeBaseEnabled && !params.ragKnowledgeBaseId
-      ? new RagKnowledgeBaseStack(app, `RagKnowledgeBaseStack${params.env}`, {
-          env: {
-            account: params.account,
-            region: params.modelRegion,
-          },
-          params: params,
-          crossRegionReferences: true,
-        })
+    updatedParams.ragKnowledgeBaseEnabled && !updatedParams.ragKnowledgeBaseId
+      ? new RagKnowledgeBaseStack(
+          app,
+          `RagKnowledgeBaseStack${updatedParams.env}`,
+          {
+            env: {
+              account: updatedParams.account,
+              region: updatedParams.modelRegion,
+            },
+            params: updatedParams,
+            crossRegionReferences: true,
+          }
+        )
       : null;
 
   // Agent
-  if (params.crossAccountBedrockRoleArn) {
-    if (params.agentEnabled || params.searchApiKey) {
+  if (updatedParams.crossAccountBedrockRoleArn) {
+    if (updatedParams.agentEnabled || updatedParams.searchApiKey) {
       throw new Error(
         'When `crossAccountBedrockRoleArn` is specified, the `agentEnabled` and `searchApiKey` parameters are not supported. Please create agents in the other account and specify them in the `agents` parameter.'
       );
     }
   }
-  const agentStack = params.agentEnabled
-    ? new AgentStack(app, `WebSearchAgentStack${params.env}`, {
+  const agentStack = updatedParams.agentEnabled
+    ? new AgentStack(app, `WebSearchAgentStack${updatedParams.env}`, {
         env: {
-          account: params.account,
-          region: params.modelRegion,
+          account: updatedParams.account,
+          region: updatedParams.modelRegion,
         },
-        params: params,
+        params: updatedParams,
         crossRegionReferences: true,
+        vpc: closedNetworkStack?.vpc,
       })
     : null;
 
   // Guardrail
-  const guardrail = params.guardrailEnabled
-    ? new GuardrailStack(app, `GuardrailStack${params.env}`, {
+  const guardrail = updatedParams.guardrailEnabled
+    ? new GuardrailStack(app, `GuardrailStack${updatedParams.env}`, {
+        env: {
+          account: updatedParams.account,
+          region: updatedParams.modelRegion,
+        },
+        crossRegionReferences: true,
+      })
+    : null;
+
+  // Agent Core Runtime
+  const agentCoreStack = params.createGenericAgentCoreRuntime
+    ? new AgentCoreStack(app, `AgentCoreStack${params.env}`, {
         env: {
           account: params.account,
-          region: params.modelRegion,
+          region: params.agentCoreRegion,
         },
+        params: params,
         crossRegionReferences: true,
       })
     : null;
@@ -84,20 +184,22 @@ export const createStacks = (app: cdk.App, params: ProcessedStackInput) => {
   // Create S3 Bucket for each unique region for StartAsyncInvoke in video generation
   // because the S3 Bucket must be in the same region as Bedrock Runtime
   const videoModelRegions = [
-    ...new Set(params.videoGenerationModelIds.map((model) => model.region)),
+    ...new Set(
+      updatedParams.videoGenerationModelIds.map((model) => model.region)
+    ),
   ];
   const videoBucketRegionMap: Record<string, string> = {};
 
   for (const region of videoModelRegions) {
     const videoTmpBucketStack = new VideoTmpBucketStack(
       app,
-      `VideoTmpBucketStack${params.env}${region}`,
+      `VideoTmpBucketStack${updatedParams.env}${region}`,
       {
         env: {
-          account: params.account,
+          account: updatedParams.account,
           region,
         },
-        params,
+        params: updatedParams,
       }
     );
 
@@ -108,16 +210,16 @@ export const createStacks = (app: cdk.App, params: ProcessedStackInput) => {
   const isSageMakerStudio = 'SAGEMAKER_APP_TYPE_LOWERCASE' in process.env;
   const generativeAiUseCasesStack = new GenerativeAiUseCasesStack(
     app,
-    `GenerativeAiUseCasesStack${params.env}`,
+    `GenerativeAiUseCasesStack${updatedParams.env}`,
     {
       env: {
-        account: params.account,
-        region: params.region,
+        account: updatedParams.account,
+        region: updatedParams.region,
       },
-      description: params.anonymousUsageTracking
+      description: updatedParams.anonymousUsageTracking
         ? 'Generative AI Use Cases (uksb-1tupboc48)'
         : undefined,
-      params: params,
+      params: updatedParams,
       crossRegionReferences: true,
       // RAG Knowledge Base
       knowledgeBaseId: ragKnowledgeBaseStack?.knowledgeBaseId,
@@ -125,6 +227,8 @@ export const createStacks = (app: cdk.App, params: ProcessedStackInput) => {
         ragKnowledgeBaseStack?.dataSourceBucketName,
       // Agent
       agents: agentStack?.agents,
+      // Agent Core
+      agentCoreStack: agentCoreStack || undefined,
       // Video Generation
       videoBucketRegionMap,
       // Guardrail
@@ -136,6 +240,14 @@ export const createStacks = (app: cdk.App, params: ProcessedStackInput) => {
       cert: cloudFrontWafStack?.cert,
       // Image build environment
       isSageMakerStudio,
+      // Closed network
+      vpc: closedNetworkStack?.vpc,
+      apiGatewayVpcEndpoint: closedNetworkStack?.apiGatewayVpcEndpoint,
+      webBucket: closedNetworkStack?.webBucket,
+      cognitoUserPoolProxyEndpoint:
+        closedNetworkStack?.cognitoUserPoolProxyApi?.url ?? '',
+      cognitoIdentityPoolProxyEndpoint:
+        closedNetworkStack?.cognitoIdPoolProxyApi?.url ?? '',
     }
   );
 
@@ -143,29 +255,31 @@ export const createStacks = (app: cdk.App, params: ProcessedStackInput) => {
     new DeletionPolicySetter(cdk.RemovalPolicy.DESTROY)
   );
 
-  const dashboardStack = params.dashboard
+  const dashboardStack = updatedParams.dashboard
     ? new DashboardStack(
         app,
-        `GenerativeAiUseCasesDashboardStack${params.env}`,
+        `GenerativeAiUseCasesDashboardStack${updatedParams.env}`,
         {
           env: {
-            account: params.account,
-            region: params.modelRegion,
+            account: updatedParams.account,
+            region: updatedParams.modelRegion,
           },
-          params: params,
+          params: updatedParams,
           userPool: generativeAiUseCasesStack.userPool,
           userPoolClient: generativeAiUseCasesStack.userPoolClient,
-          appRegion: params.region,
+          appRegion: updatedParams.region,
           crossRegionReferences: true,
         }
       )
     : null;
 
   return {
+    closedNetworkStack,
     cloudFrontWafStack,
     ragKnowledgeBaseStack,
     agentStack,
     guardrail,
+    agentCoreStack,
     generativeAiUseCasesStack,
     dashboardStack,
   };
diff --git a/packages/cdk/lib/generative-ai-use-cases-stack.ts b/packages/cdk/lib/generative-ai-use-cases-stack.ts
index fbe81dd24..09110b298 100644
--- a/packages/cdk/lib/generative-ai-use-cases-stack.ts
+++ b/packages/cdk/lib/generative-ai-use-cases-stack.ts
@@ -11,6 +11,7 @@ import {
   CommonWebAcl,
   SpeechToSpeech,
   McpApi,
+  AgentCore,
 } from './construct';
 import { CfnWebACLAssociation } from 'aws-cdk-lib/aws-wafv2';
 import * as cognito from 'aws-cdk-lib/aws-cognito';
@@ -19,6 +20,14 @@ import { Agent } from 'generative-ai-use-cases';
 import { UseCaseBuilder } from './construct/use-case-builder';
 import { ProcessedStackInput } from './stack-input';
 import { allowS3AccessWithSourceIpCondition } from './utils/s3-access-policy';
+import {
+  InterfaceVpcEndpoint,
+  IVpc,
+  ISecurityGroup,
+  SecurityGroup,
+} from 'aws-cdk-lib/aws-ec2';
+import { Bucket } from 'aws-cdk-lib/aws-s3';
+import { AgentCoreStack } from './agent-core-stack';
 
 export interface GenerativeAiUseCasesStackProps extends StackProps {
   readonly params: ProcessedStackInput;
@@ -27,6 +36,8 @@ export interface GenerativeAiUseCasesStackProps extends StackProps {
   readonly knowledgeBaseDataSourceBucketName?: string;
   // Agent
   readonly agents?: Agent[];
+  // Agent Core
+  readonly agentCoreStack?: AgentCoreStack;
   // Video Generation
   readonly videoBucketRegionMap: Record<string, string>;
   // Guardrail
@@ -38,6 +49,12 @@ export interface GenerativeAiUseCasesStackProps extends StackProps {
   readonly cert?: ICertificate;
   // Image build environment
   readonly isSageMakerStudio: boolean;
+  // Closed network
+  readonly vpc?: IVpc;
+  readonly apiGatewayVpcEndpoint?: InterfaceVpcEndpoint;
+  readonly webBucket?: Bucket;
+  readonly cognitoUserPoolProxyEndpoint?: string;
+  readonly cognitoIdentityPoolProxyEndpoint?: string;
 }
 
 export class GenerativeAiUseCasesStack extends Stack {
@@ -54,6 +71,18 @@ export class GenerativeAiUseCasesStack extends Stack {
 
     const params = props.params;
 
+    // Common security group for saving ENI in Closed network mode
+    let securityGroups: ISecurityGroup[] | undefined = undefined;
+    if (props.vpc) {
+      securityGroups = [
+        new SecurityGroup(this, 'LambdaSeurityGroup', {
+          vpc: props.vpc,
+          description: 'GenU Lambda Security Group',
+          allowAllOutbound: true,
+        }),
+      ];
+    }
+
     // Auth
     const auth = new Auth(this, 'Auth', {
       selfSignUpEnabled: params.selfSignUpEnabled,
@@ -80,6 +109,9 @@ export class GenerativeAiUseCasesStack extends Stack {
       crossAccountBedrockRoleArn: params.crossAccountBedrockRoleArn,
       allowedIpV4AddressRanges: params.allowedIpV4AddressRanges,
       allowedIpV6AddressRanges: params.allowedIpV6AddressRanges,
+      additionalS3Buckets: props.agentCoreStack?.fileBucket
+        ? [props.agentCoreStack.fileBucket]
+        : undefined,
       userPool: auth.userPool,
       idPool: auth.idPool,
       userPoolClient: auth.client,
@@ -89,6 +121,9 @@ export class GenerativeAiUseCasesStack extends Stack {
       agents: props.agents,
       guardrailIdentify: props.guardrailIdentifier,
       guardrailVersion: props.guardrailVersion,
+      vpc: props.vpc,
+      securityGroups,
+      apiGatewayVpcEndpoint: props.apiGatewayVpcEndpoint,
     });
 
     // WAF
@@ -120,6 +155,8 @@ export class GenerativeAiUseCasesStack extends Stack {
       userPool: auth.userPool,
       speechToSpeechModelIds: params.speechToSpeechModelIds,
       crossAccountBedrockRoleArn: params.crossAccountBedrockRoleArn,
+      vpc: props.vpc,
+      securityGroups,
     });
 
     // MCP
@@ -129,10 +166,32 @@ export class GenerativeAiUseCasesStack extends Stack {
         idPool: auth.idPool,
         isSageMakerStudio: props.isSageMakerStudio,
         fileBucket: api.fileBucket,
+        vpc: props.vpc,
+        securityGroups,
       });
       mcpEndpoint = mcpApi.endpoint;
     }
 
+    // AgentCore Runtime (External runtimes and permissions only)
+    let genericRuntimeArn: string | undefined;
+    let genericRuntimeName: string | undefined;
+
+    // Get generic runtime info from AgentCore stack if it exists
+    if (props.agentCoreStack) {
+      genericRuntimeArn = props.agentCoreStack.deployedGenericRuntimeArn;
+      genericRuntimeName = props.agentCoreStack.getGenericRuntimeConfig()?.name;
+    }
+
+    // Create AgentCore construct for external runtimes and permissions
+    if (params.agentCoreExternalRuntimes.length > 0 || genericRuntimeArn) {
+      new AgentCore(this, 'AgentCore', {
+        agentCoreExternalRuntimes: params.agentCoreExternalRuntimes,
+        idPool: auth.idPool,
+        genericRuntimeArn,
+        genericRuntimeName,
+      });
+    }
+
     // Web Frontend
     const web = new Web(this, 'Api', {
       // Auth
@@ -167,6 +226,17 @@ export class GenerativeAiUseCasesStack extends Stack {
       speechToSpeechModelIds: params.speechToSpeechModelIds,
       mcpEnabled: params.mcpEnabled,
       mcpEndpoint,
+      agentCoreEnabled:
+        params.createGenericAgentCoreRuntime ||
+        params.agentCoreExternalRuntimes.length > 0,
+      agentCoreGenericRuntime: genericRuntimeArn
+        ? {
+            name: genericRuntimeName || 'GenericAgentCoreRuntime',
+            arn: genericRuntimeArn,
+          }
+        : undefined,
+      agentCoreExternalRuntimes: params.agentCoreExternalRuntimes,
+      agentCoreRegion: params.agentCoreRegion,
       // Frontend
       hiddenUseCases: params.hiddenUseCases,
       // Custom Domain
@@ -174,6 +244,10 @@ export class GenerativeAiUseCasesStack extends Stack {
       hostName: params.hostName,
       domainName: params.domainName,
       hostedZoneId: params.hostedZoneId,
+      // Closed network
+      webBucket: props.webBucket,
+      cognitoUserPoolProxyEndpoint: props.cognitoUserPoolProxyEndpoint,
+      cognitoIdentityPoolProxyEndpoint: props.cognitoIdentityPoolProxyEndpoint,
     });
 
     // RAG
@@ -188,6 +262,8 @@ export class GenerativeAiUseCasesStack extends Stack {
         kendraIndexScheduleDeleteCron: params.kendraIndexScheduleDeleteCron,
         userPool: auth.userPool,
         api: api.api,
+        vpc: props.vpc,
+        securityGroups,
       });
 
       // Allow downloading files from the File API to the data source Bucket
@@ -220,6 +296,8 @@ export class GenerativeAiUseCasesStack extends Stack {
           knowledgeBaseId: knowledgeBaseId,
           userPool: auth.userPool,
           api: api.api,
+          vpc: props.vpc,
+          securityGroups,
         });
         // Allow downloading files from the File API to the data source Bucket
         if (
@@ -244,6 +322,8 @@ export class GenerativeAiUseCasesStack extends Stack {
       new UseCaseBuilder(this, 'UseCaseBuilder', {
         userPool: auth.userPool,
         api: api.api,
+        vpc: props.vpc,
+        securityGroups,
       });
     }
 
@@ -254,6 +334,8 @@ export class GenerativeAiUseCasesStack extends Stack {
       api: api.api,
       allowedIpV4AddressRanges: params.allowedIpV4AddressRanges,
       allowedIpV6AddressRanges: params.allowedIpV6AddressRanges,
+      vpc: props.vpc,
+      securityGroups,
     });
 
     // Cfn Outputs
@@ -261,15 +343,9 @@ export class GenerativeAiUseCasesStack extends Stack {
       value: this.region,
     });
 
-    if (params.hostName && params.domainName) {
-      new CfnOutput(this, 'WebUrl', {
-        value: `https://${params.hostName}.${params.domainName}`,
-      });
-    } else {
-      new CfnOutput(this, 'WebUrl', {
-        value: `https://${web.distribution.domainName}`,
-      });
-    }
+    new CfnOutput(this, 'WebUrl', {
+      value: web.webUrl,
+    });
 
     new CfnOutput(this, 'ApiEndpoint', {
       value: api.api.url,
@@ -383,6 +459,26 @@ export class GenerativeAiUseCasesStack extends Stack {
       value: mcpEndpoint ?? '',
     });
 
+    new CfnOutput(this, 'AgentCoreEnabled', {
+      value: (
+        params.createGenericAgentCoreRuntime ||
+        params.agentCoreExternalRuntimes.length > 0
+      ).toString(),
+    });
+
+    new CfnOutput(this, 'AgentCoreGenericRuntime', {
+      value: genericRuntimeArn
+        ? JSON.stringify({
+            name: genericRuntimeName || 'GenericAgentCoreRuntime',
+            arn: genericRuntimeArn,
+          })
+        : 'null',
+    });
+
+    new CfnOutput(this, 'AgentCoreExternalRuntimes', {
+      value: JSON.stringify(params.agentCoreExternalRuntimes),
+    });
+
     this.userPool = auth.userPool;
     this.userPoolClient = auth.client;
 
diff --git a/packages/cdk/lib/rag-knowledge-base-stack.ts b/packages/cdk/lib/rag-knowledge-base-stack.ts
index 9f98662ad..c39c2396b 100644
--- a/packages/cdk/lib/rag-knowledge-base-stack.ts
+++ b/packages/cdk/lib/rag-knowledge-base-stack.ts
@@ -8,7 +8,7 @@ import * as s3 from 'aws-cdk-lib/aws-s3';
 import * as s3Deploy from 'aws-cdk-lib/aws-s3-deployment';
 import * as iam from 'aws-cdk-lib/aws-iam';
 import { ProcessedStackInput } from './stack-input';
-import { LAMBDA_RUNTIME_NODEJS } from '../consts';
+import { LAMBDA_RUNTIME_NODEJS, TAG_KEY } from '../consts';
 
 const UUID = '339C5FED-A1B5-43B6-B40A-5E8E59E5734D';
 
@@ -102,7 +102,7 @@ class OpenSearchServerlessIndex extends Construct {
       'OpenSearchServerlessIndex',
       {
         runtime: LAMBDA_RUNTIME_NODEJS,
-        code: lambda.Code.fromAsset('custom-resources'),
+        code: lambda.Code.fromAsset('custom-resources/opensearch-index'),
         handler: 'oss-index.handler',
         uuid: UUID,
         lambdaPurpose: 'OpenSearchServerlessIndex',
@@ -145,6 +145,7 @@ export class RagKnowledgeBaseStack extends Stack {
       ragKnowledgeBaseAdvancedParsingModelId,
       ragKnowledgeBaseBinaryVector,
       crossAccountBedrockRoleArn,
+      tagValue,
     } = props.params;
 
     if (typeof embeddingModelId !== 'string') {
@@ -192,6 +193,7 @@ export class RagKnowledgeBaseStack extends Stack {
       description: 'GenU Collection',
       type: 'VECTORSEARCH',
       standbyReplicas: ragKnowledgeBaseStandbyReplicas ? 'ENABLED' : 'DISABLED',
+      // Do not specify tags here to avoid CloudFormation replacement errors
     });
 
     const ossIndex = new OpenSearchServerlessIndex(this, 'OssIndex', {
@@ -291,6 +293,52 @@ export class RagKnowledgeBaseStack extends Stack {
     collection.node.addDependency(networkPolicy);
     collection.node.addDependency(encryptionPolicy);
 
+    // Since we need to apply tags directly through AWS SDK instead of CloudFormation
+    // We'll use a custom resource to apply tags after the collection is created
+    // This avoids CloudFormation attempting to replace the collection when adding tags
+
+    // Always create the tag applier custom resource to handle both tag application and removal
+    const tagApplier = new lambda.SingletonFunction(this, 'TagApplier', {
+      runtime: LAMBDA_RUNTIME_NODEJS,
+      code: lambda.Code.fromAsset('custom-resources/apply-tags'),
+      handler: 'apply-tags.handler',
+      uuid: 'E2488E36-B465-4D1F-9D1C-89FB99F1CC01',
+      lambdaPurpose: 'ApplyTagsToResources',
+      timeout: cdk.Duration.minutes(5),
+    });
+
+    const applyTagsResource = new cdk.CustomResource(this, 'ApplyTags', {
+      serviceToken: tagApplier.functionArn,
+      resourceType: 'Custom::ApplyTags',
+      properties: {
+        tag: {
+          key: TAG_KEY,
+          value: tagValue || '', // Pass empty string when tagValue is unset
+        },
+        collectionId: collection.ref,
+        region: this.region,
+        accountId: this.account,
+      },
+    });
+
+    // Ensure tag application happens after collection creation
+    applyTagsResource.node.addDependency(collection);
+
+    // Grant permissions to apply and remove tags
+    tagApplier.addToRolePolicy(
+      new iam.PolicyStatement({
+        effect: iam.Effect.ALLOW,
+        resources: [
+          `arn:aws:aoss:${this.region}:${this.account}:collection/${collection.ref}`,
+        ],
+        actions: [
+          'aoss:TagResource',
+          'aoss:UntagResource',
+          'aoss:ListTagsForResource',
+        ],
+      })
+    );
+
     const accessLogsBucket = new s3.Bucket(this, 'DataSourceAccessLogsBucket', {
       blockPublicAccess: s3.BlockPublicAccess.BLOCK_ALL,
       encryption: s3.BucketEncryption.S3_MANAGED,
diff --git a/packages/cdk/lib/stack-input.ts b/packages/cdk/lib/stack-input.ts
index 638f74a05..986694047 100644
--- a/packages/cdk/lib/stack-input.ts
+++ b/packages/cdk/lib/stack-input.ts
@@ -136,6 +136,17 @@ const baseStackInputSchema = z.object({
     )
     .default([]),
   inlineAgents: z.boolean().default(false),
+  // Agent Core Runtime
+  createGenericAgentCoreRuntime: z.boolean().default(false),
+  agentCoreRegion: z.string().nullish(),
+  agentCoreExternalRuntimes: z
+    .array(
+      z.object({
+        name: z.string(),
+        arn: z.string(),
+      })
+    )
+    .default([]),
   // MCP
   mcpEnabled: z.boolean().default(false),
   // Guardrail
@@ -163,6 +174,17 @@ const baseStackInputSchema = z.object({
   hostedZoneId: z.string().nullish(),
   // Dashboard
   dashboard: z.boolean().default(false),
+  // Tag
+  tagValue: z.string().nullish(),
+  // Closed network
+  closedNetworkMode: z.boolean().default(false),
+  closedNetworkVpcIpv4Cidr: z.string().default('10.0.0.0/16'),
+  closedNetworkVpcId: z.string().nullish(),
+  closedNetworkSubnetIds: z.array(z.string()).nullish(),
+  closedNetworkCertificateArn: z.string().nullish(),
+  closedNetworkDomainName: z.string().nullish(),
+  closedNetworkCreateTestEnvironment: z.boolean().default(true),
+  closedNetworkCreateResolverEndpoint: z.boolean().default(true),
 });
 
 // Common Validator with refine
@@ -186,26 +208,32 @@ export const processedStackInputSchema = baseStackInputSchema.extend({
     z.object({
       modelId: z.string(),
       region: z.string(),
+      inferenceProfileArn: z.string().optional(),
     })
   ),
   imageGenerationModelIds: z.array(
     z.object({
       modelId: z.string(),
       region: z.string(),
+      inferenceProfileArn: z.string().optional(),
     })
   ),
   videoGenerationModelIds: z.array(
     z.object({
       modelId: z.string(),
       region: z.string(),
+      inferenceProfileArn: z.string().optional(),
     })
   ),
   speechToSpeechModelIds: z.array(
     z.object({
       modelId: z.string(),
       region: z.string(),
+      inferenceProfileArn: z.string().optional(),
     })
   ),
+  // Processed agentCoreRegion (null -> modelRegion)
+  agentCoreRegion: z.string(),
 });
 
 export type StackInput = z.infer<typeof stackInputSchema>;
diff --git a/packages/cdk/package.json b/packages/cdk/package.json
index 997c4fbea..5dee1fb18 100644
--- a/packages/cdk/package.json
+++ b/packages/cdk/package.json
@@ -9,7 +9,7 @@
     "cdk": "cdk",
     "lint": "eslint . --ext ts --report-unused-disable-directives --max-warnings 0",
     "lambda-build-dryrun": "tsc --noEmit --skipLibCheck",
-    "postinstall": "npm ci --prefix custom-resources"
+    "postinstall": "npm ci --prefix custom-resources/agent-core-runtime && npm ci --prefix custom-resources/opensearch-index && npm ci --prefix custom-resources/apply-tags && npm ci --prefix fargate-s3-server"
   },
   "devDependencies": {
     "@types/aws-lambda": "^8.10.137",
@@ -29,6 +29,8 @@
     "@aws-cdk/aws-lambda-python-alpha": "^2.154.1-alpha.0",
     "@aws-sdk/client-bedrock-agent": "^3.755.0",
     "@aws-sdk/client-bedrock-agent-runtime": "^3.755.0",
+    "@aws-sdk/client-bedrock-agentcore": "^3.755.0",
+    "@aws-sdk/client-bedrock-agentcore-control": "^3.755.0",
     "@aws-sdk/client-bedrock-runtime": "^3.755.0",
     "@aws-sdk/client-dynamodb": "^3.755.0",
     "@aws-sdk/client-kendra": "^3.755.0",
@@ -41,6 +43,7 @@
     "@aws-sdk/lib-dynamodb": "^3.755.0",
     "@aws-sdk/s3-request-presigner": "^3.755.0",
     "@aws-solutions-constructs/aws-cloudfront-s3": "^2.68.0",
+    "@smithy/node-http-handler": "^4.0.4",
     "aws-amplify": "^6.14.2",
     "aws-cdk-lib": "^2.154.1",
     "aws-jwt-verify": "^4.0.0",
@@ -48,7 +51,6 @@
     "deploy-time-build": "^0.3.17",
     "node-html-parser": "^6.1.13",
     "sanitize-html": "^2.13.0",
-    "@smithy/node-http-handler": "^4.0.4",
     "source-map-support": "^0.5.21",
     "upsert-slr": "^1.0.4",
     "ws": "^8.18.0",
diff --git a/packages/cdk/parameter.ts b/packages/cdk/parameter.ts
index c1b03ad67..0be2be67a 100644
--- a/packages/cdk/parameter.ts
+++ b/packages/cdk/parameter.ts
@@ -71,5 +71,7 @@ export const getParams = (app: cdk.App): ProcessedStackInput => {
       params.speechToSpeechModelIds,
       params.modelRegion
     ),
+    // Process agentCoreRegion: null -> modelRegion
+    agentCoreRegion: params.agentCoreRegion || params.modelRegion,
   };
 };
diff --git a/packages/cdk/test/__snapshots__/generative-ai-use-cases.test.ts.snap b/packages/cdk/test/__snapshots__/generative-ai-use-cases.test.ts.snap
index cac6bcf5c..a171c267a 100644
--- a/packages/cdk/test/__snapshots__/generative-ai-use-cases.test.ts.snap
+++ b/packages/cdk/test/__snapshots__/generative-ai-use-cases.test.ts.snap
@@ -1,120 +1,195 @@
 // Jest Snapshot v1, https://goo.gl/fbAQLP
 
-exports[`GenerativeAiUseCases matches the snapshot 1`] = `
+exports[`GenerativeAiUseCases matches the snapshot (closed network mode) 1`] = `
 {
   "Outputs": {
-    "ExportsOutputFnGetAttWebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995Arn2B4CD922": {
-      "Export": {
-        "Name": "CloudFrontWafStack:ExportsOutputFnGetAttWebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995Arn2B4CD922",
-      },
+    "ClosedWebServiceLoadBalancerDNS4C7B439A": {
       "Value": {
         "Fn::GetAtt": [
-          "WebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995",
-          "Arn",
+          "ClosedWebAlb02DA384F",
+          "DNSName",
         ],
       },
     },
-    "WebAclId": {
+    "ClosedWebServiceServiceURL12B63050": {
       "Value": {
-        "Fn::GetAtt": [
-          "WebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995",
-          "Arn",
+        "Fn::Join": [
+          "",
+          [
+            "http://",
+            {
+              "Fn::GetAtt": [
+                "ClosedWebAlb02DA384F",
+                "DNSName",
+              ],
+            },
+          ],
         ],
       },
     },
-  },
-  "Parameters": {
-    "BootstrapVersion": {
-      "Default": "/cdk-bootstrap/hnb659fds/version",
-      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
-      "Type": "AWS::SSM::Parameter::Value<String>",
+    "CognitoPrivateProxyCognitoIdPoolProxyApiEndpointB14E563C": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "https://",
+            {
+              "Ref": "CognitoPrivateProxyCognitoIdPoolProxyApi29D89399",
+            },
+            ".execute-api.us-east-1.",
+            {
+              "Ref": "AWS::URLSuffix",
+            },
+            "/",
+            {
+              "Ref": "CognitoPrivateProxyCognitoIdPoolProxyApiDeploymentStageprodF7892673",
+            },
+            "/",
+          ],
+        ],
+      },
     },
-  },
-  "Resources": {
-    "WebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995": {
-      "Properties": {
-        "DefaultAction": {
-          "Block": {},
-        },
-        "Name": "WebAcl-CloudFrontWafStackWebAclCloudFrontWafStackD5ED98FA",
-        "Rules": [
-          {
-            "Action": {
-              "Allow": {},
+    "CognitoPrivateProxyCognitoUserPoolProxyApiEndpoint941ECBCB": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "https://",
+            {
+              "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
             },
-            "Name": "GeoMatchRuleWebAclCloudFrontWafStack",
-            "Priority": 3,
-            "Statement": {
-              "GeoMatchStatement": {
-                "CountryCodes": [
-                  "JP",
-                ],
-              },
+            ".execute-api.us-east-1.",
+            {
+              "Ref": "AWS::URLSuffix",
             },
-            "VisibilityConfig": {
-              "CloudWatchMetricsEnabled": true,
-              "MetricName": "GeoMatchRuleWebAclCloudFrontWafStack",
-              "SampledRequestsEnabled": true,
+            "/",
+            {
+              "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApiDeploymentStageprod0C2BA9A5",
             },
-          },
+            "/",
+          ],
         ],
-        "Scope": "CLOUDFRONT",
-        "VisibilityConfig": {
-          "CloudWatchMetricsEnabled": true,
-          "MetricName": "WebAcl-CloudFrontWafStackWebAclCloudFrontWafStackD5ED98FA",
-          "SampledRequestsEnabled": true,
-        },
       },
-      "Type": "AWS::WAFv2::WebACL",
     },
-  },
-  "Rules": {
-    "CheckBootstrapVersion": {
-      "Assertions": [
-        {
-          "Assert": {
-            "Fn::Not": [
-              {
-                "Fn::Contains": [
-                  [
-                    "1",
-                    "2",
-                    "3",
-                    "4",
-                    "5",
-                  ],
-                  {
-                    "Ref": "BootstrapVersion",
-                  },
-                ],
-              },
-            ],
-          },
-          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
-        },
-      ],
+    "ExportsOutputFnGetAttClosedWebWebBucket6C6180ECArn51D7CA47": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputFnGetAttClosedWebWebBucket6C6180ECArn51D7CA47",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "ClosedWebWebBucket6C6180EC",
+          "Arn",
+        ],
+      },
     },
-  },
-}
-`;
-
-exports[`GenerativeAiUseCases matches the snapshot 2`] = `
-{
-  "Outputs": {
-    "ExportsOutputRefDataSourceBucket9FA93E04BB6984D1": {
+    "ExportsOutputRefClosedVpcC15583C91CC421C2": {
       "Export": {
-        "Name": "RagKnowledgeBaseStack:ExportsOutputRefDataSourceBucket9FA93E04BB6984D1",
+        "Name": "ClosedNetworkStack:ExportsOutputRefClosedVpcC15583C91CC421C2",
       },
       "Value": {
-        "Ref": "DataSourceBucket9FA93E04",
+        "Ref": "ClosedVpcC15583C9",
       },
     },
-    "ExportsOutputRefKnowledgeBaseD054384B": {
+    "ExportsOutputRefClosedVpcVpcEndpointApiGateway6200AA118EB915E2": {
       "Export": {
-        "Name": "RagKnowledgeBaseStack:ExportsOutputRefKnowledgeBaseD054384B",
+        "Name": "ClosedNetworkStack:ExportsOutputRefClosedVpcVpcEndpointApiGateway6200AA118EB915E2",
       },
       "Value": {
-        "Ref": "KnowledgeBase",
+        "Ref": "ClosedVpcVpcEndpointApiGateway6200AA11",
+      },
+    },
+    "ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+      },
+      "Value": {
+        "Ref": "ClosedVpcisolatedSubnet1Subnet2EF6D3F3",
+      },
+    },
+    "ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+      },
+      "Value": {
+        "Ref": "ClosedVpcisolatedSubnet2SubnetB169C8D3",
+      },
+    },
+    "ExportsOutputRefClosedWebWebBucket6C6180EC94FAE0A6": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputRefClosedWebWebBucket6C6180EC94FAE0A6",
+      },
+      "Value": {
+        "Ref": "ClosedWebWebBucket6C6180EC",
+      },
+    },
+    "ExportsOutputRefCognitoPrivateProxyCognitoIdPoolProxyApi29D893997F7F25A2": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputRefCognitoPrivateProxyCognitoIdPoolProxyApi29D893997F7F25A2",
+      },
+      "Value": {
+        "Ref": "CognitoPrivateProxyCognitoIdPoolProxyApi29D89399",
+      },
+    },
+    "ExportsOutputRefCognitoPrivateProxyCognitoIdPoolProxyApiDeploymentStageprodF789267346799973": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputRefCognitoPrivateProxyCognitoIdPoolProxyApiDeploymentStageprodF789267346799973",
+      },
+      "Value": {
+        "Ref": "CognitoPrivateProxyCognitoIdPoolProxyApiDeploymentStageprodF7892673",
+      },
+    },
+    "ExportsOutputRefCognitoPrivateProxyCognitoUserPoolProxyApi818B53B11EFC652B": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputRefCognitoPrivateProxyCognitoUserPoolProxyApi818B53B11EFC652B",
+      },
+      "Value": {
+        "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+      },
+    },
+    "ExportsOutputRefCognitoPrivateProxyCognitoUserPoolProxyApiDeploymentStageprod0C2BA9A5793BEF8B": {
+      "Export": {
+        "Name": "ClosedNetworkStack:ExportsOutputRefCognitoPrivateProxyCognitoUserPoolProxyApiDeploymentStageprod0C2BA9A5793BEF8B",
+      },
+      "Value": {
+        "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApiDeploymentStageprod0C2BA9A5",
+      },
+    },
+    "ResolverId": {
+      "Value": {
+        "Ref": "ResolverInbountEndpointA5AA48E5",
+      },
+    },
+    "WebUrl": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "http://",
+            {
+              "Fn::GetAtt": [
+                "ClosedWebAlb02DA384F",
+                "DNSName",
+              ],
+            },
+          ],
+        ],
+      },
+    },
+    "WindowsRdpGetSSMKeyCommand20B8FDD2": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "aws ssm get-parameter --name /ec2/keypair/",
+            {
+              "Fn::GetAtt": [
+                "WindowsRdpWindowsKeyPair02415E47",
+                "KeyPairId",
+              ],
+            },
+            " --region us-east-1 --with-decryption --query Parameter.Value --output text",
+          ],
+        ],
       },
     },
   },
@@ -124,310 +199,24639 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
       "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
       "Type": "AWS::SSM::Parameter::Value<String>",
     },
+    "SsmParameterValueawsserviceamiwindowslatestWindowsServer2025EnglishFullBaseC96584B6F00A464EAD1953AFF4B05118Parameter": {
+      "Default": "/aws/service/ami-windows-latest/Windows_Server-2025-English-Full-Base",
+      "Type": "AWS::SSM::Parameter::Value<AWS::EC2::Image::Id>",
+    },
   },
   "Resources": {
-    "AccessPolicy": {
+    "ClosedVpcC15583C9": {
       "Properties": {
-        "Name": "generative-ai-use-cases-jp",
-        "Policy": {
+        "CidrBlock": "10.0.0.0/16",
+        "EnableDnsHostnames": true,
+        "EnableDnsSupport": true,
+        "InstanceTenancy": "default",
+        "Tags": [
+          {
+            "Key": "Name",
+            "Value": "ClosedNetworkStack/ClosedVpc/ClosedVpc",
+          },
+        ],
+      },
+      "Type": "AWS::EC2::VPC",
+    },
+    "ClosedVpcDynamoDbGatewayEndpoint13A60BCF": {
+      "Properties": {
+        "RouteTableIds": [
+          {
+            "Ref": "ClosedVpcisolatedSubnet1RouteTable4CF03F70",
+          },
+          {
+            "Ref": "ClosedVpcisolatedSubnet2RouteTable864FDF25",
+          },
+        ],
+        "ServiceName": {
           "Fn::Join": [
             "",
             [
-              "[{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"Permission":["aoss:DescribeCollectionItems","aoss:CreateCollectionItems","aoss:UpdateCollectionItems"],"ResourceType":"collection"},{"Resource":["index/generative-ai-use-cases-jp/*"],"Permission":["aoss:UpdateIndex","aoss:DescribeIndex","aoss:ReadDocument","aoss:WriteDocument","aoss:CreateIndex","aoss:DeleteIndex"],"ResourceType":"index"}],"Principal":["",
+              "com.amazonaws.",
               {
-                "Fn::GetAtt": [
-                  "KnowledgeBaseRoleA2B317B9",
-                  "Arn",
-                ],
+                "Ref": "AWS::Region",
               },
-              "","",
+              ".dynamodb",
+            ],
+          ],
+        },
+        "Tags": [
+          {
+            "Key": "Name",
+            "Value": "ClosedNetworkStack/ClosedVpc/ClosedVpc",
+          },
+        ],
+        "VpcEndpointType": "Gateway",
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
+      },
+      "Type": "AWS::EC2::VPCEndpoint",
+    },
+    "ClosedVpcS3GatewayEndpointF98C5474": {
+      "Properties": {
+        "RouteTableIds": [
+          {
+            "Ref": "ClosedVpcisolatedSubnet1RouteTable4CF03F70",
+          },
+          {
+            "Ref": "ClosedVpcisolatedSubnet2RouteTable864FDF25",
+          },
+        ],
+        "ServiceName": {
+          "Fn::Join": [
+            "",
+            [
+              "com.amazonaws.",
               {
-                "Fn::GetAtt": [
-                  "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
-                  "Arn",
-                ],
+                "Ref": "AWS::Region",
               },
-              ""],"Description":""}]",
+              ".s3",
             ],
           ],
         },
-        "Type": "data",
+        "Tags": [
+          {
+            "Key": "Name",
+            "Value": "ClosedNetworkStack/ClosedVpc/ClosedVpc",
+          },
+        ],
+        "VpcEndpointType": "Gateway",
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
       },
-      "Type": "AWS::OpenSearchServerless::AccessPolicy",
+      "Type": "AWS::EC2::VPCEndpoint",
     },
-    "Collection": {
-      "DependsOn": [
-        "AccessPolicy",
-        "EncryptionPolicy",
-        "NetworkPolicy",
-      ],
-      "Properties": {
-        "Description": "GenU Collection",
-        "Name": "generative-ai-use-cases-jp",
-        "StandbyReplicas": "DISABLED",
-        "Type": "VECTORSEARCH",
-      },
-      "Type": "AWS::OpenSearchServerless::Collection",
-    },
-    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBB049752D": {
-      "DependsOn": [
-        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRoleDefaultPolicy0801355D",
-        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRole739949D8",
-      ],
+    "ClosedVpcSecurityGroup985DC3EC": {
       "Properties": {
-        "Code": {
-          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
-          "S3Key": "HASH-REPLACED.zip",
-        },
-        "Environment": {
-          "Variables": {
-            "AWS_CA_BUNDLE": "/etc/pki/ca-trust/extracted/pem/tls-ca-bundle.pem",
+        "GroupDescription": "ClosedNetworkStack/ClosedVpc/SecurityGroup",
+        "SecurityGroupEgress": [
+          {
+            "CidrIp": "0.0.0.0/0",
+            "Description": "Allow all outbound traffic by default",
+            "IpProtocol": "-1",
           },
-        },
-        "Handler": "index.handler",
-        "Layers": [
+        ],
+        "SecurityGroupIngress": [
           {
-            "Ref": "DeployDocsAwsCliLayer98E5B499",
+            "CidrIp": {
+              "Fn::GetAtt": [
+                "ClosedVpcC15583C9",
+                "CidrBlock",
+              ],
+            },
+            "Description": {
+              "Fn::Join": [
+                "",
+                [
+                  "from ",
+                  {
+                    "Fn::GetAtt": [
+                      "ClosedVpcC15583C9",
+                      "CidrBlock",
+                    ],
+                  },
+                  ":443",
+                ],
+              ],
+            },
+            "FromPort": 443,
+            "IpProtocol": "tcp",
+            "ToPort": 443,
           },
         ],
-        "MemorySize": 1024,
-        "Role": {
-          "Fn::GetAtt": [
-            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRole739949D8",
-            "Arn",
-          ],
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
         },
-        "Runtime": "python3.11",
-        "Timeout": 900,
       },
-      "Type": "AWS::Lambda::Function",
+      "Type": "AWS::EC2::SecurityGroup",
     },
-    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRole739949D8": {
+    "ClosedVpcSecurityGroupWebSocketB193A873": {
       "Properties": {
-        "AssumeRolePolicyDocument": {
-          "Statement": [
-            {
-              "Action": "sts:AssumeRole",
-              "Effect": "Allow",
-              "Principal": {
-                "Service": "lambda.amazonaws.com",
-              },
-            },
-          ],
-          "Version": "2012-10-17",
-        },
-        "ManagedPolicyArns": [
+        "GroupDescription": "ClosedNetworkStack/ClosedVpc/SecurityGroupWebSocket",
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+              },
+              "Resource": "execute-api:/*",
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::ApiGateway::RestApi",
+    },
+    "CognitoPrivateProxyCognitoUserPoolProxyApiAccount8D7130CF": {
+      "DeletionPolicy": "Retain",
+      "DependsOn": [
+        "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+      ],
+      "Properties": {
+        "CloudWatchRoleArn": {
+          "Fn::GetAtt": [
+            "CognitoPrivateProxyCognitoUserPoolProxyApiCloudWatchRole13ECA7CB",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "AWS::ApiGateway::Account",
+      "UpdateReplacePolicy": "Retain",
+    },
+    "CognitoPrivateProxyCognitoUserPoolProxyApiCloudWatchRole13ECA7CB": {
+      "DeletionPolicy": "Retain",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "apigateway.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AmazonAPIGatewayPushToCloudWatchLogs",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Retain",
+    },
+    "CognitoPrivateProxyCognitoUserPoolProxyApiDeployment11D70EC105771a0029216e27aa20a3859719b309": {
+      "DependsOn": [
+        "CognitoPrivateProxyCognitoUserPoolProxyApiOPTIONSCE339C8F",
+        "CognitoPrivateProxyCognitoUserPoolProxyApiPOST0CAE9A7C",
+      ],
+      "Metadata": {
+        "aws:cdk:do-not-refactor": true,
+      },
+      "Properties": {
+        "Description": "Automatically created by the RestApi construct",
+        "RestApiId": {
+          "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+        },
+      },
+      "Type": "AWS::ApiGateway::Deployment",
+    },
+    "CognitoPrivateProxyCognitoUserPoolProxyApiDeploymentStageprod0C2BA9A5": {
+      "DependsOn": [
+        "CognitoPrivateProxyCognitoUserPoolProxyApiAccount8D7130CF",
+      ],
+      "Properties": {
+        "DeploymentId": {
+          "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApiDeployment11D70EC105771a0029216e27aa20a3859719b309",
+        },
+        "RestApiId": {
+          "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+        },
+        "StageName": "prod",
+      },
+      "Type": "AWS::ApiGateway::Stage",
+    },
+    "CognitoPrivateProxyCognitoUserPoolProxyApiOPTIONSCE339C8F": {
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'amz-sdk-invocation-id,amz-sdk-request,cache-control,content-type,x-amz-target,x-amz-user-agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'POST,OPTIONS'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Fn::GetAtt": [
+            "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+            "RootResourceId",
+          ],
+        },
+        "RestApiId": {
+          "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+    },
+    "CognitoPrivateProxyCognitoUserPoolProxyApiPOST0CAE9A7C": {
+      "Properties": {
+        "AuthorizationType": "NONE",
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,Authorization,Cache-Control,X-Amz-Target,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'POST,OPTIONS'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "200",
+            },
+          ],
+          "PassthroughBehavior": "WHEN_NO_MATCH",
+          "RequestParameters": {
+            "integration.request.header.Authorization": "method.request.header.Authorization",
+            "integration.request.header.Content-Type": "method.request.header.Content-Type",
+            "integration.request.header.X-Amz-Target": "method.request.header.X-Amz-Target",
+            "integration.request.header.X-Amz-User-Agent": "method.request.header.X-Amz-User-Agent",
+          },
+          "Type": "HTTP_PROXY",
+          "Uri": "https://cognito-idp.us-east-1.amazonaws.com",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "200",
+          },
+        ],
+        "RequestParameters": {
+          "method.request.header.Authorization": false,
+          "method.request.header.Content-Type": false,
+          "method.request.header.X-Amz-Target": false,
+          "method.request.header.X-Amz-User-Agent": false,
+        },
+        "ResourceId": {
+          "Fn::GetAtt": [
+            "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+            "RootResourceId",
+          ],
+        },
+        "RestApiId": {
+          "Ref": "CognitoPrivateProxyCognitoUserPoolProxyApi818B53B1",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+    },
+    "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F": {
+      "DependsOn": [
+        "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Lambda function for auto-deleting objects in ",
+              {
+                "Ref": "ClosedWebWebBucket6C6180EC",
+              },
+              " S3 bucket.",
+            ],
+          ],
+        },
+        "Handler": "index.handler",
+        "MemorySize": 128,
+        "Role": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Sub": "arn:\${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "ResolverInbountEndpointA5AA48E5": {
+      "Properties": {
+        "Direction": "INBOUND",
+        "IpAddresses": [
+          {
+            "SubnetId": {
+              "Ref": "ClosedVpcisolatedSubnet1Subnet2EF6D3F3",
+            },
+          },
+          {
+            "SubnetId": {
+              "Ref": "ClosedVpcisolatedSubnet2SubnetB169C8D3",
+            },
+          },
+        ],
+        "SecurityGroupIds": [
+          {
+            "Fn::GetAtt": [
+              "ResolverResolverSecurityGroupEB0C52DC",
+              "GroupId",
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::Route53Resolver::ResolverEndpoint",
+    },
+    "ResolverResolverSecurityGroupEB0C52DC": {
+      "Properties": {
+        "GroupDescription": "ClosedNetworkStack/Resolver/ResolverSecurityGroup",
+        "SecurityGroupEgress": [
+          {
+            "CidrIp": "0.0.0.0/0",
+            "Description": "Allow all outbound traffic by default",
+            "IpProtocol": "-1",
+          },
+        ],
+        "SecurityGroupIngress": [
+          {
+            "CidrIp": "0.0.0.0/0",
+            "Description": "DNS TCP",
+            "FromPort": 53,
+            "IpProtocol": "tcp",
+            "ToPort": 53,
+          },
+          {
+            "CidrIp": "0.0.0.0/0",
+            "Description": "DNS UDP",
+            "FromPort": 53,
+            "IpProtocol": "udp",
+            "ToPort": 53,
+          },
+        ],
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
+      },
+      "Type": "AWS::EC2::SecurityGroup",
+    },
+    "WindowsRdpInstanceProfile1902810C": {
+      "Properties": {
+        "Roles": [
+          {
+            "Ref": "WindowsRdpWindowsRoleA2F13548",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::InstanceProfile",
+    },
+    "WindowsRdpVpcEndpointEc2Messages2366BC7E": {
+      "Properties": {
+        "PrivateDnsEnabled": true,
+        "SecurityGroupIds": [
+          {
+            "Fn::GetAtt": [
+              "WindowsRdpWindowsVpcEndpointSg7CF46751",
+              "GroupId",
+            ],
+          },
+        ],
+        "ServiceName": "com.amazonaws.us-east-1.ec2messages",
+        "SubnetIds": [
+          {
+            "Ref": "ClosedVpcisolatedSubnet1Subnet2EF6D3F3",
+          },
+          {
+            "Ref": "ClosedVpcisolatedSubnet2SubnetB169C8D3",
+          },
+        ],
+        "VpcEndpointType": "Interface",
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
+      },
+      "Type": "AWS::EC2::VPCEndpoint",
+    },
+    "WindowsRdpVpcEndpointSsm69BD738D": {
+      "Properties": {
+        "PrivateDnsEnabled": true,
+        "SecurityGroupIds": [
+          {
+            "Fn::GetAtt": [
+              "WindowsRdpWindowsVpcEndpointSg7CF46751",
+              "GroupId",
+            ],
+          },
+        ],
+        "ServiceName": "com.amazonaws.us-east-1.ssm",
+        "SubnetIds": [
+          {
+            "Ref": "ClosedVpcisolatedSubnet1Subnet2EF6D3F3",
+          },
+          {
+            "Ref": "ClosedVpcisolatedSubnet2SubnetB169C8D3",
+          },
+        ],
+        "VpcEndpointType": "Interface",
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
+      },
+      "Type": "AWS::EC2::VPCEndpoint",
+    },
+    "WindowsRdpVpcEndpointSsmMessages4738E190": {
+      "Properties": {
+        "PrivateDnsEnabled": true,
+        "SecurityGroupIds": [
+          {
+            "Fn::GetAtt": [
+              "WindowsRdpWindowsVpcEndpointSg7CF46751",
+              "GroupId",
+            ],
+          },
+        ],
+        "ServiceName": "com.amazonaws.us-east-1.ssmmessages",
+        "SubnetIds": [
+          {
+            "Ref": "ClosedVpcisolatedSubnet1Subnet2EF6D3F3",
+          },
+          {
+            "Ref": "ClosedVpcisolatedSubnet2SubnetB169C8D3",
+          },
+        ],
+        "VpcEndpointType": "Interface",
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
+      },
+      "Type": "AWS::EC2::VPCEndpoint",
+    },
+    "WindowsRdpWindowsKeyPair02415E47": {
+      "Properties": {
+        "KeyFormat": "pem",
+        "KeyName": "ClosedNetworkStackWindowsRdpWindowsKeyPairD4B3BA96",
+        "KeyType": "rsa",
+      },
+      "Type": "AWS::EC2::KeyPair",
+    },
+    "WindowsRdpWindowsRoleA2F13548": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "ec2.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/AmazonSSMManagedInstanceCore",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "WindowsRdpWindowsSg0DCBDB4D": {
+      "Properties": {
+        "GroupDescription": "ClosedNetworkStack/WindowsRdp/WindowsSg",
+        "SecurityGroupEgress": [
+          {
+            "CidrIp": "0.0.0.0/0",
+            "Description": "Allow all outbound traffic by default",
+            "IpProtocol": "-1",
+          },
+        ],
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
+      },
+      "Type": "AWS::EC2::SecurityGroup",
+    },
+    "WindowsRdpWindowsSgfromClosedNetworkStackWindowsRdpWindowsVpcEndpointSgAEDCCEBD443E501CEBB": {
+      "Properties": {
+        "Description": "from ClosedNetworkStackWindowsRdpWindowsVpcEndpointSgAEDCCEBD:443",
+        "FromPort": 443,
+        "GroupId": {
+          "Fn::GetAtt": [
+            "WindowsRdpWindowsSg0DCBDB4D",
+            "GroupId",
+          ],
+        },
+        "IpProtocol": "tcp",
+        "SourceSecurityGroupId": {
+          "Fn::GetAtt": [
+            "WindowsRdpWindowsVpcEndpointSg7CF46751",
+            "GroupId",
+          ],
+        },
+        "ToPort": 443,
+      },
+      "Type": "AWS::EC2::SecurityGroupIngress",
+    },
+    "WindowsRdpWindowsVpcEndpointSg7CF46751": {
+      "Properties": {
+        "GroupDescription": "ClosedNetworkStack/WindowsRdp/WindowsVpcEndpointSg",
+        "SecurityGroupEgress": [
+          {
+            "CidrIp": "0.0.0.0/0",
+            "Description": "Allow all outbound traffic by default",
+            "IpProtocol": "-1",
+          },
+        ],
+        "SecurityGroupIngress": [
+          {
+            "CidrIp": {
+              "Fn::GetAtt": [
+                "ClosedVpcC15583C9",
+                "CidrBlock",
+              ],
+            },
+            "Description": {
+              "Fn::Join": [
+                "",
+                [
+                  "from ",
+                  {
+                    "Fn::GetAtt": [
+                      "ClosedVpcC15583C9",
+                      "CidrBlock",
+                    ],
+                  },
+                  ":443",
+                ],
+              ],
+            },
+            "FromPort": 443,
+            "IpProtocol": "tcp",
+            "ToPort": 443,
+          },
+        ],
+        "VpcId": {
+          "Ref": "ClosedVpcC15583C9",
+        },
+      },
+      "Type": "AWS::EC2::SecurityGroup",
+    },
+    "WindowsRdpwindowsInstance6078E7F7": {
+      "DependsOn": [
+        "WindowsRdpWindowsRoleA2F13548",
+      ],
+      "Properties": {
+        "AvailabilityZone": "dummy1a",
+        "BlockDeviceMappings": [
+          {
+            "DeviceName": "/dev/sda1",
+            "Ebs": {
+              "Encrypted": true,
+              "VolumeSize": 100,
+              "VolumeType": "gp3",
+            },
+          },
+        ],
+        "IamInstanceProfile": {
+          "Ref": "WindowsRdpInstanceProfile1902810C",
+        },
+        "ImageId": {
+          "Ref": "SsmParameterValueawsserviceamiwindowslatestWindowsServer2025EnglishFullBaseC96584B6F00A464EAD1953AFF4B05118Parameter",
+        },
+        "InstanceType": "r6i.large",
+        "KeyName": {
+          "Ref": "WindowsRdpWindowsKeyPair02415E47",
+        },
+        "SecurityGroupIds": [
+          {
+            "Fn::GetAtt": [
+              "WindowsRdpWindowsSg0DCBDB4D",
+              "GroupId",
+            ],
+          },
+        ],
+        "SubnetId": {
+          "Ref": "ClosedVpcisolatedSubnet1Subnet2EF6D3F3",
+        },
+        "Tags": [
+          {
+            "Key": "Name",
+            "Value": "ClosedNetworkStack/WindowsRdp/windowsInstance",
+          },
+        ],
+        "UserData": {
+          "Fn::Base64": "<powershell></powershell>",
+        },
+      },
+      "Type": "AWS::EC2::Instance",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot (closed network mode) 2`] = `
+{
+  "Outputs": {
+    "ExportsOutputRefDataSourceBucket9FA93E04BB6984D1": {
+      "Export": {
+        "Name": "RagKnowledgeBaseStack:ExportsOutputRefDataSourceBucket9FA93E04BB6984D1",
+      },
+      "Value": {
+        "Ref": "DataSourceBucket9FA93E04",
+      },
+    },
+    "ExportsOutputRefKnowledgeBaseD054384B": {
+      "Export": {
+        "Name": "RagKnowledgeBaseStack:ExportsOutputRefKnowledgeBaseD054384B",
+      },
+      "Value": {
+        "Ref": "KnowledgeBase",
+      },
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "AccessPolicy": {
+      "Properties": {
+        "Name": "generative-ai-use-cases-jp",
+        "Policy": {
+          "Fn::Join": [
+            "",
+            [
+              "[{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"Permission":["aoss:DescribeCollectionItems","aoss:CreateCollectionItems","aoss:UpdateCollectionItems"],"ResourceType":"collection"},{"Resource":["index/generative-ai-use-cases-jp/*"],"Permission":["aoss:UpdateIndex","aoss:DescribeIndex","aoss:ReadDocument","aoss:WriteDocument","aoss:CreateIndex","aoss:DeleteIndex"],"ResourceType":"index"}],"Principal":["",
+              {
+                "Fn::GetAtt": [
+                  "KnowledgeBaseRoleA2B317B9",
+                  "Arn",
+                ],
+              },
+              "","",
+              {
+                "Fn::GetAtt": [
+                  "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
+                  "Arn",
+                ],
+              },
+              ""],"Description":""}]",
+            ],
+          ],
+        },
+        "Type": "data",
+      },
+      "Type": "AWS::OpenSearchServerless::AccessPolicy",
+    },
+    "ApplyTags": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "Collection",
+      ],
+      "Properties": {
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01E87E9E73",
+            "Arn",
+          ],
+        },
+        "accountId": "123456890123",
+        "collectionId": {
+          "Ref": "Collection",
+        },
+        "region": "us-east-1",
+        "tag": {
+          "key": "GenU",
+          "value": "",
+        },
+      },
+      "Type": "Custom::ApplyTags",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01E87E9E73": {
+      "DependsOn": [
+        "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRoleDefaultPolicy0493DEDD",
+        "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRole61085692",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Handler": "apply-tags.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRole61085692",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 300,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRole61085692": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRoleDefaultPolicy0493DEDD": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "aoss:TagResource",
+                "aoss:UntagResource",
+                "aoss:ListTagsForResource",
+              ],
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::Join": [
+                  "",
+                  [
+                    "arn:aws:aoss:us-east-1:123456890123:collection/",
+                    {
+                      "Ref": "Collection",
+                    },
+                  ],
+                ],
+              },
+            },
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+        "Name": "generative-ai-use-cases-jp",
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+      "Type": "AWS::OpenSearchServerless::Collection",
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+            "Ref": "DeployDocsAwsCliLayer98E5B499",
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+      ],
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+            "Key": "aws-cdk:cr-owned:af230d0d",
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+        "Policy": "{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"ResourceType":"collection"}],"AWSOwnedKey":true}",
+        "Type": "encryption",
+      },
+      "Type": "AWS::OpenSearchServerless::SecurityPolicy",
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+          },
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+        "Name": "generative-ai-use-cases-jp",
+        "RoleArn": {
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+          ],
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+              "TextField": "AMAZON_BEDROCK_TEXT_CHUNK",
+              "VectorField": "bedrock-knowledge-base-default-vector",
+            },
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+        },
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+      "Type": "AWS::Bedrock::KnowledgeBase",
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+        "Type": "network",
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+        "textField": "AMAZON_BEDROCK_TEXT_CHUNK",
+        "vectorDimension": "1024",
+        "vectorField": "bedrock-knowledge-base-default-vector",
+        "vectorIndexName": "bedrock-knowledge-base-default",
+      },
+      "Type": "Custom::OssIndex",
+      "UpdateReplacePolicy": "Delete",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot (closed network mode) 3`] = `
+{
+  "Outputs": {
+    "ExportsOutputFnGetAttAgentCodeInterpreterAgent98889BFEAgentIdFAC9D557": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentCodeInterpreterAgent98889BFEAgentIdFAC9D557",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentCodeInterpreterAgent98889BFE",
+          "AgentId",
+        ],
+      },
+    },
+    "ExportsOutputFnGetAttAgentCodeInterpreterAgentAliasB6F54C31AgentAliasIdE516C748": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentCodeInterpreterAgentAliasB6F54C31AgentAliasIdE516C748",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentCodeInterpreterAgentAliasB6F54C31",
+          "AgentAliasId",
+        ],
+      },
+    },
+    "ExportsOutputFnGetAttAgentSearchAgent3AF6EC6FAgentIdF3D3B4F6": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentSearchAgent3AF6EC6FAgentIdF3D3B4F6",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentSearchAgent3AF6EC6F",
+          "AgentId",
+        ],
+      },
+    },
+    "ExportsOutputFnGetAttAgentSearchAgentAliasD59C2A47AgentAliasId0289A97F": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentSearchAgentAliasD59C2A47AgentAliasId0289A97F",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentSearchAgentAliasD59C2A47",
+          "AgentAliasId",
+        ],
+      },
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "AgentApiSchemaBucketAwsCliLayer2C3ACF8A": {
+      "Properties": {
+        "Content": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": "/opt/awscli/aws",
+      },
+      "Type": "AWS::Lambda::LayerVersion",
+    },
+    "AgentApiSchemaBucketCustomResource1D7C4CC4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "DestinationBucketArn": {
+          "Fn::GetAtt": [
+            "AgentBucket77F66FF4",
+            "Arn",
+          ],
+        },
+        "DestinationBucketKeyPrefix": "api-schema",
+        "DestinationBucketName": {
+          "Ref": "AgentBucket77F66FF4",
+        },
+        "OutputObjectKeys": true,
+        "Prune": true,
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C81C01536",
+            "Arn",
+          ],
+        },
+        "SourceBucketNames": [
+          "cdk-hnb659fds-assets-123456890123-us-east-1",
+        ],
+        "SourceObjectKeys": [
+          "HASH-REPLACED.zip",
+        ],
+      },
+      "Type": "Custom::CDKBucketDeployment",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AgentBedrockAgentLambda3510C7EB": {
+      "DependsOn": [
+        "AgentBedrockAgentLambdaServiceRole91E15FC7",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "SEARCH_API_KEY": "XXXXXX",
+            "SEARCH_ENGINE": "Brave",
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentLambdaServiceRole91E15FC7",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 300,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "AgentBedrockAgentLambdaSecurityGroupEA7F942D",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "AgentBedrockAgentLambdaInvokeu1TDdDMoLpes23omAp0kUXOcNSkFsO0n9KPkoXL68FBA4836E": {
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentLambda3510C7EB",
+            "Arn",
+          ],
+        },
+        "Principal": "bedrock.amazonaws.com",
+      },
+      "Type": "AWS::Lambda::Permission",
+    },
+    "AgentBedrockAgentLambdaSecurityGroupEA7F942D": {
+      "Properties": {
+        "GroupDescription": "Automatic security group for Lambda Function WebSearchAgentStackAgentBedrockAgentLambda8933AF6C",
+        "SecurityGroupEgress": [
+          {
+            "CidrIp": "0.0.0.0/0",
+            "Description": "Allow all outbound traffic by default",
+            "IpProtocol": "-1",
+          },
+        ],
+        "VpcId": {
+          "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcC15583C91CC421C2",
+        },
+      },
+      "Type": "AWS::EC2::SecurityGroup",
+    },
+    "AgentBedrockAgentLambdaServiceRole91E15FC7": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "AgentBedrockAgentRole5FEB7025": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "bedrock.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "Policies": [
+          {
+            "PolicyDocument": {
+              "Statement": [
+                {
+                  "Action": "*",
+                  "Effect": "Allow",
+                  "Resource": [
+                    {
+                      "Fn::GetAtt": [
+                        "AgentBucket77F66FF4",
+                        "Arn",
+                      ],
+                    },
+                    {
+                      "Fn::Join": [
+                        "",
+                        [
+                          {
+                            "Fn::GetAtt": [
+                              "AgentBucket77F66FF4",
+                              "Arn",
+                            ],
+                          },
+                          "/*",
+                        ],
+                      ],
+                    },
+                  ],
+                },
+              ],
+              "Version": "2012-10-17",
+            },
+            "PolicyName": "BedrockAgentS3BucketPolicy",
+          },
+          {
+            "PolicyDocument": {
+              "Statement": [
+                {
+                  "Action": "bedrock:*",
+                  "Effect": "Allow",
+                  "Resource": "*",
+                },
+              ],
+              "Version": "2012-10-17",
+            },
+            "PolicyName": "BedrockAgentBedrockModelPolicy",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "AgentBucket77F66FF4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "BucketEncryption": {
+          "ServerSideEncryptionConfiguration": [
+            {
+              "ServerSideEncryptionByDefault": {
+                "SSEAlgorithm": "AES256",
+              },
+            },
+          ],
+        },
+        "PublicAccessBlockConfiguration": {
+          "BlockPublicAcls": true,
+          "BlockPublicPolicy": true,
+          "IgnorePublicAcls": true,
+          "RestrictPublicBuckets": true,
+        },
+        "Tags": [
+          {
+            "Key": "aws-cdk:auto-delete-objects",
+            "Value": "true",
+          },
+          {
+            "Key": "aws-cdk:cr-owned:api-schema:b7d6a79e",
+            "Value": "true",
+          },
+        ],
+      },
+      "Type": "AWS::S3::Bucket",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AgentBucketAutoDeleteObjectsCustomResourceBD94B538": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "AgentBucketPolicy37E1CD3C",
+      ],
+      "Properties": {
+        "BucketName": {
+          "Ref": "AgentBucket77F66FF4",
+        },
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "Custom::S3AutoDeleteObjects",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AgentBucketPolicy37E1CD3C": {
+      "Properties": {
+        "Bucket": {
+          "Ref": "AgentBucket77F66FF4",
+        },
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "s3:*",
+              "Condition": {
+                "Bool": {
+                  "aws:SecureTransport": "false",
+                },
+              },
+              "Effect": "Deny",
+              "Principal": {
+                "AWS": "*",
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "AgentBucket77F66FF4",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "AgentBucket77F66FF4",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:PutBucketPolicy",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+              ],
+              "Effect": "Allow",
+              "Principal": {
+                "AWS": {
+                  "Fn::GetAtt": [
+                    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+                    "Arn",
+                  ],
+                },
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "AgentBucket77F66FF4",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "AgentBucket77F66FF4",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::S3::BucketPolicy",
+    },
+    "AgentCodeInterpreterAgent98889BFE": {
+      "Properties": {
+        "ActionGroups": [
+          {
+            "ActionGroupName": "CodeInterpreter",
+            "ParentActionGroupSignature": "AMAZON.CodeInterpreter",
+          },
+        ],
+        "AgentName": "CodeInterpreterAgent-WebSearchAgentStackAgent49BCEDE6",
+        "AgentResourceRoleArn": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentRole5FEB7025",
+            "Arn",
+          ],
+        },
+        "AutoPrepare": true,
+        "Description": "Code Interpreter",
+        "FoundationModel": "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+        "IdleSessionTTLInSeconds": 3600,
+        "Instruction": "You are an advanced AI agent with the ability to execute code, generate charts, and perform complex data analysis. 
+Your main function is to solve problems and meet user requests by utilizing these capabilities.
+Your main characteristics and instructions are as follows.
+
+Code Execution:
+- Access the Python environment in real time to write and run code.
+- When asked to perform calculations or data operations, always use this code execution feature to ensure accuracy.
+- After running the code, report the exact output and explain the results.
+
+Data Analysis:
+- You are excellent at statistical analysis, data visualization, machine learning applications, and other complex data analysis tasks.
+- Understand the problem, prepare the data, perform the analysis, and interpret the results systematically.
+
+Problem Solving Approach:
+- When a problem or request is presented, break it down into steps.
+- Clearly communicate the process and steps taken.
+- If a task requires multiple steps or tools, outline the approach before starting.
+
+Transparency and Accuracy:
+- Always clarify what you are doing. If you are executing code, inform the user. If you are generating an image, explain that.
+- If you are unsure about something or the task exceeds your capabilities, clearly communicate that.
+- Do not present hypothetical results as actual results. Only report actual results from code execution or image generation.
+
+Dialog Style:
+- Provide a concise answer to simple questions and a detailed explanation for complex tasks.
+- Use appropriate technical terms, but be prepared to explain in simple terms if requested.
+- Actively propose useful related information or alternative approaches.
+
+Continuous Improvement:
+- After completing a task, ask the user if they need an explanation.
+- Listen to feedback and adjust the approach accordingly.
+
+Your goal is to provide support that is accurate and useful by utilizing the unique features of code execution, image generation, and data analysis.
+Always strive to provide the most practical and effective solutions to user requests.
+
+Automatically detect the language of the user's request and think and answer in the same language.",
+      },
+      "Type": "AWS::Bedrock::Agent",
+    },
+    "AgentCodeInterpreterAgentAliasB6F54C31": {
+      "Properties": {
+        "AgentAliasName": "v1",
+        "AgentId": {
+          "Fn::GetAtt": [
+            "AgentCodeInterpreterAgent98889BFE",
+            "AgentId",
+          ],
+        },
+      },
+      "Type": "AWS::Bedrock::AgentAlias",
+    },
+    "AgentSearchAgent3AF6EC6F": {
+      "Properties": {
+        "ActionGroups": [
+          {
+            "ActionGroupExecutor": {
+              "Lambda": {
+                "Fn::GetAtt": [
+                  "AgentBedrockAgentLambda3510C7EB",
+                  "Arn",
+                ],
+              },
+            },
+            "ActionGroupName": "Search",
+            "ApiSchema": {
+              "S3": {
+                "S3BucketName": {
+                  "Fn::Select": [
+                    0,
+                    {
+                      "Fn::Split": [
+                        "/",
+                        {
+                          "Fn::Select": [
+                            5,
+                            {
+                              "Fn::Split": [
+                                ":",
+                                {
+                                  "Fn::GetAtt": [
+                                    "AgentApiSchemaBucketCustomResource1D7C4CC4",
+                                    "DestinationBucketArn",
+                                  ],
+                                },
+                              ],
+                            },
+                          ],
+                        },
+                      ],
+                    },
+                  ],
+                },
+                "S3ObjectKey": "api-schema/api-schema.json",
+              },
+            },
+            "Description": "Search",
+          },
+          {
+            "ActionGroupName": "UserInputAction",
+            "ParentActionGroupSignature": "AMAZON.UserInput",
+          },
+        ],
+        "AgentName": "SearchEngineAgent-WebSearchAgentStackAgent49BCEDE6",
+        "AgentResourceRoleArn": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentRole5FEB7025",
+            "Arn",
+          ],
+        },
+        "AutoPrepare": true,
+        "Description": "Search Agent",
+        "FoundationModel": "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+        "IdleSessionTTLInSeconds": 3600,
+        "Instruction": "You are an advanced assistant with the ability to search and retrieve information from the web to perform complex research tasks.
+Your main function is to solve problems and meet user requests by utilizing these capabilities.
+Your main characteristics and instructions are as follows.
+
+- Understand the user's request and construct hypothesis on research strategy. If the user's request is not clear, ask the user for more information.
+- Think right search keywords to retrieve information relevant to the user's request.
+- Search the web for information relevant to the user's request.
+- Retrieve information from the web to answer the user's request.
+- If the information needed to respond to the instruction is sufficient, answer immediately.
+- If the information is insufficient, revise research strategy and collect more information.
+- Multiple searches are possible. You can search up to 5 times.
+
+Automatically detect the language of the user's request and think and answer in the same language.",
+      },
+      "Type": "AWS::Bedrock::Agent",
+    },
+    "AgentSearchAgentAliasD59C2A47": {
+      "Properties": {
+        "AgentAliasName": "v1",
+        "AgentId": {
+          "Fn::GetAtt": [
+            "AgentSearchAgent3AF6EC6F",
+            "AgentId",
+          ],
+        },
+      },
+      "Type": "AWS::Bedrock::AgentAlias",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C81C01536": {
+      "DependsOn": [
+        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF",
+        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "AWS_CA_BUNDLE": "/etc/pki/ca-trust/extracted/pem/tls-ca-bundle.pem",
+          },
+        },
+        "Handler": "index.handler",
+        "Layers": [
+          {
+            "Ref": "AgentApiSchemaBucketAwsCliLayer2C3ACF8A",
+          },
+        ],
+        "Role": {
+          "Fn::GetAtt": [
+            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
+            "Arn",
+          ],
+        },
+        "Runtime": "python3.11",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "s3:GetObject*",
+                "s3:GetBucket*",
+                "s3:List*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1",
+                    ],
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:GetObject*",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+                "s3:PutObject",
+                "s3:PutObjectLegalHold",
+                "s3:PutObjectRetention",
+                "s3:PutObjectTagging",
+                "s3:PutObjectVersionTagging",
+                "s3:Abort*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "AgentBucket77F66FF4",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "AgentBucket77F66FF4",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF",
+        "Roles": [
+          {
+            "Ref": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F": {
+      "DependsOn": [
+        "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Lambda function for auto-deleting objects in ",
+              {
+                "Ref": "AgentBucket77F66FF4",
+              },
+              " S3 bucket.",
+            ],
+          ],
+        },
+        "Handler": "index.handler",
+        "MemorySize": 128,
+        "Role": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Sub": "arn:\${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot (closed network mode) 4`] = `
+{
+  "Outputs": {
+    "ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F": {
+      "Export": {
+        "Name": "AgentCoreStack:ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "GenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7",
+          "AgentCoreRuntimeArn",
+        ],
+      },
+    },
+    "ExportsOutputRefGenericAgentCoreAgentCoreFileBucket0430DA423298A79F": {
+      "Export": {
+        "Name": "AgentCoreStack:ExportsOutputRefGenericAgentCoreAgentCoreFileBucket0430DA423298A79F",
+      },
+      "Value": {
+        "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+      },
+    },
+    "GenericAgentCoreRuntimeArn": {
+      "Export": {
+        "Name": "AgentCoreStack-GenericAgentCoreRuntimeArn",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "GenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7",
+          "AgentCoreRuntimeArn",
+        ],
+      },
+    },
+    "GenericAgentCoreRuntimeName": {
+      "Export": {
+        "Name": "AgentCoreStack-GenericAgentCoreRuntimeName",
+      },
+      "Value": "GenericAgentCoreRuntime",
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F": {
+      "DependsOn": [
+        "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Lambda function for auto-deleting objects in ",
+              {
+                "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+              },
+              " S3 bucket.",
+            ],
+          ],
+        },
+        "Handler": "index.handler",
+        "MemorySize": 128,
+        "Role": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Sub": "arn:\${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "GenericAgentCoreAgentCoreCustomResourceRoleDefaultPolicy673FD2FE": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "bedrock-agentcore:*",
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "BedrockAgentCorePermissions",
+            },
+            {
+              "Action": "iam:PassRole",
+              "Condition": {
+                "StringEquals": {
+                  "iam:PassedToService": "bedrock-agentcore.amazonaws.com",
+                },
+              },
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "IAMPassRolePermissions",
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "GenericAgentCoreAgentCoreCustomResourceRoleDefaultPolicy673FD2FE",
+        "Roles": [
+          {
+            "Ref": "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "GenericAgentCoreAgentCoreFileBucket0430DA42": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "BucketEncryption": {
+          "ServerSideEncryptionConfiguration": [
+            {
+              "ServerSideEncryptionByDefault": {
+                "SSEAlgorithm": "AES256",
+              },
+            },
+          ],
+        },
+        "PublicAccessBlockConfiguration": {
+          "BlockPublicAcls": true,
+          "BlockPublicPolicy": true,
+          "IgnorePublicAcls": true,
+          "RestrictPublicBuckets": true,
+        },
+        "Tags": [
+          {
+            "Key": "aws-cdk:auto-delete-objects",
+            "Value": "true",
+          },
+        ],
+      },
+      "Type": "AWS::S3::Bucket",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "GenericAgentCoreAgentCoreFileBucketAutoDeleteObjectsCustomResourceC1B4B54D": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "GenericAgentCoreAgentCoreFileBucketPolicyB659200A",
+      ],
+      "Properties": {
+        "BucketName": {
+          "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+        },
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "Custom::S3AutoDeleteObjects",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "GenericAgentCoreAgentCoreFileBucketPolicyB659200A": {
+      "Properties": {
+        "Bucket": {
+          "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+        },
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "s3:PutBucketPolicy",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+              ],
+              "Effect": "Allow",
+              "Principal": {
+                "AWS": {
+                  "Fn::GetAtt": [
+                    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+                    "Arn",
+                  ],
+                },
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::S3::BucketPolicy",
+    },
+    "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventC9CCB51A": {
+      "DependsOn": [
+        "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRoleDefaultPolicyBB9E52E2",
+        "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": "AWS CDK resource provider framework - onEvent (AgentCoreStack/GenericAgentCore/AgentCoreRuntimeProvider)",
+        "Environment": {
+          "Variables": {
+            "USER_ON_EVENT_FUNCTION_ARN": {
+              "Fn::GetAtt": [
+                "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                "Arn",
+              ],
+            },
+          },
+        },
+        "Handler": "framework.onEvent",
+        "LoggingConfig": {
+          "ApplicationLogLevel": "FATAL",
+          "LogFormat": "JSON",
+        },
+        "Role": {
+          "Fn::GetAtt": [
+            "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRoleDefaultPolicyBB9E52E2": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "lambda:InvokeFunction",
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                          "Arn",
+                        ],
+                      },
+                      ":*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": "lambda:GetFunction",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::GetAtt": [
+                  "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                  "Arn",
+                ],
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRoleDefaultPolicyBB9E52E2",
+        "Roles": [
+          {
+            "Ref": "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "GenericAgentCoreAgentCoreRuntimeRepository6901D0DC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ImageScanningConfiguration": {
+          "ScanOnPush": true,
+        },
+        "RepositoryName": "lambda-python-generic-agent-core-runtime-agentcorestack",
+      },
+      "Type": "AWS::ECR::Repository",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "GenericAgentCoreAgentCoreRuntimeRoleDefaultPolicy4E847841": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "bedrock:InvokeModel",
+                "bedrock:InvokeModelWithResponseStream",
+              ],
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "BedrockPermissions",
+            },
+            {
+              "Action": [
+                "ecr:BatchGetImage",
+                "ecr:GetDownloadUrlForLayer",
+              ],
+              "Effect": "Allow",
+              "Resource": "arn:aws:ecr:us-east-1:123456890123:repository/*",
+              "Sid": "ECRImageAccess",
+            },
+            {
+              "Action": "ecr:GetAuthorizationToken",
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "ECRTokenAccess",
+            },
+            {
+              "Action": [
+                "logs:DescribeLogStreams",
+                "logs:CreateLogGroup",
+              ],
+              "Effect": "Allow",
+              "Resource": "arn:aws:logs:us-east-1:123456890123:log-group:/aws/bedrock-agentcore/runtimes/*",
+            },
+            {
+              "Action": "logs:DescribeLogGroups",
+              "Effect": "Allow",
+              "Resource": "arn:aws:logs:us-east-1:123456890123:log-group:*",
+            },
+            {
+              "Action": [
+                "logs:CreateLogStream",
+                "logs:PutLogEvents",
+              ],
+              "Effect": "Allow",
+              "Resource": "arn:aws:logs:us-east-1:123456890123:log-group:/aws/bedrock-agentcore/runtimes/*:log-stream:*",
+            },
+            {
+              "Action": [
+                "xray:PutTraceSegments",
+                "xray:PutTelemetryRecords",
+                "xray:GetSamplingRules",
+                "xray:GetSamplingTargets",
+              ],
+              "Effect": "Allow",
+              "Resource": "*",
+            },
+            {
+              "Action": "cloudwatch:PutMetricData",
+              "Condition": {
+                "StringEquals": {
+                  "cloudwatch:namespace": "bedrock-agentcore",
+                },
+              },
+              "Effect": "Allow",
+              "Resource": "*",
+            },
+            {
+              "Action": [
+                "bedrock-agentcore:GetWorkloadAccessToken",
+                "bedrock-agentcore:GetWorkloadAccessTokenForJWT",
+                "bedrock-agentcore:GetWorkloadAccessTokenForUserId",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                "arn:aws:bedrock-agentcore:us-east-1:123456890123:workload-identity-directory/default",
+                "arn:aws:bedrock-agentcore:us-east-1:123456890123:workload-identity-directory/default/workload-identity/*",
+              ],
+              "Sid": "GetAgentAccessToken",
+            },
+            {
+              "Action": [
+                "s3:GetObject*",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+                "s3:PutObject",
+                "s3:PutObjectLegalHold",
+                "s3:PutObjectRetention",
+                "s3:PutObjectTagging",
+                "s3:PutObjectVersionTagging",
+                "s3:Abort*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:GetObject",
+                "s3:PutObject",
+                "s3:ListBucket",
+                "s3:DeleteObject",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+              "Sid": "S3BucketAccess",
+            },
+            {
+              "Action": [
+                "bedrock-agentcore:CreateCodeInterpreter",
+                "bedrock-agentcore:StartCodeInterpreterSession",
+                "bedrock-agentcore:InvokeCodeInterpreter",
+                "bedrock-agentcore:StopCodeInterpreterSession",
+                "bedrock-agentcore:DeleteCodeInterpreter",
+                "bedrock-agentcore:ListCodeInterpreters",
+                "bedrock-agentcore:GetCodeInterpreter",
+                "bedrock-agentcore:GetCodeInterpreterSession",
+                "bedrock-agentcore:ListCodeInterpreterSessions",
+              ],
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "Tools",
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "GenericAgentCoreAgentCoreRuntimeRoleDefaultPolicy4E847841",
+        "Roles": [
+          {
+            "Ref": "GenericAgentCoreAgentCoreRuntimeRoleF34B80EA",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "GenericAgentCoreAgentCoreRuntimeRoleF34B80EA": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Condition": {
+                "ArnLike": {
+                  "aws:SourceArn": "arn:aws:bedrock-agentcore:us-east-1:123456890123:*",
+                },
+                "StringEquals": {
+                  "aws:SourceAccount": "123456890123",
+                },
+              },
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "bedrock-agentcore.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "GenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AgentCoreRuntimeName": "GenericAgentCoreRuntime",
+        "CustomConfig": {
+          "containerImageUri": {
+            "Fn::Sub": "123456890123.dkr.ecr.us-east-1.\${AWS::URLSuffix}/cdk-hnb659fds-container-assets-123456890123-us-east-1:64ba68f71e3d29f5b84d8e8d062e841cb600c436bb68a540d6fce32fded36c08",
+          },
+          "environmentVariables": {
+            "FILE_BUCKET": {
+              "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+            },
+          },
+        },
+        "NetworkMode": "PUBLIC",
+        "RoleArn": {
+          "Fn::GetAtt": [
+            "GenericAgentCoreAgentCoreRuntimeRoleF34B80EA",
+            "Arn",
+          ],
+        },
+        "ServerProtocol": "HTTP",
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventC9CCB51A",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "AWS::CloudFormation::CustomResource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805": {
+      "DependsOn": [
+        "GenericAgentCoreAgentCoreCustomResourceRoleDefaultPolicy673FD2FE",
+        "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": "AgentCoreRuntime CustomResource Lambda Function (Singleton)",
+        "Environment": {
+          "Variables": {
+            "AWS_NODEJS_CONNECTION_REUSE_ENABLED": "1",
+          },
+        },
+        "FunctionName": "AgentCoreRuntime-AgentCoreStack-B8F5E892",
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 600,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot (closed network mode) 5`] = `
+{
+  "Outputs": {
+    "ExportsOutputFnGetAttGuardrailguardrail03A76CF4GuardrailIdDBA991AF": {
+      "Export": {
+        "Name": "GuardrailStack:ExportsOutputFnGetAttGuardrailguardrail03A76CF4GuardrailIdDBA991AF",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "Guardrailguardrail03A76CF4",
+          "GuardrailId",
+        ],
+      },
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "Guardrailguardrail03A76CF4": {
+      "Properties": {
+        "BlockedInputMessaging": "Detected blocked input. Please start the conversation from the beginning or contact the administrator.",
+        "BlockedOutputsMessaging": "Detected output that is prohibited. Please start the conversation from the beginning or contact the administrator.",
+        "Name": "Guardrail-GuardrailStackGuardrail9A24D506",
+        "SensitiveInformationPolicyConfig": {
+          "PiiEntitiesConfig": [
+            {
+              "Action": "BLOCK",
+              "Type": "AGE",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "AWS_ACCESS_KEY",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "AWS_SECRET_KEY",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "CREDIT_DEBIT_CARD_CVV",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "CREDIT_DEBIT_CARD_EXPIRY",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "CREDIT_DEBIT_CARD_NUMBER",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "EMAIL",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "INTERNATIONAL_BANK_ACCOUNT_NUMBER",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "IP_ADDRESS",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "LICENSE_PLATE",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "MAC_ADDRESS",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "PASSWORD",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "PHONE",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "PIN",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "SWIFT_CODE",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "URL",
+            },
+            {
+              "Action": "BLOCK",
+              "Type": "USERNAME",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Bedrock::Guardrail",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot (closed network mode) 6`] = `
+{
+  "Description": "Generative AI Use Cases (uksb-1tupboc48)",
+  "Outputs": {
+    "APIApiEndpoint036547C6": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "https://",
+            {
+              "Ref": "APIApiFFA96F67",
+            },
+            ".execute-api.us-east-1.",
+            {
+              "Ref": "AWS::URLSuffix",
+            },
+            "/",
+            {
+              "Ref": "APIApiDeploymentStageapiCD55D117",
+            },
+            "/",
+          ],
+        ],
+      },
+    },
+    "AgentCoreEnabled": {
+      "Value": "true",
+    },
+    "AgentCoreExternalRuntimes": {
+      "Value": "[]",
+    },
+    "AgentCoreGenericRuntime": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "{"name":"GenericAgentCoreRuntime","arn":"",
+            {
+              "Fn::ImportValue": "AgentCoreStack:ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F",
+            },
+            ""}",
+          ],
+        ],
+      },
+    },
+    "AgentEnabled": {
+      "Value": "true",
+    },
+    "AgentNames": {
+      "Value": "WyJTZWFyY2hFbmdpbmUiLCJDb2RlSW50ZXJwcmV0ZXIiXQ==",
+    },
+    "ApiEndpoint": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "https://",
+            {
+              "Ref": "APIApiFFA96F67",
+            },
+            ".execute-api.us-east-1.",
+            {
+              "Ref": "AWS::URLSuffix",
+            },
+            "/",
+            {
+              "Ref": "APIApiDeploymentStageapiCD55D117",
+            },
+            "/",
+          ],
+        ],
+      },
+    },
+    "EndpointNames": {
+      "Value": "[]",
+    },
+    "ExportsOutputRefAuthUserPool8115E87F4F9C6D4C": {
+      "Export": {
+        "Name": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPool8115E87F4F9C6D4C",
+      },
+      "Value": {
+        "Ref": "AuthUserPool8115E87F",
+      },
+    },
+    "ExportsOutputRefAuthUserPoolclientA74673A913CB5D33": {
+      "Export": {
+        "Name": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPoolclientA74673A913CB5D33",
+      },
+      "Value": {
+        "Ref": "AuthUserPoolclientA74673A9",
+      },
+    },
+    "Flows": {
+      "Value": "W10=",
+    },
+    "HiddenUseCases": {
+      "Value": "{}",
+    },
+    "IdPoolId": {
+      "Value": {
+        "Ref": "AuthIdentityPool659E7F64",
+      },
+    },
+    "ImageGenerateModelIds": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+            },
+            ""}]",
+          ],
+        ],
+      },
+    },
+    "InlineAgents": {
+      "Value": "false",
+    },
+    "InvokeFlowFunctionArn": {
+      "Value": {
+        "Fn::GetAtt": [
+          "APIInvokeFlow03786D76",
+          "Arn",
+        ],
+      },
+    },
+    "McpEnabled": {
+      "Value": "false",
+    },
+    "McpEndpoint": {
+      "Value": "",
+    },
+    "ModelIds": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+            },
+            ""}]",
+          ],
+        ],
+      },
+    },
+    "ModelRegion": {
+      "Value": "us-east-1",
+    },
+    "OptimizePromptFunctionArn": {
+      "Value": {
+        "Fn::GetAtt": [
+          "APIOptimizePromptFunctionC14E6D1B",
+          "Arn",
+        ],
+      },
+    },
+    "PredictStreamFunctionArn": {
+      "Value": {
+        "Fn::GetAtt": [
+          "APIPredictStream44DDBC25",
+          "Arn",
+        ],
+      },
+    },
+    "RagEnabled": {
+      "Value": "true",
+    },
+    "RagKnowledgeBaseEnabled": {
+      "Value": "true",
+    },
+    "Region": {
+      "Value": "us-east-1",
+    },
+    "SamlAuthEnabled": {
+      "Value": "false",
+    },
+    "SamlCognitoDomainName": {
+      "Value": "",
+    },
+    "SamlCognitoFederatedIdentityProviderName": {
+      "Value": "",
+    },
+    "SelfSignUpEnabled": {
+      "Value": "true",
+    },
+    "SpeechToSpeechEventApiEndpoint": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "https://",
+            {
+              "Fn::GetAtt": [
+                "SpeechToSpeechEventApi1E2E9AB4",
+                "Dns.Http",
+              ],
+            },
+            "/event",
+          ],
+        ],
+      },
+    },
+    "SpeechToSpeechModelIds": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+            },
+            ""}]",
+          ],
+        ],
+      },
+    },
+    "SpeechToSpeechNamespace": {
+      "Value": "speech-to-speech",
+    },
+    "UseCaseBuilderEnabled": {
+      "Value": "true",
+    },
+    "UserPoolClientId": {
+      "Value": {
+        "Ref": "AuthUserPoolclientA74673A9",
+      },
+    },
+    "UserPoolId": {
+      "Value": {
+        "Ref": "AuthUserPool8115E87F",
+      },
+    },
+    "VideoGenerateModelIds": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+            },
+            ""}]",
+          ],
+        ],
+      },
+    },
+    "WebUrl": {
+      "Value": "CLOSED_NETWORK_MODE",
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "APIApiAccountF2C87424": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APIApiFFA96F67",
+      ],
+      "Properties": {
+        "CloudWatchRoleArn": {
+          "Fn::GetAtt": [
+            "APIApiCloudWatchRoleD747A0A6",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "AWS::ApiGateway::Account",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiApi4XXDCF913C8": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ResponseParameters": {
+          "gatewayresponse.header.Access-Control-Allow-Origin": "'*'",
+        },
+        "ResponseType": "DEFAULT_4XX",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::GatewayResponse",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiApi5XX11B67643": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ResponseParameters": {
+          "gatewayresponse.header.Access-Control-Allow-Origin": "'*'",
+        },
+        "ResponseType": "DEFAULT_5XX",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::GatewayResponse",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiCloudWatchRoleD747A0A6": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "apigateway.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AmazonAPIGatewayPushToCloudWatchLogs",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiDeployment3A5021231e35051e75cb37230e3365d2f55dbe60": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APIApiApi4XXDCF913C8",
+        "APIApiApi5XX11B67643",
+        "APIApichatschatIdDELETE4578D41B",
+        "APIApichatschatIdfeedbacksOPTIONS7AB34AA5",
+        "APIApichatschatIdfeedbacksPOST3E9ACBEC",
+        "APIApichatschatIdfeedbacksF371F57A",
+        "APIApichatschatIdGET152C9123",
+        "APIApichatschatIdmessagesGET94AB097F",
+        "APIApichatschatIdmessagesOPTIONS20207E07",
+        "APIApichatschatIdmessagesPOST4197DA8F",
+        "APIApichatschatIdmessagesAF527CE8",
+        "APIApichatschatIdOPTIONS4498230E",
+        "APIApichatschatIdE67019A6",
+        "APIApichatschatIdtitleOPTIONSFA0EB6B7",
+        "APIApichatschatIdtitlePUT15099F54",
+        "APIApichatschatIdtitleC5AEA917",
+        "APIApichatsGET40767623",
+        "APIApichatsOPTIONSDFF708CB",
+        "APIApichatsPOSTF32299AA",
+        "APIApichatsE061702A",
+        "APIApifilefileNameDELETE54EB1050",
+        "APIApifilefileNameOPTIONS6C97AC5A",
+        "APIApifilefileName2B0471F4",
+        "APIApifileOPTIONS64A72556",
+        "APIApifile76AB343B",
+        "APIApifileurlGET6E9EDFE6",
+        "APIApifileurlOPTIONS658BFB93",
+        "APIApifileurlPOST73D5BB3A",
+        "APIApifileurl08DA507F",
+        "APIApiimagegenerateOPTIONS58BC3827",
+        "APIApiimagegeneratePOST0F60597D",
+        "APIApiimagegenerate70662BCD",
+        "APIApiimageOPTIONSA57099DB",
+        "APIApiimage6FBCA1DF",
+        "APIApiOPTIONSE134DC36",
+        "APIApipredictOPTIONS9065A8D6",
+        "APIApipredictPOST376D7D2E",
+        "APIApipredict6CA3C413",
+        "APIApipredicttitleOPTIONS3DCF08ED",
+        "APIApipredicttitlePOSTAC11F63E",
+        "APIApipredicttitle8F6A9913",
+        "APIApiragknowledgebaseOPTIONSF0724AB5",
+        "APIApiragknowledgebase25F53940",
+        "APIApiragknowledgebaseretrieveOPTIONS520513E9",
+        "APIApiragknowledgebaseretrievePOST8609F339",
+        "APIApiragknowledgebaseretrieve42B4F7F4",
+        "APIApiragOPTIONSAF55562D",
+        "APIApiragqueryOPTIONS0831C743",
+        "APIApiragqueryPOST959F42AE",
+        "APIApiragqueryBFCC1FE8",
+        "APIApiragB0FA73F7",
+        "APIApiragretrieveOPTIONS76F86387",
+        "APIApiragretrievePOST1B75699C",
+        "APIApiragretrieve8A07B1EB",
+        "APIApishareschatchatIdGETFD670180",
+        "APIApishareschatchatIdOPTIONSBA4BB233",
+        "APIApishareschatchatIdPOSTC94D0E3B",
+        "APIApishareschatchatIdABA7B83C",
+        "APIApishareschatOPTIONSB4A81F6A",
+        "APIApishareschatA32CD614",
+        "APIApisharesOPTIONSF1049E3B",
+        "APIApishares3C1C04E5",
+        "APIApisharesshareshareIdDELETE231A4EBF",
+        "APIApisharesshareshareIdGETADBE379F",
+        "APIApisharesshareshareIdOPTIONSC762F46F",
+        "APIApisharesshareshareId3696CDAF",
+        "APIApisharesshareOPTIONS6D42A67D",
+        "APIApisharesshareF2EC0273",
+        "APIApispeechtospeechOPTIONS92DBE1B9",
+        "APIApispeechtospeechPOST8D76474A",
+        "APIApispeechtospeechD6FA255B",
+        "APIApisystemcontextssystemContextIdDELETEB527E743",
+        "APIApisystemcontextssystemContextIdOPTIONS96E8D02C",
+        "APIApisystemcontextssystemContextId9D6F9E56",
+        "APIApisystemcontextssystemContextIdtitleOPTIONS069062F2",
+        "APIApisystemcontextssystemContextIdtitlePUT66B31C9A",
+        "APIApisystemcontextssystemContextIdtitleD469F521",
+        "APIApisystemcontextsGET7ECB64D3",
+        "APIApisystemcontextsOPTIONS0D2703AA",
+        "APIApisystemcontextsPOST3883EC4A",
+        "APIApisystemcontexts57785227",
+        "APIApitokenusageGETF4970022",
+        "APIApitokenusageOPTIONS59BB9297",
+        "APIApitokenusageD4EF3867",
+        "APIApitranscribeOPTIONS5030955A",
+        "APIApitranscribe874542A9",
+        "APIApitranscriberesultjobNameGET5C0FF2AB",
+        "APIApitranscriberesultjobNameOPTIONS7E77FDC0",
+        "APIApitranscriberesultjobName32470D3A",
+        "APIApitranscriberesultOPTIONS36EC9D59",
+        "APIApitranscriberesult3CDED854",
+        "APIApitranscribestartOPTIONSFA1C7723",
+        "APIApitranscribestartPOSTC6AF1C94",
+        "APIApitranscribestartB105DFD0",
+        "APIApitranscribeurlOPTIONS6B7DF1F0",
+        "APIApitranscribeurlPOSTFBEEA27D",
+        "APIApitranscribeurlAA281183",
+        "APIApiusecasesuseCaseIdDELETE1F3AB356",
+        "APIApiusecasesuseCaseIdfavoriteOPTIONS0F973203",
+        "APIApiusecasesuseCaseIdfavoritePUT21685F6D",
+        "APIApiusecasesuseCaseIdfavorite90DE0E70",
+        "APIApiusecasesuseCaseIdGETC2534B44",
+        "APIApiusecasesuseCaseIdOPTIONSED014E42",
+        "APIApiusecasesuseCaseIdPUTA7E744AE",
+        "APIApiusecasesuseCaseId0C4C07B7",
+        "APIApiusecasesuseCaseIdsharedOPTIONSAB2FF611",
+        "APIApiusecasesuseCaseIdsharedPUTDF4FDAF2",
+        "APIApiusecasesuseCaseIdshared2A60752B",
+        "APIApiusecasesfavoriteGET8A304871",
+        "APIApiusecasesfavoriteOPTIONSD85A54B6",
+        "APIApiusecasesfavorite18DA851B",
+        "APIApiusecasesGET38D0EBF4",
+        "APIApiusecasesOPTIONSCF3D8287",
+        "APIApiusecasesPOST3244C369",
+        "APIApiusecasesrecentuseCaseIdOPTIONSCE83DFE2",
+        "APIApiusecasesrecentuseCaseIdPUT1B7638B2",
+        "APIApiusecasesrecentuseCaseId2CF3EF72",
+        "APIApiusecasesrecentGETCE116566",
+        "APIApiusecasesrecentOPTIONS750FF00D",
+        "APIApiusecasesrecent31965B7B",
+        "APIApiusecases8321EF30",
+        "APIApivideogeneratecreatedDateDELETE0F2B03A2",
+        "APIApivideogeneratecreatedDateOPTIONS9EB2B1CE",
+        "APIApivideogeneratecreatedDate1AAB9D62",
+        "APIApivideogenerateGETC779E422",
+        "APIApivideogenerateOPTIONS14AE6956",
+        "APIApivideogeneratePOSTACA060AA",
+        "APIApivideogenerateCBF56796",
+        "APIApivideoOPTIONS20C58EF2",
+        "APIApivideoAEC3C4D1",
+        "APIApiwebtextGETB44776EB",
+        "APIApiwebtextOPTIONS5EFD2A2D",
+        "APIApiwebtext0828B9D5",
+      ],
+      "Metadata": {
+        "aws:cdk:do-not-refactor": true,
+      },
+      "Properties": {
+        "Description": "Automatically created by the RestApi construct",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Deployment",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiDeploymentStageapiCD55D117": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APIApiAccountF2C87424",
+      ],
+      "Properties": {
+        "DeploymentId": {
+          "Ref": "APIApiDeployment3A5021231e35051e75cb37230e3365d2f55dbe60",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+        "StageName": "api",
+      },
+      "Type": "AWS::ApiGateway::Stage",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiFFA96F67": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "EndpointConfiguration": {
+          "Types": [
+            "PRIVATE",
+          ],
+          "VpcEndpointIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcVpcEndpointApiGateway6200AA118EB915E2",
+            },
+          ],
+        },
+        "Name": "Api",
+        "Policy": {
+          "Statement": [
+            {
+              "Action": "execute-api:Invoke",
+              "Condition": {
+                "StringEquals": {
+                  "aws:SourceVpce": {
+                    "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcVpcEndpointApiGateway6200AA118EB915E2",
+                  },
+                },
+              },
+              "Effect": "Allow",
+              "Principal": {
+                "AWS": "*",
+              },
+              "Resource": "execute-api:/*",
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::ApiGateway::RestApi",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiOPTIONSE134DC36": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsE061702A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "chats",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsGET40767623": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIListChats12807275",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatsE061702A",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETchats3464EF3A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIListChats12807275",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/chats",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETchatsE1DE3C5A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIListChats12807275",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/chats",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsOPTIONSDFF708CB": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApichatsE061702A",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTchats6FB5CEC9": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APICreateChatE07AFAF4",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/chats",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTchatsE0E202B2": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APICreateChatE07AFAF4",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/chats",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatsPOSTF32299AA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APICreateChatE07AFAF4",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatsE061702A",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdDELETE4578D41B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "DELETE",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIDeleteChat1517278C",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatschatIdE67019A6",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdDELETEApiPermissionGenerativeAiUseCasesStackAPIApi89219E17DELETEchatschatIdCBAD7732": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteChat1517278C",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/DELETE/chats/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdDELETEApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17DELETEchatschatId6DBAD3C3": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteChat1517278C",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/DELETE/chats/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdE67019A6": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApichatsE061702A",
+        },
+        "PathPart": "{chatId}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdGET152C9123": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIFindChatbyId74476825",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatschatIdE67019A6",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETchatschatIdC82A138E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIFindChatbyId74476825",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/chats/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETchatschatIdCA130D83": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIFindChatbyId74476825",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/chats/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdOPTIONS4498230E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApichatschatIdE67019A6",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdfeedbacksF371F57A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApichatschatIdE67019A6",
+        },
+        "PathPart": "feedbacks",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdfeedbacksOPTIONS7AB34AA5": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApichatschatIdfeedbacksF371F57A",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdfeedbacksPOST3E9ACBEC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIUpdateFeedback2F9276A1",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatschatIdfeedbacksF371F57A",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdfeedbacksPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTchatschatIdfeedbacksE8588286": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIUpdateFeedback2F9276A1",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/chats/*/feedbacks",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdfeedbacksPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTchatschatIdfeedbacks52610594": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIUpdateFeedback2F9276A1",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/chats/*/feedbacks",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesAF527CE8": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApichatschatIdE67019A6",
+        },
+        "PathPart": "messages",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesGET94AB097F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIListMessages536ED2CC",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatschatIdmessagesAF527CE8",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETchatschatIdmessages122A59FC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIListMessages536ED2CC",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/chats/*/messages",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETchatschatIdmessages3F025E8E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIListMessages536ED2CC",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/chats/*/messages",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesOPTIONS20207E07": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApichatschatIdmessagesAF527CE8",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesPOST4197DA8F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APICreateMessages1C3421C0",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatschatIdmessagesAF527CE8",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTchatschatIdmessages832E69DC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APICreateMessages1C3421C0",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/chats/*/messages",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdmessagesPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTchatschatIdmessagesDB24918A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APICreateMessages1C3421C0",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/chats/*/messages",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdtitleC5AEA917": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApichatschatIdE67019A6",
+        },
+        "PathPart": "title",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdtitleOPTIONSFA0EB6B7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApichatschatIdtitleC5AEA917",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdtitlePUT15099F54": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "PUT",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIUpdateChatTitleF8FCA547",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApichatschatIdtitleC5AEA917",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdtitlePUTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17PUTchatschatIdtitleF57C315F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIUpdateChatTitleF8FCA547",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/PUT/chats/*/title",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApichatschatIdtitlePUTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17PUTchatschatIdtitle5F294013": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIUpdateChatTitleF8FCA547",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/PUT/chats/*/title",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifile76AB343B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "file",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileOPTIONS64A72556": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
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+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApifile76AB343B",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifilefileName2B0471F4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApifile76AB343B",
+        },
+        "PathPart": "{fileName}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifilefileNameDELETE54EB1050": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "DELETE",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIDeleteFileFunctionC52312C7",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApifilefileName2B0471F4",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifilefileNameDELETEApiPermissionGenerativeAiUseCasesStackAPIApi89219E17DELETEfilefileName48EC68D3": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteFileFunctionC52312C7",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/DELETE/file/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifilefileNameDELETEApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17DELETEfilefileName6979E07E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteFileFunctionC52312C7",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/DELETE/file/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifilefileNameOPTIONS6C97AC5A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
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+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApifilefileName2B0471F4",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurl08DA507F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApifile76AB343B",
+        },
+        "PathPart": "url",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurlGET6E9EDFE6": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIGetFileDownloadSignedUrlFunction8B43389C",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApifileurl08DA507F",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurlGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETfileurl0485E8FF": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGetFileDownloadSignedUrlFunction8B43389C",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/file/url",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurlGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETfileurl88BCDC54": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
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+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/file/url",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurlOPTIONS658BFB93": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApifileurl08DA507F",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurlPOST73D5BB3A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIGetSignedUrl0A6EC682",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApifileurl08DA507F",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurlPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTfileurl83D310CC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGetSignedUrl0A6EC682",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/file/url",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApifileurlPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTfileurlB327A180": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGetSignedUrl0A6EC682",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/file/url",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiimage6FBCA1DF": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "image",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiimageOPTIONSA57099DB": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApiimage6FBCA1DF",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiimagegenerate70662BCD": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApiimage6FBCA1DF",
+        },
+        "PathPart": "generate",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiimagegenerateOPTIONS58BC3827": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApiimagegenerate70662BCD",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiimagegeneratePOST0F60597D": {
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+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
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+          "Type": "AWS_PROXY",
+          "Uri": {
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIGenerateImage777647C7",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiimagegenerate70662BCD",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiimagegeneratePOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTimagegenerate41F8E49F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/image/generate",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiimagegeneratePOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTimagegenerateFE576B22": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/image/generate",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredict6CA3C413": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "predict",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredictOPTIONS9065A8D6": {
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+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApipredict6CA3C413",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredictPOST376D7D2E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
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+          "Type": "AWS_PROXY",
+          "Uri": {
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+                {
+                  "Ref": "AWS::Partition",
+                },
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+                {
+                  "Fn::GetAtt": [
+                    "APIPredict09E4E4FF",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApipredict6CA3C413",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredictPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTpredict03DB8E81": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
+          ],
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
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+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/predict",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredictPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTpredictFAF8FA72": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
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+            [
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+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/predict",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredicttitle8F6A9913": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApipredict6CA3C413",
+        },
+        "PathPart": "title",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredicttitleOPTIONS3DCF08ED": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "StatusCode": "204",
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+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        ],
+        "ResourceId": {
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+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredicttitlePOSTAC11F63E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
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+          "Type": "AWS_PROXY",
+          "Uri": {
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIPredictTitle95F64FA4",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApipredicttitle8F6A9913",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredicttitlePOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTpredicttitle9C698441": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIPredictTitle95F64FA4",
+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/predict/title",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApipredicttitlePOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTpredicttitleF8561C52": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/predict/title",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragB0FA73F7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "rag",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragOPTIONSAF55562D": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApiragB0FA73F7",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragknowledgebase25F53940": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "rag-knowledge-base",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragknowledgebaseOPTIONSF0724AB5": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
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+          },
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApiragknowledgebase25F53940",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragknowledgebaseretrieve42B4F7F4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApiragknowledgebase25F53940",
+        },
+        "PathPart": "retrieve",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragknowledgebaseretrieveOPTIONS520513E9": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+            "ResponseParameters": {
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApiragknowledgebaseretrieve42B4F7F4",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragknowledgebaseretrievePOST8609F339": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "RagKnowledgeBaseAuthorizerE73D3108",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "RagKnowledgeBaseRetrieve67B5F652",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiragknowledgebaseretrieve42B4F7F4",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragknowledgebaseretrievePOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTragknowledgebaseretrieveB37A11F0": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
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+              {
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+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/rag-knowledge-base/retrieve",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragknowledgebaseretrievePOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTragknowledgebaseretrieveC4571797": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
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+              {
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+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/rag-knowledge-base/retrieve",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragqueryBFCC1FE8": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApiragB0FA73F7",
+        },
+        "PathPart": "query",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragqueryOPTIONS0831C743": {
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+      "Properties": {
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+        "AuthorizationType": "NONE",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
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+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
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+        "MethodResponses": [
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        ],
+        "ResourceId": {
+          "Ref": "APIApiragqueryBFCC1FE8",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+    "APIApiragqueryPOST959F42AE": {
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+      "Properties": {
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+        "AuthorizerId": {
+          "Ref": "RagAuthorizer1D577454",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "RagQuery46261080",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiragqueryBFCC1FE8",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragqueryPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTragquery34589789": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
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+              {
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+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/rag/query",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragqueryPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTragquery4D39714A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/rag/query",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragretrieve8A07B1EB": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+          "Ref": "APIApiragB0FA73F7",
+        },
+        "PathPart": "retrieve",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragretrieveOPTIONS76F86387": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
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+            "application/json": "{ statusCode: 200 }",
+          },
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+        "MethodResponses": [
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        ],
+        "ResourceId": {
+          "Ref": "APIApiragretrieve8A07B1EB",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragretrievePOST1B75699C": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "RagAuthorizer1D577454",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
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+          "Type": "AWS_PROXY",
+          "Uri": {
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+              [
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+                {
+                  "Ref": "AWS::Partition",
+                },
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+                {
+                  "Fn::GetAtt": [
+                    "RagRetrieve78B54C98",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiragretrieve8A07B1EB",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragretrievePOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTragretrieve4FD20ADA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/rag/retrieve",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiragretrievePOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTragretrieve5954A588": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "RagRetrieve78B54C98",
+            "Arn",
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+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/rag/retrieve",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishares3C1C04E5": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "shares",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesOPTIONSF1049E3B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApishares3C1C04E5",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatA32CD614": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApishares3C1C04E5",
+        },
+        "PathPart": "chat",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatOPTIONSB4A81F6A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
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+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
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+        "MethodResponses": [
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+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApishareschatA32CD614",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdABA7B83C": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApishareschatA32CD614",
+        },
+        "PathPart": "{chatId}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETshareschatchatId4FEA8BD7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIFindShareId3F1AA77B",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/shares/chat/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETshareschatchatId9DA80291": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIFindShareId3F1AA77B",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/shares/chat/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdGETFD670180": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIFindShareId3F1AA77B",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApishareschatchatIdABA7B83C",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdOPTIONSBA4BB233": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApishareschatchatIdABA7B83C",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTshareschatchatId5D45558E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APICreateShareId3D7F7B2B",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/shares/chat/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTshareschatchatIdD6448444": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APICreateShareId3D7F7B2B",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/shares/chat/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApishareschatchatIdPOSTC94D0E3B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APICreateShareId3D7F7B2B",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApishareschatchatIdABA7B83C",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareF2EC0273": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApishares3C1C04E5",
+        },
+        "PathPart": "share",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareOPTIONS6D42A67D": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApisharesshareF2EC0273",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareId3696CDAF": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApisharesshareF2EC0273",
+        },
+        "PathPart": "{shareId}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareIdDELETE231A4EBF": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "DELETE",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIDeleteShareIdFE187370",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApisharesshareshareId3696CDAF",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareIdDELETEApiPermissionGenerativeAiUseCasesStackAPIApi89219E17DELETEsharesshareshareId73BA7001": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteShareIdFE187370",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/DELETE/shares/share/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareIdDELETEApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17DELETEsharesshareshareId451B7B87": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteShareIdFE187370",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/DELETE/shares/share/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareIdGETADBE379F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIGetSharedChatF02561ED",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApisharesshareshareId3696CDAF",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareIdGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETsharesshareshareIdF221D57E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGetSharedChatF02561ED",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/shares/share/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareIdGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETsharesshareshareIdA0DBEBA8": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGetSharedChatF02561ED",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/shares/share/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisharesshareshareIdOPTIONSC762F46F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApisharesshareshareId3696CDAF",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApispeechtospeechD6FA255B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "speech-to-speech",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApispeechtospeechOPTIONS92DBE1B9": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApispeechtospeechD6FA255B",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApispeechtospeechPOST8D76474A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "SpeechToSpeechAuthorizerF61277A4",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "SpeechToSpeechStartSession80A7495E",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApispeechtospeechD6FA255B",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApispeechtospeechPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTspeechtospeech0FB686CB": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "SpeechToSpeechStartSession80A7495E",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/speech-to-speech",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApispeechtospeechPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTspeechtospeech2C9E93F5": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "SpeechToSpeechStartSession80A7495E",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/speech-to-speech",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontexts57785227": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "systemcontexts",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextsGET7ECB64D3": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIListSystemContexts08AE4129",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApisystemcontexts57785227",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextsGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETsystemcontextsDB07D691": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIListSystemContexts08AE4129",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/systemcontexts",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextsGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETsystemcontextsF0766633": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIListSystemContexts08AE4129",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/systemcontexts",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextsOPTIONS0D2703AA": {
+      "DeletionPolicy": "Delete",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
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+        },
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        ],
+        "ResourceId": {
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+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextsPOST3883EC4A": {
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+      "Properties": {
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+        "AuthorizerId": {
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+        },
+        "HttpMethod": "POST",
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+          "Type": "AWS_PROXY",
+          "Uri": {
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+                {
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+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APICreateSystemContextsB5DC1BC2",
+                    "Arn",
+                  ],
+                },
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+              ],
+            ],
+          },
+        },
+        "ResourceId": {
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+        },
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+        },
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextsPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTsystemcontexts30E77A37": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+              },
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+              {
+                "Ref": "APIApiFFA96F67",
+              },
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+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
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+            ],
+          ],
+        },
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+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextsPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTsystemcontexts9936F5B4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/systemcontexts",
+            ],
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+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextssystemContextId9D6F9E56": {
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+      "Properties": {
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+        },
+        "PathPart": "{systemContextId}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextssystemContextIdDELETEApiPermissionGenerativeAiUseCasesStackAPIApi89219E17DELETEsystemcontextssystemContextId630D4328": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+        "Principal": "apigateway.amazonaws.com",
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+              },
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+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
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+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextssystemContextIdDELETEApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17DELETEsystemcontextssystemContextId35BF96AA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+              {
+                "Ref": "APIApiFFA96F67",
+              },
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+            ],
+          ],
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+      "UpdateReplacePolicy": "Delete",
+    },
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+        "AuthorizerId": {
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+                {
+                  "Fn::GetAtt": [
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+                  ],
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+                "/invocations",
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+        "ResourceId": {
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+      "UpdateReplacePolicy": "Delete",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
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+        "ResourceId": {
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+    "APIApisystemcontextssystemContextIdtitleD469F521": {
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+        },
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+        "RestApiId": {
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+      "UpdateReplacePolicy": "Delete",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+    "APIApisystemcontextssystemContextIdtitlePUT66B31C9A": {
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+      "Properties": {
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+        "AuthorizerId": {
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+        },
+        "HttpMethod": "PUT",
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+                {
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+                    "Arn",
+                  ],
+                },
+                "/invocations",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextssystemContextIdtitlePUTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17PUTsystemcontextssystemContextIdtitle58A35261": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+              {
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+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
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+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApisystemcontextssystemContextIdtitlePUTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17PUTsystemcontextssystemContextIdtitleE4838F65": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/PUT/systemcontexts/*/title",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitokenusageD4EF3867": {
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+      "Properties": {
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+            "RootResourceId",
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+        "PathPart": "token-usage",
+        "RestApiId": {
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+        },
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+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitokenusageGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETtokenusageB8578FCA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
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+            "Arn",
+          ],
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+              {
+                "Ref": "APIApiFFA96F67",
+              },
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+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/token-usage",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitokenusageGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETtokenusage69F1E4E9": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
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+              {
+                "Ref": "APIApiFFA96F67",
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+              "/test-invoke-stage/GET/token-usage",
+            ],
+          ],
+        },
+      },
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+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitokenusageGETF4970022": {
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+      "Properties": {
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+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
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+                {
+                  "Fn::GetAtt": [
+                    "APIGetTokenUsageE1C5C872",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
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+        "ResourceId": {
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+        },
+        "RestApiId": {
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+    "APIApitokenusageOPTIONS59BB9297": {
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+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        ],
+        "ResourceId": {
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+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribe874542A9": {
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+      "Properties": {
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+        "PathPart": "transcribe",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribeOPTIONS5030955A": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
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+        "ResourceId": {
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+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscriberesult3CDED854": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+          "Ref": "APIApitranscribe874542A9",
+        },
+        "PathPart": "result",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscriberesultOPTIONS36EC9D59": {
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+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
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+          },
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApitranscriberesult3CDED854",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscriberesultjobName32470D3A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApitranscriberesult3CDED854",
+        },
+        "PathPart": "{jobName}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscriberesultjobNameGET5C0FF2AB": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "TranscribeAuthorizerAD1EA74B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "TranscribeGetTranscription3C736BFC",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApitranscriberesultjobName32470D3A",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscriberesultjobNameGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETtranscriberesultjobName373CF04F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "TranscribeGetTranscription3C736BFC",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/transcribe/result/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscriberesultjobNameGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETtranscriberesultjobName7DED403C": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "TranscribeGetTranscription3C736BFC",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/transcribe/result/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscriberesultjobNameOPTIONS7E77FDC0": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApitranscriberesultjobName32470D3A",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribestartB105DFD0": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApitranscribe874542A9",
+        },
+        "PathPart": "start",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribestartOPTIONSFA1C7723": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApitranscribestartB105DFD0",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribestartPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTtranscribestart805B4A00": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "TranscribeStartTranscription7C6A7A96",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/transcribe/start",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribestartPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTtranscribestartB4BBCC0F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "TranscribeStartTranscription7C6A7A96",
+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/transcribe/start",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribestartPOSTC6AF1C94": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "TranscribeAuthorizerAD1EA74B",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
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+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "TranscribeStartTranscription7C6A7A96",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApitranscribestartB105DFD0",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribeurlAA281183": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApitranscribe874542A9",
+        },
+        "PathPart": "url",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribeurlOPTIONS6B7DF1F0": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
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+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApitranscribeurlAA281183",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribeurlPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTtranscribeurl0730085A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "TranscribeGetSignedUrlB23CCF77",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/transcribe/url",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribeurlPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTtranscribeurl5D712187": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/transcribe/url",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApitranscribeurlPOSTFBEEA27D": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "TranscribeAuthorizerAD1EA74B",
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+                {
+                  "Fn::GetAtt": [
+                    "TranscribeGetSignedUrlB23CCF77",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApitranscribeurlAA281183",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecases8321EF30": {
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+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "usecases",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesGET38D0EBF4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "UseCaseBuilderAuthorizer8C07733E",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "UseCaseBuilderListUseCases151E3C64",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiusecases8321EF30",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETusecasesF8C58050": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
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+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/usecases",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETusecases14666936": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "UseCaseBuilderListUseCases151E3C64",
+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
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+            [
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+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/usecases",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesOPTIONSCF3D8287": {
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+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        ],
+        "ResourceId": {
+          "Ref": "APIApiusecases8321EF30",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesPOST3244C369": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "UseCaseBuilderAuthorizer8C07733E",
+        },
+        "HttpMethod": "POST",
+        "Integration": {
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+          "Type": "AWS_PROXY",
+          "Uri": {
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+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "UseCaseBuilderCreateUseCase63174982",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiusecases8321EF30",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesPOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTusecasesE4BDB3E8": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "UseCaseBuilderCreateUseCase63174982",
+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/usecases",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesPOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTusecasesC5D90CEC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "UseCaseBuilderCreateUseCase63174982",
+            "Arn",
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+        },
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+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
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+              "/test-invoke-stage/POST/usecases",
+            ],
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+        },
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+      "UpdateReplacePolicy": "Delete",
+    },
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+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApiusecases8321EF30",
+        },
+        "PathPart": "favorite",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesfavoriteGET8A304871": {
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+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
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+        },
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+          "Type": "AWS_PROXY",
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+                },
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+                {
+                  "Fn::GetAtt": [
+                    "UseCaseBuilderListFavoriteUseCasesC4AF9A45",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
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+        "ResourceId": {
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+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesfavoriteGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETusecasesfavoriteC6AE1271": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+              {
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+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
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+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
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+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesfavoriteGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETusecasesfavoriteA4037737": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+              },
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+              {
+                "Ref": "APIApiFFA96F67",
+              },
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+      "UpdateReplacePolicy": "Delete",
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+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "method.response.header.Access-Control-Allow-Origin": true,
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+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesrecentGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETusecasesrecent7027584C": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+              {
+                "Ref": "APIApiFFA96F67",
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+              },
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+      "Properties": {
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+                {
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+                    "Arn",
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+      "UpdateReplacePolicy": "Delete",
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+      "Properties": {
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+        "PathPart": "{useCaseId}",
+        "RestApiId": {
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+      "UpdateReplacePolicy": "Delete",
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+        "RestApiId": {
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+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesrecentuseCaseIdPUT1B7638B2": {
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+      "Properties": {
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+        "AuthorizerId": {
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+          "Type": "AWS_PROXY",
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+                {
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+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesrecentuseCaseIdPUTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17PUTusecasesrecentuseCaseIdB54F2E73": {
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+      "Properties": {
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+        "Principal": "apigateway.amazonaws.com",
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
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+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/PUT/usecases/recent/*",
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+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesrecentuseCaseIdPUTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17PUTusecasesrecentuseCaseIdFB75AFDF": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/PUT/usecases/recent/*",
+            ],
+          ],
+        },
+      },
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+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesuseCaseId0C4C07B7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+          "Ref": "APIApiusecases8321EF30",
+        },
+        "PathPart": "{useCaseId}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesuseCaseIdDELETE1F3AB356": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "UseCaseBuilderAuthorizer8C07733E",
+        },
+        "HttpMethod": "DELETE",
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+          "Uri": {
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+              [
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+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "UseCaseBuilderDeleteUseCaseA7529A4C",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiusecasesuseCaseId0C4C07B7",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesuseCaseIdDELETEApiPermissionGenerativeAiUseCasesStackAPIApi89219E17DELETEusecasesuseCaseIdF5289441": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "UseCaseBuilderDeleteUseCaseA7529A4C",
+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/DELETE/usecases/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesuseCaseIdDELETEApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17DELETEusecasesuseCaseId6F61629B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            [
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/DELETE/usecases/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesuseCaseIdGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETusecasesuseCaseIdE0A0D134": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+              {
+                "Ref": "APIApiFFA96F67",
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+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/usecases/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesuseCaseIdGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETusecasesuseCaseId01DAE5E0": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "FunctionName": {
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/usecases/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiusecasesuseCaseIdGETC2534B44": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
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+        },
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+          "Uri": {
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+                {
+                  "Fn::GetAtt": [
+                    "UseCaseBuilderGetUseCaseAB744D97",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
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+        "ResourceId": {
+          "Ref": "APIApiusecasesuseCaseId0C4C07B7",
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+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesuseCaseIdOPTIONSED014E42": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        ],
+        "ResourceId": {
+          "Ref": "APIApiusecasesuseCaseId0C4C07B7",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+        "AuthorizerId": {
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+                {
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+                    "Arn",
+                  ],
+                },
+                "/invocations",
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+        "ResourceId": {
+          "Ref": "APIApiusecasesuseCaseId0C4C07B7",
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+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
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+      "DeletionPolicy": "Delete",
+      "Properties": {
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+              },
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+              {
+                "Ref": "APIApiFFA96F67",
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+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
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+          ],
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+      },
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+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesuseCaseIdPUTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17PUTusecasesuseCaseIdEB0CB97B": {
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+          "Ref": "APIApiFFA96F67",
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+      "UpdateReplacePolicy": "Delete",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "method.response.header.Access-Control-Allow-Origin": true,
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+        "ResourceId": {
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+      "Properties": {
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+        "AuthorizerId": {
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+                {
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+                    "Arn",
+                  ],
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+                "/invocations",
+              ],
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+        "ResourceId": {
+          "Ref": "APIApiusecasesuseCaseIdfavorite90DE0E70",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+      "Properties": {
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+        "Principal": "apigateway.amazonaws.com",
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+                "Ref": "APIApiFFA96F67",
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+      "UpdateReplacePolicy": "Delete",
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+          "Ref": "APIApiusecasesuseCaseId0C4C07B7",
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+        "PathPart": "shared",
+        "RestApiId": {
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+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
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+        "ResourceId": {
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+          "Ref": "APIApiFFA96F67",
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+      "UpdateReplacePolicy": "Delete",
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+      "Properties": {
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+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/PUT/usecases/*/shared",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
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+      "Properties": {
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
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+            ],
+          ],
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+      "UpdateReplacePolicy": "Delete",
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+    "APIApiusecasesuseCaseIdsharedPUTDF4FDAF2": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizerId": {
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+          "Uri": {
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+                {
+                  "Fn::GetAtt": [
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+                    "Arn",
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+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiusecasesuseCaseIdshared2A60752B",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideoAEC3C4D1": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
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+            "RootResourceId",
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+        },
+        "PathPart": "video",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideoOPTIONS20C58EF2": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
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+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApivideoAEC3C4D1",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogenerateCBF56796": {
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+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApivideoAEC3C4D1",
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+        "PathPart": "generate",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
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+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogenerateGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETvideogenerate1240836A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+        "Principal": "apigateway.amazonaws.com",
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+            [
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/video/generate",
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+      "UpdateReplacePolicy": "Delete",
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+    "APIApivideogenerateGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETvideogenerate761C5A6E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
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+              {
+                "Ref": "APIApiFFA96F67",
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+      "UpdateReplacePolicy": "Delete",
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+      "Properties": {
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+        "AuthorizerId": {
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+                {
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+                    "Arn",
+                  ],
+                },
+                "/invocations",
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+        "ResourceId": {
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+        "RestApiId": {
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
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+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
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+              "StatusCode": "204",
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+            "application/json": "{ statusCode: 200 }",
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+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
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+        "ResourceId": {
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+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratePOSTACA060AA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
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+          "Type": "AWS_PROXY",
+          "Uri": {
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+              [
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+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIGenerateVideo311A6D70",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
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+        },
+        "ResourceId": {
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+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratePOSTApiPermissionGenerativeAiUseCasesStackAPIApi89219E17POSTvideogenerate4636D5B4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
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+            "Arn",
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+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
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+            [
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+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/POST/video/generate",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratePOSTApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17POSTvideogenerateCA4ED193": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGenerateVideo311A6D70",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/POST/video/generate",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratecreatedDate1AAB9D62": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Ref": "APIApivideogenerateCBF56796",
+        },
+        "PathPart": "{createdDate}",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratecreatedDateDELETE0F2B03A2": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "DELETE",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIDeleteVideoJobD99C15C2",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApivideogeneratecreatedDate1AAB9D62",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratecreatedDateDELETEApiPermissionGenerativeAiUseCasesStackAPIApi89219E17DELETEvideogeneratecreatedDate292B42E6": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteVideoJobD99C15C2",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/DELETE/video/generate/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratecreatedDateDELETEApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17DELETEvideogeneratecreatedDateACA94630": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIDeleteVideoJobD99C15C2",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/DELETE/video/generate/*",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApivideogeneratecreatedDateOPTIONS9EB2B1CE": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
+          "IntegrationResponses": [
+            {
+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApivideogeneratecreatedDate1AAB9D62",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiwebtext0828B9D5": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ParentId": {
+          "Fn::GetAtt": [
+            "APIApiFFA96F67",
+            "RootResourceId",
+          ],
+        },
+        "PathPart": "web-text",
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Resource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiwebtextGETApiPermissionGenerativeAiUseCasesStackAPIApi89219E17GETwebtext02F70E92": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGetWebText363F573D",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+              "/GET/web-text",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiwebtextGETApiPermissionTestGenerativeAiUseCasesStackAPIApi89219E17GETwebtext850757AA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "APIGetWebText363F573D",
+            "Arn",
+          ],
+        },
+        "Principal": "apigateway.amazonaws.com",
+        "SourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":execute-api:us-east-1:123456890123:",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/test-invoke-stage/GET/web-text",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Permission",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiwebtextGETB44776EB": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AuthorizationType": "COGNITO_USER_POOLS",
+        "AuthorizerId": {
+          "Ref": "APIAuthorizer9DCC037B",
+        },
+        "HttpMethod": "GET",
+        "Integration": {
+          "IntegrationHttpMethod": "POST",
+          "Type": "AWS_PROXY",
+          "Uri": {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":apigateway:us-east-1:lambda:path/2015-03-31/functions/",
+                {
+                  "Fn::GetAtt": [
+                    "APIGetWebText363F573D",
+                    "Arn",
+                  ],
+                },
+                "/invocations",
+              ],
+            ],
+          },
+        },
+        "ResourceId": {
+          "Ref": "APIApiwebtext0828B9D5",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIApiwebtextOPTIONS5EFD2A2D": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ApiKeyRequired": false,
+        "AuthorizationType": "NONE",
+        "HttpMethod": "OPTIONS",
+        "Integration": {
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+              "ResponseParameters": {
+                "method.response.header.Access-Control-Allow-Headers": "'Content-Type,X-Amz-Date,Authorization,X-Api-Key,X-Amz-Security-Token,X-Amz-User-Agent'",
+                "method.response.header.Access-Control-Allow-Methods": "'OPTIONS,GET,PUT,POST,DELETE,PATCH,HEAD'",
+                "method.response.header.Access-Control-Allow-Origin": "'*'",
+              },
+              "StatusCode": "204",
+            },
+          ],
+          "RequestTemplates": {
+            "application/json": "{ statusCode: 200 }",
+          },
+          "Type": "MOCK",
+        },
+        "MethodResponses": [
+          {
+            "ResponseParameters": {
+              "method.response.header.Access-Control-Allow-Headers": true,
+              "method.response.header.Access-Control-Allow-Methods": true,
+              "method.response.header.Access-Control-Allow-Origin": true,
+            },
+            "StatusCode": "204",
+          },
+        ],
+        "ResourceId": {
+          "Ref": "APIApiwebtext0828B9D5",
+        },
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+      },
+      "Type": "AWS::ApiGateway::Method",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIAuthorizer9DCC037B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "IdentitySource": "method.request.header.Authorization",
+        "Name": "GenerativeAiUseCasesStackAPIAuthorizer21D53881",
+        "ProviderARNs": [
+          {
+            "Fn::GetAtt": [
+              "AuthUserPool8115E87F",
+              "Arn",
+            ],
+          },
+        ],
+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
+        },
+        "Type": "COGNITO_USER_POOLS",
+      },
+      "Type": "AWS::ApiGateway::Authorizer",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICopyVideoJobB772026B": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APICopyVideoJobServiceRoleDefaultPolicy1BE7F305",
+        "APICopyVideoJobServiceRoleEB5412FA",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "BUCKET_NAME": {
+              "Ref": "APIFileBucket8FB29855",
+            },
+            "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_REGION": "us-east-1",
+            "TABLE_NAME": {
+              "Ref": "DatabaseTableF104A135",
+            },
+            "VIDEO_BUCKET_REGION_MAP": {
+              "Fn::Join": [
+                "",
+                [
+                  "{"us-east-1":"",
+                  {
+                    "Fn::ImportValue": "VideoTmpBucketStackus-east-1:ExportsOutputRefBucket83908E7781C90AC0",
+                  },
+                  ""}",
+                ],
+              ],
+            },
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "MemorySize": 512,
+        "Role": {
+          "Fn::GetAtt": [
+            "APICopyVideoJobServiceRoleEB5412FA",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICopyVideoJobServiceRoleDefaultPolicy1BE7F305": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "s3:GetObject",
+                "s3:DeleteObject",
+                "s3:ListBucket",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:aws:s3:::",
+                      {
+                        "Fn::ImportValue": "VideoTmpBucketStackus-east-1:ExportsOutputRefBucket83908E7781C90AC0",
+                      },
+                    ],
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:aws:s3:::",
+                      {
+                        "Fn::ImportValue": "VideoTmpBucketStackus-east-1:ExportsOutputRefBucket83908E7781C90AC0",
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:DeleteObject*",
+                "s3:PutObject",
+                "s3:PutObjectLegalHold",
+                "s3:PutObjectRetention",
+                "s3:PutObjectTagging",
+                "s3:PutObjectVersionTagging",
+                "s3:Abort*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "APIFileBucket8FB29855",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "APIFileBucket8FB29855",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DatabaseTableF104A135",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DatabaseTableF104A135",
+                          "Arn",
+                        ],
+                      },
+                      "/index/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "APICopyVideoJobServiceRoleDefaultPolicy1BE7F305",
+        "Roles": [
+          {
+            "Ref": "APICopyVideoJobServiceRoleEB5412FA",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICopyVideoJobServiceRoleEB5412FA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateChatE07AFAF4": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APICreateChatServiceRoleDefaultPolicy0072EEC4",
+        "APICreateChatServiceRoleC49F5DA3",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "TABLE_NAME": {
+              "Ref": "DatabaseTableF104A135",
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "APICreateChatServiceRoleC49F5DA3",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateChatServiceRoleC49F5DA3": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateChatServiceRoleDefaultPolicy0072EEC4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DatabaseTableF104A135",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DatabaseTableF104A135",
+                          "Arn",
+                        ],
+                      },
+                      "/index/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "APICreateChatServiceRoleDefaultPolicy0072EEC4",
+        "Roles": [
+          {
+            "Ref": "APICreateChatServiceRoleC49F5DA3",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateMessages1C3421C0": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APICreateMessagesServiceRoleDefaultPolicy6B2A82CC",
+        "APICreateMessagesServiceRole3B693939",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "BUCKET_NAME": {
+              "Ref": "APIFileBucket8FB29855",
+            },
+            "STATS_TABLE_NAME": {
+              "Ref": "DatabaseStatsTable9C709761",
+            },
+            "TABLE_NAME": {
+              "Ref": "DatabaseTableF104A135",
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "APICreateMessagesServiceRole3B693939",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateMessagesServiceRole3B693939": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateMessagesServiceRoleDefaultPolicy6B2A82CC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "dynamodb:BatchGetItem",
+                "dynamodb:GetRecords",
+                "dynamodb:GetShardIterator",
+                "dynamodb:Query",
+                "dynamodb:GetItem",
+                "dynamodb:Scan",
+                "dynamodb:ConditionCheckItem",
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DatabaseTableF104A135",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DatabaseTableF104A135",
+                          "Arn",
+                        ],
+                      },
+                      "/index/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "dynamodb:BatchGetItem",
+                "dynamodb:GetRecords",
+                "dynamodb:GetShardIterator",
+                "dynamodb:Query",
+                "dynamodb:GetItem",
+                "dynamodb:Scan",
+                "dynamodb:ConditionCheckItem",
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DatabaseStatsTable9C709761",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Ref": "AWS::NoValue",
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "APICreateMessagesServiceRoleDefaultPolicy6B2A82CC",
+        "Roles": [
+          {
+            "Ref": "APICreateMessagesServiceRole3B693939",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateShareId3D7F7B2B": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APICreateShareIdServiceRoleDefaultPolicy2ECB25CC",
+        "APICreateShareIdServiceRoleB27F0BB3",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "TABLE_NAME": {
+              "Ref": "DatabaseTableF104A135",
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "APICreateShareIdServiceRoleB27F0BB3",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateShareIdServiceRoleB27F0BB3": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateShareIdServiceRoleDefaultPolicy2ECB25CC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "dynamodb:BatchGetItem",
+                "dynamodb:GetRecords",
+                "dynamodb:GetShardIterator",
+                "dynamodb:Query",
+                "dynamodb:GetItem",
+                "dynamodb:Scan",
+                "dynamodb:ConditionCheckItem",
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DatabaseTableF104A135",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DatabaseTableF104A135",
+                          "Arn",
+                        ],
+                      },
+                      "/index/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "APICreateShareIdServiceRoleDefaultPolicy2ECB25CC",
+        "Roles": [
+          {
+            "Ref": "APICreateShareIdServiceRoleB27F0BB3",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateSystemContextsB5DC1BC2": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APICreateSystemContextsServiceRoleDefaultPolicy14B29479",
+        "APICreateSystemContextsServiceRoleD588AFD4",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "TABLE_NAME": {
+              "Ref": "DatabaseTableF104A135",
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "APICreateSystemContextsServiceRoleD588AFD4",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateSystemContextsServiceRoleD588AFD4": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APICreateSystemContextsServiceRoleDefaultPolicy14B29479": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DatabaseTableF104A135",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DatabaseTableF104A135",
+                          "Arn",
+                        ],
+                      },
+                      "/index/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "APICreateSystemContextsServiceRoleDefaultPolicy14B29479",
+        "Roles": [
+          {
+            "Ref": "APICreateSystemContextsServiceRoleD588AFD4",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteChat1517278C": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APIDeleteChatServiceRoleDefaultPolicy010EC0CA",
+        "APIDeleteChatServiceRole6340C3C0",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "TABLE_NAME": {
+              "Ref": "DatabaseTableF104A135",
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "APIDeleteChatServiceRole6340C3C0",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteChatServiceRole6340C3C0": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
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+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteChatServiceRoleDefaultPolicy010EC0CA": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "dynamodb:BatchGetItem",
+                "dynamodb:GetRecords",
+                "dynamodb:GetShardIterator",
+                "dynamodb:Query",
+                "dynamodb:GetItem",
+                "dynamodb:Scan",
+                "dynamodb:ConditionCheckItem",
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DatabaseTableF104A135",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DatabaseTableF104A135",
+                          "Arn",
+                        ],
+                      },
+                      "/index/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "APIDeleteChatServiceRoleDefaultPolicy010EC0CA",
+        "Roles": [
+          {
+            "Ref": "APIDeleteChatServiceRole6340C3C0",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteFileFunctionC52312C7": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APIDeleteFileFunctionServiceRoleDefaultPolicy2347797A",
+        "APIDeleteFileFunctionServiceRoleCEF08B07",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "BUCKET_NAME": {
+              "Ref": "APIFileBucket8FB29855",
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "APIDeleteFileFunctionServiceRoleCEF08B07",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteFileFunctionServiceRoleCEF08B07": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteFileFunctionServiceRoleDefaultPolicy2347797A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "s3:DeleteObject*",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::Join": [
+                  "",
+                  [
+                    {
+                      "Fn::GetAtt": [
+                        "APIFileBucket8FB29855",
+                        "Arn",
+                      ],
+                    },
+                    "/*",
+                  ],
+                ],
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "APIDeleteFileFunctionServiceRoleDefaultPolicy2347797A",
+        "Roles": [
+          {
+            "Ref": "APIDeleteFileFunctionServiceRoleCEF08B07",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteShareIdFE187370": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "APIDeleteShareIdServiceRoleDefaultPolicy7764E7A7",
+        "APIDeleteShareIdServiceRole02E8B695",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "TABLE_NAME": {
+              "Ref": "DatabaseTableF104A135",
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "APIDeleteShareIdServiceRole02E8B695",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
+          "SecurityGroupIds": [
+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteShareIdServiceRole02E8B695": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "APIDeleteShareIdServiceRoleDefaultPolicy7764E7A7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
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+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
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+                  ],
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+        "APIDeleteSystemContextsServiceRole63CAEFD9",
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+        "Timeout": 900,
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+              ],
+            },
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+            },
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+            },
+          ],
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+      "UpdateReplacePolicy": "Delete",
+    },
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+        "APIDeleteVideoJobServiceRole42910CE4",
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+        "APIFindChatbyIdServiceRole35A1548F",
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+        "APIGenerateImageServiceRoleC0428356",
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+                  },
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+                  {
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+        "APIGenerateVideoServiceRole3DDCDDA7",
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+                  },
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+        "Timeout": 900,
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+        "APIListSystemContextsServiceRole60484AB7",
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+          "VITE_APP_PREDICT_STREAM_FUNCTION_ARN": {
+            "Fn::GetAtt": [
+              "APIPredictStream44DDBC25",
+              "Arn",
+            ],
+          },
+          "VITE_APP_RAG_ENABLED": "true",
+          "VITE_APP_RAG_KNOWLEDGE_BASE_ENABLED": "true",
+          "VITE_APP_REGION": "us-east-1",
+          "VITE_APP_SAMLAUTH_ENABLED": "false",
+          "VITE_APP_SAML_COGNITO_DOMAIN_NAME": "",
+          "VITE_APP_SAML_COGNITO_FEDERATED_IDENTITY_PROVIDER_NAME": "",
+          "VITE_APP_SELF_SIGN_UP_ENABLED": "true",
+          "VITE_APP_SPEECH_TO_SPEECH_EVENT_API_ENDPOINT": {
+            "Fn::Join": [
+              "",
+              [
+                "https://",
+                {
+                  "Fn::GetAtt": [
+                    "SpeechToSpeechEventApi1E2E9AB4",
+                    "Dns.Http",
+                  ],
+                },
+                "/event",
+              ],
+            ],
+          },
+          "VITE_APP_SPEECH_TO_SPEECH_MODEL_IDS": {
+            "Fn::Join": [
+              "",
+              [
+                "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                {
+                  "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+                },
+                ""}]",
+              ],
+            ],
+          },
+          "VITE_APP_SPEECH_TO_SPEECH_NAMESPACE": "speech-to-speech",
+          "VITE_APP_USER_POOL_CLIENT_ID": {
+            "Ref": "AuthUserPoolclientA74673A9",
+          },
+          "VITE_APP_USER_POOL_ID": {
+            "Ref": "AuthUserPool8115E87F",
+          },
+          "VITE_APP_USE_CASE_BUILDER_ENABLED": "true",
+          "VITE_APP_VIDEO_MODEL_IDS": {
+            "Fn::Join": [
+              "",
+              [
+                "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                {
+                  "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                },
+                ""}]",
+              ],
+            ],
+          },
+        },
+        "outputEnvFile": false,
+        "outputSourceDirectory": "../packages/web/dist",
+        "sources": [
+          {
+            "extractPath": "..",
+            "sourceBucketName": "cdk-hnb659fds-assets-123456890123-us-east-1",
+            "sourceObjectKey": "HASH-REPLACED.zip",
+          },
+        ],
+        "type": "NodejsBuild",
+        "workingDirectory": "..",
+      },
+      "Type": "Custom::CDKNodejsBuild",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApiBuildWebDeployAwsCliLayer187512BE": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "ApiBuildWeb746ABF13",
+      ],
+      "Properties": {
+        "Content": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": "/opt/awscli/aws",
+      },
+      "Type": "AWS::Lambda::LayerVersion",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApiBuildWebDeployCustomResource512MiBE7E7D353": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "ApiBuildWeb746ABF13",
+      ],
+      "Properties": {
+        "DestinationBucketName": {
+          "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedWebWebBucket6C6180EC94FAE0A6",
+        },
+        "OutputObjectKeys": true,
+        "Prune": true,
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C512MiB6723FB92",
+            "Arn",
+          ],
+        },
+        "SourceBucketNames": [
+          "cdk-hnb659fds-assets-123456890123-us-east-1",
+        ],
+        "SourceObjectKeys": [
+          {
+            "Fn::GetAtt": [
+              "ApiBuildWeb746ABF13",
+              "destinationObjectKey",
+            ],
+          },
+        ],
+      },
+      "Type": "Custom::CDKBucketDeployment",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApiBuildWebProjectDF2CE9D0": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "Artifacts": {
+          "Type": "NO_ARTIFACTS",
+        },
+        "Cache": {
+          "Type": "NO_CACHE",
+        },
+        "EncryptionKey": "alias/aws/s3",
+        "Environment": {
+          "ComputeType": "BUILD_GENERAL1_MEDIUM",
+          "Image": "aws/codebuild/standard:7.0",
+          "ImagePullCredentialsType": "CODEBUILD",
+          "PrivilegedMode": false,
+          "Type": "LINUX_CONTAINER",
+        },
+        "ServiceRole": {
+          "Fn::GetAtt": [
+            "ApiBuildWebProjectRole8A770CFE",
+            "Arn",
+          ],
+        },
+        "Source": {
+          "BuildSpec": "{
+  "version": "0.2",
+  "env": {
+    "shell": "bash"
+  },
+  "phases": {
+    "install": {
+      "runtime-versions": {
+        "nodejs": 18
+      }
+    },
+    "build": {
+      "commands": [
+        "current_dir=$(pwd)",
+        "\\necho \\"$input\\"\\nfor obj in $(echo \\"$input\\" | jq -r '.[] | @base64'); do\\n  decoded=$(echo \\"$obj\\" | base64 --decode)\\n  assetUrl=$(echo \\"$decoded\\" | jq -r '.assetUrl')\\n  extractPath=$(echo \\"$decoded\\" | jq -r '.extractPath')\\n  commands=$(echo \\"$decoded\\" | jq -r '.commands')\\n\\n  # Download the zip file\\n  aws s3 cp \\"$assetUrl\\" temp.zip\\n\\n  # Extract the zip file to the extractPath directory\\n  mkdir -p \\"$extractPath\\"\\n  unzip temp.zip -d \\"$extractPath\\"\\n\\n  # Remove the zip file\\n  rm temp.zip\\n\\n  # Run the specified commands in the extractPath directory\\n  cd \\"$extractPath\\"\\n  ls -la\\n  eval \\"$commands\\"\\n  cd \\"$current_dir\\"\\n  ls -la\\ndone\\n              ",
+        "ls -la",
+        "cd \\"$workingDirectory\\"",
+        "eval \\"$buildCommands\\"",
+        "ls -la",
+        "cd \\"$current_dir\\"",
+        "cd \\"$outputSourceDirectory\\"",
+        "zip -r output.zip ./",
+        "aws s3 cp output.zip \\"s3://$destinationBucketName/$destinationObjectKey\\"",
+        "\\nif [[ $outputEnvFile == \\"true\\" ]]\\nthen\\n  # Split the comma-separated string into an array\\n  for var_name in \${envNames//,/ }\\n  do\\n      echo \\"Element: $var_name\\"\\n      var_value=\\"\${!var_name}\\"\\n      echo \\"$var_name=$var_value\\" >> tmp.env\\n  done\\n\\n  aws s3 cp tmp.env \\"s3://$destinationBucketName/$envFileKey\\"\\nfi\\n              "
+      ]
+    },
+    "post_build": {
+      "commands": [
+        "echo Build completed on \`date\`",
+        "\\nSTATUS='SUCCESS'\\nif [ $CODEBUILD_BUILD_SUCCEEDING -ne 1 ] # Test if the build is failing\\nthen\\nSTATUS='FAILED'\\nREASON=\\"NodejsBuild failed. See CloudWatch Log stream for the detailed reason: \\nhttps://$AWS_REGION.console.aws.amazon.com/cloudwatch/home?region=$AWS_REGION#logsV2:log-groups/log-group/\\\\$252Faws\\\\$252Fcodebuild\\\\$252F$projectName/log-events/$CODEBUILD_LOG_PATH\\"\\nfi\\ncat <<EOF > payload.json\\n{\\n  \\"StackId\\": \\"$stackId\\",\\n  \\"RequestId\\": \\"$requestId\\",\\n  \\"LogicalResourceId\\":\\"$logicalResourceId\\",\\n  \\"PhysicalResourceId\\": \\"$logicalResourceId\\",\\n  \\"Status\\": \\"$STATUS\\",\\n  \\"Reason\\": \\"$REASON\\",\\n  \\"Data\\": {\\n    \\"destinationObjectKey\\": \\"$destinationObjectKey\\",\\n    \\"envFileKey\\": \\"$envFileKey\\"\\n  }\\n}\\nEOF\\ncurl -v -i -X PUT -H 'Content-Type:' -d \\"@payload.json\\" \\"$responseURL\\"\\n              "
+      ]
+    }
+  }
+}",
+          "Type": "NO_SOURCE",
+        },
+      },
+      "Type": "AWS::CodeBuild::Project",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApiBuildWebProjectRole8A770CFE": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "codebuild.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApiBuildWebProjectRoleDefaultPolicyEA537DDE": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "logs:CreateLogGroup",
+                "logs:CreateLogStream",
+                "logs:PutLogEvents",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":logs:us-east-1:123456890123:log-group:/aws/codebuild/",
+                      {
+                        "Ref": "ApiBuildWebProjectDF2CE9D0",
+                      },
+                    ],
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":logs:us-east-1:123456890123:log-group:/aws/codebuild/",
+                      {
+                        "Ref": "ApiBuildWebProjectDF2CE9D0",
+                      },
+                      ":*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "codebuild:CreateReportGroup",
+                "codebuild:CreateReport",
+                "codebuild:UpdateReport",
+                "codebuild:BatchPutTestCases",
+                "codebuild:BatchPutCodeCoverages",
+              ],
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::Join": [
+                  "",
+                  [
+                    "arn:",
+                    {
+                      "Ref": "AWS::Partition",
+                    },
+                    ":codebuild:us-east-1:123456890123:report-group/",
+                    {
+                      "Ref": "ApiBuildWebProjectDF2CE9D0",
+                    },
+                    "-*",
+                  ],
+                ],
+              },
+            },
+            {
+              "Action": [
+                "s3:GetObject*",
+                "s3:GetBucket*",
+                "s3:List*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1",
+                    ],
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:DeleteObject*",
+                "s3:PutObject",
+                "s3:PutObjectLegalHold",
+                "s3:PutObjectRetention",
+                "s3:PutObjectTagging",
+                "s3:PutObjectVersionTagging",
+                "s3:Abort*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1",
+                    ],
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "ApiBuildWebProjectRoleDefaultPolicyEA537DDE",
+        "Roles": [
+          {
+            "Ref": "ApiBuildWebProjectRole8A770CFE",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApiWafAssociation": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ResourceArn": {
+          "Fn::Join": [
+            "",
+            [
+              "arn:",
+              {
+                "Ref": "AWS::Partition",
+              },
+              ":apigateway:us-east-1::/restapis/",
+              {
+                "Ref": "APIApiFFA96F67",
+              },
+              "/stages/",
+              {
+                "Ref": "APIApiDeploymentStageapiCD55D117",
+              },
+            ],
+          ],
+        },
+        "WebACLArn": {
+          "Fn::GetAtt": [
+            "RegionalWafWebAclRegionalWaf7F1BE9A6",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "AWS::WAFv2::WebACLAssociation",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthIdentityPool659E7F64": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "AuthUserPoolclientA74673A9",
+        "AuthUserPool8115E87F",
+      ],
+      "Properties": {
+        "AllowUnauthenticatedIdentities": false,
+        "CognitoIdentityProviders": [
+          {
+            "ClientId": {
+              "Ref": "AuthUserPoolclientA74673A9",
+            },
+            "ProviderName": {
+              "Fn::Join": [
+                "",
+                [
+                  "cognito-idp.us-east-1.",
+                  {
+                    "Ref": "AWS::URLSuffix",
+                  },
+                  "/",
+                  {
+                    "Ref": "AuthUserPool8115E87F",
+                  },
+                ],
+              ],
+            },
+            "ServerSideTokenCheck": true,
+          },
+        ],
+      },
+      "Type": "AWS::Cognito::IdentityPool",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthIdentityPoolAuthenticatedRole09311B20": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "AuthUserPoolclientA74673A9",
+        "AuthUserPool8115E87F",
+      ],
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRoleWithWebIdentity",
+              "Condition": {
+                "ForAnyValue:StringLike": {
+                  "cognito-identity.amazonaws.com:amr": "authenticated",
+                },
+                "StringEquals": {
+                  "cognito-identity.amazonaws.com:aud": {
+                    "Ref": "AuthIdentityPool659E7F64",
+                  },
+                },
+              },
+              "Effect": "Allow",
+              "Principal": {
+                "Federated": "cognito-identity.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Default Authenticated Role for Identity Pool ",
+              {
+                "Fn::GetAtt": [
+                  "AuthIdentityPool659E7F64",
+                  "Name",
+                ],
+              },
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthIdentityPoolAuthenticatedRoleDefaultPolicy2F0603CE": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "AuthUserPoolclientA74673A9",
+        "AuthUserPool8115E87F",
+      ],
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "lambda:InvokeFunction",
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "APIPredictStream44DDBC25",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "APIPredictStream44DDBC25",
+                          "Arn",
+                        ],
+                      },
+                      ":*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": "lambda:InvokeFunction",
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "APIInvokeFlow03786D76",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "APIInvokeFlow03786D76",
+                          "Arn",
+                        ],
+                      },
+                      ":*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": "lambda:InvokeFunction",
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "APIOptimizePromptFunctionC14E6D1B",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "APIOptimizePromptFunctionC14E6D1B",
+                          "Arn",
+                        ],
+                      },
+                      ":*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "AuthIdentityPoolAuthenticatedRoleDefaultPolicy2F0603CE",
+        "Roles": [
+          {
+            "Ref": "AuthIdentityPoolAuthenticatedRole09311B20",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthIdentityPoolDefaultRoleAttachmentA62DEBB8": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "AuthUserPoolclientA74673A9",
+        "AuthUserPool8115E87F",
+      ],
+      "Properties": {
+        "IdentityPoolId": {
+          "Ref": "AuthIdentityPool659E7F64",
+        },
+        "Roles": {
+          "authenticated": {
+            "Fn::GetAtt": [
+              "AuthIdentityPoolAuthenticatedRole09311B20",
+              "Arn",
+            ],
+          },
+          "unauthenticated": {
+            "Fn::GetAtt": [
+              "AuthIdentityPoolUnauthenticatedRoleA421F307",
+              "Arn",
+            ],
+          },
+        },
+      },
+      "Type": "AWS::Cognito::IdentityPoolRoleAttachment",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthIdentityPoolUnauthenticatedRoleA421F307": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "AuthUserPoolclientA74673A9",
+        "AuthUserPool8115E87F",
+      ],
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRoleWithWebIdentity",
+              "Condition": {
+                "ForAnyValue:StringLike": {
+                  "cognito-identity.amazonaws.com:amr": "unauthenticated",
+                },
+                "StringEquals": {
+                  "cognito-identity.amazonaws.com:aud": {
+                    "Ref": "AuthIdentityPool659E7F64",
+                  },
+                },
+              },
+              "Effect": "Allow",
+              "Principal": {
+                "Federated": "cognito-identity.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Default Unauthenticated Role for Identity Pool ",
+              {
+                "Fn::GetAtt": [
+                  "AuthIdentityPool659E7F64",
+                  "Name",
+                ],
+              },
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthPollyPolicy8CB5A12A": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "polly:SynthesizeSpeech",
+              "Effect": "Allow",
+              "Resource": "*",
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "AuthPollyPolicy8CB5A12A",
+        "Roles": [
+          {
+            "Ref": "AuthIdentityPoolAuthenticatedRole09311B20",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthUserPool8115E87F": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AccountRecoverySetting": {
+          "RecoveryMechanisms": [
+            {
+              "Name": "verified_phone_number",
+              "Priority": 1,
+            },
+            {
+              "Name": "verified_email",
+              "Priority": 2,
+            },
+          ],
+        },
+        "AdminCreateUserConfig": {
+          "AllowAdminCreateUserOnly": false,
+        },
+        "AutoVerifiedAttributes": [
+          "email",
+        ],
+        "EmailVerificationMessage": "The verification code to your new account is {####}",
+        "EmailVerificationSubject": "Verify your new account",
+        "Policies": {
+          "PasswordPolicy": {
+            "MinimumLength": 8,
+            "RequireNumbers": true,
+            "RequireSymbols": true,
+            "RequireUppercase": true,
+          },
+        },
+        "SmsVerificationMessage": "The verification code to your new account is {####}",
+        "UsernameAttributes": [
+          "email",
+        ],
+        "VerificationMessageTemplate": {
+          "DefaultEmailOption": "CONFIRM_WITH_CODE",
+          "EmailMessage": "The verification code to your new account is {####}",
+          "EmailSubject": "Verify your new account",
+          "SmsMessage": "The verification code to your new account is {####}",
+        },
+      },
+      "Type": "AWS::Cognito::UserPool",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AuthUserPoolclientA74673A9": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AllowedOAuthFlows": [
+          "implicit",
+          "code",
+        ],
+        "AllowedOAuthFlowsUserPoolClient": true,
+        "AllowedOAuthScopes": [
+          "profile",
+          "phone",
+          "email",
+          "openid",
+          "aws.cognito.signin.user.admin",
+        ],
+        "CallbackURLs": [
+          "https://example.com",
+        ],
+        "IdTokenValidity": 1440,
+        "SupportedIdentityProviders": [
+          "COGNITO",
+        ],
+        "TokenValidityUnits": {
+          "IdToken": "minutes",
+        },
+        "UserPoolId": {
+          "Ref": "AuthUserPool8115E87F",
+        },
+      },
+      "Type": "AWS::Cognito::UserPoolClient",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBB049752D": {
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+            },
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+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+              ],
+              "Effect": "Allow",
+              "Principal": {
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+                  ],
+                },
+              },
+              "Resource": [
+                {
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+                    "Arn",
+                  ],
+                },
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+                    [
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+                        "Fn::GetAtt": [
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+            },
+            {
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+                "kendra:BatchDeleteDocument",
+              ],
+              "Effect": "Allow",
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+        },
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+      "UpdateReplacePolicy": "Delete",
+    },
+    "RagDeployDocsCustomResource1024MiB43EE2539": {
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+        },
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+          "docs/bedrock-ug.pdf.metadata.json",
+          "docs/nova-ug.pdf.metadata.json",
+        ],
+        "OutputObjectKeys": true,
+        "Prune": false,
+        "ServiceToken": {
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+        "Name": "generative-ai-use-cases-index",
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+                      ],
+                    },
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+    },
+    "RagKendraIndexRoleDefaultPolicyFC744A27": {
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+        "Name": "GenerativeAiUseCasesStackRagKnowledgeBaseAuthorizer981836CD",
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+    },
+    "RagKnowledgeBaseRetrieve67B5F652": {
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+        "RagKnowledgeBaseRetrieveServiceRoleCB099EEC",
+      ],
+      "Properties": {
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+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
+            "KNOWLEDGE_BASE_ID": {
+              "Fn::ImportValue": "RagKnowledgeBaseStack:ExportsOutputRefKnowledgeBaseD054384B",
+            },
+            "MODEL_REGION": "us-east-1",
+          },
+        },
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+        "Role": {
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+        "Runtime": "nodejs22.x",
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+            ],
+          },
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+    "RagKnowledgeBaseRetrieveServiceRoleDefaultPolicy83CCDA03": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
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+              "Action": "bedrock:Retrieve",
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+                ],
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+            },
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+        "RagQueryServiceRoleF4A9010B",
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+        "Environment": {
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+              "Ref": "RagKendraIndexFEF3924C",
+            },
+            "LANGUAGE": "ja",
+          },
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+        "Role": {
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+        "Runtime": "nodejs22.x",
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+          "SubnetIds": [
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+            },
+            {
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+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "RagQueryServiceRoleDefaultPolicy7B690C59": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "kendra:Query",
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+        "Roles": [
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+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "RagQueryServiceRoleF4A9010B": {
+      "DeletionPolicy": "Delete",
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+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
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+    },
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+        "RagRetrieveServiceRoleF745466E",
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+            },
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+            },
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+    },
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+      "Properties": {
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+            "Statement": {
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+        "Name": "GenerativeAiUseCasesStackSpeechToSpeechAuthorizerC597101F",
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+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "SPEECH_TO_SPEECH_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "SPEECH_TO_SPEECH_TASK_FUNCTION_ARN": {
+              "Fn::GetAtt": [
+                "SpeechToSpeechTaskC1149BF3",
+                "Arn",
+              ],
+            },
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
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+            "SpeechToSpeechStartSessionServiceRoleEBE56984",
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+        "Timeout": 900,
+        "VpcConfig": {
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+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "SpeechToSpeechStartSessionServiceRoleDefaultPolicy4D6D3AC7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "lambda:InvokeFunction",
+              "Effect": "Allow",
+              "Resource": [
+                {
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+                    "SpeechToSpeechTaskC1149BF3",
+                    "Arn",
+                  ],
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+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "SpeechToSpeechTaskC1149BF3",
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+            },
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+            "Ref": "SpeechToSpeechStartSessionServiceRoleEBE56984",
+          },
+        ],
+      },
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+      "UpdateReplacePolicy": "Delete",
+    },
+    "SpeechToSpeechStartSessionServiceRoleEBE56984": {
+      "DeletionPolicy": "Delete",
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+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "SpeechToSpeechTaskC1149BF3": {
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+        "SpeechToSpeechTaskServiceRole6B9DD524",
+      ],
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+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
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+            "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
+            "EVENT_API_ENDPOINT": {
+              "Fn::Join": [
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+                [
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+                  {
+                    "Fn::GetAtt": [
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+                      "Dns.Http",
+                    ],
+                  },
+                  "/event",
+                ],
+              ],
+            },
+            "NAMESPACE": "speech-to-speech",
+            "SPEECH_TO_SPEECH_MODEL_IDS": {
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+                "",
+                [
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+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+          },
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+        "MemorySize": 512,
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+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+        "VpcConfig": {
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+            {
+              "Fn::GetAtt": [
+                "LambdaSeurityGroup14B5161A",
+                "GroupId",
+              ],
+            },
+          ],
+          "SubnetIds": [
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "SpeechToSpeechTaskServiceRole6B9DD524": {
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+      "Properties": {
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+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
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+          },
+        ],
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+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "SpeechToSpeechTaskServiceRoleDefaultPolicy1048205C": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
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+            {
+              "Action": "appsync:EventConnect",
+              "Effect": "Allow",
+              "Resource": {
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+                        "ApiId",
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+            {
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+                      "Fn::GetAtt": [
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+                        "ApiId",
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+            },
+            {
+              "Action": "bedrock:*",
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+      "Properties": {
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+            "Value": "true",
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+      "Type": "AWS::S3::Bucket",
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+    "TranscribeAudioBucketPolicyB71E621B": {
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+                "s3:List*",
+                "s3:DeleteObject*",
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+              "Effect": "Allow",
+              "Principal": {
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+                  "Fn::GetAtt": [
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+      "Type": "AWS::S3::BucketPolicy",
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+    "TranscribeAuthorizerAD1EA74B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "IdentitySource": "method.request.header.Authorization",
+        "Name": "GenerativeAiUseCasesStackTranscribeAuthorizerAF169A6F",
+        "ProviderARNs": [
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+        "RestApiId": {
+          "Ref": "APIApiFFA96F67",
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+        "Type": "COGNITO_USER_POOLS",
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+    },
+    "TranscribeGetSignedUrlB23CCF77": {
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+      "DependsOn": [
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+        "TranscribeGetSignedUrlServiceRoleA1966EF9",
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+      "Properties": {
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+          "S3Key": "HASH-REPLACED.zip",
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+        "Environment": {
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+            "BUCKET_NAME": {
+              "Ref": "TranscribeAudioBucket39DFF290",
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+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
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+        "Timeout": 900,
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+      "DeletionPolicy": "Delete",
+      "Properties": {
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+    "TranscribeGetTranscription3C736BFC": {
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+        "TranscribeGetTranscriptionServiceRoleF0840D49",
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+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet1Subnet2EF6D3F36370B312",
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+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "TranscribeGetTranscriptionServiceRoleDefaultPolicy319B7E4B": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
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+      "DeletionPolicy": "Delete",
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+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "TranscribeGrantAccessTranscribeStream9E9439CC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
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+              "Action": "transcribe:StartStreamTranscriptionWebSocket",
+              "Effect": "Allow",
+              "Resource": "*",
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+          "Version": "2012-10-17",
+        },
+        "PolicyName": "TranscribeGrantAccessTranscribeStream9E9439CC",
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+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
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+    "TranscribeStartTranscription7C6A7A96": {
+      "DeletionPolicy": "Delete",
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+        "TranscribeStartTranscriptionServiceRoleE21CF5C0",
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+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "TRANSCRIPT_BUCKET_NAME": {
+              "Ref": "TranscribeTranscriptBucketE67CAF92",
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+        },
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+        "Runtime": "nodejs22.x",
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+    },
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+                "s3:PutObjectRetention",
+                "s3:PutObjectTagging",
+                "s3:PutObjectVersionTagging",
+                "s3:Abort*",
+              ],
+              "Effect": "Allow",
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+      "UpdateReplacePolicy": "Delete",
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+            "Value": "true",
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+              "Effect": "Allow",
+              "Principal": {
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+        "Name": "GenerativeAiUseCasesStackUseCaseBuilderAuthorizer9AB4C426",
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+        "Type": "COGNITO_USER_POOLS",
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+        "UseCaseBuilderCreateUseCaseServiceRoleA3FFCC29",
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+    },
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+        "UseCaseBuilderDeleteUseCaseServiceRoleCC0155F5",
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+            "USECASE_TABLE_NAME": {
+              "Ref": "UseCaseBuilderUseCaseBuilderTable449740F3",
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+        "Timeout": 900,
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+      "UpdateReplacePolicy": "Delete",
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+    "UseCaseBuilderDeleteUseCaseServiceRoleCC0155F5": {
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+                "dynamodb:DescribeTable",
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+              "Effect": "Allow",
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+        "UseCaseBuilderGetUseCaseServiceRoleF32AAC5F",
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+            "USECASE_TABLE_NAME": {
+              "Ref": "UseCaseBuilderUseCaseBuilderTable449740F3",
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+            },
+            {
+              "Fn::ImportValue": "ClosedNetworkStack:ExportsOutputRefClosedVpcisolatedSubnet2SubnetB169C8D3D828FC40",
+            },
+          ],
+        },
+      },
+      "Type": "AWS::Lambda::Function",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "UseCaseBuilderUpdateUseCaseServiceRole754D86C5": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaVPCAccessExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "UseCaseBuilderUpdateUseCaseServiceRoleDefaultPolicy3934DEC9": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "dynamodb:BatchGetItem",
+                "dynamodb:GetRecords",
+                "dynamodb:GetShardIterator",
+                "dynamodb:Query",
+                "dynamodb:GetItem",
+                "dynamodb:Scan",
+                "dynamodb:ConditionCheckItem",
+                "dynamodb:BatchWriteItem",
+                "dynamodb:PutItem",
+                "dynamodb:UpdateItem",
+                "dynamodb:DeleteItem",
+                "dynamodb:DescribeTable",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "UseCaseBuilderUseCaseBuilderTable449740F3",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "UseCaseBuilderUseCaseBuilderTable449740F3",
+                          "Arn",
+                        ],
+                      },
+                      "/index/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "UseCaseBuilderUpdateUseCaseServiceRoleDefaultPolicy3934DEC9",
+        "Roles": [
+          {
+            "Ref": "UseCaseBuilderUpdateUseCaseServiceRole754D86C5",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "UseCaseBuilderUseCaseBuilderTable449740F3": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AttributeDefinitions": [
+          {
+            "AttributeName": "id",
+            "AttributeType": "S",
+          },
+          {
+            "AttributeName": "dataType",
+            "AttributeType": "S",
+          },
+          {
+            "AttributeName": "useCaseId",
+            "AttributeType": "S",
+          },
+        ],
+        "BillingMode": "PAY_PER_REQUEST",
+        "GlobalSecondaryIndexes": [
+          {
+            "IndexName": "UseCaseIdIndexName",
+            "KeySchema": [
+              {
+                "AttributeName": "useCaseId",
+                "KeyType": "HASH",
+              },
+              {
+                "AttributeName": "dataType",
+                "KeyType": "RANGE",
+              },
+            ],
+            "Projection": {
+              "ProjectionType": "ALL",
+            },
+          },
+        ],
+        "KeySchema": [
+          {
+            "AttributeName": "id",
+            "KeyType": "HASH",
+          },
+          {
+            "AttributeName": "dataType",
+            "KeyType": "RANGE",
+          },
+        ],
+      },
+      "Type": "AWS::DynamoDB::Table",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "UserPoolWafAssociation": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ResourceArn": {
+          "Fn::GetAtt": [
+            "AuthUserPool8115E87F",
+            "Arn",
+          ],
+        },
+        "WebACLArn": {
+          "Fn::GetAtt": [
+            "RegionalWafWebAclRegionalWaf7F1BE9A6",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "AWS::WAFv2::WebACLAssociation",
+      "UpdateReplacePolicy": "Delete",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot (closed network mode) 7`] = `
+{
+  "Outputs": {
+    "BedrockLogGroup": {
+      "Value": {
+        "Ref": "LogGroupF5B46931",
+      },
+    },
+    "DashboardName": {
+      "Value": {
+        "Ref": "Dashboard9E4231ED",
+      },
+    },
+    "DashboardUrl": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "https://console.aws.amazon.com/cloudwatch/home#dashboards/dashboard/",
+            {
+              "Ref": "Dashboard9E4231ED",
+            },
+          ],
+        ],
+      },
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "Dashboard9E4231ED": {
+      "Properties": {
+        "DashboardBody": {
+          "Fn::Join": [
+            "",
+            [
+              "{"start":"-P7D","widgets":[{"type":"text","width":18,"height":1,"x":0,"y":0,"properties":{"markdown":"**Amazon Bedrock Metrics**"}},{"type":"text","width":6,"height":1,"x":18,"y":0,"properties":{"markdown":"**User Metrics**"}},{"type":"metric","width":6,"height":6,"x":0,"y":1,"properties":{"view":"timeSeries","title":"InputTokenCount (Daily)","region":"",
+              {
+                "Ref": "AWS::Region",
+              },
+              "","metrics":[["AWS/Bedrock","InputTokenCount","ModelId","anthropic.claude-3-sonnet-20240229-v1:0",{"region":"us-east-1","period":86400,"stat":"Sum"}]],"yAxis":{}}},{"type":"metric","width":6,"height":6,"x":6,"y":1,"properties":{"view":"timeSeries","title":"OutputTokenCount (Daily)","region":"",
+              {
+                "Ref": "AWS::Region",
+              },
+              "","metrics":[["AWS/Bedrock","OutputTokenCount","ModelId","anthropic.claude-3-sonnet-20240229-v1:0",{"region":"us-east-1","period":86400,"stat":"Sum"}]],"yAxis":{}}},{"type":"metric","width":6,"height":6,"x":12,"y":1,"properties":{"view":"timeSeries","title":"Invocations (Daily)","region":"",
+              {
+                "Ref": "AWS::Region",
+              },
+              "","metrics":[["AWS/Bedrock","Invocations","ModelId","anthropic.claude-3-sonnet-20240229-v1:0",{"region":"us-east-1","period":86400,"stat":"Sum"}],["AWS/Bedrock","Invocations","ModelId","stability.stable-diffusion-xl-v1",{"region":"us-east-1","period":86400,"stat":"Sum"}]],"yAxis":{}}},{"type":"metric","width":6,"height":6,"x":18,"y":1,"properties":{"view":"timeSeries","title":"UserPool","region":"",
+              {
+                "Ref": "AWS::Region",
+              },
+              "","metrics":[["AWS/Cognito","SignInSuccesses","UserPool","",
+              {
+                "Fn::ImportValue": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPool8115E87F4F9C6D4C",
+              },
+              "","UserPoolClient","",
+              {
+                "Fn::ImportValue": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPoolclientA74673A913CB5D33",
+              },
+              "",{"region":"us-east-1","period":3600,"stat":"Sum"}],["AWS/Cognito","TokenRefreshSuccesses","UserPool","",
+              {
+                "Fn::ImportValue": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPool8115E87F4F9C6D4C",
+              },
+              "","UserPoolClient","",
+              {
+                "Fn::ImportValue": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPoolclientA74673A913CB5D33",
+              },
+              "",{"region":"us-east-1","period":3600,"stat":"Sum"}],["AWS/Cognito","SignUpSuccesses","UserPool","",
+              {
+                "Fn::ImportValue": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPool8115E87F4F9C6D4C",
+              },
+              "","UserPoolClient","",
+              {
+                "Fn::ImportValue": "GenerativeAiUseCasesStack:ExportsOutputRefAuthUserPoolclientA74673A913CB5D33",
+              },
+              "",{"region":"us-east-1","period":3600,"stat":"Sum"}]],"yAxis":{}}},{"type":"text","width":24,"height":1,"x":0,"y":7,"properties":{"markdown":"**Prompt Logs**"}},{"type":"log","width":24,"height":6,"x":0,"y":8,"properties":{"view":"table","title":"Prompt Logs","region":"",
+              {
+                "Ref": "AWS::Region",
+              },
+              "","query":"SOURCE '",
+              {
+                "Ref": "LogGroupF5B46931",
+              },
+              "' | filter @logStream = 'aws/bedrock/modelinvocations'\\n| filter schemaType like 'ModelInvocationLog'\\n| filter concat(input.inputBodyJson.prompt, input.inputBodyJson.messages.0.content.0.text) not like /.*<conversation>.*/\\n| sort @timestamp desc\\n| fields @timestamp, concat(input.inputBodyJson.prompt, input.inputBodyJson.messages.0.content.0.text) as input, modelId"}}]}",
+            ],
+          ],
+        },
+      },
+      "Type": "AWS::CloudWatch::Dashboard",
+    },
+    "LogGroupF5B46931": {
+      "DeletionPolicy": "Retain",
+      "Properties": {
+        "RetentionInDays": 365,
+      },
+      "Type": "AWS::Logs::LogGroup",
+      "UpdateReplacePolicy": "Retain",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot 1`] = `
+{
+  "Outputs": {
+    "ExportsOutputFnGetAttWebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995Arn2B4CD922": {
+      "Export": {
+        "Name": "CloudFrontWafStack:ExportsOutputFnGetAttWebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995Arn2B4CD922",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "WebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995",
+          "Arn",
+        ],
+      },
+    },
+    "WebAclId": {
+      "Value": {
+        "Fn::GetAtt": [
+          "WebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995",
+          "Arn",
+        ],
+      },
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "WebAclCloudFrontWafStackWebAclWebAclCloudFrontWafStackAC643995": {
+      "Properties": {
+        "DefaultAction": {
+          "Block": {},
+        },
+        "Name": "WebAcl-CloudFrontWafStackWebAclCloudFrontWafStackD5ED98FA",
+        "Rules": [
+          {
+            "Action": {
+              "Allow": {},
+            },
+            "Name": "GeoMatchRuleWebAclCloudFrontWafStack",
+            "Priority": 3,
+            "Statement": {
+              "GeoMatchStatement": {
+                "CountryCodes": [
+                  "JP",
+                ],
+              },
+            },
+            "VisibilityConfig": {
+              "CloudWatchMetricsEnabled": true,
+              "MetricName": "GeoMatchRuleWebAclCloudFrontWafStack",
+              "SampledRequestsEnabled": true,
+            },
+          },
+        ],
+        "Scope": "CLOUDFRONT",
+        "VisibilityConfig": {
+          "CloudWatchMetricsEnabled": true,
+          "MetricName": "WebAcl-CloudFrontWafStackWebAclCloudFrontWafStackD5ED98FA",
+          "SampledRequestsEnabled": true,
+        },
+      },
+      "Type": "AWS::WAFv2::WebACL",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot 2`] = `
+{
+  "Outputs": {
+    "ExportsOutputRefDataSourceBucket9FA93E04BB6984D1": {
+      "Export": {
+        "Name": "RagKnowledgeBaseStack:ExportsOutputRefDataSourceBucket9FA93E04BB6984D1",
+      },
+      "Value": {
+        "Ref": "DataSourceBucket9FA93E04",
+      },
+    },
+    "ExportsOutputRefKnowledgeBaseD054384B": {
+      "Export": {
+        "Name": "RagKnowledgeBaseStack:ExportsOutputRefKnowledgeBaseD054384B",
+      },
+      "Value": {
+        "Ref": "KnowledgeBase",
+      },
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "AccessPolicy": {
+      "Properties": {
+        "Name": "generative-ai-use-cases-jp",
+        "Policy": {
+          "Fn::Join": [
+            "",
+            [
+              "[{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"Permission":["aoss:DescribeCollectionItems","aoss:CreateCollectionItems","aoss:UpdateCollectionItems"],"ResourceType":"collection"},{"Resource":["index/generative-ai-use-cases-jp/*"],"Permission":["aoss:UpdateIndex","aoss:DescribeIndex","aoss:ReadDocument","aoss:WriteDocument","aoss:CreateIndex","aoss:DeleteIndex"],"ResourceType":"index"}],"Principal":["",
+              {
+                "Fn::GetAtt": [
+                  "KnowledgeBaseRoleA2B317B9",
+                  "Arn",
+                ],
+              },
+              "","",
+              {
+                "Fn::GetAtt": [
+                  "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
+                  "Arn",
+                ],
+              },
+              ""],"Description":""}]",
+            ],
+          ],
+        },
+        "Type": "data",
+      },
+      "Type": "AWS::OpenSearchServerless::AccessPolicy",
+    },
+    "ApplyTags": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "Collection",
+      ],
+      "Properties": {
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01E87E9E73",
+            "Arn",
+          ],
+        },
+        "accountId": "123456890123",
+        "collectionId": {
+          "Ref": "Collection",
+        },
+        "region": "us-east-1",
+        "tag": {
+          "key": "GenU",
+          "value": "",
+        },
+      },
+      "Type": "Custom::ApplyTags",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01E87E9E73": {
+      "DependsOn": [
+        "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRoleDefaultPolicy0493DEDD",
+        "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRole61085692",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Handler": "apply-tags.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRole61085692",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 300,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRole61085692": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRoleDefaultPolicy0493DEDD": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "aoss:TagResource",
+                "aoss:UntagResource",
+                "aoss:ListTagsForResource",
+              ],
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::Join": [
+                  "",
+                  [
+                    "arn:aws:aoss:us-east-1:123456890123:collection/",
+                    {
+                      "Ref": "Collection",
+                    },
+                  ],
+                ],
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRoleDefaultPolicy0493DEDD",
+        "Roles": [
+          {
+            "Ref": "ApplyTagsToResourcesE2488E36B4654D1F9D1C89FB99F1CC01ServiceRole61085692",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "Collection": {
+      "DependsOn": [
+        "AccessPolicy",
+        "EncryptionPolicy",
+        "NetworkPolicy",
+      ],
+      "Properties": {
+        "Description": "GenU Collection",
+        "Name": "generative-ai-use-cases-jp",
+        "StandbyReplicas": "DISABLED",
+        "Type": "VECTORSEARCH",
+      },
+      "Type": "AWS::OpenSearchServerless::Collection",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBB049752D": {
+      "DependsOn": [
+        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRoleDefaultPolicy0801355D",
+        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRole739949D8",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "AWS_CA_BUNDLE": "/etc/pki/ca-trust/extracted/pem/tls-ca-bundle.pem",
+          },
+        },
+        "Handler": "index.handler",
+        "Layers": [
+          {
+            "Ref": "DeployDocsAwsCliLayer98E5B499",
+          },
+        ],
+        "MemorySize": 1024,
+        "Role": {
+          "Fn::GetAtt": [
+            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRole739949D8",
+            "Arn",
+          ],
+        },
+        "Runtime": "python3.11",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRole739949D8": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRoleDefaultPolicy0801355D": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "s3:GetObject*",
+                "s3:GetBucket*",
+                "s3:List*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1",
+                    ],
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:GetObject*",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+                "s3:PutObject",
+                "s3:PutObjectLegalHold",
+                "s3:PutObjectRetention",
+                "s3:PutObjectTagging",
+                "s3:PutObjectVersionTagging",
+                "s3:Abort*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DataSourceBucket9FA93E04",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DataSourceBucket9FA93E04",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRoleDefaultPolicy0801355D",
+        "Roles": [
+          {
+            "Ref": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBServiceRole739949D8",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F": {
+      "DependsOn": [
+        "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Lambda function for auto-deleting objects in ",
+              {
+                "Ref": "DataSourceAccessLogsBucketE5273C2E",
+              },
+              " S3 bucket.",
+            ],
+          ],
+        },
+        "Handler": "index.handler",
+        "MemorySize": 128,
+        "Role": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Sub": "arn:\${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "DataSource": {
+      "Properties": {
+        "DataSourceConfiguration": {
+          "S3Configuration": {
+            "BucketArn": {
+              "Fn::Join": [
+                "",
+                [
+                  "arn:aws:s3:::",
+                  {
+                    "Ref": "DataSourceBucket9FA93E04",
+                  },
+                ],
+              ],
+            },
+            "InclusionPrefixes": [
+              "docs/",
+            ],
+          },
+          "Type": "S3",
+        },
         "KnowledgeBaseId": {
           "Ref": "KnowledgeBase",
         },
-        "Name": "s3-data-source",
-        "VectorIngestionConfiguration": {},
+        "Name": "s3-data-source",
+        "VectorIngestionConfiguration": {},
+      },
+      "Type": "AWS::Bedrock::DataSource",
+    },
+    "DataSourceAccessLogsBucketAutoDeleteObjectsCustomResourceB4DAFB7C": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "DataSourceAccessLogsBucketPolicy6B5E758D",
+      ],
+      "Properties": {
+        "BucketName": {
+          "Ref": "DataSourceAccessLogsBucketE5273C2E",
+        },
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "Custom::S3AutoDeleteObjects",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "DataSourceAccessLogsBucketE5273C2E": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AccessControl": "LogDeliveryWrite",
+        "BucketEncryption": {
+          "ServerSideEncryptionConfiguration": [
+            {
+              "ServerSideEncryptionByDefault": {
+                "SSEAlgorithm": "AES256",
+              },
+            },
+          ],
+        },
+        "OwnershipControls": {
+          "Rules": [
+            {
+              "ObjectOwnership": "ObjectWriter",
+            },
+          ],
+        },
+        "PublicAccessBlockConfiguration": {
+          "BlockPublicAcls": true,
+          "BlockPublicPolicy": true,
+          "IgnorePublicAcls": true,
+          "RestrictPublicBuckets": true,
+        },
+        "Tags": [
+          {
+            "Key": "aws-cdk:auto-delete-objects",
+            "Value": "true",
+          },
+        ],
+      },
+      "Type": "AWS::S3::Bucket",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "DataSourceAccessLogsBucketPolicy6B5E758D": {
+      "Properties": {
+        "Bucket": {
+          "Ref": "DataSourceAccessLogsBucketE5273C2E",
+        },
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "s3:*",
+              "Condition": {
+                "Bool": {
+                  "aws:SecureTransport": "false",
+                },
+              },
+              "Effect": "Deny",
+              "Principal": {
+                "AWS": "*",
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DataSourceAccessLogsBucketE5273C2E",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DataSourceAccessLogsBucketE5273C2E",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:PutBucketPolicy",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+              ],
+              "Effect": "Allow",
+              "Principal": {
+                "AWS": {
+                  "Fn::GetAtt": [
+                    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+                    "Arn",
+                  ],
+                },
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DataSourceAccessLogsBucketE5273C2E",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DataSourceAccessLogsBucketE5273C2E",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::S3::BucketPolicy",
+    },
+    "DataSourceBucket9FA93E04": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "BucketEncryption": {
+          "ServerSideEncryptionConfiguration": [
+            {
+              "ServerSideEncryptionByDefault": {
+                "SSEAlgorithm": "AES256",
+              },
+            },
+          ],
+        },
+        "LoggingConfiguration": {
+          "DestinationBucketName": {
+            "Ref": "DataSourceAccessLogsBucketE5273C2E",
+          },
+          "LogFilePrefix": "AccessLogs/",
+        },
+        "OwnershipControls": {
+          "Rules": [
+            {
+              "ObjectOwnership": "ObjectWriter",
+            },
+          ],
+        },
+        "PublicAccessBlockConfiguration": {
+          "BlockPublicAcls": true,
+          "BlockPublicPolicy": true,
+          "IgnorePublicAcls": true,
+          "RestrictPublicBuckets": true,
+        },
+        "Tags": [
+          {
+            "Key": "aws-cdk:auto-delete-objects",
+            "Value": "true",
+          },
+          {
+            "Key": "aws-cdk:cr-owned:af230d0d",
+            "Value": "true",
+          },
+        ],
+      },
+      "Type": "AWS::S3::Bucket",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "DataSourceBucketAutoDeleteObjectsCustomResourceE8C6F6B1": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "DataSourceBucketPolicy817DBB38",
+      ],
+      "Properties": {
+        "BucketName": {
+          "Ref": "DataSourceBucket9FA93E04",
+        },
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "Custom::S3AutoDeleteObjects",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "DataSourceBucketPolicy817DBB38": {
+      "Properties": {
+        "Bucket": {
+          "Ref": "DataSourceBucket9FA93E04",
+        },
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "s3:*",
+              "Condition": {
+                "Bool": {
+                  "aws:SecureTransport": "false",
+                },
+              },
+              "Effect": "Deny",
+              "Principal": {
+                "AWS": "*",
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DataSourceBucket9FA93E04",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DataSourceBucket9FA93E04",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+            {
+              "Action": [
+                "s3:PutBucketPolicy",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+              ],
+              "Effect": "Allow",
+              "Principal": {
+                "AWS": {
+                  "Fn::GetAtt": [
+                    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+                    "Arn",
+                  ],
+                },
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "DataSourceBucket9FA93E04",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "DataSourceBucket9FA93E04",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::S3::BucketPolicy",
+    },
+    "DeployDocsAwsCliLayer98E5B499": {
+      "Properties": {
+        "Content": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": "/opt/awscli/aws",
+      },
+      "Type": "AWS::Lambda::LayerVersion",
+    },
+    "DeployDocsCustomResource1024MiB91B30E63": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "DestinationBucketName": {
+          "Ref": "DataSourceBucket9FA93E04",
+        },
+        "Exclude": [
+          "AccessLogs/*",
+          "logs*",
+        ],
+        "OutputObjectKeys": true,
+        "Prune": false,
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBB049752D",
+            "Arn",
+          ],
+        },
+        "SourceBucketNames": [
+          "cdk-hnb659fds-assets-123456890123-us-east-1",
+        ],
+        "SourceObjectKeys": [
+          "HASH-REPLACED.zip",
+        ],
+      },
+      "Type": "Custom::CDKBucketDeployment",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "EncryptionPolicy": {
+      "Properties": {
+        "Name": "generative-ai-use-cases-jp",
+        "Policy": "{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"ResourceType":"collection"}],"AWSOwnedKey":true}",
+        "Type": "encryption",
+      },
+      "Type": "AWS::OpenSearchServerless::SecurityPolicy",
+    },
+    "KnowledgeBase": {
+      "DependsOn": [
+        "Collection",
+        "OssIndexCustomResourceFB9548E5",
+      ],
+      "Properties": {
+        "KnowledgeBaseConfiguration": {
+          "Type": "VECTOR",
+          "VectorKnowledgeBaseConfiguration": {
+            "EmbeddingModelArn": "arn:aws:bedrock:us-east-1::foundation-model/amazon.titan-embed-text-v2:0",
+          },
+        },
+        "Name": "generative-ai-use-cases-jp",
+        "RoleArn": {
+          "Fn::GetAtt": [
+            "KnowledgeBaseRoleA2B317B9",
+            "Arn",
+          ],
+        },
+        "StorageConfiguration": {
+          "OpensearchServerlessConfiguration": {
+            "CollectionArn": {
+              "Fn::GetAtt": [
+                "Collection",
+                "Arn",
+              ],
+            },
+            "FieldMapping": {
+              "MetadataField": "AMAZON_BEDROCK_METADATA",
+              "TextField": "AMAZON_BEDROCK_TEXT_CHUNK",
+              "VectorField": "bedrock-knowledge-base-default-vector",
+            },
+            "VectorIndexName": "bedrock-knowledge-base-default",
+          },
+          "Type": "OPENSEARCH_SERVERLESS",
+        },
+      },
+      "Type": "AWS::Bedrock::KnowledgeBase",
+    },
+    "KnowledgeBaseRoleA2B317B9": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "bedrock.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "KnowledgeBaseRoleDefaultPolicyB3F66209": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "bedrock:InvokeModel",
+              "Effect": "Allow",
+              "Resource": "*",
+            },
+            {
+              "Action": "aoss:APIAccessAll",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::GetAtt": [
+                  "Collection",
+                  "Arn",
+                ],
+              },
+            },
+            {
+              "Action": "s3:ListBucket",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::Join": [
+                  "",
+                  [
+                    "arn:aws:s3:::",
+                    {
+                      "Ref": "DataSourceBucket9FA93E04",
+                    },
+                  ],
+                ],
+              },
+            },
+            {
+              "Action": "s3:GetObject",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::Join": [
+                  "",
+                  [
+                    "arn:aws:s3:::",
+                    {
+                      "Ref": "DataSourceBucket9FA93E04",
+                    },
+                    "/*",
+                  ],
+                ],
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "KnowledgeBaseRoleDefaultPolicyB3F66209",
+        "Roles": [
+          {
+            "Ref": "KnowledgeBaseRoleA2B317B9",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "NetworkPolicy": {
+      "Properties": {
+        "Name": "generative-ai-use-cases-jp",
+        "Policy": "[{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"ResourceType":"collection"},{"Resource":["collection/generative-ai-use-cases-jp"],"ResourceType":"dashboard"}],"AllowFromPublic":true}]",
+        "Type": "network",
+      },
+      "Type": "AWS::OpenSearchServerless::SecurityPolicy",
+    },
+    "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734D5A536997": {
+      "DependsOn": [
+        "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRoleDefaultPolicy4DF6601A",
+        "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Handler": "oss-index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRoleDefaultPolicy4DF6601A": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "aoss:APIAccessAll",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::GetAtt": [
+                  "Collection",
+                  "Arn",
+                ],
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRoleDefaultPolicy4DF6601A",
+        "Roles": [
+          {
+            "Ref": "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "OssIndexCustomResourceFB9548E5": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734D5A536997",
+            "Arn",
+          ],
+        },
+        "collectionId": {
+          "Ref": "Collection",
+        },
+        "metadataField": "AMAZON_BEDROCK_METADATA",
+        "ragKnowledgeBaseBinaryVector": false,
+        "textField": "AMAZON_BEDROCK_TEXT_CHUNK",
+        "vectorDimension": "1024",
+        "vectorField": "bedrock-knowledge-base-default-vector",
+        "vectorIndexName": "bedrock-knowledge-base-default",
+      },
+      "Type": "Custom::OssIndex",
+      "UpdateReplacePolicy": "Delete",
+    },
+  },
+  "Rules": {
+    "CheckBootstrapVersion": {
+      "Assertions": [
+        {
+          "Assert": {
+            "Fn::Not": [
+              {
+                "Fn::Contains": [
+                  [
+                    "1",
+                    "2",
+                    "3",
+                    "4",
+                    "5",
+                  ],
+                  {
+                    "Ref": "BootstrapVersion",
+                  },
+                ],
+              },
+            ],
+          },
+          "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI.",
+        },
+      ],
+    },
+  },
+}
+`;
+
+exports[`GenerativeAiUseCases matches the snapshot 3`] = `
+{
+  "Outputs": {
+    "ExportsOutputFnGetAttAgentCodeInterpreterAgent98889BFEAgentIdFAC9D557": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentCodeInterpreterAgent98889BFEAgentIdFAC9D557",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentCodeInterpreterAgent98889BFE",
+          "AgentId",
+        ],
+      },
+    },
+    "ExportsOutputFnGetAttAgentCodeInterpreterAgentAliasB6F54C31AgentAliasIdE516C748": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentCodeInterpreterAgentAliasB6F54C31AgentAliasIdE516C748",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentCodeInterpreterAgentAliasB6F54C31",
+          "AgentAliasId",
+        ],
+      },
+    },
+    "ExportsOutputFnGetAttAgentSearchAgent3AF6EC6FAgentIdF3D3B4F6": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentSearchAgent3AF6EC6FAgentIdF3D3B4F6",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentSearchAgent3AF6EC6F",
+          "AgentId",
+        ],
+      },
+    },
+    "ExportsOutputFnGetAttAgentSearchAgentAliasD59C2A47AgentAliasId0289A97F": {
+      "Export": {
+        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentSearchAgentAliasD59C2A47AgentAliasId0289A97F",
+      },
+      "Value": {
+        "Fn::GetAtt": [
+          "AgentSearchAgentAliasD59C2A47",
+          "AgentAliasId",
+        ],
+      },
+    },
+  },
+  "Parameters": {
+    "BootstrapVersion": {
+      "Default": "/cdk-bootstrap/hnb659fds/version",
+      "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]",
+      "Type": "AWS::SSM::Parameter::Value<String>",
+    },
+  },
+  "Resources": {
+    "AgentApiSchemaBucketAwsCliLayer2C3ACF8A": {
+      "Properties": {
+        "Content": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": "/opt/awscli/aws",
       },
-      "Type": "AWS::Bedrock::DataSource",
+      "Type": "AWS::Lambda::LayerVersion",
     },
-    "DataSourceAccessLogsBucketAutoDeleteObjectsCustomResourceB4DAFB7C": {
+    "AgentApiSchemaBucketCustomResource1D7C4CC4": {
       "DeletionPolicy": "Delete",
-      "DependsOn": [
-        "DataSourceAccessLogsBucketPolicy6B5E758D",
-      ],
       "Properties": {
-        "BucketName": {
-          "Ref": "DataSourceAccessLogsBucketE5273C2E",
+        "DestinationBucketArn": {
+          "Fn::GetAtt": [
+            "AgentBucket77F66FF4",
+            "Arn",
+          ],
+        },
+        "DestinationBucketKeyPrefix": "api-schema",
+        "DestinationBucketName": {
+          "Ref": "AgentBucket77F66FF4",
         },
+        "OutputObjectKeys": true,
+        "Prune": true,
         "ServiceToken": {
           "Fn::GetAtt": [
-            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
+            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C81C01536",
             "Arn",
           ],
         },
+        "SourceBucketNames": [
+          "cdk-hnb659fds-assets-123456890123-us-east-1",
+        ],
+        "SourceObjectKeys": [
+          "HASH-REPLACED.zip",
+        ],
       },
-      "Type": "Custom::S3AutoDeleteObjects",
+      "Type": "Custom::CDKBucketDeployment",
       "UpdateReplacePolicy": "Delete",
     },
-    "DataSourceAccessLogsBucketE5273C2E": {
+    "AgentBedrockAgentLambda3510C7EB": {
+      "DependsOn": [
+        "AgentBedrockAgentLambdaServiceRole91E15FC7",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Environment": {
+          "Variables": {
+            "SEARCH_API_KEY": "XXXXXX",
+            "SEARCH_ENGINE": "Brave",
+          },
+        },
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentLambdaServiceRole91E15FC7",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 300,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "AgentBedrockAgentLambdaInvokeu1TDdDMoLpes23omAp0kUXOcNSkFsO0n9KPkoXL68FBA4836E": {
+      "Properties": {
+        "Action": "lambda:InvokeFunction",
+        "FunctionName": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentLambda3510C7EB",
+            "Arn",
+          ],
+        },
+        "Principal": "bedrock.amazonaws.com",
+      },
+      "Type": "AWS::Lambda::Permission",
+    },
+    "AgentBedrockAgentLambdaServiceRole91E15FC7": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "AgentBedrockAgentRole5FEB7025": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "bedrock.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "Policies": [
+          {
+            "PolicyDocument": {
+              "Statement": [
+                {
+                  "Action": "*",
+                  "Effect": "Allow",
+                  "Resource": [
+                    {
+                      "Fn::GetAtt": [
+                        "AgentBucket77F66FF4",
+                        "Arn",
+                      ],
+                    },
+                    {
+                      "Fn::Join": [
+                        "",
+                        [
+                          {
+                            "Fn::GetAtt": [
+                              "AgentBucket77F66FF4",
+                              "Arn",
+                            ],
+                          },
+                          "/*",
+                        ],
+                      ],
+                    },
+                  ],
+                },
+              ],
+              "Version": "2012-10-17",
+            },
+            "PolicyName": "BedrockAgentS3BucketPolicy",
+          },
+          {
+            "PolicyDocument": {
+              "Statement": [
+                {
+                  "Action": "bedrock:*",
+                  "Effect": "Allow",
+                  "Resource": "*",
+                },
+              ],
+              "Version": "2012-10-17",
+            },
+            "PolicyName": "BedrockAgentBedrockModelPolicy",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Role",
+    },
+    "AgentBucket77F66FF4": {
       "DeletionPolicy": "Delete",
       "Properties": {
-        "AccessControl": "LogDeliveryWrite",
         "BucketEncryption": {
           "ServerSideEncryptionConfiguration": [
             {
@@ -437,33 +24841,49 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
             },
           ],
         },
-        "OwnershipControls": {
-          "Rules": [
-            {
-              "ObjectOwnership": "ObjectWriter",
-            },
-          ],
+        "PublicAccessBlockConfiguration": {
+          "BlockPublicAcls": true,
+          "BlockPublicPolicy": true,
+          "IgnorePublicAcls": true,
+          "RestrictPublicBuckets": true,
+        },
+        "Tags": [
+          {
+            "Key": "aws-cdk:auto-delete-objects",
+            "Value": "true",
+          },
+          {
+            "Key": "aws-cdk:cr-owned:api-schema:b7d6a79e",
+            "Value": "true",
+          },
+        ],
+      },
+      "Type": "AWS::S3::Bucket",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "AgentBucketAutoDeleteObjectsCustomResourceBD94B538": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "AgentBucketPolicy37E1CD3C",
+      ],
+      "Properties": {
+        "BucketName": {
+          "Ref": "AgentBucket77F66FF4",
         },
-        "PublicAccessBlockConfiguration": {
-          "BlockPublicAcls": true,
-          "BlockPublicPolicy": true,
-          "IgnorePublicAcls": true,
-          "RestrictPublicBuckets": true,
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
+            "Arn",
+          ],
         },
-        "Tags": [
-          {
-            "Key": "aws-cdk:auto-delete-objects",
-            "Value": "true",
-          },
-        ],
       },
-      "Type": "AWS::S3::Bucket",
+      "Type": "Custom::S3AutoDeleteObjects",
       "UpdateReplacePolicy": "Delete",
     },
-    "DataSourceAccessLogsBucketPolicy6B5E758D": {
+    "AgentBucketPolicy37E1CD3C": {
       "Properties": {
         "Bucket": {
-          "Ref": "DataSourceAccessLogsBucketE5273C2E",
+          "Ref": "AgentBucket77F66FF4",
         },
         "PolicyDocument": {
           "Statement": [
@@ -481,7 +24901,7 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
               "Resource": [
                 {
                   "Fn::GetAtt": [
-                    "DataSourceAccessLogsBucketE5273C2E",
+                    "AgentBucket77F66FF4",
                     "Arn",
                   ],
                 },
@@ -491,7 +24911,7 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
                     [
                       {
                         "Fn::GetAtt": [
-                          "DataSourceAccessLogsBucketE5273C2E",
+                          "AgentBucket77F66FF4",
                           "Arn",
                         ],
                       },
@@ -520,7 +24940,7 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
               "Resource": [
                 {
                   "Fn::GetAtt": [
-                    "DataSourceAccessLogsBucketE5273C2E",
+                    "AgentBucket77F66FF4",
                     "Arn",
                   ],
                 },
@@ -530,7 +24950,7 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
                     [
                       {
                         "Fn::GetAtt": [
-                          "DataSourceAccessLogsBucketE5273C2E",
+                          "AgentBucket77F66FF4",
                           "Arn",
                         ],
                       },
@@ -546,106 +24966,262 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
       },
       "Type": "AWS::S3::BucketPolicy",
     },
-    "DataSourceBucket9FA93E04": {
-      "DeletionPolicy": "Delete",
+    "AgentCodeInterpreterAgent98889BFE": {
       "Properties": {
-        "BucketEncryption": {
-          "ServerSideEncryptionConfiguration": [
-            {
-              "ServerSideEncryptionByDefault": {
-                "SSEAlgorithm": "AES256",
-              },
-            },
-          ],
-        },
-        "LoggingConfiguration": {
-          "DestinationBucketName": {
-            "Ref": "DataSourceAccessLogsBucketE5273C2E",
+        "ActionGroups": [
+          {
+            "ActionGroupName": "CodeInterpreter",
+            "ParentActionGroupSignature": "AMAZON.CodeInterpreter",
           },
-          "LogFilePrefix": "AccessLogs/",
-        },
-        "OwnershipControls": {
-          "Rules": [
-            {
-              "ObjectOwnership": "ObjectWriter",
-            },
+        ],
+        "AgentName": "CodeInterpreterAgent-WebSearchAgentStackAgent49BCEDE6",
+        "AgentResourceRoleArn": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentRole5FEB7025",
+            "Arn",
           ],
         },
-        "PublicAccessBlockConfiguration": {
-          "BlockPublicAcls": true,
-          "BlockPublicPolicy": true,
-          "IgnorePublicAcls": true,
-          "RestrictPublicBuckets": true,
+        "AutoPrepare": true,
+        "Description": "Code Interpreter",
+        "FoundationModel": "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+        "IdleSessionTTLInSeconds": 3600,
+        "Instruction": "You are an advanced AI agent with the ability to execute code, generate charts, and perform complex data analysis. 
+Your main function is to solve problems and meet user requests by utilizing these capabilities.
+Your main characteristics and instructions are as follows.
+
+Code Execution:
+- Access the Python environment in real time to write and run code.
+- When asked to perform calculations or data operations, always use this code execution feature to ensure accuracy.
+- After running the code, report the exact output and explain the results.
+
+Data Analysis:
+- You are excellent at statistical analysis, data visualization, machine learning applications, and other complex data analysis tasks.
+- Understand the problem, prepare the data, perform the analysis, and interpret the results systematically.
+
+Problem Solving Approach:
+- When a problem or request is presented, break it down into steps.
+- Clearly communicate the process and steps taken.
+- If a task requires multiple steps or tools, outline the approach before starting.
+
+Transparency and Accuracy:
+- Always clarify what you are doing. If you are executing code, inform the user. If you are generating an image, explain that.
+- If you are unsure about something or the task exceeds your capabilities, clearly communicate that.
+- Do not present hypothetical results as actual results. Only report actual results from code execution or image generation.
+
+Dialog Style:
+- Provide a concise answer to simple questions and a detailed explanation for complex tasks.
+- Use appropriate technical terms, but be prepared to explain in simple terms if requested.
+- Actively propose useful related information or alternative approaches.
+
+Continuous Improvement:
+- After completing a task, ask the user if they need an explanation.
+- Listen to feedback and adjust the approach accordingly.
+
+Your goal is to provide support that is accurate and useful by utilizing the unique features of code execution, image generation, and data analysis.
+Always strive to provide the most practical and effective solutions to user requests.
+
+Automatically detect the language of the user's request and think and answer in the same language.",
+      },
+      "Type": "AWS::Bedrock::Agent",
+    },
+    "AgentCodeInterpreterAgentAliasB6F54C31": {
+      "Properties": {
+        "AgentAliasName": "v1",
+        "AgentId": {
+          "Fn::GetAtt": [
+            "AgentCodeInterpreterAgent98889BFE",
+            "AgentId",
+          ],
         },
-        "Tags": [
+      },
+      "Type": "AWS::Bedrock::AgentAlias",
+    },
+    "AgentSearchAgent3AF6EC6F": {
+      "Properties": {
+        "ActionGroups": [
           {
-            "Key": "aws-cdk:auto-delete-objects",
-            "Value": "true",
+            "ActionGroupExecutor": {
+              "Lambda": {
+                "Fn::GetAtt": [
+                  "AgentBedrockAgentLambda3510C7EB",
+                  "Arn",
+                ],
+              },
+            },
+            "ActionGroupName": "Search",
+            "ApiSchema": {
+              "S3": {
+                "S3BucketName": {
+                  "Fn::Select": [
+                    0,
+                    {
+                      "Fn::Split": [
+                        "/",
+                        {
+                          "Fn::Select": [
+                            5,
+                            {
+                              "Fn::Split": [
+                                ":",
+                                {
+                                  "Fn::GetAtt": [
+                                    "AgentApiSchemaBucketCustomResource1D7C4CC4",
+                                    "DestinationBucketArn",
+                                  ],
+                                },
+                              ],
+                            },
+                          ],
+                        },
+                      ],
+                    },
+                  ],
+                },
+                "S3ObjectKey": "api-schema/api-schema.json",
+              },
+            },
+            "Description": "Search",
           },
           {
-            "Key": "aws-cdk:cr-owned:af230d0d",
-            "Value": "true",
+            "ActionGroupName": "UserInputAction",
+            "ParentActionGroupSignature": "AMAZON.UserInput",
           },
         ],
+        "AgentName": "SearchEngineAgent-WebSearchAgentStackAgent49BCEDE6",
+        "AgentResourceRoleArn": {
+          "Fn::GetAtt": [
+            "AgentBedrockAgentRole5FEB7025",
+            "Arn",
+          ],
+        },
+        "AutoPrepare": true,
+        "Description": "Search Agent",
+        "FoundationModel": "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+        "IdleSessionTTLInSeconds": 3600,
+        "Instruction": "You are an advanced assistant with the ability to search and retrieve information from the web to perform complex research tasks.
+Your main function is to solve problems and meet user requests by utilizing these capabilities.
+Your main characteristics and instructions are as follows.
+
+- Understand the user's request and construct hypothesis on research strategy. If the user's request is not clear, ask the user for more information.
+- Think right search keywords to retrieve information relevant to the user's request.
+- Search the web for information relevant to the user's request.
+- Retrieve information from the web to answer the user's request.
+- If the information needed to respond to the instruction is sufficient, answer immediately.
+- If the information is insufficient, revise research strategy and collect more information.
+- Multiple searches are possible. You can search up to 5 times.
+
+Automatically detect the language of the user's request and think and answer in the same language.",
       },
-      "Type": "AWS::S3::Bucket",
-      "UpdateReplacePolicy": "Delete",
+      "Type": "AWS::Bedrock::Agent",
     },
-    "DataSourceBucketAutoDeleteObjectsCustomResourceE8C6F6B1": {
-      "DeletionPolicy": "Delete",
+    "AgentSearchAgentAliasD59C2A47": {
+      "Properties": {
+        "AgentAliasName": "v1",
+        "AgentId": {
+          "Fn::GetAtt": [
+            "AgentSearchAgent3AF6EC6F",
+            "AgentId",
+          ],
+        },
+      },
+      "Type": "AWS::Bedrock::AgentAlias",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C81C01536": {
       "DependsOn": [
-        "DataSourceBucketPolicy817DBB38",
+        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF",
+        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
       ],
       "Properties": {
-        "BucketName": {
-          "Ref": "DataSourceBucket9FA93E04",
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
         },
-        "ServiceToken": {
+        "Environment": {
+          "Variables": {
+            "AWS_CA_BUNDLE": "/etc/pki/ca-trust/extracted/pem/tls-ca-bundle.pem",
+          },
+        },
+        "Handler": "index.handler",
+        "Layers": [
+          {
+            "Ref": "AgentApiSchemaBucketAwsCliLayer2C3ACF8A",
+          },
+        ],
+        "Role": {
           "Fn::GetAtt": [
-            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
+            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
             "Arn",
           ],
         },
+        "Runtime": "python3.11",
+        "Timeout": 900,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265": {
+      "Properties": {
+        "AssumeRolePolicyDocument": {
+          "Statement": [
+            {
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "ManagedPolicyArns": [
+          {
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
+          },
+        ],
       },
-      "Type": "Custom::S3AutoDeleteObjects",
-      "UpdateReplacePolicy": "Delete",
+      "Type": "AWS::IAM::Role",
     },
-    "DataSourceBucketPolicy817DBB38": {
+    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF": {
       "Properties": {
-        "Bucket": {
-          "Ref": "DataSourceBucket9FA93E04",
-        },
         "PolicyDocument": {
           "Statement": [
             {
-              "Action": "s3:*",
-              "Condition": {
-                "Bool": {
-                  "aws:SecureTransport": "false",
-                },
-              },
-              "Effect": "Deny",
-              "Principal": {
-                "AWS": "*",
-              },
+              "Action": [
+                "s3:GetObject*",
+                "s3:GetBucket*",
+                "s3:List*",
+              ],
+              "Effect": "Allow",
               "Resource": [
                 {
-                  "Fn::GetAtt": [
-                    "DataSourceBucket9FA93E04",
-                    "Arn",
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:",
+                      {
+                        "Ref": "AWS::Partition",
+                      },
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1",
+                    ],
                   ],
                 },
                 {
                   "Fn::Join": [
                     "",
                     [
+                      "arn:",
                       {
-                        "Fn::GetAtt": [
-                          "DataSourceBucket9FA93E04",
-                          "Arn",
-                        ],
+                        "Ref": "AWS::Partition",
                       },
-                      "/*",
+                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1/*",
                     ],
                   ],
                 },
@@ -653,24 +25229,22 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
             },
             {
               "Action": [
-                "s3:PutBucketPolicy",
+                "s3:GetObject*",
                 "s3:GetBucket*",
                 "s3:List*",
                 "s3:DeleteObject*",
+                "s3:PutObject",
+                "s3:PutObjectLegalHold",
+                "s3:PutObjectRetention",
+                "s3:PutObjectTagging",
+                "s3:PutObjectVersionTagging",
+                "s3:Abort*",
               ],
               "Effect": "Allow",
-              "Principal": {
-                "AWS": {
-                  "Fn::GetAtt": [
-                    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
-                    "Arn",
-                  ],
-                },
-              },
               "Resource": [
                 {
                   "Fn::GetAtt": [
-                    "DataSourceBucket9FA93E04",
+                    "AgentBucket77F66FF4",
                     "Arn",
                   ],
                 },
@@ -680,7 +25254,7 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
                     [
                       {
                         "Fn::GetAtt": [
-                          "DataSourceBucket9FA93E04",
+                          "AgentBucket77F66FF4",
                           "Arn",
                         ],
                       },
@@ -693,195 +25267,41 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
           ],
           "Version": "2012-10-17",
         },
-      },
-      "Type": "AWS::S3::BucketPolicy",
-    },
-    "DeployDocsAwsCliLayer98E5B499": {
-      "Properties": {
-        "Content": {
-          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
-          "S3Key": "HASH-REPLACED.zip",
-        },
-        "Description": "/opt/awscli/aws",
-      },
-      "Type": "AWS::Lambda::LayerVersion",
-    },
-    "DeployDocsCustomResource1024MiB91B30E63": {
-      "DeletionPolicy": "Delete",
-      "Properties": {
-        "DestinationBucketName": {
-          "Ref": "DataSourceBucket9FA93E04",
-        },
-        "Exclude": [
-          "AccessLogs/*",
-          "logs*",
-        ],
-        "OutputObjectKeys": true,
-        "Prune": false,
-        "ServiceToken": {
-          "Fn::GetAtt": [
-            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C1024MiBB049752D",
-            "Arn",
-          ],
-        },
-        "SourceBucketNames": [
-          "cdk-hnb659fds-assets-123456890123-us-east-1",
-        ],
-        "SourceObjectKeys": [
-          "HASH-REPLACED.zip",
-        ],
-      },
-      "Type": "Custom::CDKBucketDeployment",
-      "UpdateReplacePolicy": "Delete",
-    },
-    "EncryptionPolicy": {
-      "Properties": {
-        "Name": "generative-ai-use-cases-jp",
-        "Policy": "{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"ResourceType":"collection"}],"AWSOwnedKey":true}",
-        "Type": "encryption",
-      },
-      "Type": "AWS::OpenSearchServerless::SecurityPolicy",
-    },
-    "KnowledgeBase": {
-      "DependsOn": [
-        "Collection",
-        "OssIndexCustomResourceFB9548E5",
-      ],
-      "Properties": {
-        "KnowledgeBaseConfiguration": {
-          "Type": "VECTOR",
-          "VectorKnowledgeBaseConfiguration": {
-            "EmbeddingModelArn": "arn:aws:bedrock:us-east-1::foundation-model/amazon.titan-embed-text-v2:0",
-          },
-        },
-        "Name": "generative-ai-use-cases-jp",
-        "RoleArn": {
-          "Fn::GetAtt": [
-            "KnowledgeBaseRoleA2B317B9",
-            "Arn",
-          ],
-        },
-        "StorageConfiguration": {
-          "OpensearchServerlessConfiguration": {
-            "CollectionArn": {
-              "Fn::GetAtt": [
-                "Collection",
-                "Arn",
-              ],
-            },
-            "FieldMapping": {
-              "MetadataField": "AMAZON_BEDROCK_METADATA",
-              "TextField": "AMAZON_BEDROCK_TEXT_CHUNK",
-              "VectorField": "bedrock-knowledge-base-default-vector",
-            },
-            "VectorIndexName": "bedrock-knowledge-base-default",
-          },
-          "Type": "OPENSEARCH_SERVERLESS",
-        },
-      },
-      "Type": "AWS::Bedrock::KnowledgeBase",
-    },
-    "KnowledgeBaseRoleA2B317B9": {
-      "Properties": {
-        "AssumeRolePolicyDocument": {
-          "Statement": [
-            {
-              "Action": "sts:AssumeRole",
-              "Effect": "Allow",
-              "Principal": {
-                "Service": "bedrock.amazonaws.com",
-              },
-            },
-          ],
-          "Version": "2012-10-17",
-        },
-      },
-      "Type": "AWS::IAM::Role",
-    },
-    "KnowledgeBaseRoleDefaultPolicyB3F66209": {
-      "Properties": {
-        "PolicyDocument": {
-          "Statement": [
-            {
-              "Action": "bedrock:InvokeModel",
-              "Effect": "Allow",
-              "Resource": "*",
-            },
-            {
-              "Action": "aoss:APIAccessAll",
-              "Effect": "Allow",
-              "Resource": {
-                "Fn::GetAtt": [
-                  "Collection",
-                  "Arn",
-                ],
-              },
-            },
-            {
-              "Action": "s3:ListBucket",
-              "Effect": "Allow",
-              "Resource": {
-                "Fn::Join": [
-                  "",
-                  [
-                    "arn:aws:s3:::",
-                    {
-                      "Ref": "DataSourceBucket9FA93E04",
-                    },
-                  ],
-                ],
-              },
-            },
-            {
-              "Action": "s3:GetObject",
-              "Effect": "Allow",
-              "Resource": {
-                "Fn::Join": [
-                  "",
-                  [
-                    "arn:aws:s3:::",
-                    {
-                      "Ref": "DataSourceBucket9FA93E04",
-                    },
-                    "/*",
-                  ],
-                ],
-              },
-            },
-          ],
-          "Version": "2012-10-17",
-        },
-        "PolicyName": "KnowledgeBaseRoleDefaultPolicyB3F66209",
+        "PolicyName": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF",
         "Roles": [
           {
-            "Ref": "KnowledgeBaseRoleA2B317B9",
+            "Ref": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
           },
         ],
       },
       "Type": "AWS::IAM::Policy",
     },
-    "NetworkPolicy": {
-      "Properties": {
-        "Name": "generative-ai-use-cases-jp",
-        "Policy": "[{"Rules":[{"Resource":["collection/generative-ai-use-cases-jp"],"ResourceType":"collection"},{"Resource":["collection/generative-ai-use-cases-jp"],"ResourceType":"dashboard"}],"AllowFromPublic":true}]",
-        "Type": "network",
-      },
-      "Type": "AWS::OpenSearchServerless::SecurityPolicy",
-    },
-    "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734D5A536997": {
+    "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F": {
       "DependsOn": [
-        "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRoleDefaultPolicy4DF6601A",
-        "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
+        "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
       ],
       "Properties": {
         "Code": {
           "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
           "S3Key": "HASH-REPLACED.zip",
         },
-        "Handler": "oss-index.handler",
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Lambda function for auto-deleting objects in ",
+              {
+                "Ref": "AgentBucket77F66FF4",
+              },
+              " S3 bucket.",
+            ],
+          ],
+        },
+        "Handler": "index.handler",
+        "MemorySize": 128,
         "Role": {
           "Fn::GetAtt": [
-            "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
+            "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
             "Arn",
           ],
         },
@@ -890,7 +25310,7 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
       },
       "Type": "AWS::Lambda::Function",
     },
-    "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992": {
+    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092": {
       "Properties": {
         "AssumeRolePolicyDocument": {
           "Statement": [
@@ -906,69 +25326,12 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
         },
         "ManagedPolicyArns": [
           {
-            "Fn::Join": [
-              "",
-              [
-                "arn:",
-                {
-                  "Ref": "AWS::Partition",
-                },
-                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
-              ],
-            ],
+            "Fn::Sub": "arn:\${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
           },
         ],
       },
       "Type": "AWS::IAM::Role",
     },
-    "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRoleDefaultPolicy4DF6601A": {
-      "Properties": {
-        "PolicyDocument": {
-          "Statement": [
-            {
-              "Action": "aoss:APIAccessAll",
-              "Effect": "Allow",
-              "Resource": {
-                "Fn::GetAtt": [
-                  "Collection",
-                  "Arn",
-                ],
-              },
-            },
-          ],
-          "Version": "2012-10-17",
-        },
-        "PolicyName": "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRoleDefaultPolicy4DF6601A",
-        "Roles": [
-          {
-            "Ref": "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734DServiceRole367CC992",
-          },
-        ],
-      },
-      "Type": "AWS::IAM::Policy",
-    },
-    "OssIndexCustomResourceFB9548E5": {
-      "DeletionPolicy": "Delete",
-      "Properties": {
-        "ServiceToken": {
-          "Fn::GetAtt": [
-            "OpenSearchServerlessIndex339C5FEDA1B543B6B40A5E8E59E5734D5A536997",
-            "Arn",
-          ],
-        },
-        "collectionId": {
-          "Ref": "Collection",
-        },
-        "metadataField": "AMAZON_BEDROCK_METADATA",
-        "ragKnowledgeBaseBinaryVector": false,
-        "textField": "AMAZON_BEDROCK_TEXT_CHUNK",
-        "vectorDimension": "1024",
-        "vectorField": "bedrock-knowledge-base-default-vector",
-        "vectorIndexName": "bedrock-knowledge-base-default",
-      },
-      "Type": "Custom::OssIndex",
-      "UpdateReplacePolicy": "Delete",
-    },
   },
   "Rules": {
     "CheckBootstrapVersion": {
@@ -1000,52 +25363,44 @@ exports[`GenerativeAiUseCases matches the snapshot 2`] = `
 }
 `;
 
-exports[`GenerativeAiUseCases matches the snapshot 3`] = `
+exports[`GenerativeAiUseCases matches the snapshot 4`] = `
 {
   "Outputs": {
-    "ExportsOutputFnGetAttAgentCodeInterpreterAgent98889BFEAgentIdFAC9D557": {
+    "ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F": {
       "Export": {
-        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentCodeInterpreterAgent98889BFEAgentIdFAC9D557",
+        "Name": "AgentCoreStack:ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F",
       },
       "Value": {
         "Fn::GetAtt": [
-          "AgentCodeInterpreterAgent98889BFE",
-          "AgentId",
+          "GenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7",
+          "AgentCoreRuntimeArn",
         ],
       },
     },
-    "ExportsOutputFnGetAttAgentCodeInterpreterAgentAliasB6F54C31AgentAliasIdE516C748": {
+    "ExportsOutputRefGenericAgentCoreAgentCoreFileBucket0430DA423298A79F": {
       "Export": {
-        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentCodeInterpreterAgentAliasB6F54C31AgentAliasIdE516C748",
+        "Name": "AgentCoreStack:ExportsOutputRefGenericAgentCoreAgentCoreFileBucket0430DA423298A79F",
       },
       "Value": {
-        "Fn::GetAtt": [
-          "AgentCodeInterpreterAgentAliasB6F54C31",
-          "AgentAliasId",
-        ],
+        "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
       },
     },
-    "ExportsOutputFnGetAttAgentSearchAgent3AF6EC6FAgentIdF3D3B4F6": {
+    "GenericAgentCoreRuntimeArn": {
       "Export": {
-        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentSearchAgent3AF6EC6FAgentIdF3D3B4F6",
+        "Name": "AgentCoreStack-GenericAgentCoreRuntimeArn",
       },
       "Value": {
         "Fn::GetAtt": [
-          "AgentSearchAgent3AF6EC6F",
-          "AgentId",
+          "GenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7",
+          "AgentCoreRuntimeArn",
         ],
       },
     },
-    "ExportsOutputFnGetAttAgentSearchAgentAliasD59C2A47AgentAliasId0289A97F": {
+    "GenericAgentCoreRuntimeName": {
       "Export": {
-        "Name": "WebSearchAgentStack:ExportsOutputFnGetAttAgentSearchAgentAliasD59C2A47AgentAliasId0289A97F",
-      },
-      "Value": {
-        "Fn::GetAtt": [
-          "AgentSearchAgentAliasD59C2A47",
-          "AgentAliasId",
-        ],
+        "Name": "AgentCoreStack-GenericAgentCoreRuntimeName",
       },
+      "Value": "GenericAgentCoreRuntime",
     },
   },
   "Parameters": {
@@ -1056,88 +25411,41 @@ exports[`GenerativeAiUseCases matches the snapshot 3`] = `
     },
   },
   "Resources": {
-    "AgentApiSchemaBucketAwsCliLayer2C3ACF8A": {
-      "Properties": {
-        "Content": {
-          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
-          "S3Key": "HASH-REPLACED.zip",
-        },
-        "Description": "/opt/awscli/aws",
-      },
-      "Type": "AWS::Lambda::LayerVersion",
-    },
-    "AgentApiSchemaBucketCustomResource1D7C4CC4": {
-      "DeletionPolicy": "Delete",
-      "Properties": {
-        "DestinationBucketArn": {
-          "Fn::GetAtt": [
-            "AgentBucket77F66FF4",
-            "Arn",
-          ],
-        },
-        "DestinationBucketKeyPrefix": "api-schema",
-        "DestinationBucketName": {
-          "Ref": "AgentBucket77F66FF4",
-        },
-        "OutputObjectKeys": true,
-        "Prune": true,
-        "ServiceToken": {
-          "Fn::GetAtt": [
-            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C81C01536",
-            "Arn",
-          ],
-        },
-        "SourceBucketNames": [
-          "cdk-hnb659fds-assets-123456890123-us-east-1",
-        ],
-        "SourceObjectKeys": [
-          "HASH-REPLACED.zip",
-        ],
-      },
-      "Type": "Custom::CDKBucketDeployment",
-      "UpdateReplacePolicy": "Delete",
-    },
-    "AgentBedrockAgentLambda3510C7EB": {
+    "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F": {
       "DependsOn": [
-        "AgentBedrockAgentLambdaServiceRole91E15FC7",
+        "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
       ],
       "Properties": {
         "Code": {
           "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
           "S3Key": "HASH-REPLACED.zip",
         },
-        "Environment": {
-          "Variables": {
-            "SEARCH_API_KEY": "XXXXXX",
-            "SEARCH_ENGINE": "Brave",
-          },
+        "Description": {
+          "Fn::Join": [
+            "",
+            [
+              "Lambda function for auto-deleting objects in ",
+              {
+                "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+              },
+              " S3 bucket.",
+            ],
+          ],
         },
         "Handler": "index.handler",
+        "MemorySize": 128,
         "Role": {
           "Fn::GetAtt": [
-            "AgentBedrockAgentLambdaServiceRole91E15FC7",
+            "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
             "Arn",
           ],
         },
         "Runtime": "nodejs22.x",
-        "Timeout": 300,
+        "Timeout": 900,
       },
       "Type": "AWS::Lambda::Function",
     },
-    "AgentBedrockAgentLambdaInvokeu1TDdDMoLpes23omAp0kUXOcNSkFsO0n9KPkoXL68FBA4836E": {
-      "Properties": {
-        "Action": "lambda:InvokeFunction",
-        "FunctionName": {
-          "Fn::GetAtt": [
-            "AgentBedrockAgentLambda3510C7EB",
-            "Arn",
-          ],
-        },
-        "Principal": "bedrock.amazonaws.com",
-      },
-      "Type": "AWS::Lambda::Permission",
-    },
-    "AgentBedrockAgentLambdaServiceRole91E15FC7": {
+    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092": {
       "Properties": {
         "AssumeRolePolicyDocument": {
           "Statement": [
@@ -1153,417 +25461,213 @@ exports[`GenerativeAiUseCases matches the snapshot 3`] = `
         },
         "ManagedPolicyArns": [
           {
-            "Fn::Join": [
-              "",
-              [
-                "arn:",
-                {
-                  "Ref": "AWS::Partition",
-                },
-                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
-              ],
-            ],
-          },
-        ],
-      },
-      "Type": "AWS::IAM::Role",
-    },
-    "AgentBedrockAgentRole5FEB7025": {
-      "Properties": {
-        "AssumeRolePolicyDocument": {
-          "Statement": [
-            {
-              "Action": "sts:AssumeRole",
-              "Effect": "Allow",
-              "Principal": {
-                "Service": "bedrock.amazonaws.com",
-              },
-            },
-          ],
-          "Version": "2012-10-17",
-        },
-        "Policies": [
-          {
-            "PolicyDocument": {
-              "Statement": [
-                {
-                  "Action": "*",
-                  "Effect": "Allow",
-                  "Resource": [
-                    {
-                      "Fn::GetAtt": [
-                        "AgentBucket77F66FF4",
-                        "Arn",
-                      ],
-                    },
-                    {
-                      "Fn::Join": [
-                        "",
-                        [
-                          {
-                            "Fn::GetAtt": [
-                              "AgentBucket77F66FF4",
-                              "Arn",
-                            ],
-                          },
-                          "/*",
-                        ],
-                      ],
-                    },
-                  ],
-                },
-              ],
-              "Version": "2012-10-17",
-            },
-            "PolicyName": "BedrockAgentS3BucketPolicy",
-          },
-          {
-            "PolicyDocument": {
-              "Statement": [
-                {
-                  "Action": "bedrock:*",
-                  "Effect": "Allow",
-                  "Resource": "*",
-                },
-              ],
-              "Version": "2012-10-17",
-            },
-            "PolicyName": "BedrockAgentBedrockModelPolicy",
+            "Fn::Sub": "arn:\${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
           },
         ],
       },
       "Type": "AWS::IAM::Role",
     },
-    "AgentBucket77F66FF4": {
-      "DeletionPolicy": "Delete",
+    "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B": {
       "Properties": {
-        "BucketEncryption": {
-          "ServerSideEncryptionConfiguration": [
+        "AssumeRolePolicyDocument": {
+          "Statement": [
             {
-              "ServerSideEncryptionByDefault": {
-                "SSEAlgorithm": "AES256",
+              "Action": "sts:AssumeRole",
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "lambda.amazonaws.com",
               },
             },
           ],
+          "Version": "2012-10-17",
         },
-        "PublicAccessBlockConfiguration": {
-          "BlockPublicAcls": true,
-          "BlockPublicPolicy": true,
-          "IgnorePublicAcls": true,
-          "RestrictPublicBuckets": true,
-        },
-        "Tags": [
-          {
-            "Key": "aws-cdk:auto-delete-objects",
-            "Value": "true",
-          },
+        "ManagedPolicyArns": [
           {
-            "Key": "aws-cdk:cr-owned:api-schema:b7d6a79e",
-            "Value": "true",
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
           },
         ],
       },
-      "Type": "AWS::S3::Bucket",
-      "UpdateReplacePolicy": "Delete",
-    },
-    "AgentBucketAutoDeleteObjectsCustomResourceBD94B538": {
-      "DeletionPolicy": "Delete",
-      "DependsOn": [
-        "AgentBucketPolicy37E1CD3C",
-      ],
-      "Properties": {
-        "BucketName": {
-          "Ref": "AgentBucket77F66FF4",
-        },
-        "ServiceToken": {
-          "Fn::GetAtt": [
-            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
-            "Arn",
-          ],
-        },
-      },
-      "Type": "Custom::S3AutoDeleteObjects",
-      "UpdateReplacePolicy": "Delete",
+      "Type": "AWS::IAM::Role",
     },
-    "AgentBucketPolicy37E1CD3C": {
+    "GenericAgentCoreAgentCoreCustomResourceRoleDefaultPolicy673FD2FE": {
       "Properties": {
-        "Bucket": {
-          "Ref": "AgentBucket77F66FF4",
-        },
         "PolicyDocument": {
           "Statement": [
             {
-              "Action": "s3:*",
-              "Condition": {
-                "Bool": {
-                  "aws:SecureTransport": "false",
-                },
-              },
-              "Effect": "Deny",
-              "Principal": {
-                "AWS": "*",
-              },
-              "Resource": [
-                {
-                  "Fn::GetAtt": [
-                    "AgentBucket77F66FF4",
-                    "Arn",
-                  ],
-                },
-                {
-                  "Fn::Join": [
-                    "",
-                    [
-                      {
-                        "Fn::GetAtt": [
-                          "AgentBucket77F66FF4",
-                          "Arn",
-                        ],
-                      },
-                      "/*",
-                    ],
-                  ],
-                },
-              ],
+              "Action": "bedrock-agentcore:*",
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "BedrockAgentCorePermissions",
             },
             {
-              "Action": [
-                "s3:PutBucketPolicy",
-                "s3:GetBucket*",
-                "s3:List*",
-                "s3:DeleteObject*",
-              ],
-              "Effect": "Allow",
-              "Principal": {
-                "AWS": {
-                  "Fn::GetAtt": [
-                    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
-                    "Arn",
-                  ],
+              "Action": "iam:PassRole",
+              "Condition": {
+                "StringEquals": {
+                  "iam:PassedToService": "bedrock-agentcore.amazonaws.com",
                 },
               },
-              "Resource": [
-                {
-                  "Fn::GetAtt": [
-                    "AgentBucket77F66FF4",
-                    "Arn",
-                  ],
-                },
-                {
-                  "Fn::Join": [
-                    "",
-                    [
-                      {
-                        "Fn::GetAtt": [
-                          "AgentBucket77F66FF4",
-                          "Arn",
-                        ],
-                      },
-                      "/*",
-                    ],
-                  ],
-                },
-              ],
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "IAMPassRolePermissions",
             },
           ],
           "Version": "2012-10-17",
         },
-      },
-      "Type": "AWS::S3::BucketPolicy",
-    },
-    "AgentCodeInterpreterAgent98889BFE": {
-      "Properties": {
-        "ActionGroups": [
+        "PolicyName": "GenericAgentCoreAgentCoreCustomResourceRoleDefaultPolicy673FD2FE",
+        "Roles": [
           {
-            "ActionGroupName": "CodeInterpreter",
-            "ParentActionGroupSignature": "AMAZON.CodeInterpreter",
+            "Ref": "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B",
           },
         ],
-        "AgentName": "CodeInterpreterAgent-WebSearchAgentStackAgent49BCEDE6",
-        "AgentResourceRoleArn": {
-          "Fn::GetAtt": [
-            "AgentBedrockAgentRole5FEB7025",
-            "Arn",
-          ],
-        },
-        "AutoPrepare": true,
-        "Description": "Code Interpreter",
-        "FoundationModel": "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
-        "IdleSessionTTLInSeconds": 3600,
-        "Instruction": "You are an advanced AI agent with the ability to execute code, generate charts, and perform complex data analysis. 
-Your main function is to solve problems and meet user requests by utilizing these capabilities.
-Your main characteristics and instructions are as follows.
-
-Code Execution:
-- Access the Python environment in real time to write and run code.
-- When asked to perform calculations or data operations, always use this code execution feature to ensure accuracy.
-- After running the code, report the exact output and explain the results.
-
-Data Analysis:
-- You are excellent at statistical analysis, data visualization, machine learning applications, and other complex data analysis tasks.
-- Understand the problem, prepare the data, perform the analysis, and interpret the results systematically.
-
-Problem Solving Approach:
-- When a problem or request is presented, break it down into steps.
-- Clearly communicate the process and steps taken.
-- If a task requires multiple steps or tools, outline the approach before starting.
-
-Transparency and Accuracy:
-- Always clarify what you are doing. If you are executing code, inform the user. If you are generating an image, explain that.
-- If you are unsure about something or the task exceeds your capabilities, clearly communicate that.
-- Do not present hypothetical results as actual results. Only report actual results from code execution or image generation.
-
-Dialog Style:
-- Provide a concise answer to simple questions and a detailed explanation for complex tasks.
-- Use appropriate technical terms, but be prepared to explain in simple terms if requested.
-- Actively propose useful related information or alternative approaches.
-
-Continuous Improvement:
-- After completing a task, ask the user if they need an explanation.
-- Listen to feedback and adjust the approach accordingly.
-
-Your goal is to provide support that is accurate and useful by utilizing the unique features of code execution, image generation, and data analysis.
-Always strive to provide the most practical and effective solutions to user requests.
-
-Automatically detect the language of the user's request and think and answer in the same language.",
       },
-      "Type": "AWS::Bedrock::Agent",
-    },
-    "AgentCodeInterpreterAgentAliasB6F54C31": {
-      "Properties": {
-        "AgentAliasName": "v1",
-        "AgentId": {
-          "Fn::GetAtt": [
-            "AgentCodeInterpreterAgent98889BFE",
-            "AgentId",
-          ],
-        },
-      },
-      "Type": "AWS::Bedrock::AgentAlias",
+      "Type": "AWS::IAM::Policy",
     },
-    "AgentSearchAgent3AF6EC6F": {
+    "GenericAgentCoreAgentCoreFileBucket0430DA42": {
+      "DeletionPolicy": "Delete",
       "Properties": {
-        "ActionGroups": [
-          {
-            "ActionGroupExecutor": {
-              "Lambda": {
-                "Fn::GetAtt": [
-                  "AgentBedrockAgentLambda3510C7EB",
-                  "Arn",
-                ],
-              },
-            },
-            "ActionGroupName": "Search",
-            "ApiSchema": {
-              "S3": {
-                "S3BucketName": {
-                  "Fn::Select": [
-                    0,
-                    {
-                      "Fn::Split": [
-                        "/",
-                        {
-                          "Fn::Select": [
-                            5,
-                            {
-                              "Fn::Split": [
-                                ":",
-                                {
-                                  "Fn::GetAtt": [
-                                    "AgentApiSchemaBucketCustomResource1D7C4CC4",
-                                    "DestinationBucketArn",
-                                  ],
-                                },
-                              ],
-                            },
-                          ],
-                        },
-                      ],
-                    },
-                  ],
-                },
-                "S3ObjectKey": "api-schema/api-schema.json",
+        "BucketEncryption": {
+          "ServerSideEncryptionConfiguration": [
+            {
+              "ServerSideEncryptionByDefault": {
+                "SSEAlgorithm": "AES256",
               },
-            },
-            "Description": "Search",
-          },
+            },
+          ],
+        },
+        "PublicAccessBlockConfiguration": {
+          "BlockPublicAcls": true,
+          "BlockPublicPolicy": true,
+          "IgnorePublicAcls": true,
+          "RestrictPublicBuckets": true,
+        },
+        "Tags": [
           {
-            "ActionGroupName": "UserInputAction",
-            "ParentActionGroupSignature": "AMAZON.UserInput",
+            "Key": "aws-cdk:auto-delete-objects",
+            "Value": "true",
           },
         ],
-        "AgentName": "SearchEngineAgent-WebSearchAgentStackAgent49BCEDE6",
-        "AgentResourceRoleArn": {
+      },
+      "Type": "AWS::S3::Bucket",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "GenericAgentCoreAgentCoreFileBucketAutoDeleteObjectsCustomResourceC1B4B54D": {
+      "DeletionPolicy": "Delete",
+      "DependsOn": [
+        "GenericAgentCoreAgentCoreFileBucketPolicyB659200A",
+      ],
+      "Properties": {
+        "BucketName": {
+          "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+        },
+        "ServiceToken": {
           "Fn::GetAtt": [
-            "AgentBedrockAgentRole5FEB7025",
+            "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F",
             "Arn",
           ],
         },
-        "AutoPrepare": true,
-        "Description": "Search Agent",
-        "FoundationModel": "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
-        "IdleSessionTTLInSeconds": 3600,
-        "Instruction": "You are an advanced assistant with the ability to search and retrieve information from the web to perform complex research tasks.
-Your main function is to solve problems and meet user requests by utilizing these capabilities.
-Your main characteristics and instructions are as follows.
-
-- Understand the user's request and construct hypothesis on research strategy. If the user's request is not clear, ask the user for more information.
-- Think right search keywords to retrieve information relevant to the user's request.
-- Search the web for information relevant to the user's request.
-- Retrieve information from the web to answer the user's request.
-- If the information needed to respond to the instruction is sufficient, answer immediately.
-- If the information is insufficient, revise research strategy and collect more information.
-- Multiple searches are possible. You can search up to 5 times.
-
-Automatically detect the language of the user's request and think and answer in the same language.",
       },
-      "Type": "AWS::Bedrock::Agent",
+      "Type": "Custom::S3AutoDeleteObjects",
+      "UpdateReplacePolicy": "Delete",
     },
-    "AgentSearchAgentAliasD59C2A47": {
+    "GenericAgentCoreAgentCoreFileBucketPolicyB659200A": {
       "Properties": {
-        "AgentAliasName": "v1",
-        "AgentId": {
-          "Fn::GetAtt": [
-            "AgentSearchAgent3AF6EC6F",
-            "AgentId",
+        "Bucket": {
+          "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+        },
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "s3:PutBucketPolicy",
+                "s3:GetBucket*",
+                "s3:List*",
+                "s3:DeleteObject*",
+              ],
+              "Effect": "Allow",
+              "Principal": {
+                "AWS": {
+                  "Fn::GetAtt": [
+                    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
+                    "Arn",
+                  ],
+                },
+              },
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
           ],
+          "Version": "2012-10-17",
         },
       },
-      "Type": "AWS::Bedrock::AgentAlias",
+      "Type": "AWS::S3::BucketPolicy",
     },
-    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756C81C01536": {
+    "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventC9CCB51A": {
       "DependsOn": [
-        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF",
-        "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
+        "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRoleDefaultPolicyBB9E52E2",
+        "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA",
       ],
       "Properties": {
         "Code": {
           "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
           "S3Key": "HASH-REPLACED.zip",
         },
+        "Description": "AWS CDK resource provider framework - onEvent (AgentCoreStack/GenericAgentCore/AgentCoreRuntimeProvider)",
         "Environment": {
           "Variables": {
-            "AWS_CA_BUNDLE": "/etc/pki/ca-trust/extracted/pem/tls-ca-bundle.pem",
+            "USER_ON_EVENT_FUNCTION_ARN": {
+              "Fn::GetAtt": [
+                "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                "Arn",
+              ],
+            },
           },
         },
-        "Handler": "index.handler",
-        "Layers": [
-          {
-            "Ref": "AgentApiSchemaBucketAwsCliLayer2C3ACF8A",
-          },
-        ],
+        "Handler": "framework.onEvent",
+        "LoggingConfig": {
+          "ApplicationLogLevel": "FATAL",
+          "LogFormat": "JSON",
+        },
         "Role": {
           "Fn::GetAtt": [
-            "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
+            "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA",
             "Arn",
           ],
         },
-        "Runtime": "python3.11",
+        "Runtime": "nodejs22.x",
         "Timeout": 900,
       },
       "Type": "AWS::Lambda::Function",
     },
-    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265": {
+    "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA": {
       "Properties": {
         "AssumeRolePolicyDocument": {
           "Statement": [
@@ -1594,44 +25698,151 @@ Automatically detect the language of the user's request and think and answer in
       },
       "Type": "AWS::IAM::Role",
     },
-    "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF": {
+    "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRoleDefaultPolicyBB9E52E2": {
       "Properties": {
         "PolicyDocument": {
           "Statement": [
             {
-              "Action": [
-                "s3:GetObject*",
-                "s3:GetBucket*",
-                "s3:List*",
-              ],
+              "Action": "lambda:InvokeFunction",
               "Effect": "Allow",
               "Resource": [
                 {
-                  "Fn::Join": [
-                    "",
-                    [
-                      "arn:",
-                      {
-                        "Ref": "AWS::Partition",
-                      },
-                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1",
-                    ],
+                  "Fn::GetAtt": [
+                    "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                    "Arn",
                   ],
                 },
                 {
                   "Fn::Join": [
                     "",
                     [
-                      "arn:",
                       {
-                        "Ref": "AWS::Partition",
+                        "Fn::GetAtt": [
+                          "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                          "Arn",
+                        ],
                       },
-                      ":s3:::cdk-hnb659fds-assets-123456890123-us-east-1/*",
+                      ":*",
                     ],
                   ],
                 },
               ],
             },
+            {
+              "Action": "lambda:GetFunction",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::GetAtt": [
+                  "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805",
+                  "Arn",
+                ],
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRoleDefaultPolicyBB9E52E2",
+        "Roles": [
+          {
+            "Ref": "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventServiceRole032FFAFA",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+    },
+    "GenericAgentCoreAgentCoreRuntimeRepository6901D0DC": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "ImageScanningConfiguration": {
+          "ScanOnPush": true,
+        },
+        "RepositoryName": "lambda-python-generic-agent-core-runtime-agentcorestack",
+      },
+      "Type": "AWS::ECR::Repository",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "GenericAgentCoreAgentCoreRuntimeRoleDefaultPolicy4E847841": {
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": [
+                "bedrock:InvokeModel",
+                "bedrock:InvokeModelWithResponseStream",
+              ],
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "BedrockPermissions",
+            },
+            {
+              "Action": [
+                "ecr:BatchGetImage",
+                "ecr:GetDownloadUrlForLayer",
+              ],
+              "Effect": "Allow",
+              "Resource": "arn:aws:ecr:us-east-1:123456890123:repository/*",
+              "Sid": "ECRImageAccess",
+            },
+            {
+              "Action": "ecr:GetAuthorizationToken",
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "ECRTokenAccess",
+            },
+            {
+              "Action": [
+                "logs:DescribeLogStreams",
+                "logs:CreateLogGroup",
+              ],
+              "Effect": "Allow",
+              "Resource": "arn:aws:logs:us-east-1:123456890123:log-group:/aws/bedrock-agentcore/runtimes/*",
+            },
+            {
+              "Action": "logs:DescribeLogGroups",
+              "Effect": "Allow",
+              "Resource": "arn:aws:logs:us-east-1:123456890123:log-group:*",
+            },
+            {
+              "Action": [
+                "logs:CreateLogStream",
+                "logs:PutLogEvents",
+              ],
+              "Effect": "Allow",
+              "Resource": "arn:aws:logs:us-east-1:123456890123:log-group:/aws/bedrock-agentcore/runtimes/*:log-stream:*",
+            },
+            {
+              "Action": [
+                "xray:PutTraceSegments",
+                "xray:PutTelemetryRecords",
+                "xray:GetSamplingRules",
+                "xray:GetSamplingTargets",
+              ],
+              "Effect": "Allow",
+              "Resource": "*",
+            },
+            {
+              "Action": "cloudwatch:PutMetricData",
+              "Condition": {
+                "StringEquals": {
+                  "cloudwatch:namespace": "bedrock-agentcore",
+                },
+              },
+              "Effect": "Allow",
+              "Resource": "*",
+            },
+            {
+              "Action": [
+                "bedrock-agentcore:GetWorkloadAccessToken",
+                "bedrock-agentcore:GetWorkloadAccessTokenForJWT",
+                "bedrock-agentcore:GetWorkloadAccessTokenForUserId",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                "arn:aws:bedrock-agentcore:us-east-1:123456890123:workload-identity-directory/default",
+                "arn:aws:bedrock-agentcore:us-east-1:123456890123:workload-identity-directory/default/workload-identity/*",
+              ],
+              "Sid": "GetAgentAccessToken",
+            },
             {
               "Action": [
                 "s3:GetObject*",
@@ -1649,7 +25860,7 @@ Automatically detect the language of the user's request and think and answer in
               "Resource": [
                 {
                   "Fn::GetAtt": [
-                    "AgentBucket77F66FF4",
+                    "GenericAgentCoreAgentCoreFileBucket0430DA42",
                     "Arn",
                   ],
                 },
@@ -1659,7 +25870,7 @@ Automatically detect the language of the user's request and think and answer in
                     [
                       {
                         "Fn::GetAtt": [
-                          "AgentBucket77F66FF4",
+                          "GenericAgentCoreAgentCoreFileBucket0430DA42",
                           "Arn",
                         ],
                       },
@@ -1669,61 +25880,83 @@ Automatically detect the language of the user's request and think and answer in
                 },
               ],
             },
+            {
+              "Action": [
+                "s3:GetObject",
+                "s3:PutObject",
+                "s3:ListBucket",
+                "s3:DeleteObject",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::GetAtt": [
+                    "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                    "Arn",
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      {
+                        "Fn::GetAtt": [
+                          "GenericAgentCoreAgentCoreFileBucket0430DA42",
+                          "Arn",
+                        ],
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+              "Sid": "S3BucketAccess",
+            },
+            {
+              "Action": [
+                "bedrock-agentcore:CreateCodeInterpreter",
+                "bedrock-agentcore:StartCodeInterpreterSession",
+                "bedrock-agentcore:InvokeCodeInterpreter",
+                "bedrock-agentcore:StopCodeInterpreterSession",
+                "bedrock-agentcore:DeleteCodeInterpreter",
+                "bedrock-agentcore:ListCodeInterpreters",
+                "bedrock-agentcore:GetCodeInterpreter",
+                "bedrock-agentcore:GetCodeInterpreterSession",
+                "bedrock-agentcore:ListCodeInterpreterSessions",
+              ],
+              "Effect": "Allow",
+              "Resource": "*",
+              "Sid": "Tools",
+            },
           ],
           "Version": "2012-10-17",
         },
-        "PolicyName": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRoleDefaultPolicy88902FDF",
+        "PolicyName": "GenericAgentCoreAgentCoreRuntimeRoleDefaultPolicy4E847841",
         "Roles": [
           {
-            "Ref": "CustomCDKBucketDeployment8693BB64968944B69AAFB0CC9EB8756CServiceRole89A01265",
+            "Ref": "GenericAgentCoreAgentCoreRuntimeRoleF34B80EA",
           },
         ],
       },
       "Type": "AWS::IAM::Policy",
     },
-    "CustomS3AutoDeleteObjectsCustomResourceProviderHandler9D90184F": {
-      "DependsOn": [
-        "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
-      ],
-      "Properties": {
-        "Code": {
-          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
-          "S3Key": "HASH-REPLACED.zip",
-        },
-        "Description": {
-          "Fn::Join": [
-            "",
-            [
-              "Lambda function for auto-deleting objects in ",
-              {
-                "Ref": "AgentBucket77F66FF4",
-              },
-              " S3 bucket.",
-            ],
-          ],
-        },
-        "Handler": "index.handler",
-        "MemorySize": 128,
-        "Role": {
-          "Fn::GetAtt": [
-            "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092",
-            "Arn",
-          ],
-        },
-        "Runtime": "nodejs20.x",
-        "Timeout": 900,
-      },
-      "Type": "AWS::Lambda::Function",
-    },
-    "CustomS3AutoDeleteObjectsCustomResourceProviderRole3B1BD092": {
+    "GenericAgentCoreAgentCoreRuntimeRoleF34B80EA": {
       "Properties": {
         "AssumeRolePolicyDocument": {
           "Statement": [
             {
               "Action": "sts:AssumeRole",
+              "Condition": {
+                "ArnLike": {
+                  "aws:SourceArn": "arn:aws:bedrock-agentcore:us-east-1:123456890123:*",
+                },
+                "StringEquals": {
+                  "aws:SourceAccount": "123456890123",
+                },
+              },
               "Effect": "Allow",
               "Principal": {
-                "Service": "lambda.amazonaws.com",
+                "Service": "bedrock-agentcore.amazonaws.com",
               },
             },
           ],
@@ -1731,12 +25964,82 @@ Automatically detect the language of the user's request and think and answer in
         },
         "ManagedPolicyArns": [
           {
-            "Fn::Sub": "arn:\${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+            "Fn::Join": [
+              "",
+              [
+                "arn:",
+                {
+                  "Ref": "AWS::Partition",
+                },
+                ":iam::aws:policy/service-role/AWSLambdaBasicExecutionRole",
+              ],
+            ],
           },
         ],
       },
       "Type": "AWS::IAM::Role",
     },
+    "GenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "AgentCoreRuntimeName": "GenericAgentCoreRuntime",
+        "CustomConfig": {
+          "containerImageUri": {
+            "Fn::Sub": "123456890123.dkr.ecr.us-east-1.\${AWS::URLSuffix}/cdk-hnb659fds-container-assets-123456890123-us-east-1:64ba68f71e3d29f5b84d8e8d062e841cb600c436bb68a540d6fce32fded36c08",
+          },
+          "environmentVariables": {
+            "FILE_BUCKET": {
+              "Ref": "GenericAgentCoreAgentCoreFileBucket0430DA42",
+            },
+          },
+        },
+        "NetworkMode": "PUBLIC",
+        "RoleArn": {
+          "Fn::GetAtt": [
+            "GenericAgentCoreAgentCoreRuntimeRoleF34B80EA",
+            "Arn",
+          ],
+        },
+        "ServerProtocol": "HTTP",
+        "ServiceToken": {
+          "Fn::GetAtt": [
+            "GenericAgentCoreAgentCoreRuntimeProviderframeworkonEventC9CCB51A",
+            "Arn",
+          ],
+        },
+      },
+      "Type": "AWS::CloudFormation::CustomResource",
+      "UpdateReplacePolicy": "Delete",
+    },
+    "SingletonB8F5E8923A1C4D2F9B7E6C8A5F9D2E1B1B378805": {
+      "DependsOn": [
+        "GenericAgentCoreAgentCoreCustomResourceRoleDefaultPolicy673FD2FE",
+        "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B",
+      ],
+      "Properties": {
+        "Code": {
+          "S3Bucket": "cdk-hnb659fds-assets-123456890123-us-east-1",
+          "S3Key": "HASH-REPLACED.zip",
+        },
+        "Description": "AgentCoreRuntime CustomResource Lambda Function (Singleton)",
+        "Environment": {
+          "Variables": {
+            "AWS_NODEJS_CONNECTION_REUSE_ENABLED": "1",
+          },
+        },
+        "FunctionName": "AgentCoreRuntime-AgentCoreStack-B8F5E892",
+        "Handler": "index.handler",
+        "Role": {
+          "Fn::GetAtt": [
+            "GenericAgentCoreAgentCoreCustomResourceRoleBDED8F6B",
+            "Arn",
+          ],
+        },
+        "Runtime": "nodejs22.x",
+        "Timeout": 600,
+      },
+      "Type": "AWS::Lambda::Function",
+    },
   },
   "Rules": {
     "CheckBootstrapVersion": {
@@ -1768,7 +26071,7 @@ Automatically detect the language of the user's request and think and answer in
 }
 `;
 
-exports[`GenerativeAiUseCases matches the snapshot 4`] = `
+exports[`GenerativeAiUseCases matches the snapshot 5`] = `
 {
   "Outputs": {
     "ExportsOutputFnGetAttGuardrailguardrail03A76CF4GuardrailIdDBA991AF": {
@@ -1902,7 +26205,7 @@ exports[`GenerativeAiUseCases matches the snapshot 4`] = `
 }
 `;
 
-exports[`GenerativeAiUseCases matches the snapshot 5`] = `
+exports[`GenerativeAiUseCases matches the snapshot 6`] = `
 {
   "Description": "Generative AI Use Cases (uksb-1tupboc48)",
   "Outputs": {
@@ -1928,6 +26231,26 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
         ],
       },
     },
+    "AgentCoreEnabled": {
+      "Value": "true",
+    },
+    "AgentCoreExternalRuntimes": {
+      "Value": "[]",
+    },
+    "AgentCoreGenericRuntime": {
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "{"name":"GenericAgentCoreRuntime","arn":"",
+            {
+              "Fn::ImportValue": "AgentCoreStack:ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F",
+            },
+            ""}",
+          ],
+        ],
+      },
+    },
     "AgentEnabled": {
       "Value": "true",
     },
@@ -1987,7 +26310,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
       },
     },
     "ImageGenerateModelIds": {
-      "Value": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+            },
+            ""}]",
+          ],
+        ],
+      },
     },
     "InlineAgents": {
       "Value": "false",
@@ -2007,7 +26341,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
       "Value": "",
     },
     "ModelIds": {
-      "Value": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+            },
+            ""}]",
+          ],
+        ],
+      },
     },
     "ModelRegion": {
       "Value": "us-east-1",
@@ -2067,7 +26412,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
       },
     },
     "SpeechToSpeechModelIds": {
-      "Value": "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1"}]",
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+            },
+            ""}]",
+          ],
+        ],
+      },
     },
     "SpeechToSpeechNamespace": {
       "Value": "speech-to-speech",
@@ -2086,7 +26442,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
       },
     },
     "VideoGenerateModelIds": {
-      "Value": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+      "Value": {
+        "Fn::Join": [
+          "",
+          [
+            "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+            {
+              "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+            },
+            ""}]",
+          ],
+        ],
+      },
     },
     "WebUrl": {
       "Value": {
@@ -2327,6 +26694,9 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
         "APIApiwebtextOPTIONS5EFD2A2D",
         "APIApiwebtext0828B9D5",
       ],
+      "Metadata": {
+        "aws:cdk:do-not-refactor": true,
+      },
       "Properties": {
         "Description": "Automatically created by the RestApi construct",
         "RestApiId": {
@@ -9602,8 +33972,30 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               "Ref": "APIFileBucket8FB29855",
             },
             "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "MODEL_REGION": "us-east-1",
             "TABLE_NAME": {
               "Ref": "DatabaseTableF104A135",
@@ -9620,7 +34012,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
                 ],
               ],
             },
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -10767,12 +35170,45 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
         },
         "Environment": {
           "Variables": {
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "TABLE_NAME": {
               "Ref": "DatabaseTableF104A135",
             },
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -11273,10 +35709,43 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
         "Environment": {
           "Variables": {
             "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "MODEL_REGION": "us-east-1",
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -11368,26 +35837,59 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               "Ref": "APIFileBucket8FB29855",
             },
             "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "MODEL_REGION": "us-east-1",
             "TABLE_NAME": {
               "Ref": "DatabaseTableF104A135",
             },
-            "VIDEO_BUCKET_OWNER": "123456890123",
-            "VIDEO_BUCKET_REGION_MAP": {
+            "VIDEO_BUCKET_OWNER": "123456890123",
+            "VIDEO_BUCKET_REGION_MAP": {
+              "Fn::Join": [
+                "",
+                [
+                  "{"us-east-1":"",
+                  {
+                    "Fn::ImportValue": "VideoTmpBucketStackus-east-1:ExportsOutputRefBucket83908E7781C90AC0",
+                  },
+                  ""}",
+                ],
+              ],
+            },
+            "VIDEO_GENERATION_MODEL_IDS": {
               "Fn::Join": [
                 "",
                 [
-                  "{"us-east-1":"",
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
                   {
-                    "Fn::ImportValue": "VideoTmpBucketStackus-east-1:ExportsOutputRefBucket83908E7781C90AC0",
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
                   },
-                  ""}",
+                  ""}]",
                 ],
               ],
             },
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
           },
         },
         "Handler": "index.handler",
@@ -11537,6 +36039,7 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
         "Environment": {
           "Variables": {
             "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
+            "MODEL_REGION": "us-east-1",
           },
         },
         "Handler": "index.handler",
@@ -11623,6 +36126,39 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
                 },
               ],
             },
+            {
+              "Action": [
+                "s3:GetBucket*",
+                "s3:GetObject*",
+                "s3:List*",
+              ],
+              "Effect": "Allow",
+              "Resource": [
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:aws:s3:::",
+                      {
+                        "Fn::ImportValue": "AgentCoreStack:ExportsOutputRefGenericAgentCoreAgentCoreFileBucket0430DA423298A79F",
+                      },
+                    ],
+                  ],
+                },
+                {
+                  "Fn::Join": [
+                    "",
+                    [
+                      "arn:aws:s3:::",
+                      {
+                        "Fn::ImportValue": "AgentCoreStack:ExportsOutputRefGenericAgentCoreAgentCoreFileBucket0430DA423298A79F",
+                      },
+                      "/*",
+                    ],
+                  ],
+                },
+              ],
+            },
             {
               "Action": [
                 "s3:GetBucket*",
@@ -12595,8 +37131,30 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               ],
             },
             "CROSS_ACCOUNT_BEDROCK_ROLE_ARN": "",
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "MODEL_REGION": "us-east-1",
             "TABLE_NAME": {
               "Ref": "DatabaseTableF104A135",
@@ -12613,7 +37171,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
                 ],
               ],
             },
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -12859,10 +37428,43 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               "Fn::ImportValue": "GuardrailStack:ExportsOutputFnGetAttGuardrailguardrail03A76CF4GuardrailIdDBA991AF",
             },
             "GUARDRAIL_VERSION": "DRAFT",
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "MODEL_REGION": "us-east-1",
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -12982,11 +37584,33 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               "Fn::ImportValue": "GuardrailStack:ExportsOutputFnGetAttGuardrailguardrail03A76CF4GuardrailIdDBA991AF",
             },
             "GUARDRAIL_VERSION": "DRAFT",
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "KNOWLEDGE_BASE_ID": {
               "Fn::ImportValue": "RagKnowledgeBaseStack:ExportsOutputRefKnowledgeBaseD054384B",
             },
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "MODEL_REGION": "us-east-1",
             "QUERY_DECOMPOSITION_ENABLED": "false",
             "RERANKING_MODEL_ID": "",
@@ -12996,7 +37620,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
             "USER_POOL_ID": {
               "Ref": "AuthUserPool8115E87F",
             },
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -13127,13 +37762,46 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               "Fn::ImportValue": "GuardrailStack:ExportsOutputFnGetAttGuardrailguardrail03A76CF4GuardrailIdDBA991AF",
             },
             "GUARDRAIL_VERSION": "DRAFT",
-            "IMAGE_GENERATION_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
-            "MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+            "IMAGE_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
+            "MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "MODEL_REGION": "us-east-1",
             "TABLE_NAME": {
               "Ref": "DatabaseTableF104A135",
             },
-            "VIDEO_GENERATION_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+            "VIDEO_GENERATION_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -13603,6 +38271,39 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
       "Type": "AWS::IAM::Policy",
       "UpdateReplacePolicy": "Delete",
     },
+    "AgentCoreAgentCoreRuntimePolicyA2A56192": {
+      "DeletionPolicy": "Delete",
+      "Properties": {
+        "PolicyDocument": {
+          "Statement": [
+            {
+              "Action": "bedrock-agentcore:InvokeAgentRuntime",
+              "Effect": "Allow",
+              "Resource": {
+                "Fn::Join": [
+                  "",
+                  [
+                    {
+                      "Fn::ImportValue": "AgentCoreStack:ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F",
+                    },
+                    "*",
+                  ],
+                ],
+              },
+            },
+          ],
+          "Version": "2012-10-17",
+        },
+        "PolicyName": "AgentCoreAgentCoreRuntimePolicyA2A56192",
+        "Roles": [
+          {
+            "Ref": "AuthIdentityPoolAuthenticatedRole09311B20",
+          },
+        ],
+      },
+      "Type": "AWS::IAM::Policy",
+      "UpdateReplacePolicy": "Delete",
+    },
     "ApiBuildWeb746ABF13": {
       "DeletionPolicy": "Delete",
       "Properties": {
@@ -13622,6 +38323,20 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
         "destinationBucketName": "cdk-hnb659fds-assets-123456890123-us-east-1",
         "environment": {
           "NODE_OPTIONS": "--max-old-space-size=4096",
+          "VITE_APP_AGENT_CORE_ENABLED": "true",
+          "VITE_APP_AGENT_CORE_EXTERNAL_RUNTIMES": "[]",
+          "VITE_APP_AGENT_CORE_GENERIC_RUNTIME": {
+            "Fn::Join": [
+              "",
+              [
+                "{"name":"GenericAgentCoreRuntime","arn":"",
+                {
+                  "Fn::ImportValue": "AgentCoreStack:ExportsOutputFnGetAttGenericAgentCoreGenericAgentCoreRuntimeD3EBAAF7AgentCoreRuntimeArn010E372F",
+                },
+                ""}",
+              ],
+            ],
+          },
           "VITE_APP_AGENT_ENABLED": "true",
           "VITE_APP_AGENT_NAMES": "["SearchEngine","CodeInterpreter"]",
           "VITE_APP_API_ENDPOINT": {
@@ -13644,6 +38359,8 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               ],
             ],
           },
+          "VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT": "",
+          "VITE_APP_COGNITO_USER_POOL_PROXY_ENDPOINT": "",
           "VITE_APP_ENDPOINT_NAMES": "[]",
           "VITE_APP_FLOWS": "[]",
           "VITE_APP_FLOW_STREAM_FUNCTION_ARN": {
@@ -13656,11 +38373,33 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
           "VITE_APP_IDENTITY_POOL_ID": {
             "Ref": "AuthIdentityPool659E7F64",
           },
-          "VITE_APP_IMAGE_MODEL_IDS": "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1"}]",
+          "VITE_APP_IMAGE_MODEL_IDS": {
+            "Fn::Join": [
+              "",
+              [
+                "[{"modelId":"stability.stable-diffusion-xl-v1","region":"us-east-1","inferenceProfileArn":"",
+                {
+                  "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfilestabilitystablediffusionxlv1InferenceProfileArn20CB2491",
+                },
+                ""}]",
+              ],
+            ],
+          },
           "VITE_APP_INLINE_AGENTS": "false",
           "VITE_APP_MCP_ENABLED": "false",
           "VITE_APP_MCP_ENDPOINT": "",
-          "VITE_APP_MODEL_IDS": "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1"}]",
+          "VITE_APP_MODEL_IDS": {
+            "Fn::Join": [
+              "",
+              [
+                "[{"modelId":"anthropic.claude-3-sonnet-20240229-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                {
+                  "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileanthropicclaude3sonnet20240229v10InferenceProfileArnB9E9C888",
+                },
+                ""}]",
+              ],
+            ],
+          },
           "VITE_APP_MODEL_REGION": "us-east-1",
           "VITE_APP_OPTIMIZE_PROMPT_FUNCTION_ARN": {
             "Fn::GetAtt": [
@@ -13696,7 +38435,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               ],
             ],
           },
-          "VITE_APP_SPEECH_TO_SPEECH_MODEL_IDS": "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1"}]",
+          "VITE_APP_SPEECH_TO_SPEECH_MODEL_IDS": {
+            "Fn::Join": [
+              "",
+              [
+                "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                {
+                  "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+                },
+                ""}]",
+              ],
+            ],
+          },
           "VITE_APP_SPEECH_TO_SPEECH_NAMESPACE": "speech-to-speech",
           "VITE_APP_USER_POOL_CLIENT_ID": {
             "Ref": "AuthUserPoolclientA74673A9",
@@ -13705,7 +38455,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
             "Ref": "AuthUserPool8115E87F",
           },
           "VITE_APP_USE_CASE_BUILDER_ENABLED": "true",
-          "VITE_APP_VIDEO_MODEL_IDS": "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1"}]",
+          "VITE_APP_VIDEO_MODEL_IDS": {
+            "Fn::Join": [
+              "",
+              [
+                "[{"modelId":"amazon.nova-reel-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                {
+                  "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovareelv10InferenceProfileArn5E8F5854",
+                },
+                ""}]",
+              ],
+            ],
+          },
         },
         "outputEnvFile": false,
         "outputSourceDirectory": "../packages/web/dist",
@@ -14745,6 +39506,42 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
                 ],
               },
             },
+            {
+              "Action": "s3:ListBucket",
+              "Condition": {
+                "StringEquals": {
+                  "AWS:SourceArn": {
+                    "Fn::Join": [
+                      "",
+                      [
+                        "arn:",
+                        {
+                          "Ref": "AWS::Partition",
+                        },
+                        ":cloudfront::",
+                        {
+                          "Ref": "AWS::AccountId",
+                        },
+                        ":distribution/",
+                        {
+                          "Ref": "ApiWebCloudFrontDistributionA115FBC3",
+                        },
+                      ],
+                    ],
+                  },
+                },
+              },
+              "Effect": "Allow",
+              "Principal": {
+                "Service": "cloudfront.amazonaws.com",
+              },
+              "Resource": {
+                "Fn::GetAtt": [
+                  "ApiWebS3Bucket26EF98D6",
+                  "Arn",
+                ],
+              },
+            },
           ],
           "Version": "2012-10-17",
         },
@@ -15650,7 +40447,7 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
             "Arn",
           ],
         },
-        "Runtime": "nodejs20.x",
+        "Runtime": "nodejs22.x",
         "Timeout": 900,
       },
       "Type": "AWS::Lambda::Function",
@@ -16849,6 +41646,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
         },
         "Environment": {
           "Variables": {
+            "SPEECH_TO_SPEECH_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
             "SPEECH_TO_SPEECH_TASK_FUNCTION_ARN": {
               "Fn::GetAtt": [
                 "SpeechToSpeechTaskC1149BF3",
@@ -16977,6 +41786,18 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
               ],
             },
             "NAMESPACE": "speech-to-speech",
+            "SPEECH_TO_SPEECH_MODEL_IDS": {
+              "Fn::Join": [
+                "",
+                [
+                  "[{"modelId":"amazon.nova-sonic-v1:0","region":"us-east-1","inferenceProfileArn":"",
+                  {
+                    "Fn::ImportValue": "ApplicationInferenceProfileStackus-east-1:ExportsOutputFnGetAttApplicationInferenceProfileamazonnovasonicv10InferenceProfileArnDDA114DD",
+                  },
+                  ""}]",
+                ],
+              ],
+            },
           },
         },
         "Handler": "index.handler",
@@ -19126,7 +43947,7 @@ exports[`GenerativeAiUseCases matches the snapshot 5`] = `
 }
 `;
 
-exports[`GenerativeAiUseCases matches the snapshot 6`] = `
+exports[`GenerativeAiUseCases matches the snapshot 7`] = `
 {
   "Outputs": {
     "BedrockLogGroup": {
diff --git a/packages/cdk/test/generative-ai-use-cases.test.ts b/packages/cdk/test/generative-ai-use-cases.test.ts
index 3c9c6343c..b68cb0ab9 100644
--- a/packages/cdk/test/generative-ai-use-cases.test.ts
+++ b/packages/cdk/test/generative-ai-use-cases.test.ts
@@ -1,73 +1,79 @@
 import { Template } from 'aws-cdk-lib/assertions';
 import * as cdk from 'aws-cdk-lib';
-import { processedStackInputSchema } from '../lib/stack-input';
+import { processedStackInputSchema, StackInput } from '../lib/stack-input';
 import { createStacks } from '../lib/create-stacks';
 
 describe('GenerativeAiUseCases', () => {
+  const stackInput: Partial<StackInput> = {
+    account: '123456890123',
+    region: 'us-east-1',
+    env: '',
+    ragEnabled: true,
+    kendraIndexArn: null,
+    kendraDataSourceBucketName: null,
+    kendraIndexScheduleEnabled: false,
+    kendraIndexScheduleCreateCron: null,
+    kendraIndexScheduleDeleteCron: null,
+    ragKnowledgeBaseEnabled: true,
+    ragKnowledgeBaseStandbyReplicas: false,
+    ragKnowledgeBaseAdvancedParsing: false,
+    ragKnowledgeBaseAdvancedParsingModelId:
+      'anthropic.claude-3-sonnet-20240229-v1:0',
+    embeddingModelId: 'amazon.titan-embed-text-v2:0',
+    selfSignUpEnabled: true,
+    allowedSignUpEmailDomains: null,
+    samlAuthEnabled: false,
+    samlCognitoDomainName: '',
+    samlCognitoFederatedIdentityProviderName: '',
+    modelRegion: 'us-east-1',
+    modelIds: [
+      {
+        modelId: 'anthropic.claude-3-sonnet-20240229-v1:0',
+        region: 'us-east-1',
+      },
+    ],
+    imageGenerationModelIds: [
+      { modelId: 'stability.stable-diffusion-xl-v1', region: 'us-east-1' },
+    ],
+    videoGenerationModelIds: [
+      { modelId: 'amazon.nova-reel-v1:0', region: 'us-east-1' },
+    ],
+    speechToSpeechModelIds: [
+      { modelId: 'amazon.nova-sonic-v1:0', region: 'us-east-1' },
+    ],
+    endpointNames: [],
+    agentEnabled: true,
+    searchAgentEnabled: true,
+    searchEngine: 'Brave',
+    searchApiKey: 'XXXXXX',
+    agents: [],
+    flows: [],
+    createGenericAgentCoreRuntime: true,
+    agentCoreRegion: 'us-east-1',
+    agentCoreExternalRuntimes: [],
+    allowedIpV4AddressRanges: null,
+    allowedIpV6AddressRanges: null,
+    allowedCountryCodes: ['JP'],
+    hostName: null,
+    domainName: null,
+    hostedZoneId: null,
+    dashboard: true,
+    anonymousUsageTracking: true,
+    guardrailEnabled: true,
+    crossAccountBedrockRoleArn: '',
+    useCaseBuilderEnabled: true,
+  };
+
   test('matches the snapshot', () => {
     const app = new cdk.App();
 
-    const params = processedStackInputSchema.parse({
-      account: '123456890123',
-      region: 'us-east-1',
-      env: '',
-      ragEnabled: true,
-      kendraIndexArn: null,
-      kendraDataSourceBucketName: null,
-      kendraIndexScheduleEnabled: false,
-      kendraIndexScheduleCreateCron: null,
-      kendraIndexScheduleDeleteCron: null,
-      ragKnowledgeBaseEnabled: true,
-      ragKnowledgeBaseStandbyReplicas: false,
-      ragKnowledgeBaseAdvancedParsing: false,
-      ragKnowledgeBaseAdvancedParsingModelId:
-        'anthropic.claude-3-sonnet-20240229-v1:0',
-      embeddingModelId: 'amazon.titan-embed-text-v2:0',
-      selfSignUpEnabled: true,
-      allowedSignUpEmailDomains: null,
-      samlAuthEnabled: false,
-      samlCognitoDomainName: '',
-      samlCognitoFederatedIdentityProviderName: '',
-      modelRegion: 'us-east-1',
-      modelIds: [
-        {
-          modelId: 'anthropic.claude-3-sonnet-20240229-v1:0',
-          region: 'us-east-1',
-        },
-      ],
-      imageGenerationModelIds: [
-        { modelId: 'stability.stable-diffusion-xl-v1', region: 'us-east-1' },
-      ],
-      videoGenerationModelIds: [
-        { modelId: 'amazon.nova-reel-v1:0', region: 'us-east-1' },
-      ],
-      speechToSpeechModelIds: [
-        { modelId: 'amazon.nova-sonic-v1:0', region: 'us-east-1' },
-      ],
-      endpointNames: [],
-      agentEnabled: true,
-      searchAgentEnabled: true,
-      searchEngine: 'Brave',
-      searchApiKey: 'XXXXXX',
-      agents: [],
-      flows: [],
-      allowedIpV4AddressRanges: null,
-      allowedIpV6AddressRanges: null,
-      allowedCountryCodes: ['JP'],
-      hostName: null,
-      domainName: null,
-      hostedZoneId: null,
-      dashboard: true,
-      anonymousUsageTracking: true,
-      guardrailEnabled: true,
-      crossAccountBedrockRoleArn: '',
-      useCaseBuilderEnabled: true,
-    });
+    const params = processedStackInputSchema.parse(stackInput);
 
     const {
       cloudFrontWafStack,
       ragKnowledgeBaseStack,
       agentStack,
+      agentCoreStack,
       guardrail,
       generativeAiUseCasesStack,
       dashboardStack,
@@ -78,6 +84,7 @@ describe('GenerativeAiUseCases', () => {
       !cloudFrontWafStack ||
       !ragKnowledgeBaseStack ||
       !agentStack ||
+      !agentCoreStack ||
       !guardrail ||
       !generativeAiUseCasesStack ||
       !dashboardStack
@@ -87,6 +94,7 @@ describe('GenerativeAiUseCases', () => {
     const cloudFrontWafTemplate = Template.fromStack(cloudFrontWafStack);
     const ragKnowledgeBaseTemplate = Template.fromStack(ragKnowledgeBaseStack);
     const agentTemplate = Template.fromStack(agentStack);
+    const agentCoreTemplate = Template.fromStack(agentCoreStack);
     const guardrailTemplate = Template.fromStack(guardrail);
     const generativeAiUseCasesTemplate = Template.fromStack(
       generativeAiUseCasesStack
@@ -97,6 +105,57 @@ describe('GenerativeAiUseCases', () => {
     expect(cloudFrontWafTemplate.toJSON()).toMatchSnapshot();
     expect(ragKnowledgeBaseTemplate.toJSON()).toMatchSnapshot();
     expect(agentTemplate.toJSON()).toMatchSnapshot();
+    expect(agentCoreTemplate.toJSON()).toMatchSnapshot();
+    expect(guardrailTemplate.toJSON()).toMatchSnapshot();
+    expect(generativeAiUseCasesTemplate.toJSON()).toMatchSnapshot();
+    expect(dashboardTemplate.toJSON()).toMatchSnapshot();
+  });
+
+  test('matches the snapshot (closed network mode)', () => {
+    const app = new cdk.App();
+
+    const params = processedStackInputSchema.parse({
+      ...stackInput,
+      closedNetworkMode: true,
+    });
+
+    const {
+      closedNetworkStack,
+      ragKnowledgeBaseStack,
+      agentStack,
+      agentCoreStack,
+      guardrail,
+      generativeAiUseCasesStack,
+      dashboardStack,
+    } = createStacks(app, params);
+
+    // Create Templates
+    if (
+      !closedNetworkStack ||
+      !ragKnowledgeBaseStack ||
+      !agentStack ||
+      !agentCoreStack ||
+      !guardrail ||
+      !generativeAiUseCasesStack ||
+      !dashboardStack
+    ) {
+      throw new Error('Not all stacks are created');
+    }
+    const closedNetworkTemplate = Template.fromStack(closedNetworkStack);
+    const ragKnowledgeBaseTemplate = Template.fromStack(ragKnowledgeBaseStack);
+    const agentTemplate = Template.fromStack(agentStack);
+    const agentCoreTemplate = Template.fromStack(agentCoreStack);
+    const guardrailTemplate = Template.fromStack(guardrail);
+    const generativeAiUseCasesTemplate = Template.fromStack(
+      generativeAiUseCasesStack
+    );
+    const dashboardTemplate = Template.fromStack(dashboardStack);
+
+    // Assert
+    expect(closedNetworkTemplate.toJSON()).toMatchSnapshot();
+    expect(ragKnowledgeBaseTemplate.toJSON()).toMatchSnapshot();
+    expect(agentTemplate.toJSON()).toMatchSnapshot();
+    expect(agentCoreTemplate.toJSON()).toMatchSnapshot();
     expect(guardrailTemplate.toJSON()).toMatchSnapshot();
     expect(generativeAiUseCasesTemplate.toJSON()).toMatchSnapshot();
     expect(dashboardTemplate.toJSON()).toMatchSnapshot();
diff --git a/packages/cdk/tsconfig.json b/packages/cdk/tsconfig.json
index aefc51650..997b238cb 100644
--- a/packages/cdk/tsconfig.json
+++ b/packages/cdk/tsconfig.json
@@ -5,6 +5,7 @@
     "module": "commonjs",
     "lib": ["es2020", "dom"],
     "declaration": true,
+    "outDir": "./dist",
 
     // Strict type checking settings
     "strict": true,
@@ -27,11 +28,12 @@
     // Other settings
     "experimentalDecorators": true,
     "esModuleInterop": true,
+    "skipLibCheck": true,
 
     // Type definition file settings
     "typeRoots": ["../../node_modules/@types"],
     "types": ["jest", "node"]
   },
   // Exclude files and directories
-  "exclude": ["node_modules", "cdk.out"]
+  "exclude": ["node_modules", "cdk.out", "custom-resources/**", "dist"]
 }
diff --git a/packages/common/src/application/model.ts b/packages/common/src/application/model.ts
index 191b565b8..e63724924 100644
--- a/packages/common/src/application/model.ts
+++ b/packages/common/src/application/model.ts
@@ -387,6 +387,15 @@ export const modelMetadata: Record<string, ModelMetadata> = {
     flags: MODEL_FEATURE.TEXT_DOC,
     displayName: 'Palmyra X5',
   },
+  // OpenAI
+  'openai.gpt-oss-120b-1:0': {
+    flags: MODEL_FEATURE.TEXT_ONLY,
+    displayName: 'GPT OSS 120B',
+  },
+  'openai.gpt-oss-20b-1:0': {
+    flags: MODEL_FEATURE.TEXT_ONLY,
+    displayName: 'GPT OSS 20B',
+  },
 
   // === Image ===
 
diff --git a/packages/types/src/agent-core.d.ts b/packages/types/src/agent-core.d.ts
new file mode 100644
index 000000000..93126d0c1
--- /dev/null
+++ b/packages/types/src/agent-core.d.ts
@@ -0,0 +1,295 @@
+import { Model } from './message';
+
+export type AgentCoreConfiguration = {
+  name: string;
+  arn: string;
+};
+
+// AgentCore Runtime Request (compatible with Strands)
+export type AgentCoreRequest = StrandsRequest;
+
+export type AgentCoreStreamResponse = StrandsStreamEvent;
+
+// ===
+// Strands type definition
+// https://github.com/strands-agents/sdk-python/blob/main/src/strands/types
+// ===
+
+// Strands Agent(...) parameter
+export type StrandsRequest = {
+  systemPrompt: string;
+  prompt: StrandsContentBlock[];
+  messages: StrandsMessage[];
+  model: Model;
+};
+
+// Strands format response
+export type StrandsResponse = {
+  message?: StrandsMessage;
+};
+
+export type StrandsStreamResponse = {
+  event: StrandsStreamEvent;
+};
+
+// Content
+
+// Strands role type (system is not included)
+export type StrandsRole = 'user' | 'assistant';
+
+// Strands format message
+export type StrandsMessage = {
+  role: StrandsRole;
+  content: StrandsContentBlock[];
+};
+
+// Content blocks based on the Python SDK structure
+// Each content block is a dictionary with specific keys, not a discriminated union with a type field
+
+// Text content block
+export type StrandsTextBlock = {
+  text: string;
+};
+
+// Image content block
+export type StrandsImageBlock = {
+  image: {
+    format?: 'png' | 'jpeg' | 'gif' | 'webp';
+    source?: {
+      bytes: string; // base64 encoded string. Converted to bytes in backend
+    };
+  };
+};
+
+// Document content block
+export type StrandsDocumentBlock = {
+  document: {
+    // Document properties
+    format?:
+      | 'pdf'
+      | 'csv'
+      | 'doc'
+      | 'docx'
+      | 'xls'
+      | 'xlsx'
+      | 'html'
+      | 'txt'
+      | 'md';
+    name?: string;
+    source?: {
+      bytes: string; // base64 encoded string. Converted to bytes in backend
+    };
+  };
+};
+
+// Video content block
+export type StrandsVideoBlock = {
+  video: {
+    format?:
+      | 'flv'
+      | 'mkv'
+      | 'mov'
+      | 'mpeg'
+      | 'mpg'
+      | 'mp4'
+      | 'three_gp'
+      | 'webm'
+      | 'wmv';
+    source?: {
+      bytes: string; // base64 encoded string. Converted to bytes in backend
+    };
+  };
+};
+
+// Tool use content block
+export type StrandsToolUseBlock = {
+  toolUse: {
+    name: string;
+    input: Record<string, unknown>;
+  };
+};
+
+// Tool result content block
+export type StrandsToolResultBlock = {
+  toolResult: {
+    content: StrandsContentBlock[];
+  };
+};
+
+// Guard content block
+export type StrandsGuardContentBlock = {
+  guardContent: {
+    // Guard content properties
+    content?: string;
+  };
+};
+
+// Cache point content block
+export type StrandsCachePointBlock = {
+  cachePoint: {
+    // Cache point properties
+    id?: string;
+  };
+};
+
+// Reasoning content block
+export type StrandsReasoningContentBlock = {
+  reasoningContent: {
+    // Reasoning content properties
+    content?: string;
+  };
+};
+
+// Citations content block
+export type StrandsCitationsContentBlock = {
+  citationsContent: {
+    // Citations content properties
+    citations?: any[];
+  };
+};
+
+// Union type for all content blocks
+export type StrandsContentBlock =
+  | StrandsTextBlock
+  | StrandsImageBlock
+  | StrandsDocumentBlock
+  | StrandsVideoBlock
+  | StrandsToolUseBlock
+  | StrandsToolResultBlock
+  | StrandsGuardContentBlock
+  | StrandsCachePointBlock
+  | StrandsReasoningContentBlock
+  | StrandsCitationsContentBlock;
+
+// Streaming
+
+// Supporting types for streaming events
+export type StrandsStopReason =
+  | 'end_turn'
+  | 'max_tokens'
+  | 'stop_sequence'
+  | 'tool_use';
+
+export type StrandsUsage = {
+  inputTokens: number;
+  outputTokens: number;
+  totalTokens: number;
+  cacheReadInputTokens?: number;
+  cacheWriteInputTokens?: number;
+};
+
+export type StrandsMetrics = {
+  latencyMs?: number;
+  [key: string]: any;
+};
+
+export type StrandsTrace = {
+  [key: string]: any;
+};
+
+// Content block start information
+export type StrandsContentBlockStart = StrandsContentBlock;
+
+// Message start event
+export type StrandsMessageStartEvent = {
+  role: StrandsRole;
+};
+
+// Content block start event
+export type StrandsContentBlockStartEvent = {
+  contentBlockIndex?: number;
+  start: StrandsContentBlockStart;
+};
+
+// Content block delta types
+export type StrandsContentBlockDeltaText = {
+  text: string;
+};
+
+export type StrandsContentBlockDeltaToolUse = {
+  input: string;
+};
+
+export type StrandsReasoningContentBlockDelta = {
+  redactedContent?: Uint8Array;
+  signature?: string;
+  text?: string;
+};
+
+export type StrandsContentBlockDelta = {
+  reasoningContent?: StrandsReasoningContentBlockDelta;
+  text?: string;
+  toolUse?: StrandsContentBlockDeltaToolUse;
+};
+
+// Content block delta event
+export type StrandsContentBlockDeltaEvent = {
+  contentBlockIndex?: number;
+  delta: StrandsContentBlockDelta;
+};
+
+// Content block stop event
+export type StrandsContentBlockStopEvent = {
+  contentBlockIndex?: number;
+};
+
+// Message stop event
+export type StrandsMessageStopEvent = {
+  additionalModelResponseFields?: any;
+  stopReason: StrandsStopReason;
+};
+
+// Metadata event
+export type StrandsMetadataEvent = {
+  metrics?: StrandsMetrics;
+  trace?: StrandsTrace;
+  usage: StrandsUsage;
+};
+
+// Exception event base
+export type StrandsExceptionEvent = {
+  message: string;
+};
+
+// Model stream error event
+export type StrandsModelStreamErrorEvent = StrandsExceptionEvent & {
+  originalMessage: string;
+  originalStatusCode: number;
+};
+
+// Redact content event
+export type StrandsRedactContentEvent = {
+  redactUserContentMessage?: string;
+  redactAssistantContentMessage?: string;
+};
+
+// Main stream event type (matches the Python StreamEvent TypedDict)
+export type StrandsStreamEvent = {
+  contentBlockDelta?: StrandsContentBlockDeltaEvent;
+  contentBlockStart?: StrandsContentBlockStartEvent;
+  contentBlockStop?: StrandsContentBlockStopEvent;
+  internalServerException?: StrandsExceptionEvent;
+  messageStart?: StrandsMessageStartEvent;
+  messageStop?: StrandsMessageStopEvent;
+  metadata?: StrandsMetadataEvent;
+  modelStreamErrorException?: StrandsModelStreamErrorEvent;
+  redactContent?: StrandsRedactContentEvent;
+  serviceUnavailableException?: StrandsExceptionEvent;
+  throttlingException?: StrandsExceptionEvent;
+  validationException?: StrandsExceptionEvent;
+};
+
+// Helper type to determine which event type is present
+export type StrandsStreamEventType =
+  | 'contentBlockDelta'
+  | 'contentBlockStart'
+  | 'contentBlockStop'
+  | 'internalServerException'
+  | 'messageStart'
+  | 'messageStop'
+  | 'metadata'
+  | 'modelStreamErrorException'
+  | 'redactContent'
+  | 'serviceUnavailableException'
+  | 'throttlingException'
+  | 'validationException';
diff --git a/packages/types/src/index.d.ts b/packages/types/src/index.d.ts
index cc3a2c55a..fd6cc4568 100644
--- a/packages/types/src/index.d.ts
+++ b/packages/types/src/index.d.ts
@@ -18,3 +18,4 @@ export * from './share';
 export * from './speech-to-speech';
 export * from './stat';
 export * from './mcp';
+export * from './agent-core';
diff --git a/packages/types/src/message.d.ts b/packages/types/src/message.d.ts
index 714eda44b..5d3c219f3 100644
--- a/packages/types/src/message.d.ts
+++ b/packages/types/src/message.d.ts
@@ -10,6 +10,7 @@ export type Model = {
   modelParameters?: AdditionalModelRequestFields;
   sessionId?: string;
   region?: string;
+  inferenceProfileArn?: string;
 };
 
 export type Agent = {
diff --git a/packages/types/src/model.d.ts b/packages/types/src/model.d.ts
index 6b651c1a9..ff14cf639 100644
--- a/packages/types/src/model.d.ts
+++ b/packages/types/src/model.d.ts
@@ -23,6 +23,7 @@ export type FeatureFlags = {
 export type ModelConfiguration = {
   modelId: string;
   region: string;
+  inferenceProfileArn?: string;
 };
 
 export type ModelMetadata = {
diff --git a/packages/types/src/protocol.d.ts b/packages/types/src/protocol.d.ts
index 83dfce854..837f42148 100644
--- a/packages/types/src/protocol.d.ts
+++ b/packages/types/src/protocol.d.ts
@@ -133,7 +133,12 @@ export type RetrieveKnowledgeBaseRequest = {
 
 export type RetrieveKnowledgeBaseResponse = RetrieveCommandOutputKnowledgeBase;
 
-export type S3Type = 'default' | 'knowledgeBase';
+export type S3Type = 'default' | 'knowledgeBase' | 'agentcore';
+
+export type BucketInfo = {
+  bucketName: string;
+  region: string;
+};
 
 export type GetFileDownloadSignedUrlRequest = {
   bucketName: string;
diff --git a/packages/web/package.json b/packages/web/package.json
index 5ba5e2780..f6f055e14 100644
--- a/packages/web/package.json
+++ b/packages/web/package.json
@@ -13,6 +13,7 @@
   "dependencies": {
     "@aws-amplify/ui-react": "^6.1.12",
     "@aws-crypto/sha256-js": "^5.2.0",
+    "@aws-sdk/client-bedrock-agentcore": "^3.755.0",
     "@aws-sdk/client-cognito-identity": "^3.755.0",
     "@aws-sdk/client-kendra": "^3.755.0",
     "@aws-sdk/client-lambda": "^3.755.0",
@@ -108,6 +109,7 @@
     "vite": "^6.3.4",
     "vite-plugin-node-polyfills": "^0.23.0",
     "vite-plugin-svgr": "^4.2.0",
+    "vite-plugin-webfont-dl": "^3.11.1",
     "vitest": "^3.0.7"
   }
 }
diff --git a/packages/web/public/locales/translation/en.yaml b/packages/web/public/locales/translation/en.yaml
index 1230c001a..13179521f 100644
--- a/packages/web/public/locales/translation/en.yaml
+++ b/packages/web/public/locales/translation/en.yaml
@@ -1,6 +1,9 @@
 agent:
   drop_files: Drop files to upload
   title: Agent Chat
+agent_core:
+  start_conversation: Start a conversation with AgentCore
+  title: AgentCore
 auth:
   loading: Loading...
   login: Login
@@ -447,7 +450,9 @@ generateText:
 landing:
   alert:
     description: >-
-      This is an environment used for internal demos by SA. When giving demos to customers, please use the one deployed in your own AWS account as a rule. Do not input customer data or use it for business purposes.
+      This is an environment used for internal demos by SA. When giving demos to
+      customers, please use the one deployed in your own AWS account as a rule.
+      Do not input customer data or use it for business purposes.
     title: About GenU Demo Environment
   demo:
     agent:
@@ -489,7 +494,8 @@ landing:
         music, photography, trendy smartphone, city background
     mcp:
       content: >-
-        Please research about Amazon Bedrock security. Is user input used for model training?
+        Please research about Amazon Bedrock security. Is user input used for
+        model training?
     rag:
       content: >-
         Please provide an overview of Amazon Nova Canvas and explain its key
@@ -533,6 +539,9 @@ landing:
         execute actions or reference the vector database of Knowledge Bases for
         Amazon Bedrock.
       title: Agent Chat
+    agent_core:
+      description: AgentCore Chat is a feature that utilizes various Agents created with Bedrock AgentCore.
+      title: AgentCore
     chat:
       description: >-
         You can have interactive dialogues with an LLM in a chat format. It can
@@ -566,12 +575,16 @@ landing:
       title: Image Generation
     mcp_chat:
       description: >-
-        MCP Chat is a chat function that seamlessly integrates Bedrock's LLM models with external data and external tools through the Model Context Protocol (MCP). You can freely add tools by editing the mcp.json file. Leveraging Strands Agents as an MCP agent.
+        MCP Chat is a chat function that seamlessly integrates Bedrock's LLM
+        models with external data and external tools through the Model Context
+        Protocol (MCP). You can freely add tools by editing the mcp.json file.
+        Leveraging Strands Agents as an MCP agent.
       title: MCP Chat
     meeting-minutes:
       description: >-
-        Automatically generate meeting minutes from audio recordings or real-time transcription.
-        No need to write prompts - choose from near-original transcription, newspaper style, or FAQ format.
+        Automatically generate meeting minutes from audio recordings or
+        real-time transcription. No need to write prompts - choose from
+        near-original transcription, newspaper style, or FAQ format.
       title: Meeting Minutes Generation
     rag_chat:
       description_kb: >-
@@ -850,7 +863,9 @@ summarize:
 transcribe:
   detailed_parameters: Detailed parameters
   direct_input: Direct Input
-  direct_input_instruction: Please enter the source text for meeting minutes directly in the "Transcript" area below.
+  direct_input_instruction: >-
+    Please enter the source text for meeting minutes directly in the
+    "Transcript" area below.
   direct_input_placeholder: Please enter the source text for meeting minutes here...
   file_upload: File Upload
   max_speakers: Max Speakers
@@ -1268,11 +1283,6 @@ videoAnalyzer:
 voiceChat:
   close: Close session
   default_system_prompt: You are an AI assistant.
-  experimental_warning: >-
-    Voice Chat is still in an experimental stage. The architecture, etc. may be
-    changed in the future. Conversation history will not be saved. The supported
-    language is English only.
-  experimental_warning_title: About Voice Chat
   im_listening: I'm listening...
   start: Start new session
   title: Voice Chat
diff --git a/packages/web/public/locales/translation/ja.yaml b/packages/web/public/locales/translation/ja.yaml
index 32a24728c..63203da20 100644
--- a/packages/web/public/locales/translation/ja.yaml
+++ b/packages/web/public/locales/translation/ja.yaml
@@ -1,6 +1,9 @@
 agent:
   drop_files: ファイルをドロップしてアップロード
   title: Agent チャット
+agent_core:
+  start_conversation: AgentCore と会話を始める
+  title: AgentCore
 auth:
   loading: 読み込み中...
   login: ログイン
@@ -357,7 +360,8 @@ generateText:
 landing:
   alert:
     description: >-
-      こちらは SA が内部デモのために利用する環境です。カスタマーにデモをする場合は、原則自分の AWS アカウントにデプロイしたものを利用してください。カスタマーのデータの入力や業務利用をしてはいけません。
+      こちらは SA が内部デモのために利用する環境です。カスタマーにデモをする場合は、原則自分の AWS
+      アカウントにデプロイしたものを利用してください。カスタマーのデータの入力や業務利用をしてはいけません。
     title: GenU デモ環境について
   demo:
     agent:
@@ -384,8 +388,7 @@ landing:
         スマホ広告のデザイン案を出力してください。
         可愛い、おしゃれ、使いやすい、POPカルチャー、親しみやすい、若者向け、音楽、写真、流行のスマホ、背景が街
     mcp:
-      content: >-
-        Amazon Bedrock のセキュリティについて調べてください。ユーザーの入力はモデルの学習に使われますか？
+      content: Amazon Bedrock のセキュリティについて調べてください。ユーザーの入力はモデルの学習に使われますか？
     rag:
       content: Claude のパラメータを説明し、その設定方法も教えてください。
     summarize:
@@ -418,6 +421,9 @@ landing:
         Agent チャットユースケースでは Agents for Amazon Bedrock を利用してアクションを実行させたり、Knowledge
         Bases for Amazon Bedrock のベクトルデータベースを参照することが可能です。
       title: Agent チャット
+    agent_core:
+      description: AgentCore チャットは Bedrock AgentCore で作成したさまざまな Agent を利用する機能です
+      title: AgentCore
     chat:
       description: >-
         LLM
@@ -445,7 +451,9 @@ landing:
       title: 画像生成
     mcp_chat:
       description: >-
-        MCP チャットは  Model Context Protocol (MCP) を通じて、Bedrock の LLM モデルと外部データや外部ツールをシームレスに連携させるチャット機能です。mcp.json を編集することで、自由にツールを追加できます。MCP のエージェントとして Strands Agents を活用しています。
+        MCP チャットは  Model Context Protocol (MCP) を通じて、Bedrock の LLM
+        モデルと外部データや外部ツールをシームレスに連携させるチャット機能です。mcp.json を編集することで、自由にツールを追加できます。MCP
+        のエージェントとして Strands Agents を活用しています。
       title: MCP チャット
     meeting-minutes:
       description: >-
@@ -1025,8 +1033,6 @@ videoAnalyzer:
 voiceChat:
   close: セッションを終了する
   default_system_prompt: You are an AI assistant.
-  experimental_warning: 音声チャットはまだ実験的な段階です。アーキテクチャ等は今後変更される可能性があります。会話履歴は保存されません。対応言語は英語のみです。
-  experimental_warning_title: 音声チャットについて
   im_listening: 発言してください
   start: セッションを始める
   title: 音声チャット
diff --git a/packages/web/public/locales/translation/th.yaml b/packages/web/public/locales/translation/th.yaml
index 5c0d7dea6..91df40ea6 100644
--- a/packages/web/public/locales/translation/th.yaml
+++ b/packages/web/public/locales/translation/th.yaml
@@ -1081,9 +1081,6 @@ videoAnalyzer:
 voiceChat:
   close: ปิดเซสชั่น
   default_system_prompt: You are an AI assistant.
-  experimental_warning: >-
-    Voice Chat ยังอยู่ในระยะทดลอง สถาปัตยกรรมและอื่นๆ อาจมีการเปลี่ยนแปลงในอนาคต ประวัติการสนทนาจะไม่ได้รับการบันทึก ภาษาที่รองรับคือภาษาอังกฤษเท่านั้น
-  experimental_warning_title: เกี่ยวกับ Voice Chat
   im_listening: กำลังฟัง...
   start: เริ่มเซสชันใหม่
   title: Voice Chat
diff --git a/packages/web/public/locales/translation/vi.yaml b/packages/web/public/locales/translation/vi.yaml
index a27cb24f0..17fa536f8 100644
--- a/packages/web/public/locales/translation/vi.yaml
+++ b/packages/web/public/locales/translation/vi.yaml
@@ -1049,9 +1049,6 @@ videoAnalyzer:
 voiceChat:
   close: Kết thúc Phiên
   default_system_prompt: You are an AI assistant.
-  experimental_warning: >-
-    Voice chat vẫn đang trong giai đoạn thử nghiệm. Kiến trúc và các yếu tố khác có thể thay đổi trong tương lai. Lịch sử hội thoại sẽ không được lưu. Chỉ hỗ trợ tiếng Anh.
-  experimental_warning_title: Về voice chat
   im_listening: Hãy phát biểu
   start: Bắt đầu phiên
   title: Voice Chat
diff --git a/packages/web/public/locales/translation/zh.yaml b/packages/web/public/locales/translation/zh.yaml
index b35aede5c..0f8bee7ad 100644
--- a/packages/web/public/locales/translation/zh.yaml
+++ b/packages/web/public/locales/translation/zh.yaml
@@ -896,8 +896,6 @@ videoAnalyzer:
 voiceChat:
   close: 结束会话
   default_system_prompt: 您是一个AI助手。
-  experimental_warning: 语音聊天仍处于实验阶段。架构等可能在未来发生变化。对话历史不会保存。仅支持英语。
-  experimental_warning_title: 关于语音聊天
   im_listening: 请说话
   start: 开始会话
   title: 语音聊天
diff --git a/packages/web/src/App.tsx b/packages/web/src/App.tsx
index 414f7f65f..3967c1515 100644
--- a/packages/web/src/App.tsx
+++ b/packages/web/src/App.tsx
@@ -44,6 +44,8 @@ const ragKnowledgeBaseEnabled: boolean =
 const agentEnabled: boolean = import.meta.env.VITE_APP_AGENT_ENABLED === 'true';
 const inlineAgents: boolean = import.meta.env.VITE_APP_INLINE_AGENTS === 'true';
 const mcpEnabled: boolean = import.meta.env.VITE_APP_MCP_ENABLED === 'true';
+const agentCoreEnabled: boolean =
+  import.meta.env.VITE_APP_AGENT_CORE_ENABLED === 'true';
 const {
   visionEnabled,
   imageGenModelIds,
@@ -134,6 +136,15 @@ const App: React.FC = () => {
           to: '/mcp',
           icon: <PiGraph />,
           display: 'usecase' as const,
+          sub: 'Deprecated',
+        }
+      : null,
+    agentCoreEnabled
+      ? {
+          label: t('agent_core.title'),
+          to: '/agent-core',
+          icon: <PiRobot />,
+          display: 'usecase' as const,
           sub: 'Experimental',
         }
       : null,
@@ -151,7 +162,6 @@ const App: React.FC = () => {
           to: '/voice-chat',
           icon: <PiMicrophoneBold />,
           display: 'usecase' as const,
-          sub: 'Experimental',
         }
       : null,
     enabled('generate')
diff --git a/packages/web/src/components/AuthWithUserpool.tsx b/packages/web/src/components/AuthWithUserpool.tsx
index a9185dd67..d3c6be969 100644
--- a/packages/web/src/components/AuthWithUserpool.tsx
+++ b/packages/web/src/components/AuthWithUserpool.tsx
@@ -8,6 +8,10 @@ const selfSignUpEnabled: boolean =
   import.meta.env.VITE_APP_SELF_SIGN_UP_ENABLED === 'true';
 const speechToSpeechEventApiEndpoint: string = import.meta.env
   .VITE_APP_SPEECH_TO_SPEECH_EVENT_API_ENDPOINT;
+const cognitoUserPoolProxyEndpoint = import.meta.env
+  .VITE_APP_COGNITO_USER_POOL_PROXY_ENDPOINT;
+const cognitoIdentityPoolProxyEndpoint = import.meta.env
+  .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
 
 type Props = {
   children: React.ReactNode;
@@ -21,6 +25,13 @@ const AuthWithUserpool: React.FC<Props> = (props) => {
         userPoolId: import.meta.env.VITE_APP_USER_POOL_ID,
         userPoolClientId: import.meta.env.VITE_APP_USER_POOL_CLIENT_ID,
         identityPoolId: import.meta.env.VITE_APP_IDENTITY_POOL_ID,
+        ...(cognitoUserPoolProxyEndpoint && cognitoIdentityPoolProxyEndpoint
+          ? {
+              userPoolEndpoint: cognitoUserPoolProxyEndpoint,
+              identityPoolEndpoint: cognitoIdentityPoolProxyEndpoint,
+              region: import.meta.env.VITE_APP_REGION,
+            }
+          : {}),
       },
     },
     API: {
diff --git a/packages/web/src/hooks/useAgentCore.ts b/packages/web/src/hooks/useAgentCore.ts
new file mode 100644
index 000000000..da9bf591f
--- /dev/null
+++ b/packages/web/src/hooks/useAgentCore.ts
@@ -0,0 +1,140 @@
+import useChat from './useChat';
+import useAgentCoreApi, { AgentCoreRuntimeRequest } from './useAgentCoreApi';
+import {
+  AgentCoreConfiguration,
+  UnrecordedMessage,
+} from 'generative-ai-use-cases';
+import { findModelByModelId } from './useModel';
+
+// Get environment variables for separated generic and external runtimes
+const agentCoreEnabled = import.meta.env.VITE_APP_AGENT_CORE_ENABLED === 'true';
+
+// Generic runtime (deployed by CDK)
+const agentCoreGenericRuntime =
+  import.meta.env.VITE_APP_AGENT_CORE_GENERIC_RUNTIME !== 'null'
+    ? (JSON.parse(
+        import.meta.env.VITE_APP_AGENT_CORE_GENERIC_RUNTIME || 'null'
+      ) as AgentCoreConfiguration | null)
+    : null;
+
+// External runtimes (pre-defined)
+const agentCoreExternalRuntimes = JSON.parse(
+  import.meta.env.VITE_APP_AGENT_CORE_EXTERNAL_RUNTIMES || '[]'
+) as AgentCoreConfiguration[];
+
+const useAgentCore = (id: string) => {
+  const {
+    getModelId,
+    setModelId,
+    init,
+    getCurrentSystemContext,
+    updateSystemContext,
+    rawMessages,
+    messages,
+    isEmpty,
+    clear,
+  } = useChat(id);
+
+  const { postMessage, loading } = useAgentCoreApi(id);
+
+  const invokeAgentRuntime = async (
+    agentRuntimeArn: string,
+    sessionId: string,
+    userPrompt: string,
+    qualifier = 'DEFAULT',
+    files?: File[]
+  ) => {
+    const model = findModelByModelId(getModelId());
+
+    // Get previous messages for context, excluding:
+    // 1. System messages (will be sent as system_prompt)
+    // 2. Empty assistant messages
+    const previousMessages = rawMessages
+      .filter((msg) => {
+        // Exclude system messages
+        if (msg.role === 'system') return false;
+        // Exclude empty assistant messages
+        if (msg.role === 'assistant' && msg.content.trim() === '') return false;
+
+        return true;
+      })
+      .map(
+        (msg): UnrecordedMessage => ({
+          role: msg.role,
+          content: msg.content,
+          trace: msg.trace,
+          extraData: msg.extraData,
+          llmType: msg.llmType,
+          metadata: msg.metadata,
+        })
+      );
+
+    const request: AgentCoreRuntimeRequest = {
+      agentRuntimeArn,
+      sessionId,
+      qualifier,
+      system_prompt:
+        getCurrentSystemContext() || 'You are a helpful assistant.',
+      prompt: userPrompt,
+      previousMessages, // Pass the raw messages to be converted in useAgentCoreApi
+      model,
+      files, // Pass the uploaded files - they will be converted to Strands format in useAgentCoreApi
+    };
+
+    await postMessage(request);
+  };
+
+  const isAgentCoreEnabled = () => {
+    return (
+      agentCoreEnabled &&
+      (!!agentCoreGenericRuntime || agentCoreExternalRuntimes.length > 0)
+    );
+  };
+
+  const getGenericRuntime = () => {
+    return agentCoreGenericRuntime;
+  };
+
+  const getExternalRuntimes = () => {
+    return agentCoreExternalRuntimes;
+  };
+
+  const getAllAvailableRuntimes = (): AgentCoreConfiguration[] => {
+    const allRuntimes: AgentCoreConfiguration[] = [];
+
+    // Add generic runtime if available
+    if (agentCoreGenericRuntime) {
+      allRuntimes.push(agentCoreGenericRuntime);
+    }
+
+    // Add external runtimes
+    allRuntimes.push(...agentCoreExternalRuntimes);
+
+    return allRuntimes;
+  };
+
+  const getAllAvailableRuntimeArns = (): string[] => {
+    return getAllAvailableRuntimes().map((runtime) => runtime.arn);
+  };
+
+  return {
+    getModelId,
+    setModelId,
+    init,
+    getCurrentSystemContext,
+    updateSystemContext,
+    rawMessages,
+    messages,
+    isEmpty,
+    clear,
+    loading,
+    invokeAgentRuntime,
+    isAgentCoreEnabled,
+    getGenericRuntime,
+    getExternalRuntimes,
+    getAllAvailableRuntimes,
+    getAllAvailableRuntimeArns,
+  };
+};
+
+export { useAgentCore };
diff --git a/packages/web/src/hooks/useAgentCoreApi.ts b/packages/web/src/hooks/useAgentCoreApi.ts
new file mode 100644
index 000000000..54a90579a
--- /dev/null
+++ b/packages/web/src/hooks/useAgentCoreApi.ts
@@ -0,0 +1,291 @@
+import { useCallback } from 'react';
+import useChat from './useChat';
+import useChatApi from './useChatApi';
+import {
+  BedrockAgentCoreClient,
+  InvokeAgentRuntimeCommand,
+  InvokeAgentRuntimeCommandInput,
+} from '@aws-sdk/client-bedrock-agentcore';
+import { fromCognitoIdentityPool } from '@aws-sdk/credential-provider-cognito-identity';
+import { fetchAuthSession } from 'aws-amplify/auth';
+import { CognitoIdentityClient } from '@aws-sdk/client-cognito-identity';
+import {
+  AgentCoreRequest,
+  Model,
+  UnrecordedMessage,
+  StrandsContentBlock,
+} from 'generative-ai-use-cases';
+import {
+  StrandsStreamProcessor,
+  convertToStrandsFormat,
+  convertFilesToStrandsContentBlocks,
+} from '../utils/strandsUtils';
+import { getRegionFromArn } from '../utils/arnUtils';
+
+// Get environment variables
+const region = import.meta.env.VITE_APP_REGION as string;
+const modelRegion = import.meta.env.VITE_APP_MODEL_REGION as string;
+const identityPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID as string;
+const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID as string;
+
+// Define simplified request interface for the hook
+export interface AgentCoreRuntimeRequest {
+  agentRuntimeArn: string;
+  sessionId?: string;
+  qualifier?: string;
+  system_prompt?: string; // Keep this name for backward compatibility with useAgentCore
+  prompt: string; // User prompt as string
+  previousMessages?: UnrecordedMessage[]; // Raw messages that will be converted to Strands format
+  model: Model;
+  files?: File[]; // Added support for file uploads
+}
+
+const useAgentCoreApi = (id: string) => {
+  const {
+    loading,
+    setLoading,
+    pushMessage,
+    popMessage,
+    createChatIfNotExist,
+    addChunkToAssistantMessage,
+    addMessageIdsToUnrecordedMessages,
+    replaceMessages,
+    setPredictedTitle,
+  } = useChat(id);
+  const { createMessages } = useChatApi();
+
+  // Create a stream processor instance that maintains state across chunks
+  const streamProcessor = useCallback(() => new StrandsStreamProcessor(), []);
+
+  // Process a chunk of Strands event data and add it to the assistant message
+  const processChunk = useCallback(
+    (eventText: string, model: Model, processor: StrandsStreamProcessor) => {
+      const processed = processor.processEvent(eventText);
+
+      if (processed) {
+        if (processed.text || processed.trace || processed.metadata) {
+          addChunkToAssistantMessage(
+            processed.text || '',
+            processed.trace || undefined,
+            model,
+            processed.metadata
+          );
+        }
+      }
+    },
+    [addChunkToAssistantMessage]
+  );
+
+  // Convert messages to Strands format
+  const convertMessagesToStrandsFormat = useCallback(
+    (messages: UnrecordedMessage[]) => {
+      return convertToStrandsFormat(messages);
+    },
+    []
+  );
+
+  const postMessage = useCallback(
+    async (req: AgentCoreRuntimeRequest) => {
+      setLoading(true);
+      let isFirstChunk = true;
+
+      // Create a new stream processor for this request
+      const processor = streamProcessor();
+
+      try {
+        pushMessage('user', req.prompt);
+        pushMessage('assistant', 'Thinking...');
+
+        // Get the ID token from the authenticated user
+        const token = (await fetchAuthSession()).tokens?.idToken?.toString();
+        if (!token) {
+          throw new Error('User is not authenticated');
+        }
+
+        const clientRegion = getRegionFromArn(req.agentRuntimeArn) || region;
+
+        // Create the Cognito Identity client
+        const cognito = new CognitoIdentityClient({ region });
+        const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
+
+        // Create the BedrockAgentCore client with the determined region
+        const client = new BedrockAgentCoreClient({
+          region: clientRegion,
+          credentials: fromCognitoIdentityPool({
+            client: cognito,
+            identityPoolId,
+            logins: {
+              [providerName]: token,
+            },
+          }),
+        });
+
+        // Convert previous messages to Strands format if provided
+        const strandsMessages = req.previousMessages
+          ? convertMessagesToStrandsFormat(req.previousMessages)
+          : [];
+
+        // Process files if provided and convert them to Strands content blocks
+        const promptBlocks: StrandsContentBlock[] = [{ text: req.prompt }];
+
+        if (req.files && req.files.length > 0) {
+          try {
+            const fileContentBlocks = await convertFilesToStrandsContentBlocks(
+              req.files
+            );
+            promptBlocks.push(...fileContentBlocks);
+          } catch (error) {
+            console.error(
+              'Error converting files to Strands content blocks:',
+              error
+            );
+          }
+        }
+
+        // Create the request with the exact schema: messages, systemPrompt, prompt, model
+        const agentCoreRequest: AgentCoreRequest = {
+          messages: strandsMessages,
+          systemPrompt: req.system_prompt || '',
+          prompt: promptBlocks,
+          model: {
+            type: 'bedrock',
+            modelId:
+              req.model.modelId ||
+              'us.anthropic.claude-3-5-sonnet-20241022-v2:0',
+            region: req.model.region || modelRegion,
+          },
+        };
+
+        const commandInput: InvokeAgentRuntimeCommandInput = {
+          agentRuntimeArn: req.agentRuntimeArn,
+          ...(req.sessionId ? { runtimeSessionId: req.sessionId } : {}),
+          qualifier: req.qualifier || 'DEFAULT',
+          payload: JSON.stringify(agentCoreRequest),
+        };
+
+        const command = new InvokeAgentRuntimeCommand(commandInput);
+        const response = await client.send(command);
+
+        // Handle streaming response
+        const responseWithStream = response as unknown as {
+          response?: ReadableStream<Uint8Array> | AsyncIterable<Uint8Array>;
+          contentType?: string;
+        };
+
+        let buffer = '';
+
+        if (responseWithStream.response) {
+          const stream = responseWithStream.response;
+
+          if (Symbol.asyncIterator in stream) {
+            // Handle as async iterable
+            for await (const chunk of stream as AsyncIterable<Uint8Array>) {
+              if (isFirstChunk) {
+                popMessage(); // Remove loading message
+                pushMessage('assistant', '');
+                isFirstChunk = false;
+              }
+
+              const chunkText = new TextDecoder('utf-8').decode(chunk);
+              buffer += chunkText;
+
+              // Process complete lines
+              const lines = buffer.split('\n');
+              buffer = lines.pop() || '';
+
+              for (const line of lines) {
+                if (line.trim()) {
+                  let processedText = line;
+
+                  // Handle SSE format: "data: <content>"
+                  if (line.startsWith('data: ')) {
+                    processedText = line.substring(6);
+                  }
+
+                  if (processedText.trim()) {
+                    processChunk(processedText, req.model, processor);
+                  }
+                }
+              }
+            }
+
+            // Process any remaining buffer content
+            if (buffer.trim()) {
+              let processedText = buffer;
+              if (buffer.startsWith('data: ')) {
+                processedText = buffer.substring(6);
+              }
+              if (processedText.trim()) {
+                processChunk(processedText, req.model, processor);
+              }
+            }
+          } else {
+            // Fallback: treat as single response
+            if (isFirstChunk) {
+              popMessage();
+              pushMessage('assistant', '');
+              isFirstChunk = false;
+            }
+            processChunk(
+              JSON.stringify(response, null, 2),
+              req.model,
+              processor
+            );
+          }
+        } else {
+          // Fallback: if no response stream, stringify the entire response
+          if (isFirstChunk) {
+            popMessage();
+            pushMessage('assistant', '');
+            isFirstChunk = false;
+          }
+          processChunk(JSON.stringify(response, null, 2), req.model, processor);
+        }
+
+        // Save chat history
+        const chatId = await createChatIfNotExist();
+        await setPredictedTitle();
+        const toBeRecordedMessages = addMessageIdsToUnrecordedMessages();
+        const { messages } = await createMessages(chatId, {
+          messages: toBeRecordedMessages,
+        });
+        replaceMessages(messages);
+      } catch (error) {
+        console.error('Error invoking AgentCore Runtime:', error);
+        const errorMessage =
+          error instanceof Error ? error.message : 'Unknown error occurred';
+        // processChunk(`Error: ${errorMessage}`, req.model, processor);
+        addChunkToAssistantMessage(
+          errorMessage,
+          undefined,
+          req.model,
+          undefined
+        );
+      } finally {
+        setLoading(false);
+      }
+    },
+    [
+      setLoading,
+      streamProcessor,
+      pushMessage,
+      convertMessagesToStrandsFormat,
+      createChatIfNotExist,
+      setPredictedTitle,
+      addMessageIdsToUnrecordedMessages,
+      createMessages,
+      replaceMessages,
+      popMessage,
+      processChunk,
+      addChunkToAssistantMessage,
+    ]
+  );
+
+  return {
+    loading,
+    postMessage,
+    convertMessagesToStrandsFormat,
+  };
+};
+
+export default useAgentCoreApi;
diff --git a/packages/web/src/hooks/useChat.ts b/packages/web/src/hooks/useChat.ts
index 2befbbca3..734e6c73a 100644
--- a/packages/web/src/hooks/useChat.ts
+++ b/packages/web/src/hooks/useChat.ts
@@ -128,7 +128,8 @@ const useChatState = create<{
     id: string,
     chunk: string,
     trace?: string,
-    model?: Model
+    model?: Model,
+    metadata?: Metadata
   ) => void;
   addMessageIdsToUnrecordedMessages: (id: string) => ToBeRecordedMessage[];
   replaceMessages: (id: string, messages: RecordedMessage[]) => void;
@@ -392,14 +393,30 @@ const useChatState = create<{
   ) => {
     set((state) => {
       const newChats = produce(state.chats, (draft) => {
-        let traceInlineMessage: string | undefined = undefined;
+        const oldAssistantMessage = draft[id].messages.pop()!;
 
         // If the received trace is a code block, do not display it as an inline message
+        let traceInlineMessage: string | undefined = undefined;
         if (trace && !isExactlyCodeBlock(trace.trim())) {
           traceInlineMessage = trace.trim();
         }
 
-        const oldAssistantMessage = draft[id].messages.pop()!;
+        // If new metadata came when old metadata exist, add up numbers
+        if (metadata && oldAssistantMessage.metadata) {
+          metadata.usage.inputTokens +=
+            oldAssistantMessage.metadata.usage.inputTokens || 0;
+          metadata.usage.outputTokens +=
+            oldAssistantMessage.metadata.usage.outputTokens || 0;
+          metadata.usage.totalTokens +=
+            oldAssistantMessage.metadata.usage.totalTokens || 0;
+          metadata.usage.cacheReadInputTokens =
+            (metadata.usage.cacheReadInputTokens || 0) +
+            (oldAssistantMessage.metadata.usage.cacheReadInputTokens || 0);
+          metadata.usage.cacheWriteInputTokens =
+            (metadata.usage.cacheWriteInputTokens || 0) +
+            (oldAssistantMessage.metadata.usage.cacheWriteInputTokens || 0);
+        }
+
         const newAssistantMessage: ShownMessage = {
           ...oldAssistantMessage,
           role: 'assistant',
@@ -563,14 +580,34 @@ const useChatState = create<{
       base64Cache
     );
 
-    const stream = predictStream({
-      model: model,
-      messages: formattedMessages,
-      id: id,
-    });
+    const stream = predictStream(
+      {
+        model: model,
+        messages: formattedMessages,
+        id: id,
+      },
+      false
+    );
+
+    const splitByNewlineBinary = (data: Uint8Array): Uint8Array[] => {
+      const newline = 0x0a; // '\n'
+      const result: Uint8Array[] = [];
+
+      let start = 0;
+
+      for (let i = 0; i <= data.length; i++) {
+        if (i === data.length || data[i] === newline) {
+          result.push(data.slice(start, i));
+          start = i + 1;
+        }
+      }
+
+      return result;
+    };
 
     // Update the assistant's message
     let tmpChunk = '';
+    let tmpBuffer: Uint8Array = new Uint8Array([]);
 
     for await (const chunk of stream) {
       if (get().chats[id].forcedStop) {
@@ -583,11 +620,31 @@ const useChatState = create<{
         setWriting(id, true);
       }
 
-      const chunks = chunk.split('\n');
+      const chunks = splitByNewlineBinary(chunk as Uint8Array);
 
       for (const c of chunks) {
         if (c && c.length > 0) {
-          const payload = JSON.parse(c) as StreamingChunk;
+          let payload: StreamingChunk;
+
+          try {
+            if (tmpBuffer.length === 0) {
+              payload = JSON.parse(
+                new TextDecoder('utf-8').decode(c)
+              ) as StreamingChunk;
+            } else {
+              payload = JSON.parse(
+                new TextDecoder('utf-8').decode(
+                  new Uint8Array([...tmpBuffer, ...c])
+                )
+              ) as StreamingChunk;
+              tmpBuffer = new Uint8Array([]);
+            }
+            // eslint-disable-next-line @typescript-eslint/no-explicit-any
+          } catch (e: any) {
+            console.warn(e);
+            tmpBuffer = new Uint8Array([...tmpBuffer, ...c]);
+            continue;
+          }
 
           if (payload.text.length > 0) {
             tmpChunk += payload.text;
@@ -1188,9 +1245,10 @@ const useChat = (id: string, chatId?: string) => {
     addChunkToAssistantMessage: (
       chunk: string,
       trace?: string,
-      model?: Model
+      model?: Model,
+      metadata?: Metadata
     ) => {
-      addChunkToAssistantMessage(id, chunk, trace, model);
+      addChunkToAssistantMessage(id, chunk, trace, model, metadata);
     },
     addMessageIdsToUnrecordedMessages: () => {
       return addMessageIdsToUnrecordedMessages(id);
diff --git a/packages/web/src/hooks/useChatApi.ts b/packages/web/src/hooks/useChatApi.ts
index 0286689f7..7273947ca 100644
--- a/packages/web/src/hooks/useChatApi.ts
+++ b/packages/web/src/hooks/useChatApi.ts
@@ -94,7 +94,10 @@ const useChatApi = () => {
       return res.data;
     },
     // Streaming Response
-    predictStream: async function* (req: PredictRequest) {
+    predictStream: async function* (
+      req: PredictRequest,
+      decode: boolean = true
+    ) {
       const token = (await fetchAuthSession()).tokens?.idToken?.toString();
       if (!token) {
         throw new Error('Not authenticated');
@@ -103,10 +106,22 @@ const useChatApi = () => {
       const region = import.meta.env.VITE_APP_REGION;
       const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID;
       const idPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID;
-      const cognito = new CognitoIdentityClient({ region });
+      const cognitoIdentityPoolProxyEndpoint = import.meta.env
+        .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
+      const cognito = new CognitoIdentityClient({
+        region,
+        ...(cognitoIdentityPoolProxyEndpoint
+          ? { endpoint: cognitoIdentityPoolProxyEndpoint }
+          : {}),
+      });
       const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
       const lambda = new LambdaClient({
         region,
+        requestHandler: {
+          requestTimeout: 300000,
+          socketTimeout: 300000,
+          connectionTimeout: 10000,
+        },
         credentials: fromCognitoIdentityPool({
           client: cognito,
           identityPoolId: idPoolId,
@@ -129,7 +144,11 @@ const useChatApi = () => {
 
       for await (const event of events) {
         if (event.PayloadChunk) {
-          yield new TextDecoder('utf-8').decode(event.PayloadChunk.Payload);
+          if (decode) {
+            yield new TextDecoder('utf-8').decode(event.PayloadChunk.Payload);
+          } else {
+            yield event.PayloadChunk.Payload;
+          }
         }
 
         if (event.InvokeComplete) {
diff --git a/packages/web/src/hooks/useFlowApi.ts b/packages/web/src/hooks/useFlowApi.ts
index 3aa672f68..879004f28 100644
--- a/packages/web/src/hooks/useFlowApi.ts
+++ b/packages/web/src/hooks/useFlowApi.ts
@@ -35,7 +35,14 @@ const useFlowApi = () => {
       const region = import.meta.env.VITE_APP_REGION;
       const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID;
       const idPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID;
-      const cognito = new CognitoIdentityClient({ region });
+      const cognitoIdentityPoolProxyEndpoint = import.meta.env
+        .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
+      const cognito = new CognitoIdentityClient({
+        region,
+        ...(cognitoIdentityPoolProxyEndpoint
+          ? { endpoint: cognitoIdentityPoolProxyEndpoint }
+          : {}),
+      });
       const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
       const lambda = new LambdaClient({
         region,
diff --git a/packages/web/src/hooks/useMcpApi.ts b/packages/web/src/hooks/useMcpApi.ts
index c0b9011ab..c03a8a49d 100644
--- a/packages/web/src/hooks/useMcpApi.ts
+++ b/packages/web/src/hooks/useMcpApi.ts
@@ -71,7 +71,14 @@ const useMcpApi = (id: string) => {
         const region = import.meta.env.VITE_APP_REGION;
         const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID;
         const idPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID;
-        const cognito = new CognitoIdentityClient({ region });
+        const cognitoIdentityPoolProxyEndpoint = import.meta.env
+          .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
+        const cognito = new CognitoIdentityClient({
+          region,
+          ...(cognitoIdentityPoolProxyEndpoint
+            ? { endpoint: cognitoIdentityPoolProxyEndpoint }
+            : {}),
+        });
         const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
         const credentialProvider = fromCognitoIdentityPool({
           client: cognito,
diff --git a/packages/web/src/hooks/useMeetingMinutes.ts b/packages/web/src/hooks/useMeetingMinutes.ts
index 6d419cba4..9f9a0a464 100644
--- a/packages/web/src/hooks/useMeetingMinutes.ts
+++ b/packages/web/src/hooks/useMeetingMinutes.ts
@@ -77,7 +77,7 @@ export const useMeetingMinutes = (
 
         for await (const chunk of stream) {
           if (chunk) {
-            const chunks = chunk.split('\n');
+            const chunks = (chunk as string).split('\n');
 
             for (const c of chunks) {
               if (c && c.length > 0) {
diff --git a/packages/web/src/hooks/useMicrophone.ts b/packages/web/src/hooks/useMicrophone.ts
index 55fa87b36..f1feda45e 100644
--- a/packages/web/src/hooks/useMicrophone.ts
+++ b/packages/web/src/hooks/useMicrophone.ts
@@ -26,7 +26,14 @@ const pcmEncodeChunk = (chunk: Buffer) => {
 };
 
 const region = import.meta.env.VITE_APP_REGION;
-const cognito = new CognitoIdentityClient({ region });
+const cognitoIdentityPoolProxyEndpoint = import.meta.env
+  .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
+const cognito = new CognitoIdentityClient({
+  region,
+  ...(cognitoIdentityPoolProxyEndpoint
+    ? { endpoint: cognitoIdentityPoolProxyEndpoint }
+    : {}),
+});
 const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID;
 const idPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID;
 const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
diff --git a/packages/web/src/hooks/useOptimizePrompt.ts b/packages/web/src/hooks/useOptimizePrompt.ts
index 83ace9165..6d6dd8ff7 100644
--- a/packages/web/src/hooks/useOptimizePrompt.ts
+++ b/packages/web/src/hooks/useOptimizePrompt.ts
@@ -62,7 +62,14 @@ const useOptimizePrompt = () => {
       const region = import.meta.env.VITE_APP_REGION;
       const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID;
       const idPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID;
-      const cognito = new CognitoIdentityClient({ region });
+      const cognitoIdentityPoolProxyEndpoint = import.meta.env
+        .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
+      const cognito = new CognitoIdentityClient({
+        region,
+        ...(cognitoIdentityPoolProxyEndpoint
+          ? { endpoint: cognitoIdentityPoolProxyEndpoint }
+          : {}),
+      });
       const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
       const lambda = new LambdaClient({
         region,
diff --git a/packages/web/src/hooks/useScreenAudio.ts b/packages/web/src/hooks/useScreenAudio.ts
index 2f1a58d81..7a416f414 100644
--- a/packages/web/src/hooks/useScreenAudio.ts
+++ b/packages/web/src/hooks/useScreenAudio.ts
@@ -26,7 +26,14 @@ const pcmEncodeChunk = (chunk: Buffer) => {
 };
 
 const region = import.meta.env.VITE_APP_REGION;
-const cognito = new CognitoIdentityClient({ region });
+const cognitoIdentityPoolProxyEndpoint = import.meta.env
+  .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
+const cognito = new CognitoIdentityClient({
+  region,
+  ...(cognitoIdentityPoolProxyEndpoint
+    ? { endpoint: cognitoIdentityPoolProxyEndpoint }
+    : {}),
+});
 const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID;
 const idPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID;
 const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
diff --git a/packages/web/src/hooks/useSpeach.ts b/packages/web/src/hooks/useSpeach.ts
index e3075e328..e001cc50c 100644
--- a/packages/web/src/hooks/useSpeach.ts
+++ b/packages/web/src/hooks/useSpeach.ts
@@ -46,7 +46,14 @@ const useSpeach = (language: string) => {
       const region = import.meta.env.VITE_APP_REGION;
       const userPoolId = import.meta.env.VITE_APP_USER_POOL_ID;
       const idPoolId = import.meta.env.VITE_APP_IDENTITY_POOL_ID;
-      const cognito = new CognitoIdentityClient({ region });
+      const cognitoIdentityPoolProxyEndpoint = import.meta.env
+        .VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT;
+      const cognito = new CognitoIdentityClient({
+        region,
+        ...(cognitoIdentityPoolProxyEndpoint
+          ? { endpoint: cognitoIdentityPoolProxyEndpoint }
+          : {}),
+      });
       const providerName = `cognito-idp.${region}.amazonaws.com/${userPoolId}`;
 
       const polly = new Polly({
diff --git a/packages/web/src/hooks/useWriter.ts b/packages/web/src/hooks/useWriter.ts
index 8d6b0bdab..2bf809df4 100644
--- a/packages/web/src/hooks/useWriter.ts
+++ b/packages/web/src/hooks/useWriter.ts
@@ -38,7 +38,7 @@ export const useWriter = () => {
     let tmpChunk = '';
     let tmpTrace = '';
     for await (const chunk of stream) {
-      const chunks = chunk.split('\n');
+      const chunks = (chunk as string).split('\n');
 
       for (const c of chunks) {
         if (c && c.length > 0) {
diff --git a/packages/web/src/main.tsx b/packages/web/src/main.tsx
index 5fbec4ef4..f417f2293 100644
--- a/packages/web/src/main.tsx
+++ b/packages/web/src/main.tsx
@@ -31,6 +31,7 @@ import AgentChatPage from './pages/AgentChatPage.tsx';
 import FlowChatPage from './pages/FlowChatPage';
 import VoiceChatPage from './pages/VoiceChatPage';
 import McpChatPage from './pages/McpChatPage';
+import AgentCorePage from './pages/AgentCorePage.tsx';
 import { MODELS } from './hooks/useModel';
 import { Authenticator } from '@aws-amplify/ui-react';
 import UseCaseBuilderEditPage from './pages/useCaseBuilder/UseCaseBuilderEditPage.tsx';
@@ -53,6 +54,8 @@ const samlAuthEnabled: boolean =
 const agentEnabled: boolean = import.meta.env.VITE_APP_AGENT_ENABLED === 'true';
 const inlineAgents: boolean = import.meta.env.VITE_APP_INLINE_AGENTS === 'true';
 const mcpEnabled: boolean = import.meta.env.VITE_APP_MCP_ENABLED === 'true';
+const agentCoreEnabled: boolean =
+  import.meta.env.VITE_APP_AGENT_CORE_ENABLED === 'true';
 const {
   visionEnabled,
   imageGenModelIds,
@@ -199,6 +202,12 @@ const routes: RouteObject[] = [
         element: <McpChatPage />,
       }
     : null,
+  agentCoreEnabled
+    ? {
+        path: '/agent-core',
+        element: <AgentCorePage />,
+      }
+    : null,
   {
     path: '*',
     element: <NotFound />,
diff --git a/packages/web/src/pages/AgentCorePage.tsx b/packages/web/src/pages/AgentCorePage.tsx
new file mode 100644
index 000000000..4e65e0627
--- /dev/null
+++ b/packages/web/src/pages/AgentCorePage.tsx
@@ -0,0 +1,343 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { useLocation } from 'react-router-dom';
+import InputChatContent from '../components/InputChatContent';
+import ChatMessage from '../components/ChatMessage';
+import Select from '../components/Select';
+import ScrollTopBottom from '../components/ScrollTopBottom';
+import useFollow from '../hooks/useFollow';
+import { create } from 'zustand';
+import BedrockIcon from '../assets/bedrock.svg?react';
+import { v4 as uuidv4 } from 'uuid';
+import useFiles from '../hooks/useFiles';
+import { FileLimit } from 'generative-ai-use-cases';
+import { useTranslation } from 'react-i18next';
+import { useAgentCore } from '../hooks/useAgentCore';
+import { MODELS } from '../hooks/useModel';
+
+// Define file limits for the chat interface
+const fileLimit: FileLimit = {
+  accept: {
+    doc: [
+      '.csv',
+      '.doc',
+      '.docx',
+      '.html',
+      '.md',
+      '.pdf',
+      '.txt',
+      '.xls',
+      '.xlsx',
+      '.yaml',
+      '.json',
+    ],
+    image: ['.jpg', '.jpeg', '.png', '.gif', '.webp'],
+    video: [],
+  },
+  maxFileCount: 5,
+  maxFileSizeMB: 10,
+  maxImageFileCount: 5,
+  maxImageFileSizeMB: 5,
+  maxVideoFileCount: 0,
+  maxVideoFileSizeMB: 0,
+};
+
+// State management with zustand
+type StateType = {
+  content: string;
+  inputSystemContext: string;
+  setContent: (c: string) => void;
+  setInputSystemContext: (c: string) => void;
+};
+
+const useAgentCorePageState = create<StateType>((set) => {
+  return {
+    content: '',
+    inputSystemContext: '',
+    setContent: (s: string) => {
+      set(() => ({
+        content: s,
+      }));
+    },
+    setInputSystemContext: (s: string) => {
+      set(() => ({
+        inputSystemContext: s,
+      }));
+    },
+  };
+});
+
+const AgentCorePage: React.FC = () => {
+  const { t } = useTranslation();
+  const pageTitle = t('agent_core.title', 'AgentCore');
+  const { pathname } = useLocation();
+  const { content, setContent } = useAgentCorePageState();
+
+  // Use a fixed ID for Agent Core Runtime similar to MCP
+  const fixedId = '/agent-core';
+  const {
+    messages,
+    isEmpty,
+    clear,
+    loading,
+    invokeAgentRuntime,
+    getGenericRuntime,
+    getAllAvailableRuntimes,
+    getModelId,
+    setModelId,
+  } = useAgentCore(fixedId);
+
+  const { scrollableContainer, setFollowing } = useFollow();
+
+  // Get runtimes
+  const allAvailableRuntimes = getAllAvailableRuntimes();
+  const genericRuntime = getGenericRuntime();
+
+  // Get models from MODELS like ChatPage does
+  const { modelIds: availableModels, modelDisplayName } = MODELS;
+  const modelId = getModelId();
+
+  const [selectedArn, setSelectedArn] = useState('');
+  const [sessionId] = useState(uuidv4());
+  const [isOver, setIsOver] = useState(false);
+  const [writing, setWriting] = useState(false);
+
+  const { clear: clearFiles, uploadFiles, uploadedFiles } = useFiles(pathname);
+
+  // Set the first available ARN as default if none is selected
+  useEffect(() => {
+    if (allAvailableRuntimes.length > 0 && !selectedArn) {
+      setSelectedArn(allAvailableRuntimes[0].arn);
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [allAvailableRuntimes]);
+
+  // Initialize system context and model ID only once on mount
+  useEffect(() => {
+    const _modelId = !modelId ? availableModels[0] : modelId;
+    setModelId(_modelId);
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [availableModels]);
+
+  // Accept file types based on model
+  const accept = useMemo(() => {
+    if (!modelId) return [];
+    const feature = MODELS.modelMetadata[modelId];
+    return [
+      ...(feature.flags.doc ? fileLimit.accept.doc : []),
+      ...(feature.flags.image ? fileLimit.accept.image : []),
+      ...(feature.flags.video ? fileLimit.accept.video : []),
+    ];
+  }, [modelId]);
+
+  // File upload enabled
+  const fileUpload = useMemo(() => {
+    return accept.length > 0;
+  }, [accept]);
+
+  // Handle sending a message
+  const onSend = useCallback(() => {
+    if (!content || !selectedArn || loading) return;
+
+    setFollowing(true);
+    setWriting(true);
+
+    try {
+      // Get uploaded files from the useFiles hook
+      const uploadedFileObjects = uploadedFiles.filter(
+        (file) => !file.errorMessages.length && !file.uploading
+      );
+      const filesToSend =
+        uploadedFileObjects.length > 0
+          ? uploadedFileObjects.map((uploadedFile) => uploadedFile.file)
+          : undefined;
+
+      // Invoke agent runtime with content and files
+      invokeAgentRuntime(
+        selectedArn,
+        sessionId,
+        content,
+        'DEFAULT',
+        filesToSend
+      );
+      setContent('');
+      clearFiles();
+    } catch (error) {
+      console.error('Error sending message:', error);
+      setWriting(false);
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [
+    content,
+    selectedArn,
+    loading,
+    setFollowing,
+    invokeAgentRuntime,
+    sessionId,
+    clearFiles,
+    uploadedFiles,
+  ]);
+
+  // Handle reset
+  const onReset = useCallback(() => {
+    clear();
+    setContent('');
+    clearFiles();
+  }, [clear, clearFiles, setContent]);
+
+  // Handle stop generation
+  const onStop = useCallback(() => {
+    setWriting(false);
+    // Note: AgentCore doesn't have a direct forceToStop method, so we just update the UI state
+  }, []);
+
+  // Handle drag and drop for files
+  const handleDragOver = (event: React.DragEvent) => {
+    event.preventDefault();
+    setIsOver(true);
+  };
+
+  const handleDragLeave = (event: React.DragEvent) => {
+    event.preventDefault();
+    setIsOver(false);
+  };
+
+  const handleDrop = (event: React.DragEvent) => {
+    event.preventDefault();
+    setIsOver(false);
+    if (event.dataTransfer.files) {
+      uploadFiles(Array.from(event.dataTransfer.files), fileLimit, accept);
+    }
+  };
+
+  // Prepare runtime options
+  const runtimeOptions = useMemo(() => {
+    return allAvailableRuntimes.map((runtime) => {
+      const isGeneric = genericRuntime && runtime.arn === genericRuntime.arn;
+      const typeLabel = isGeneric ? '[Generic]' : '[External]';
+      return {
+        value: runtime.arn,
+        label: `${runtime.name} ${typeLabel}`,
+      };
+    });
+  }, [allAvailableRuntimes, genericRuntime]);
+
+  // Prepare model options
+  const modelOptions = useMemo(() => {
+    return availableModels.map((m) => {
+      return { value: m, label: modelDisplayName(m) };
+    });
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [availableModels]);
+
+  const showingMessages = useMemo(() => {
+    return messages;
+  }, [messages]);
+
+  return (
+    <>
+      <div
+        onDragOver={fileUpload ? handleDragOver : undefined}
+        className={`${!isEmpty ? 'screen:pb-36' : ''} relative`}>
+        <div className="invisible my-0 flex h-0 items-center justify-center text-xl font-semibold lg:visible lg:my-5 lg:h-min print:visible print:my-5 print:h-min">
+          {pageTitle}
+        </div>
+
+        {/* File Drop Overlay */}
+        {isOver && fileUpload && (
+          <div
+            onDragLeave={handleDragLeave}
+            onDrop={handleDrop}
+            className="fixed bottom-0 left-0 right-0 top-0 z-[999] bg-slate-300 p-10 text-center">
+            <div className="flex h-full w-full items-center justify-center outline-dashed">
+              <div className="font-bold">
+                {t('chat.drop_files', 'Drop files here')}
+              </div>
+            </div>
+          </div>
+        )}
+
+        {/* Selection Controls */}
+        <div className="mb-2 mt-2 flex w-full flex-col items-center justify-center gap-4 md:flex-row">
+          {/* AgentCore Runtime Selection */}
+          <div className="flex max-w-xl flex-col items-start px-4">
+            <Select
+              value={selectedArn}
+              onChange={setSelectedArn}
+              options={runtimeOptions}
+            />
+          </div>
+
+          {/* Model Selection */}
+          <div className="flex items-end justify-center print:hidden">
+            <Select
+              value={modelId}
+              onChange={setModelId}
+              options={modelOptions}
+            />
+          </div>
+        </div>
+
+        {/* Empty State */}
+        {isEmpty && (
+          <div className="relative flex h-[calc(100vh-13rem)] flex-col items-center justify-center">
+            <BedrockIcon className="fill-gray-400" />
+            <p className="mt-4 text-gray-500">
+              {t(
+                'agent_core.start_conversation',
+                'Start a conversation with AgentCore'
+              )}
+            </p>
+          </div>
+        )}
+
+        {/* Chat Messages */}
+        {!isEmpty && (
+          <div ref={scrollableContainer}>
+            {showingMessages.map((message, idx) => (
+              <div key={idx + 1}>
+                {idx === 0 && (
+                  <div className="w-full border-b border-gray-300"></div>
+                )}
+                <ChatMessage
+                  idx={idx}
+                  chatContent={message}
+                  loading={loading && idx === showingMessages.length - 1}
+                />
+                <div className="w-full border-b border-gray-300"></div>
+              </div>
+            ))}
+          </div>
+        )}
+
+        {/* Scroll Controls */}
+        <div className="fixed right-4 top-[calc(50vh-2rem)] z-0 lg:right-8">
+          <ScrollTopBottom />
+        </div>
+
+        {/* Input Area */}
+        <div className="fixed bottom-0 z-0 flex w-full flex-col items-center justify-center lg:pr-64 print:hidden">
+          <InputChatContent
+            content={content}
+            disabled={loading && !writing}
+            onChangeContent={setContent}
+            resetDisabled={isEmpty}
+            onSend={() => {
+              if (!loading) {
+                onSend();
+              } else {
+                onStop();
+              }
+            }}
+            onReset={onReset}
+            fileUpload={fileUpload}
+            fileLimit={fileLimit}
+            accept={accept}
+            canStop={writing}
+          />
+        </div>
+      </div>
+    </>
+  );
+};
+
+export default AgentCorePage;
diff --git a/packages/web/src/pages/LandingPage.tsx b/packages/web/src/pages/LandingPage.tsx
index 755e57035..15473a0b8 100644
--- a/packages/web/src/pages/LandingPage.tsx
+++ b/packages/web/src/pages/LandingPage.tsx
@@ -47,6 +47,8 @@ const ragEnabled: boolean = import.meta.env.VITE_APP_RAG_ENABLED === 'true';
 const ragKnowledgeBaseEnabled: boolean =
   import.meta.env.VITE_APP_RAG_KNOWLEDGE_BASE_ENABLED === 'true';
 const agentEnabled: boolean = import.meta.env.VITE_APP_AGENT_ENABLED === 'true';
+const agentCoreEnabled: boolean =
+  import.meta.env.VITE_APP_AGENT_CORE_ENABLED === 'true';
 const inlineAgents: boolean = import.meta.env.VITE_APP_INLINE_AGENTS === 'true';
 const mcpEnabled: boolean = import.meta.env.VITE_APP_MCP_ENABLED === 'true';
 const {
@@ -98,6 +100,10 @@ const LandingPage: React.FC = () => {
     }
   };
 
+  const demoAgentCore = () => {
+    navigate(`/agent-core`);
+  };
+
   const demoMcp = () => {
     const params: McpPageQueryParams = {
       content: t('landing.demo.mcp.content'),
@@ -324,6 +330,14 @@ const LandingPage: React.FC = () => {
             description={t('landing.use_cases.agent_chat.description')}
           />
         )}
+        {agentCoreEnabled && (
+          <CardDemo
+            label={t('landing.use_cases.agent_core.title')}
+            onClickDemo={demoAgentCore}
+            icon={<PiRobot />}
+            description={t('landing.use_cases.agent_core.description')}
+          />
+        )}
         {mcpEnabled && (
           <CardDemo
             label={t('landing.use_cases.mcp_chat.title')}
diff --git a/packages/web/src/pages/VoiceChatPage.tsx b/packages/web/src/pages/VoiceChatPage.tsx
index 9b96bd51f..46a1c6e5b 100644
--- a/packages/web/src/pages/VoiceChatPage.tsx
+++ b/packages/web/src/pages/VoiceChatPage.tsx
@@ -13,7 +13,6 @@ import ExpandableField from '../components/ExpandableField';
 import Button from '../components/Button';
 import InputChatContent from '../components/InputChatContent';
 import ScrollTopBottom from '../components/ScrollTopBottom';
-import Alert from '../components/Alert.tsx';
 import Select from '../components/Select';
 import useFollow from '../hooks/useFollow';
 import BedrockIcon from '../assets/bedrock.svg?react';
@@ -101,12 +100,6 @@ const VoiceChatPage: React.FC = () => {
 
         {isEmpty && !isLoading && !isActive && (
           <div className="flex h-[calc(100vh-9rem)] flex-col items-center justify-center">
-            <Alert
-              title={t('voiceChat.experimental_warning_title')}
-              severity="warning"
-              className="w-11/12 md:w-10/12 lg:w-4/6 xl:w-3/6">
-              {t('voiceChat.experimental_warning')}
-            </Alert>
             <div className="relative flex h-full flex-col items-center justify-center">
               <BedrockIcon className="fill-gray-400" />
             </div>
diff --git a/packages/web/src/utils/arnUtils.ts b/packages/web/src/utils/arnUtils.ts
new file mode 100644
index 000000000..ebfa8f700
--- /dev/null
+++ b/packages/web/src/utils/arnUtils.ts
@@ -0,0 +1,108 @@
+/**
+ * AWS ARN utilities for parsing and extracting information
+ */
+
+export interface ParsedArn {
+  partition: string;
+  service: string;
+  region: string;
+  accountId: string;
+  resource: string;
+}
+
+/**
+ * Parse AWS ARN and extract components
+ * ARN format: arn:partition:service:region:account-id:resource
+ *
+ * @param arn - AWS ARN string
+ * @returns Parsed ARN components or null if invalid
+ */
+export const parseArn = (arn: string): ParsedArn | null => {
+  if (!arn || typeof arn !== 'string') {
+    return null;
+  }
+
+  const arnParts = arn.split(':');
+
+  // ARN must have at least 6 parts: arn:partition:service:region:account-id:resource
+  if (arnParts.length < 6 || arnParts[0] !== 'arn') {
+    return null;
+  }
+
+  return {
+    partition: arnParts[1],
+    service: arnParts[2],
+    region: arnParts[3],
+    accountId: arnParts[4],
+    resource: arnParts.slice(5).join(':'), // Resource can contain colons
+  };
+};
+
+/**
+ * Extract region from AWS ARN
+ *
+ * @param arn - AWS ARN string
+ * @returns Region string or null if invalid ARN
+ */
+export const getRegionFromArn = (arn: string): string | null => {
+  const parsed = parseArn(arn);
+  return parsed?.region || null;
+};
+
+/**
+ * Extract service from AWS ARN
+ *
+ * @param arn - AWS ARN string
+ * @returns Service string or null if invalid ARN
+ */
+export const getServiceFromArn = (arn: string): string | null => {
+  const parsed = parseArn(arn);
+  return parsed?.service || null;
+};
+
+/**
+ * Validate if ARN is for a specific AWS service
+ *
+ * @param arn - AWS ARN string
+ * @param service - Expected service name
+ * @returns True if ARN is for the specified service
+ */
+export const isArnForService = (arn: string, service: string): boolean => {
+  const parsed = parseArn(arn);
+  return parsed?.service === service;
+};
+
+/**
+ * Validate if ARN is for Bedrock Agent Core
+ *
+ * @param arn - AWS ARN string
+ * @returns True if ARN is for Bedrock Agent Core
+ */
+export const isBedrockAgentCoreArn = (arn: string): boolean => {
+  return isArnForService(arn, 'bedrock-agentcore');
+};
+
+/**
+ * Get runtime ID from Bedrock Agent Core ARN
+ *
+ * @param arn - Bedrock Agent Core ARN
+ * @returns Runtime ID or null if invalid
+ */
+export const getAgentCoreRuntimeIdFromArn = (arn: string): string | null => {
+  if (!isBedrockAgentCoreArn(arn)) {
+    return null;
+  }
+
+  const parsed = parseArn(arn);
+  if (!parsed) {
+    return null;
+  }
+
+  // Resource format: runtime/runtime-id
+  const resourceParts = parsed.resource.split('/');
+  if (resourceParts.length >= 2 && resourceParts[0] === 'runtime') {
+    return resourceParts.slice(1).join('/'); // Runtime ID can contain slashes
+  }
+
+  return null;
+};
diff --git a/packages/web/src/utils/strandsUtils.ts b/packages/web/src/utils/strandsUtils.ts
new file mode 100644
index 000000000..1797fdaa4
--- /dev/null
+++ b/packages/web/src/utils/strandsUtils.ts
@@ -0,0 +1,434 @@
+/**
+ * Utility functions for converting between Strands and GenU formats
+ */
+
+import {
+  ExtraData,
+  Metadata,
+  StrandsContentBlock,
+  StrandsMessage,
+  StrandsRole,
+  StrandsStreamEvent,
+  UnrecordedMessage,
+  UploadedFileType,
+} from 'generative-ai-use-cases';
+
+/**
+ * Convert GenU messages to Strands format
+ */
+export const convertToStrandsFormat = (
+  messages: UnrecordedMessage[],
+  uploadedFiles?: UploadedFileType[],
+  base64Cache?: Record<string, string>
+): StrandsMessage[] => {
+  console.log('convertToStrandsFormat', uploadedFiles, base64Cache);
+  return messages.map((message) => {
+    const contentBlocks: StrandsContentBlock[] = [];
+
+    // Add text content if present
+    if (message.content && message.content.trim()) {
+      contentBlocks.push({ text: message.content });
+    }
+
+    // Convert extraData to Strands content blocks
+    if (message.extraData) {
+      for (const data of message.extraData) {
+        const contentBlock = convertExtraDataToStrandsContentBlock(
+          data,
+          uploadedFiles,
+          base64Cache
+        );
+        if (contentBlock) {
+          contentBlocks.push(contentBlock);
+        }
+      }
+    }
+
+    // Ensure at least one content block exists
+    if (contentBlocks.length === 0) {
+      contentBlocks.push({ text: message.content || '' });
+    }
+
+    return {
+      role: message.role as StrandsRole,
+      content: contentBlocks,
+    };
+  });
+};
+
+/**
+ * Convert ExtraData to Strands content block
+ */
+const convertExtraDataToStrandsContentBlock = (
+  data: ExtraData,
+  uploadedFiles?: UploadedFileType[],
+  base64Cache?: Record<string, string>
+): StrandsContentBlock | null => {
+  let base64Data: string | undefined;
+
+  // Get base64 data based on source type
+  if (data.source.type === 'base64') {
+    base64Data = data.source.data;
+  } else if (data.source.type === 's3') {
+    // Try to find base64 data from uploadedFiles or base64Cache
+    base64Data =
+      uploadedFiles
+        ?.find((uploadedFile) => uploadedFile.s3Url === data.source.data)
+        ?.base64EncodedData?.replace(/^data:(.*,)?/, '') ??
+      base64Cache?.[data.source.data]?.replace(/^data:(.*,)?/, '');
+  }
+
+  if (!base64Data) {
+    console.warn('No base64 data found for extraData:', data);
+    return null;
+  }
+
+  // Convert based on data type
+  switch (data.type) {
+    case 'image':
+      return {
+        image: {
+          format: getImageFormatFromMimeType(data.source.mediaType),
+          source: {
+            bytes: base64Data,
+          },
+        },
+      };
+
+    case 'file':
+      return {
+        document: {
+          format: getDocumentFormatFromMimeType(data.source.mediaType),
+          name: data.name,
+          source: {
+            bytes: base64Data,
+          },
+        },
+      };
+
+    case 'video':
+      return {
+        video: {
+          format: getVideoFormatFromMimeType(data.source.mediaType),
+          source: {
+            bytes: base64Data,
+          },
+        },
+      };
+
+    default:
+      console.warn('Unsupported extraData type:', data.type);
+      return null;
+  }
+};
+
+/**
+ * Extract image format from MIME type
+ */
+const getImageFormatFromMimeType = (
+  mimeType: string
+): 'png' | 'jpeg' | 'gif' | 'webp' | undefined => {
+  const formatMap: Record<string, 'png' | 'jpeg' | 'gif' | 'webp'> = {
+    'image/png': 'png',
+    'image/jpeg': 'jpeg',
+    'image/jpg': 'jpeg',
+    'image/gif': 'gif',
+    'image/webp': 'webp',
+  };
+  return formatMap[mimeType.toLowerCase()];
+};
+
+/**
+ * Extract document format from MIME type
+ */
+const getDocumentFormatFromMimeType = (
+  mimeType: string
+):
+  | 'pdf'
+  | 'csv'
+  | 'doc'
+  | 'docx'
+  | 'xls'
+  | 'xlsx'
+  | 'html'
+  | 'txt'
+  | 'md'
+  | undefined => {
+  const formatMap: Record<
+    string,
+    'pdf' | 'csv' | 'doc' | 'docx' | 'xls' | 'xlsx' | 'html' | 'txt' | 'md'
+  > = {
+    'application/pdf': 'pdf',
+    'text/csv': 'csv',
+    'application/msword': 'doc',
+    'application/vnd.openxmlformats-officedocument.wordprocessingml.document':
+      'docx',
+    'application/vnd.ms-excel': 'xls',
+    'application/vnd.openxmlformats-officedocument.spreadsheetml.sheet': 'xlsx',
+    'text/html': 'html',
+    'text/plain': 'txt',
+    'text/markdown': 'md',
+  };
+  return formatMap[mimeType.toLowerCase()];
+};
+
+/**
+ * Extract video format from MIME type
+ */
+const getVideoFormatFromMimeType = (
+  mimeType: string
+):
+  | 'flv'
+  | 'mkv'
+  | 'mov'
+  | 'mpeg'
+  | 'mpg'
+  | 'mp4'
+  | 'three_gp'
+  | 'webm'
+  | 'wmv'
+  | undefined => {
+  const formatMap: Record<
+    string,
+    'flv' | 'mkv' | 'mov' | 'mpeg' | 'mpg' | 'mp4' | 'three_gp' | 'webm' | 'wmv'
+  > = {
+    'video/x-flv': 'flv',
+    'video/x-matroska': 'mkv',
+    'video/quicktime': 'mov',
+    'video/mpeg': 'mpeg',
+    'video/mp4': 'mp4',
+    'video/3gpp': 'three_gp',
+    'video/webm': 'webm',
+    'video/x-ms-wmv': 'wmv',
+  };
+  return formatMap[mimeType.toLowerCase()];
+};
+
+/**
+ * Convert File objects to Strands content blocks
+ */
+export const convertFilesToStrandsContentBlocks = async (
+  files: File[]
+): Promise<StrandsContentBlock[]> => {
+  console.log('convertFilesToStrandsContentBlocks', files);
+  const contentBlocks: StrandsContentBlock[] = [];
+
+  for (const file of files) {
+    try {
+      const base64Data = await fileToBase64(file);
+      const contentBlock = await convertFileToStrandsContentBlock(
+        file,
+        base64Data
+      );
+      if (contentBlock) {
+        contentBlocks.push(contentBlock);
+      }
+    } catch (error) {
+      console.error('Error converting file to Strands content block:', error);
+    }
+  }
+
+  return contentBlocks;
+};
+
+/**
+ * Convert a single File to base64 string
+ */
+const fileToBase64 = (file: File): Promise<string> => {
+  return new Promise((resolve, reject) => {
+    const reader = new FileReader();
+    reader.onload = () => {
+      const result = reader.result as string;
+      // Remove the data URL prefix (e.g., "data:image/png;base64,")
+      const base64Data = result.split(',')[1];
+      resolve(base64Data);
+    };
+    reader.onerror = reject;
+    reader.readAsDataURL(file);
+  });
+};
+
+/**
+ * Convert a single File to Strands content block
+ */
+const convertFileToStrandsContentBlock = async (
+  file: File,
+  base64Data: string
+): Promise<StrandsContentBlock | null> => {
+  const mimeType = file.type;
+  const fileName = file.name.replace(/[^a-zA-Z0-9\s\-()[\]]/g, 'X');
+
+  // Determine file type based on MIME type
+  if (mimeType.startsWith('image/')) {
+    return {
+      image: {
+        format: getImageFormatFromMimeType(mimeType),
+        source: {
+          bytes: base64Data,
+        },
+      },
+    };
+  } else if (mimeType.startsWith('video/')) {
+    return {
+      video: {
+        format: getVideoFormatFromMimeType(mimeType),
+        source: {
+          bytes: base64Data,
+        },
+      },
+    };
+  } else {
+    // Treat as document
+    return {
+      document: {
+        format: getDocumentFormatFromMimeType(mimeType),
+        name: fileName,
+        source: {
+          bytes: base64Data,
+        },
+      },
+    };
+  }
+};
+
+/**
+ * Content block types for state tracking
+ */
+type ContentBlockType = 'text' | 'toolUse' | 'reasoning' | null;
+
+/**
+ * Stateful stream processor for Strands events
+ */
+export class StrandsStreamProcessor {
+  private currentContentBlockType: ContentBlockType = null;
+  private toolUseBuffer: string = '';
+
+  /**
+   * Process a streaming event and return formatted content
+   */
+  processEvent(
+    eventText: string
+  ): { text: string; trace?: string; metadata?: Metadata } | null {
+    try {
+      const parsedEvent = JSON.parse(eventText);
+      const streamEvent = parsedEvent.event as StrandsStreamEvent;
+
+      if (!streamEvent) return null;
+
+      // Handle message start event
+      if (streamEvent.messageStart) {
+        this.reset();
+        return null;
+      }
+
+      // Handle content block start event
+      if (streamEvent.contentBlockStart) {
+        const start = streamEvent.contentBlockStart.start;
+
+        if ('text' in start && start.text) {
+          this.currentContentBlockType = 'text';
+          return { text: start.text };
+        } else if ('toolUse' in start && start.toolUse) {
+          this.currentContentBlockType = 'toolUse';
+          this.toolUseBuffer = '';
+          return { text: '', trace: `\`\`\`${start.toolUse.name}\n` };
+        }
+      }
+
+      // Handle content block delta event (incremental updates)
+      if (streamEvent.contentBlockDelta) {
+        const delta = streamEvent.contentBlockDelta.delta;
+
+        if (delta.text) {
+          this.currentContentBlockType = 'text';
+          return { text: delta.text };
+        } else if (delta.toolUse) {
+          this.currentContentBlockType = 'toolUse';
+          this.toolUseBuffer += delta.toolUse.input;
+          return { text: '', trace: delta.toolUse.input };
+        } else if (delta.reasoningContent?.text) {
+          this.currentContentBlockType = 'reasoning';
+          return { text: '', trace: delta.reasoningContent.text };
+        }
+      }
+
+      // Handle content block stop event
+      if (streamEvent.contentBlockStop) {
+        if (this.currentContentBlockType === 'text') {
+          // Close the text block
+          const result = { text: '\n' };
+          this.currentContentBlockType = null;
+          return result;
+        } else if (this.currentContentBlockType === 'toolUse') {
+          // Close the tool use block
+          const result = { text: '', trace: `\n\`\`\`\n` };
+          this.currentContentBlockType = null;
+          return result;
+        }
+        this.currentContentBlockType = null;
+        return null;
+      }
+
+      // Handle message stop event
+      if (streamEvent.messageStop) {
+        this.reset();
+        return null;
+      }
+
+      // Handle metadata event
+      if (streamEvent.metadata) {
+        return {
+          text: '',
+          metadata: {
+            usage: {
+              inputTokens: streamEvent.metadata.usage.inputTokens,
+              outputTokens: streamEvent.metadata.usage.outputTokens,
+              totalTokens: streamEvent.metadata.usage.totalTokens,
+              cacheReadInputTokens:
+                streamEvent.metadata.usage.cacheReadInputTokens,
+              cacheWriteInputTokens:
+                streamEvent.metadata.usage.cacheWriteInputTokens,
+            },
+          },
+        };
+      }
+
+      // Handle error events
+      const errorEvent =
+        streamEvent.internalServerException ||
+        streamEvent.modelStreamErrorException ||
+        streamEvent.serviceUnavailableException ||
+        streamEvent.throttlingException ||
+        streamEvent.validationException;
+
+      if (errorEvent) {
+        return {
+          text: `Error: ${errorEvent.message || 'An error occurred'}`,
+        };
+      }
+
+      // Handle redact content event
+      if (streamEvent.redactContent) {
+        if (streamEvent.redactContent.redactAssistantContentMessage) {
+          return {
+            text: streamEvent.redactContent.redactAssistantContentMessage,
+          };
+        }
+        return null;
+      }
+
+      return null;
+    } catch (error) {
+      console.error('Error processing stream event:', error);
+      return null;
+    }
+  }
+
+  /**
+   * Reset the processor state
+   */
+  reset(): void {
+    this.currentContentBlockType = null;
+    this.toolUseBuffer = '';
+  }
+}
diff --git a/packages/web/src/vite-env.d.ts b/packages/web/src/vite-env.d.ts
index d3707dbff..ac6bac3a7 100644
--- a/packages/web/src/vite-env.d.ts
+++ b/packages/web/src/vite-env.d.ts
@@ -32,6 +32,11 @@ interface ImportMetaEnv {
   readonly VITE_APP_SPEECH_TO_SPEECH_MODEL_IDS: string;
   readonly VITE_APP_MCP_ENABLED: string;
   readonly VITE_APP_MCP_ENDPOINT: string;
+  readonly VITE_APP_COGNITO_USER_POOL_PROXY_ENDPOINT: string;
+  readonly VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT: string;
+  readonly VITE_APP_AGENT_CORE_ENABLED: string;
+  readonly VITE_APP_AGENT_CORE_GENERIC_RUNTIME: string;
+  readonly VITE_APP_AGENT_CORE_EXTERNAL_RUNTIMES: string;
 }
 
 interface ImportMeta {
diff --git a/packages/web/vite.config.ts b/packages/web/vite.config.ts
index 50884a66e..d53472440 100644
--- a/packages/web/vite.config.ts
+++ b/packages/web/vite.config.ts
@@ -5,6 +5,7 @@ import svgr from 'vite-plugin-svgr';
 import { nodePolyfills } from 'vite-plugin-node-polyfills';
 import { VitePWA } from 'vite-plugin-pwa';
 import { visualizer } from 'rollup-plugin-visualizer';
+import webfontDownload from 'vite-plugin-webfont-dl';
 
 // https://vitejs.dev/config/
 export default defineConfig(({ mode }) => ({
@@ -31,6 +32,7 @@ export default defineConfig(({ mode }) => ({
         process: true,
       },
     }),
+    webfontDownload(),
     VitePWA({
       strategies: 'generateSW',
       registerType: 'autoUpdate',
diff --git a/setup-env.sh b/setup-env.sh
index be904c828..013fc4518 100755
--- a/setup-env.sh
+++ b/setup-env.sh
@@ -52,3 +52,8 @@ export VITE_APP_SPEECH_TO_SPEECH_EVENT_API_ENDPOINT=$(extract_value "$stack_outp
 export VITE_APP_SPEECH_TO_SPEECH_MODEL_IDS=$(extract_value "$stack_output" SpeechToSpeechModelIds)
 export VITE_APP_MCP_ENABLED=$(extract_value "$stack_output" McpEnabled)
 export VITE_APP_MCP_ENDPOINT=$(extract_value "$stack_output" McpEndpoint)
+export VITE_APP_COGNITO_USER_POOL_PROXY_ENDPOINT=$(extract_value "$stack_output" CognitoUserPoolProxyEndpoint)
+export VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT=$(extract_value "$stack_output" CognitoIdentityPoolProxyEndpoint)
+export VITE_APP_AGENT_CORE_ENABLED=$(extract_value "$stack_output" AgentCoreEnabled)
+export VITE_APP_AGENT_CORE_GENERIC_RUNTIME=$(extract_value "$stack_output" AgentCoreGenericRuntime)
+export VITE_APP_AGENT_CORE_EXTERNAL_RUNTIMES=$(extract_value "$stack_output" AgentCoreExternalRuntimes)
diff --git a/web_devw_win.ps1 b/web_devw_win.ps1
index bdd627d77..c199bc57c 100644
--- a/web_devw_win.ps1
+++ b/web_devw_win.ps1
@@ -85,5 +85,10 @@ $env:VITE_APP_SPEECH_TO_SPEECH_EVENT_API_ENDPOINT = Extract-Value $stack_output
 $env:VITE_APP_SPEECH_TO_SPEECH_MODEL_IDS = Extract-Value $stack_output "SpeechToSpeechModelIds"
 $env:VITE_APP_MCP_ENABLED = Extract-Value $stack_output "McpEnabled"
 $env:VITE_APP_MCP_ENDPOINT = Extract-Value $stack_output "McpEndpoint"
+$env:VITE_APP_COGNITO_USER_POOL_PROXY_ENDPOINT = Extract-Value $stack_output "CognitoUserPoolProxyEndpoint"
+$env:VITE_APP_COGNITO_IDENTITY_POOL_PROXY_ENDPOINT = Extract-Value $stack_output "CognitoIdentityPoolProxyEndpoint"
+$env:VITE_APP_AGENT_CORE_ENABLED = Extract-Value $stack_output "AgentCoreEnabled"
+$env:VITE_APP_AGENT_CORE_GENERIC_RUNTIME = Extract-Value $stack_output "AgentCoreGenericRuntime"
+$env:VITE_APP_AGENT_CORE_EXTERNAL_RUNTIMES = Extract-Value $stack_output "AgentCoreExternalRuntimes"
 
 npm -w packages/web run dev