diff --git a/README.md b/README.md
index 35057c6..6ac6f1d 100644
--- a/README.md
+++ b/README.md
@@ -21,6 +21,7 @@ While [FAST](https://github.com/awslabs/fullstack-solution-template-for-agentcor
 | [LLM Council](#llm-council) | An implementation of "Council of LLMs" pattern on AWS. Builds consensus among multiple diverse LLMs.|
 | [Dual Monitoring System](#dual-monitoring-system) | Dual-layer monitoring for agentic solutions using AgentCore Evaluations and AWS DevOps Agent |
 | [AgentCore AWS Specialist Agent](#agentcore-aws-specialist-agent) | AWS specialist chat agent with Gateway MCP tools, long-term memory, web search, Skills on Runtime, and a NAT-free VPC |
+| [Agentic Knowledge Discovery](#agentic-knowledge-discovery) | Combines a Bedrock Knowledge Base (documents) with an Aurora PostgreSQL metadata store (structured search), with metadata-filtered retrieval, page-level citations, and both Strands and LangGraph patterns |
 
 <!-- Add new samples to the table above as they are added -->
 
@@ -82,6 +83,18 @@ While [FAST](https://github.com/awslabs/fullstack-solution-template-for-agentcor
 
 ![AgentCore AWS Specialist Agent UI](samples/aws-specialist-agent/docs/img/screenshot.png)
 
+### [Agentic Knowledge Discovery](samples/agentic-knowledge-discovery/)
+
+**Description**: A full-stack agent that answers questions over a mix of unstructured documents and structured metadata. It plans its retrieval — querying a metadata database to find relevant documents, then running a filtered semantic search over their content — and cites the exact source pages.
+
+**Built on FAST**: v0.4.2
+
+**Key Differences from FAST**: Adds a Bedrock Knowledge Base (OpenSearch Serverless, Amazon Nova multimodal embeddings, hierarchical chunking, Bedrock Data Automation parsing) and an Aurora PostgreSQL metadata store; exposes two Gateway retrieval tools (`doc_search` and `structured_search`) that share a `doc_id` and metadata keys for combined structured + unstructured retrieval; adds page-level citations and follow-up suggestions; ships both Strands and LangGraph patterns behind AG-UI with in-UI model selection (Claude and GPT via Bedrock Mantle).
+
+**Use Case**: Building assistants that must reason across a document corpus and its structured metadata together — discovering the right documents by attribute, then searching only those, with grounded page-level citations.
+
+![Agentic Knowledge Discovery UI](samples/agentic-knowledge-discovery/docs/img/screenshot.png)
+
 <!-- Template for new samples:
 ### [Sample Name](samples/sample-directory-name/)
 **Description**: Brief description of what this sample demonstrates
diff --git a/samples/agentic-knowledge-discovery/.dockerignore b/samples/agentic-knowledge-discovery/.dockerignore
new file mode 100644
index 0000000..f1fa1a8
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/.dockerignore
@@ -0,0 +1,23 @@
+# Exclude large directories to keep build context small
+node_modules/
+.git/
+frontend/node_modules/
+frontend/dist/
+infra-cdk/node_modules/
+infra-cdk/cdk.out/
+.ruff_cache/
+__pycache__/
+*.pyc
+.pytest_cache/
+.coverage
+htmlcov/
+dist/
+build/
+*.egg-info/
+.vscode/
+.idea/
+
+# Keep only what we need for Docker builds
+!gateway/
+!pyproject.toml
+!patterns/
diff --git a/samples/agentic-knowledge-discovery/.gitignore b/samples/agentic-knowledge-discovery/.gitignore
new file mode 100644
index 0000000..4a185af
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/.gitignore
@@ -0,0 +1,39 @@
+.env
+.aws-sam
+build.toml
+model.tar.gz
+.checksum
+.checksums/
+.build_checksum
+.lib_checksum
+.vscode/
+.DS_Store
+dist/
+.sav/
+.delete/
+.data/
+*.egg-info/
+build/
+__pycache__
+*.code-workspace
+.ruff_cache
+.kiro
+rvl_cdip_*
+notebooks/examples/data
+.idea/
+.dsr/
+**/cdk.out
+**/.envrc
+**/node_modules
+**/.vite
+frontend/public/aws-exports.json
+.venv
+scripts/zip-artifact/
+public/
+.mkdocs/public/
+
+# CDK context cache (account-specific lookups)
+**/cdk.context.json
+
+# Sample documents: downloaded by scripts/generate_sample_data.py, not stored in git
+data/documents/
diff --git a/samples/agentic-knowledge-discovery/.prettierrc b/samples/agentic-knowledge-discovery/.prettierrc
new file mode 100644
index 0000000..e243f4f
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/.prettierrc
@@ -0,0 +1,11 @@
+{
+  "printWidth": 100,
+  "tabWidth": 2,
+  "useTabs": false,
+  "semi": false,
+  "singleQuote": false,
+  "trailingComma": "es5",
+  "bracketSpacing": true,
+  "arrowParens": "avoid",
+  "endOfLine": "lf"
+}
diff --git a/samples/agentic-knowledge-discovery/CONTRIBUTING.md b/samples/agentic-knowledge-discovery/CONTRIBUTING.md
new file mode 100644
index 0000000..018f887
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/CONTRIBUTING.md
@@ -0,0 +1,57 @@
+# Contributing Guidelines
+
+Thank you for your interest in contributing to our project. Whether it's a bug report, new feature, correction, or additional
+documentation, we greatly value feedback and contributions from our community.
+
+Please read through this document before submitting any issues or pull requests to ensure we have all the necessary
+information to effectively respond to your bug report or contribution.
+
+## Reporting Bugs/Feature Requests
+
+We welcome you to use the GitHub issue tracker to report bugs or suggest features.
+
+When filing an issue, please check existing open, or recently closed, issues to make sure somebody else hasn't already
+reported the issue. Please try to include as much information as you can. Details like the following are incredibly useful:
+
+- A reproducible test case or series of steps
+- The version of our code being used
+- Any modifications you've made relevant to the bug
+- Anything unusual about your environment or deployment
+
+## Contributing via Pull Requests
+
+Contributions via pull requests are much appreciated. Before sending us a pull request, please ensure that:
+
+1. You are working against the latest source on the *main* branch.
+2. You check existing open, and recently merged, pull requests to make sure someone else hasn't addressed the problem already.
+3. You open an issue to discuss any significant work — we would hate for your time to be wasted.
+
+To send us a pull request, please:
+
+1. Fork the repository.
+2. Modify the source; please focus on the specific change you are contributing. If you also reformat all the code, it will be hard for us to focus on your change.
+3. Ensure local tests and builds pass.
+4. Commit to your fork using clear commit messages.
+5. Send us a pull request, answering any default questions in the pull request interface.
+6. Pay attention to any automated CI failures reported in the pull request, and stay involved in the conversation.
+
+GitHub provides additional documentation on [forking a repository](https://help.github.com/articles/fork-a-repo/) and
+[creating a pull request](https://help.github.com/articles/creating-a-pull-request/).
+
+## Finding contributions to work on
+
+Looking at the existing issues is a great way to find something to contribute on. As our projects, by default, use the default GitHub issue labels (enhancement/bug/duplicate/help wanted/invalid/question/wontfix), looking at any 'help wanted' issues is a great place to start.
+
+## Code of Conduct
+
+This project has adopted the [Amazon Open Source Code of Conduct](https://aws.github.io/code-of-conduct).
+For more information see the [Code of Conduct FAQ](https://aws.github.io/code-of-conduct-faq) or contact
+opensource-codeofconduct@amazon.com with any additional questions or comments.
+
+## Security issue notifications
+
+If you discover a potential security issue in this project we ask that you notify AWS/Amazon Security via our [vulnerability reporting page](http://aws.amazon.com/security/vulnerability-reporting/). Please do **not** create a public github issue.
+
+## Licensing
+
+See the [LICENSE](LICENSE) file for our project's licensing. We will ask you to confirm the licensing of your contribution.
diff --git a/samples/agentic-knowledge-discovery/LICENSE b/samples/agentic-knowledge-discovery/LICENSE
new file mode 100644
index 0000000..6deb4dd
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/LICENSE
@@ -0,0 +1,190 @@
+                                 Apache License
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+   5. Submission of Contributions. Unless You explicitly state otherwise,
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+   6. Trademarks. This License does not grant permission to use the trade
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\ No newline at end of file
diff --git a/samples/agentic-knowledge-discovery/NOTICE b/samples/agentic-knowledge-discovery/NOTICE
new file mode 100644
index 0000000..540bb83
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/NOTICE
@@ -0,0 +1,116 @@
+Notices
+
+Copyright 2026 Amazon.com, Inc. or its affiliates. All Rights Reserved.
+
+End users including customers and AWS Partners are responsible for making their own independent assessment of these 
+materials. This content:
+
+(a) is for informational and demonstration purposes,
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+(c) does not create any commitments or assurances from AWS and its affiliates, suppliers, 
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+You acknowledge that these materials are provided as examples and starting points for 
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+**********************
+THIRD PARTY COMPONENTS
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+This software includes the following third-party software/licensing:
+
+================================================================================
+1. boto3
+================================================================================
+Copyright 2013-2025 Amazon.com, Inc. or its affiliates. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+================================================================================
+2. requests
+================================================================================
+Copyright 2019 Kenneth Reitz
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+================================================================================
+3. PyYAML
+================================================================================
+Copyright (c) 2017-2021 Ingy döt Net
+Copyright (c) 2006-2016 Kirill Simonov
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
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+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
+
+================================================================================
+4. colorama
+================================================================================
+Copyright (c) 2010 Jonathan Hartley
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
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+================================================================================
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diff --git a/samples/agentic-knowledge-discovery/README.md b/samples/agentic-knowledge-discovery/README.md
new file mode 100644
index 0000000..b2537e8
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/README.md
@@ -0,0 +1,175 @@
+# Agentic Knowledge Discovery
+
+A full-stack sample that answers questions over a mix of **unstructured documents** and
+**structured metadata**, using an agent running on Amazon Bedrock AgentCore. The agent
+plans its retrieval: it queries a metadata database to find the relevant documents, then
+runs a filtered semantic search over their content, and cites the exact source pages.
+
+It ships two interchangeable agent implementations — one built with
+[Strands Agents](https://strandsagents.com/) and one with
+[LangGraph](https://langchain-ai.github.io/langgraph/) — behind the same
+[AG-UI](https://github.com/ag-ui-protocol/ag-ui) streaming protocol and the same React
+frontend, so you can compare frameworks without changing anything else.
+
+![Knowledge Agent UI](docs/img/screenshot.png)
+
+## What it demonstrates
+
+- **Multi-source retrieval** — the agent combines a Bedrock Knowledge Base (unstructured
+  document content) with an Aurora PostgreSQL table (structured document metadata).
+- **Metadata filtering** — the same attributes (`domain`, `doc_type`, `num_pages`, …) exist
+  in both stores, keyed by a shared `doc_id`, so the agent can discover documents with SQL
+  and then scope a Knowledge Base search to just those documents with a metadata filter.
+- **Citations with page links** — answers link back to the source PDF at the first cited page.
+- **Two agent frameworks** — Strands and LangGraph, selectable via config.
+- **Model selection** — Claude and GPT (through the Bedrock Mantle endpoint), chosen in the UI.
+- **AgentCore building blocks** — Runtime, Gateway (tools over MCP), Memory (per-user
+  conversation history), and Identity (user identity propagated from the browser JWT into
+  the machine-to-machine gateway token).
+
+## Key differences from FAST
+
+Built on FAST, with these changes:
+
+- Adds a Bedrock Knowledge Base (OpenSearch Serverless, Amazon Nova multimodal embeddings, hierarchical chunking, Bedrock Data Automation parsing) for unstructured document search.
+- Adds an Aurora Serverless v2 PostgreSQL metadata store, seeded at deploy, for structured search.
+- Replaces the single sample Gateway tool with two retrieval tools — `doc_search` (Knowledge Base) and `structured_search` (read-only SQL over Aurora) — that share a `doc_id` and metadata keys so the agent can combine structured and unstructured retrieval.
+- Adds in-runtime `cite_sources` (presigned source links opening at the first cited page) and `suggest_questions` (follow-up chips), plus a frontend that groups internal tool calls into a collapsible "Analysis" block.
+- Ships both Strands and LangGraph agent patterns behind the AG-UI protocol, with in-UI model selection (Claude, and GPT via the Bedrock Mantle endpoint on the Strands pattern).
+- Adds a data-plane VPC for Aurora and the in-VPC Lambdas.
+- Removes the base template's code interpreter, Cedar policy layer, and Terraform option to keep the sample focused on retrieval.
+
+## Architecture
+
+![Architecture](docs/img/architecture.png)
+
+Authentication flows across the stack:
+
+1. **User → frontend** (Cognito Authorization Code): the user signs in to the React app hosted on AWS Amplify and receives a JWT.
+2. **Frontend → AgentCore Runtime** (JWT validation): the frontend sends the user's JWT; the Runtime validates it against the Cognito user pool.
+3. **Runtime → AgentCore Gateway** (OAuth2 client credentials / M2M): the agent fetches a machine token, propagating the user's identity via the Cognito V3 pre-token Lambda so per-user claims ride along. The Gateway enforces inbound JWT authentication.
+4. **Frontend → API Gateway** (JWT validation): the feedback and session-history APIs use the same Cognito authorizer.
+
+> The gateway token carries user claims (`department`, `role`) as an extension point, but this sample does not enforce an authorization policy — it is authentication-only. Add a Gateway interceptor or per-tool checks to enforce access control.
+
+## What gets deployed
+
+- **Frontend**: React (TypeScript, Vite, Tailwind, shadcn/ui) on AWS Amplify Hosting.
+- **Auth**: Amazon Cognito user pool (user login) + a confidential machine client (M2M).
+- **Agent runtime**: Amazon Bedrock AgentCore Runtime (container image built from a pattern under `patterns/`).
+- **Tools**: Amazon Bedrock AgentCore Gateway exposing Lambda tools over MCP — `doc_search` (Knowledge Base retrieval) and `structured_search` (read-only SQL over Aurora).
+- **Memory**: AgentCore Memory for short-term conversation history (optional long-term semantic memory).
+- **Knowledge Base**: Amazon Bedrock Knowledge Base over OpenSearch Serverless, using Amazon Nova multimodal embeddings, hierarchical chunking, and Bedrock Data Automation parsing.
+- **Metadata store**: Amazon Aurora PostgreSQL (Serverless v2) with a `documents` table.
+- **APIs**: feedback and session-history REST APIs (Amazon API Gateway + Lambda + DynamoDB).
+- **Networking**: a VPC for the data plane (Aurora and the in-VPC Lambdas); the runtime is public and reaches data services over the managed Bedrock APIs.
+
+## Prerequisites
+
+- An AWS account and credentials with permissions to deploy the above.
+- Amazon Bedrock model access enabled in your region for: Amazon Nova multimodal embeddings, an Anthropic Claude model, and Amazon Bedrock Data Automation.
+- Node.js 18+ and npm.
+- Python 3.13 and [uv](https://docs.astral.sh/uv/).
+- Docker or [finch](https://github.com/runfinch/finch) (the agent runtime and one tool are built as ARM64 container images). For finch, set `CDK_DOCKER=finch`.
+- The AWS CDK CLI (`npm i -g aws-cdk`) or use the bundled `npx cdk`.
+
+## Deploy
+
+```bash
+# 1. Fetch the sample documents (from the repo root) — required before the first deploy.
+#    Downloads four public-domain U.S. government PDFs into data/documents/ and
+#    generates their metadata sidecars (see "Sample data" below).
+python3 scripts/generate_sample_data.py
+
+# 2. Backend (from infra-cdk/)
+cd infra-cdk
+npm install
+CDK_DOCKER=finch npx cdk deploy --all --require-approval never
+
+# 3. Frontend (from the repo root)
+cd ..
+python3 scripts/deploy-frontend.py
+```
+
+The frontend URL is printed by the deploy script and is available as the `AmplifyUrl` stack output. Create a Cognito user (or set `admin_user_email` in `config.yaml` before deploying to have one created for you), sign in, and start asking questions.
+
+## Configuration
+
+Everything is configured in `infra-cdk/config.yaml`:
+
+- `backend.pattern` — which agent implementation to deploy: `strands-agent` (default) or `langgraph-agent`. Both speak AG-UI.
+- `backend.agent_name` — the runtime name.
+- `backend.use_long_term_memory` — enable cross-session semantic memory (adds per-record cost).
+- `admin_user_email` — optionally create an admin Cognito user and email credentials.
+
+The model list offered in the UI is defined in `patterns/utils/models.py`. GPT models run through the Bedrock Mantle endpoint and are supported on the Strands pattern; the LangGraph pattern falls back to the default Bedrock model for GPT selections.
+
+## Agent tools
+
+- `structured_search` — runs read-only SQL against the Aurora `documents` table to discover documents and attribute values.
+- `doc_search` — batched semantic + keyword search over the Knowledge Base, with optional metadata filters, de-duplicated across the batch.
+- `cite_sources` — turns the documents the agent used into presigned links (opening at the first cited page).
+- `suggest_questions` — proposes follow-up questions shown as clickable chips.
+
+## Sample data
+
+The PDFs are **not stored in this repository**. Running `python3 scripts/generate_sample_data.py`
+(step 1 of Deploy) downloads them from their official .gov sources into `data/documents/` and
+generates the metadata sidecars and the database seed file. The Knowledge Base ingests
+`data/documents/` at deploy time, so run the script before the first `cdk deploy`.
+
+The four documents are real **U.S. government publications in the public domain**
+(17 U.S.C. §105 — free to use, modify, and redistribute, including commercially, with no
+attribution requirement). They span four domains so metadata filtering is meaningful:
+
+- `nist_ai_rmf` — AI Risk Management Framework, NIST AI 100-1 (domain `artificial_intelligence`).
+- `nist_cybersecurity_framework` — Cybersecurity Framework 2.0, NIST CSWP 29 (domain `cybersecurity`).
+- `eia_annual_energy_outlook_2023` — Annual Energy Outlook 2023, U.S. Energy Information Administration (domain `energy`).
+- `nces_education_report_2023` — a National Center for Education Statistics report (domain `education`).
+
+Each document has a small, generic metadata set kept in sync from a single source
+(`scripts/generate_sample_data.py`):
+
+- `doc_id` — the PDF filename stem; links the structured row to its Knowledge Base document.
+- `domain` — subject domain.
+- `doc_type` — coarse type label (`framework`, `report`).
+- `num_pages` — page count (a numeric field, useful for range filters).
+
+The metadata lives in two places: the Aurora `documents` table (queried by `structured_search`)
+and a `<file>.pdf.metadata.json` sidecar next to each PDF (ingested by the Knowledge Base as
+query-time metadata filters for `doc_search`). Because the keys match and `doc_id` is shared,
+the agent can move between structured facts and document content — e.g. find documents where
+`domain = 'energy'`, then search only those.
+
+To use your own documents, drop PDFs into `data/documents/`, add entries for them to
+`DOCUMENTS` in `scripts/generate_sample_data.py` (the download step skips files that
+already exist locally, so the `source_url` is unused for your own files), run the
+script, and redeploy.
+
+## Cost
+
+This sample provisions services that bill while running — most notably OpenSearch Serverless
+(the Knowledge Base vector store has an ongoing minimum capacity cost) and Aurora Serverless v2.
+You also pay per use for Bedrock embeddings, Data Automation parsing, and model inference.
+Deploy in a non-production account and tear it down when you are done.
+
+## Cleanup
+
+```bash
+cd infra-cdk
+CDK_DOCKER=finch npx cdk destroy --all
+```
+
+Buckets and the vector store are configured to be removed with the stack.
+
+## Security
+
+This is a sample intended to demonstrate an architecture, not a production-ready system. You
+are responsible for reviewing and hardening it for your use case — including authorization,
+network posture, logging, and data handling — under the AWS Shared Responsibility Model. To
+report a security issue, see the [AWS vulnerability reporting page](http://aws.amazon.com/security/vulnerability-reporting/).
+
+## License
+
+This project is licensed under the Apache-2.0 License. See [LICENSE](LICENSE). The bundled
+sample documents are U.S. government works in the public domain (see **Sample data** above).
diff --git a/samples/agentic-knowledge-discovery/docs/img/architecture.png b/samples/agentic-knowledge-discovery/docs/img/architecture.png
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diff --git a/samples/agentic-knowledge-discovery/frontend/README.md b/samples/agentic-knowledge-discovery/frontend/README.md
new file mode 100644
index 0000000..c4d0f64
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/README.md
@@ -0,0 +1,200 @@
+# Frontend - Local Development Guide
+
+This is the React + Vite frontend for the sample. This README focuses on local development setup and workflows.
+
+For full stack deployment instructions, see the [top-level README](../README.md).
+
+![Chat example](readme-imgs/fast-chat-screenshot.png)
+
+## Local Development Setup
+
+### Prerequisites
+
+- Node.js (20+ recommended)
+- npm
+
+### Quick Start
+
+1. Navigate to the frontend directory:
+
+```bash
+cd frontend
+```
+
+2. Install dependencies:
+
+```bash
+npm install
+```
+
+3. Start the development server:
+
+```bash
+npm run dev
+```
+
+4. Open [http://localhost:3000](http://localhost:3000) in your browser
+
+## Development Options
+
+### Option 1: With Authentication (Default)
+
+By default, the app uses Cognito authentication. To test this locally:
+
+1. First deploy the full stack (see the [top-level README](../README.md))
+2. Set the redirect URI for local development:
+
+```bash
+export VITE_COGNITO_REDIRECT_URI=http://localhost:3000
+npm run dev
+```
+
+### Option 2: Disable Authentication (ONLY for Local Development!!!)
+
+For faster local development without needing to deploy Cognito, you can disable authentication:
+
+**⚠️ IMPORTANT: Remove the AuthProvider wrapper from `src/App.tsx`**
+
+Change this:
+
+```tsx
+export default function App() {
+  return (
+    <BrowserRouter>
+      <AuthProvider>
+        <AppRoutes />
+      </AuthProvider>
+    </BrowserRouter>
+  )
+}
+```
+
+To this:
+
+```tsx
+export default function App() {
+  return (
+    <BrowserRouter>
+      <AppRoutes />
+    </BrowserRouter>
+  )
+}
+```
+
+This bypasses all authentication flows and lets you develop the UI directly.
+
+## UI Components
+
+This project uses [shadcn/ui](https://ui.shadcn.com/docs/components) for UI components.
+
+### Adding New Components
+
+Install additional shadcn components as needed:
+
+```bash
+npx shadcn@latest add calendar
+npx shadcn@latest add dialog
+npx shadcn@latest add form
+```
+
+### Available Components
+
+Browse the full component library at: https://ui.shadcn.com/docs/components
+
+Popular components include:
+
+- Button, Input, Textarea
+- Dialog, Sheet, Popover
+- Table, Card, Badge
+- Form, Calendar, Select
+- And many more...
+
+## Icons
+
+This project includes [Lucide React](https://lucide.dev/) icons, providing a comprehensive set of beautiful, customizable icons.
+
+### Using Icons
+
+Import and use any icon from the Lucide library:
+
+```tsx
+import { Camera } from "lucide-react"
+
+// Usage
+const App = () => {
+  return <Camera color="red" size={48} />
+}
+
+export default App
+```
+
+### Available Icons
+
+Browse all available icons at: https://lucide.dev/
+
+Popular icons include Camera, Search, Menu, User, Settings, Download, Upload, and hundreds more.
+
+## Project Structure
+
+```
+frontend/
+├── src/
+│   ├── main.tsx            # Application entry point
+│   ├── App.tsx             # Root component with routing
+│   ├── routes/             # Route components
+│   ├── components/
+│   │   ├── ui/             # shadcn components
+│   │   ├── chat/           # Chat UI
+│   │   └── auth/           # Authentication components
+│   ├── hooks/              # Custom hooks (useToolRenderer)
+│   ├── lib/                # Utilities and configurations
+│   │   └── agentcore-client/ # AgentCore streaming client, parsers, types
+│   ├── services/           # API service layers
+│   └── styles/             # Global styles
+├── public/                 # Static assets
+├── index.html              # HTML entry point
+└── package.json
+```
+
+## Environment Variables
+
+The application uses Vite environment variables with the `VITE_` prefix:
+
+- `VITE_COGNITO_USER_POOL_ID` - Cognito User Pool ID
+- `VITE_COGNITO_CLIENT_ID` - Cognito Client ID
+- `VITE_COGNITO_REGION` - AWS Region
+- `VITE_COGNITO_REDIRECT_URI` - Redirect URI after authentication
+- `VITE_COGNITO_POST_LOGOUT_REDIRECT_URI` - Redirect URI after logout
+
+These can be set in a `.env` file or as environment variables. The application will fall back to `aws-exports.json` if environment variables are not set.
+
+## Available Scripts
+
+- `npm run dev` - Start the Vite development server
+- `npm run build` - Build for production (runs TypeScript check + Vite build)
+- `npm run preview` - Preview the production build locally
+- `npm run lint` - Run ESLint
+- `npm run lint:fix` - Run ESLint with auto-fix
+- `npm run clean` - Clean build artifacts and dependencies
+
+## Development Tips
+
+- **Hot Reload**: Changes auto-reload in the browser with Vite's fast HMR
+- **TypeScript**: Full type safety with strict mode enabled
+- **Vibe Coding**: Optimized for AI-assisted development
+- **Tailwind CSS**: Utility-first styling with Tailwind CSS 4
+
+## Building with AI Assistants
+
+This stack is designed for AI-assisted development:
+
+1. **Describe your vision**: "Create a document upload component with drag-and-drop"
+2. **Leverage shadcn components**: Rich building blocks that AI understands
+3. **Iterate quickly**: Make changes and see results instantly
+
+### Example AI Prompts
+
+- "Add a file upload component to the chat interface"
+- "Create a sidebar with navigation using shadcn components"
+- "Build a settings page with form validation"
+- "Add a data table with sorting and filtering"
diff --git a/samples/agentic-knowledge-discovery/frontend/components.json b/samples/agentic-knowledge-discovery/frontend/components.json
new file mode 100644
index 0000000..3289f23
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/components.json
@@ -0,0 +1,21 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "new-york",
+  "rsc": true,
+  "tsx": true,
+  "tailwind": {
+    "config": "",
+    "css": "src/app/globals.css",
+    "baseColor": "neutral",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "aliases": {
+    "components": "@/components",
+    "utils": "@/lib/utils",
+    "ui": "@/components/ui",
+    "lib": "@/lib",
+    "hooks": "@/hooks"
+  },
+  "iconLibrary": "lucide"
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/eslint.config.mjs b/samples/agentic-knowledge-discovery/frontend/eslint.config.mjs
new file mode 100644
index 0000000..1ebf170
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/eslint.config.mjs
@@ -0,0 +1,30 @@
+import tseslint from "@typescript-eslint/eslint-plugin"
+import tsparser from "@typescript-eslint/parser"
+
+const eslintConfig = [
+  {
+    files: ["**/*.ts", "**/*.tsx"],
+    languageOptions: {
+      parser: tsparser,
+      parserOptions: {
+        ecmaVersion: "latest",
+        sourceType: "module",
+      },
+    },
+    plugins: {
+      "@typescript-eslint": tseslint,
+    },
+    rules: {
+      "@typescript-eslint/no-explicit-any": "warn",
+      "@typescript-eslint/no-unused-vars": [
+        "warn",
+        { argsIgnorePattern: "^_", varsIgnorePattern: "^_" },
+      ],
+    },
+  },
+  {
+    ignores: ["node_modules/**", "build/**", "delete/**", "tmp/**", ".vite/**", "src/app/**"],
+  },
+]
+
+export default eslintConfig
diff --git a/samples/agentic-knowledge-discovery/frontend/index.html b/samples/agentic-knowledge-discovery/frontend/index.html
new file mode 100644
index 0000000..6d8a25a
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/index.html
@@ -0,0 +1,18 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/x-icon" href="/favicon.ico" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <meta name="description" content="A solution template for building GenAI applications with AgentCore" />
+    <title>Knowledge Agent</title>
+    <!-- Google Fonts for Geist Sans and Geist Mono -->
+    <link rel="preconnect" href="https://fonts.googleapis.com">
+    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+    <link href="https://fonts.googleapis.com/css2?family=Geist+Sans:wght@100..900&family=Geist+Mono:wght@100..900&display=swap" rel="stylesheet">
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.tsx"></script>
+  </body>
+</html>
diff --git a/samples/agentic-knowledge-discovery/frontend/package-lock.json b/samples/agentic-knowledge-discovery/frontend/package-lock.json
new file mode 100644
index 0000000..fbf0f68
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/package-lock.json
@@ -0,0 +1,14099 @@
+{
+  "name": "fullstack-agentcore-solution-template-frontend",
+  "version": "0.4.2",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
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+        "@radix-ui/react-dialog": "^1.1.15",
+        "@radix-ui/react-progress": "^1.1.7",
+        "@radix-ui/react-select": "^2.2.5",
+        "@radix-ui/react-slot": "^1.2.4",
+        "@types/react-syntax-highlighter": "^15.5.13",
+        "aws-amplify": "^6.16.2",
+        "class-variance-authority": "^0.7.1",
+        "clsx": "^2.1.1",
+        "lucide-react": "^0.562.0",
+        "radix-ui": "^1.4.3",
+        "react": "^19.2.1",
+        "react-dom": "^19.2.1",
+        "react-dropzone": "^14.3.8",
+        "react-markdown": "^10.1.0",
+        "react-oidc-context": "^3.3.0",
+        "react-router-dom": "^6.30.4",
+        "react-spinners": "^0.17.0",
+        "react-syntax-highlighter": "^16.1.0",
+        "remark-gfm": "^4.0.1",
+        "tailwind-merge": "^3.2.0"
+      },
+      "devDependencies": {
+        "@eslint/eslintrc": "^3",
+        "@shadcn/ui": "^0.0.4",
+        "@tailwindcss/postcss": "^4",
+        "@testing-library/jest-dom": "^6.1.5",
+        "@testing-library/react": "^16.0.0",
+        "@testing-library/user-event": "^14.5.1",
+        "@types/node": "^25.0.3",
+        "@types/react": "^19",
+        "@types/react-dom": "^19",
+        "@typescript-eslint/eslint-plugin": "^8.55.0",
+        "@typescript-eslint/parser": "^8.55.0",
+        "@vitejs/plugin-react": "^6.0.2",
+        "eslint": "^9.39.2",
+        "fast-check": "^4.5.3",
+        "jsdom": "^23.0.1",
+        "prettier": "^3.8.1",
+        "shadcn": "^3.0.0",
+        "tailwindcss": "^4",
+        "tw-animate-css": "^1.2.9",
+        "typescript": "^5",
+        "vite": "^8.1.0",
+        "vitest": "^4.1.0"
+      }
+    },
+    "node_modules/@adobe/css-tools": {
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+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@alloc/quick-lru": {
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+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@antfu/ni": {
+      "version": "25.0.0",
+      "resolved": "https://registry.npmjs.org/@antfu/ni/-/ni-25.0.0.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
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+        "fzf": "^0.5.2",
+        "package-manager-detector": "^1.3.0",
+        "tinyexec": "^1.0.1"
+      },
+      "bin": {
+        "na": "bin/na.mjs",
+        "nci": "bin/nci.mjs",
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+        "nlx": "bin/nlx.mjs",
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+      }
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+      }
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diff --git a/samples/agentic-knowledge-discovery/frontend/package.json b/samples/agentic-knowledge-discovery/frontend/package.json
new file mode 100644
index 0000000..1c4764f
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/package.json
@@ -0,0 +1,62 @@
+{
+  "name": "fullstack-agentcore-solution-template-frontend",
+  "version": "0.4.2",
+  "private": true,
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc && vite build",
+    "preview": "vite preview",
+    "test": "vitest --run",
+    "test:watch": "vitest",
+    "lint": "eslint src/",
+    "lint:fix": "eslint src/ --fix",
+    "clean": "rm -rf build/ node_modules/ .vite/"
+  },
+  "dependencies": {
+    "@radix-ui/react-alert-dialog": "^1.1.15",
+    "@radix-ui/react-dialog": "^1.1.15",
+    "@radix-ui/react-progress": "^1.1.7",
+    "@radix-ui/react-select": "^2.2.5",
+    "@radix-ui/react-slot": "^1.2.4",
+    "@types/react-syntax-highlighter": "^15.5.13",
+    "aws-amplify": "^6.16.2",
+    "class-variance-authority": "^0.7.1",
+    "clsx": "^2.1.1",
+    "lucide-react": "^0.562.0",
+    "radix-ui": "^1.4.3",
+    "react": "^19.2.1",
+    "react-dom": "^19.2.1",
+    "react-dropzone": "^14.3.8",
+    "react-markdown": "^10.1.0",
+    "react-oidc-context": "^3.3.0",
+    "react-router-dom": "^6.30.4",
+    "react-spinners": "^0.17.0",
+    "react-syntax-highlighter": "^16.1.0",
+    "remark-gfm": "^4.0.1",
+    "tailwind-merge": "^3.2.0"
+  },
+  "devDependencies": {
+    "@eslint/eslintrc": "^3",
+    "@shadcn/ui": "^0.0.4",
+    "@tailwindcss/postcss": "^4",
+    "@testing-library/jest-dom": "^6.1.5",
+    "@testing-library/react": "^16.0.0",
+    "@testing-library/user-event": "^14.5.1",
+    "@types/node": "^25.0.3",
+    "@types/react": "^19",
+    "@types/react-dom": "^19",
+    "@typescript-eslint/eslint-plugin": "^8.55.0",
+    "@typescript-eslint/parser": "^8.55.0",
+    "@vitejs/plugin-react": "^6.0.2",
+    "eslint": "^9.39.2",
+    "fast-check": "^4.5.3",
+    "jsdom": "^23.0.1",
+    "prettier": "^3.8.1",
+    "shadcn": "^3.0.0",
+    "tailwindcss": "^4",
+    "tw-animate-css": "^1.2.9",
+    "typescript": "^5",
+    "vite": "^8.1.0",
+    "vitest": "^4.1.0"
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/postcss.config.mjs b/samples/agentic-knowledge-discovery/frontend/postcss.config.mjs
new file mode 100644
index 0000000..30563c7
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/postcss.config.mjs
@@ -0,0 +1,7 @@
+import tailwindcss from "@tailwindcss/postcss"
+
+const config = {
+  plugins: [tailwindcss],
+}
+
+export default config
diff --git a/samples/agentic-knowledge-discovery/frontend/readme-imgs/fast-chat-screenshot.png b/samples/agentic-knowledge-discovery/frontend/readme-imgs/fast-chat-screenshot.png
new file mode 100644
index 0000000..631a360
Binary files /dev/null and b/samples/agentic-knowledge-discovery/frontend/readme-imgs/fast-chat-screenshot.png differ
diff --git a/samples/agentic-knowledge-discovery/frontend/readme-imgs/login-page.png b/samples/agentic-knowledge-discovery/frontend/readme-imgs/login-page.png
new file mode 100644
index 0000000..4fe1e5d
Binary files /dev/null and b/samples/agentic-knowledge-discovery/frontend/readme-imgs/login-page.png differ
diff --git a/samples/agentic-knowledge-discovery/frontend/src/App.tsx b/samples/agentic-knowledge-discovery/frontend/src/App.tsx
new file mode 100644
index 0000000..f105bfe
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/App.tsx
@@ -0,0 +1,16 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { BrowserRouter } from "react-router-dom"
+import { AuthProvider } from "@/components/auth/AuthProvider"
+import AppRoutes from "./routes"
+
+export default function App() {
+  return (
+    <BrowserRouter>
+      <AuthProvider>
+        <AppRoutes />
+      </AuthProvider>
+    </BrowserRouter>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/app/context/GlobalContext.tsx b/samples/agentic-knowledge-discovery/frontend/src/app/context/GlobalContext.tsx
new file mode 100644
index 0000000..4cfbdbc
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/app/context/GlobalContext.tsx
@@ -0,0 +1,46 @@
+"use client"
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/**
+ * Global context provider for the application
+ * Provides shared state and functionality across components
+ */
+
+import { createContext, useContext, PropsWithChildren, useState } from "react"
+
+interface GlobalContextType {
+  isLoading: boolean
+  setIsLoading: (loading: boolean) => void
+}
+
+const GlobalContext = createContext<GlobalContextType | undefined>(undefined)
+
+/**
+ * Hook to access the global context
+ * @returns The global context value
+ * @throws Error if used outside of GlobalContextProvider
+ */
+export function useGlobal(): GlobalContextType {
+  const context = useContext(GlobalContext)
+  if (context === undefined) {
+    throw new Error("useGlobal must be used within a GlobalContextProvider")
+  }
+  return context
+}
+
+/**
+ * Global context provider component
+ * Wraps the application to provide global state
+ * @param children - Child components to wrap
+ */
+export function GlobalContextProvider({ children }: PropsWithChildren) {
+  const [isLoading, setIsLoading] = useState(false)
+
+  const value: GlobalContextType = {
+    isLoading,
+    setIsLoading,
+  }
+
+  return <GlobalContext.Provider value={value}>{children}</GlobalContext.Provider>
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/auth/AuthProvider.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/auth/AuthProvider.tsx
new file mode 100644
index 0000000..ab319b6
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/auth/AuthProvider.tsx
@@ -0,0 +1,71 @@
+"use client"
+
+import { createCognitoAuthConfig, cognitoAuthConfig } from "@/lib/auth"
+import { useEffect, useState, PropsWithChildren } from "react"
+import { AuthProvider as OidcAuthProvider } from "react-oidc-context"
+import { WebStorageStateStore } from "oidc-client-ts"
+import { AutoSignin } from "./AutoSignin"
+
+interface CognitoAuthConfig {
+  authority?: string
+  client_id?: string
+  redirect_uri?: string
+  post_logout_redirect_uri?: string
+  response_type?: string
+  scope?: string
+  automaticSilentRenew?: boolean
+  userStore?: WebStorageStateStore
+}
+
+const AuthProvider = ({ children }: PropsWithChildren) => {
+  const [authConfig, setAuthConfig] = useState<CognitoAuthConfig | null>(null)
+  const [loading, setLoading] = useState(true)
+
+  useEffect(() => {
+    async function loadConfig() {
+      try {
+        const config = await createCognitoAuthConfig()
+        setAuthConfig(config)
+      } catch (error) {
+        console.error("Failed to load auth configuration:", error)
+        console.error("Falling back to environment variables")
+        // Fallback to env vars on error
+        setAuthConfig(cognitoAuthConfig)
+      } finally {
+        setLoading(false)
+      }
+    }
+
+    loadConfig()
+  }, [])
+
+  if (loading) {
+    return (
+      <div className="flex items-center justify-center min-h-screen text-xl">
+        Loading authentication configuration...
+      </div>
+    )
+  }
+
+  if (!authConfig) {
+    return (
+      <div className="flex items-center justify-center min-h-screen text-xl">
+        Failed to load authentication configuration
+      </div>
+    )
+  }
+
+  return (
+    <OidcAuthProvider
+      {...authConfig}
+      // This callback removes the `?code=` from the URL, which will break page refreshes
+      onSigninCallback={() => {
+        window.history.replaceState({}, document.title, window.location.pathname)
+      }}
+    >
+      <AutoSignin>{children}</AutoSignin>
+    </OidcAuthProvider>
+  )
+}
+
+export { AuthProvider }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/auth/AutoSignin.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/auth/AutoSignin.tsx
new file mode 100644
index 0000000..61dba08
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/auth/AutoSignin.tsx
@@ -0,0 +1,38 @@
+"use client"
+
+import { ReactNode, useEffect, useState, PropsWithChildren } from "react"
+import { useAuth } from "react-oidc-context"
+import { Button } from "@/components/ui/button"
+
+function AutoSigninContent({ children }: PropsWithChildren) {
+  const auth = useAuth()
+
+  if (auth.isLoading) {
+    return <div className="flex items-center justify-center min-h-screen text-xl">Loading...</div>
+  }
+
+  if (!auth.isAuthenticated) {
+    return (
+      <div className="flex flex-col items-center justify-center min-h-screen gap-4">
+        <p className="text-4xl">Please sign in</p>
+        <Button onClick={() => auth.signinRedirect()}>Sign In</Button>
+      </div>
+    )
+  }
+
+  return <>{children}</>
+}
+
+export function AutoSignin({ children }: { children: ReactNode }) {
+  const [mounted, setMounted] = useState(false)
+
+  useEffect(() => {
+    setMounted(true)
+  }, [])
+
+  if (!mounted) {
+    return null
+  }
+
+  return <AutoSigninContent>{children}</AutoSigninContent>
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatHeader.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatHeader.tsx
new file mode 100644
index 0000000..913f073
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatHeader.tsx
@@ -0,0 +1,35 @@
+import { SidebarTrigger } from "@/components/ui/sidebar"
+
+type ChatHeaderProps = {
+  title?: string | undefined
+  models: { id: string; label: string }[]
+  modelId: string
+  onModelChange: (id: string) => void
+}
+
+/**
+ * Minimal top bar: sidebar toggle, app title, and a model selector. New Chat,
+ * session history, and logout live in the sidebar (see ChatSidebar).
+ */
+export function ChatHeader({ title, models, modelId, onModelChange }: ChatHeaderProps) {
+  return (
+    <header className="flex items-center gap-2 p-4 border-b w-full">
+      <SidebarTrigger className="text-gray-500" />
+      <h1 className="text-xl font-bold">{title || "Knowledge Agent"}</h1>
+      <label className="ml-auto flex items-center gap-2 text-xs text-gray-500">
+        Model
+        <select
+          value={modelId}
+          onChange={e => onModelChange(e.target.value)}
+          className="rounded-md border border-gray-200 bg-white px-2 py-1 text-sm text-gray-700"
+        >
+          {models.map(m => (
+            <option key={m.id} value={m.id}>
+              {m.label}
+            </option>
+          ))}
+        </select>
+      </label>
+    </header>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatInput.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatInput.tsx
new file mode 100644
index 0000000..ba595e3
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatInput.tsx
@@ -0,0 +1,86 @@
+"use client"
+
+import { FormEvent, KeyboardEvent, useRef, useEffect } from "react"
+import { Button } from "@/components/ui/button"
+import { Textarea } from "@/components/ui/textarea"
+import { Loader2Icon, Send } from "lucide-react"
+
+interface ChatInputProps {
+  input: string
+  setInput: (input: string) => void
+  handleSubmit: (e: FormEvent) => void
+  isLoading: boolean
+  className?: string
+}
+
+export function ChatInput({
+  input,
+  setInput,
+  handleSubmit,
+  isLoading,
+  className = "",
+}: ChatInputProps) {
+  const textareaRef = useRef<HTMLTextAreaElement>(null)
+
+  // Auto-resize the textarea based on content
+  useEffect(() => {
+    const textarea = textareaRef.current
+    if (textarea) {
+      textarea.style.height = "0px"
+      const scrollHeight = textarea.scrollHeight
+      textarea.style.height = scrollHeight + "px"
+    }
+  }, [input])
+
+  // Handle key presses for Ctrl+Enter to add new line and Enter to submit
+  const handleKeyDown = (e: KeyboardEvent<HTMLTextAreaElement>) => {
+    if (e.key === "Enter") {
+      if (e.ctrlKey) {
+        // Add a new line when Ctrl+Enter is pressed
+        setInput(`${input}\n\n`)
+        e.preventDefault()
+      } else if (!e.shiftKey) {
+        // Submit the form when Enter is pressed without Shift
+        if (input.trim()) {
+          e.preventDefault()
+          handleSubmit(e as unknown as FormEvent)
+        }
+      }
+    }
+  }
+
+  return (
+    <div className={`p-4 w-full ${className}`}>
+      <form
+        onSubmit={handleSubmit}
+        className="flex space-x-2 w-full items-end bg-white rounded-lg shadow-lg border border-gray-200 p-3"
+      >
+        <Textarea
+          ref={textareaRef}
+          value={input}
+          onChange={e => setInput(e.target.value)}
+          onKeyDown={handleKeyDown}
+          placeholder="Type your message... (Ctrl+Enter for new line)"
+          disabled={isLoading}
+          className="flex-1 min-h-[40px] max-h-[200px] resize-none py-2"
+          rows={1}
+          autoFocus
+        />
+
+        <Button type="submit" disabled={!input.trim() || isLoading} className="h-10">
+          {isLoading ? (
+            <>
+              <Loader2Icon className="mr-2 h-4 w-4 animate-spin" />
+              Thinking...
+            </>
+          ) : (
+            <>
+              <Send className="h-4 w-4 mr-2" />
+              Send
+            </>
+          )}
+        </Button>
+      </form>
+    </div>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatInterface.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatInterface.tsx
new file mode 100644
index 0000000..ff533c5
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatInterface.tsx
@@ -0,0 +1,550 @@
+"use client"
+
+import { useEffect, useRef, useState } from "react"
+import { ChatHeader } from "./ChatHeader"
+import { ChatInput } from "./ChatInput"
+import { ChatMessages } from "./ChatMessages"
+import { Message, MessageSegment, ToolCall } from "./types"
+
+import { useGlobal } from "@/app/context/GlobalContext"
+import { AgentCoreClient } from "@/lib/agentcore-client"
+import type { AgentPattern } from "@/lib/agentcore-client"
+import { submitFeedback } from "@/services/feedbackService"
+import {
+  listSessions,
+  getSession,
+  saveSession,
+  deleteSession,
+  type SessionSummary,
+} from "@/services/sessionService"
+import { useAuth } from "react-oidc-context"
+import { useDefaultTool, useToolRenderer } from "@/hooks/useToolRenderer"
+
+// Safely pull a field out of a tool result that may be a JSON string.
+function parseToolField(result: unknown, field: string): unknown {
+  if (typeof result !== "string") return null
+  try {
+    const parsed = JSON.parse(result)
+    return parsed?.[field] ?? null
+  } catch {
+    return null
+  }
+}
+
+// Compact page label, e.g. [5] -> "p.5", [5,6,7,9] -> "p.5–7, 9".
+function formatPages(pages: number[]): string {
+  const sorted = [...new Set(pages)].sort((a, b) => a - b)
+  if (!sorted.length) return ""
+  const ranges: string[] = []
+  let start = sorted[0]
+  let end = sorted[0]
+  for (let i = 1; i < sorted.length; i++) {
+    if (sorted[i] === end + 1) {
+      end = sorted[i]
+    } else {
+      ranges.push(start === end ? `${start}` : `${start}\u2013${end}`)
+      start = end = sorted[i]
+    }
+  }
+  ranges.push(start === end ? `${start}` : `${start}\u2013${end}`)
+  return `p.${ranges.join(", ")}`
+}
+
+// Models the UI offers. Must match the backend allowlist (patterns/utils/models.py).
+const MODEL_OPTIONS: { id: string; label: string }[] = [
+  { id: "us.anthropic.claude-sonnet-5", label: "Claude Sonnet 5" },
+  { id: "openai.gpt-5.5", label: "GPT-5.5" },
+]
+import { ToolCallDisplay } from "./ToolCallDisplay"
+import { ChatSidebar } from "./ChatSidebar"
+import { SidebarProvider, SidebarInset } from "@/components/ui/sidebar"
+
+export default function ChatInterface() {
+  const [messages, setMessages] = useState<Message[]>([])
+  const [input, setInput] = useState("")
+  const [error, setError] = useState<string | null>(null)
+  const [client, setClient] = useState<AgentCoreClient | null>(null)
+  const [sessionId, setSessionId] = useState<string>(() => crypto.randomUUID())
+  const [sessions, setSessions] = useState<SessionSummary[]>([])
+  const [modelId, setModelId] = useState<string>(MODEL_OPTIONS[0].id)
+
+  const { isLoading, setIsLoading } = useGlobal()
+  const auth = useAuth()
+
+  // Ref for message container to enable auto-scrolling
+  const messagesEndRef = useRef<HTMLDivElement>(null)
+  // Lets tool renderers (e.g. suggestion chips) call the latest sendMessage.
+  const sendMessageRef = useRef<(q: string) => void>(() => {})
+
+  // Register default tool renderer (wildcard "*")
+  useDefaultTool(({ name, args, status, result }) => (
+    <ToolCallDisplay name={name} args={args} status={status} result={result} />
+  ))
+
+  // Follow-up suggestions -> clickable chips.
+  useToolRenderer("suggest_questions", ({ result }) => {
+    const questions = parseToolField(result, "questions") as string[] | null
+    if (!questions?.length) return null
+    return (
+      <div className="mt-2 flex flex-wrap gap-2">
+        {questions.map(q => (
+          <button
+            key={q}
+            type="button"
+            onClick={() => sendMessageRef.current(q)}
+            className="rounded-full border border-gray-200 bg-white px-3 py-1 text-xs text-gray-700 hover:border-gray-300 hover:bg-gray-50"
+          >
+            {q}
+          </button>
+        ))}
+      </div>
+    )
+  })
+
+  // Citations -> clickable source links. Each source links to the first cited
+  // page of the document (#page=N); the label shows the full page range.
+  useToolRenderer("cite_sources", ({ result }) => {
+    const sources = parseToolField(result, "sources") as
+      { doc_id: string; pages?: number[]; url?: string }[] | null
+    if (!sources?.length) return null
+    return (
+      <div className="mt-2 flex flex-wrap items-center gap-2">
+        <span className="text-xs text-gray-400">Sources:</span>
+        {sources.map(s => {
+          const pages = s.pages ?? []
+          const label = pages.length ? `${s.doc_id} (${formatPages(pages)})` : s.doc_id
+          const href = s.url && pages.length ? `${s.url}#page=${pages[0]}` : s.url
+          return href ? (
+            <a
+              key={s.doc_id}
+              href={href}
+              target="_blank"
+              rel="noopener noreferrer"
+              className="rounded border border-gray-200 bg-gray-50 px-2 py-0.5 text-xs text-blue-700 underline hover:bg-gray-100"
+            >
+              {label}
+            </a>
+          ) : (
+            <span
+              key={s.doc_id}
+              className="rounded border border-gray-200 bg-gray-50 px-2 py-0.5 text-xs text-gray-600"
+            >
+              {label}
+            </span>
+          )
+        })}
+      </div>
+    )
+  })
+
+  // Load agent configuration and create client on mount
+  useEffect(() => {
+    async function loadConfig() {
+      try {
+        const response = await fetch("/aws-exports.json")
+        if (!response.ok) {
+          throw new Error("Failed to load configuration")
+        }
+        const config = await response.json()
+
+        if (!config.agentRuntimeArn) {
+          throw new Error("Agent Runtime ARN not found in configuration")
+        }
+
+        const agentClient = new AgentCoreClient({
+          runtimeArn: config.agentRuntimeArn,
+          region: config.awsRegion || "us-east-1",
+          pattern: (config.agentPattern || "strands-agent") as AgentPattern,
+        })
+
+        setClient(agentClient)
+      } catch (err) {
+        const errorMessage = err instanceof Error ? err.message : "Unknown error"
+        setError(`Configuration error: ${errorMessage}`)
+        console.error("Failed to load agent configuration:", err)
+      }
+    }
+
+    loadConfig()
+  }, [])
+
+  const sendMessage = async (userMessage: string) => {
+    if (!userMessage.trim() || !client) return
+
+    // Clear any previous errors
+    setError(null)
+
+    // Add user message to chat
+    const newUserMessage: Message = {
+      role: "user",
+      content: userMessage,
+      timestamp: new Date().toISOString(),
+    }
+
+    setMessages(prev => [...prev, newUserMessage])
+    setInput("")
+    setIsLoading(true)
+
+    // Create placeholder for assistant response
+    const assistantResponse: Message = {
+      role: "assistant",
+      content: "",
+      timestamp: new Date().toISOString(),
+    }
+
+    setMessages(prev => [...prev, assistantResponse])
+
+    try {
+      // Get auth token from react-oidc-context
+      const accessToken = auth.user?.access_token
+
+      if (!accessToken) {
+        throw new Error("Authentication required. Please log in again.")
+      }
+
+      const segments: MessageSegment[] = []
+      const toolCallMap = new Map<string, ToolCall>()
+
+      const updateMessage = () => {
+        // Build content from text segments for backward compat
+        const content = segments
+          .filter((s): s is Extract<MessageSegment, { type: "text" }> => s.type === "text")
+          .map(s => s.content)
+          .join("")
+
+        setMessages(prev => {
+          const updated = [...prev]
+          updated[updated.length - 1] = {
+            ...updated[updated.length - 1],
+            content,
+            segments: [...segments],
+          }
+          return updated
+        })
+      }
+
+      // User identity is extracted server-side from the validated JWT token,
+      // not passed as a parameter — prevents impersonation via prompt injection.
+      await client.invoke(
+        userMessage,
+        sessionId,
+        accessToken,
+        event => {
+          switch (event.type) {
+            case "text": {
+              // If text arrives after a tool segment, mark all pending tools as complete
+              const prev = segments[segments.length - 1]
+              if (prev && prev.type === "tool") {
+                for (const tc of toolCallMap.values()) {
+                  if (tc.status === "streaming" || tc.status === "executing") {
+                    tc.status = "complete"
+                  }
+                }
+              }
+              // Append to last text segment, or create new one
+              const last = segments[segments.length - 1]
+              if (last && last.type === "text") {
+                last.content += event.content
+              } else {
+                segments.push({ type: "text", content: event.content })
+              }
+              updateMessage()
+              break
+            }
+            case "tool_use_start": {
+              const tc: ToolCall = {
+                toolUseId: event.toolUseId,
+                name: event.name,
+                input: "",
+                status: "streaming",
+              }
+              toolCallMap.set(event.toolUseId, tc)
+              segments.push({ type: "tool", toolCall: tc })
+              updateMessage()
+              break
+            }
+            case "tool_use_delta": {
+              const tc = toolCallMap.get(event.toolUseId)
+              if (tc) {
+                tc.input += event.input
+              }
+              updateMessage()
+              break
+            }
+            case "tool_result": {
+              const tc = toolCallMap.get(event.toolUseId)
+              if (tc) {
+                tc.result = event.result
+                tc.status = "complete"
+              }
+              updateMessage()
+              break
+            }
+            case "message": {
+              if (event.role === "assistant") {
+                for (const tc of toolCallMap.values()) {
+                  if (tc.status === "streaming") tc.status = "executing"
+                }
+                updateMessage()
+              }
+              break
+            }
+          }
+        },
+        { modelId }
+      )
+
+      // Persist the finished turn so the conversation resumes with the exact
+      // view. Uses the ID token for the Cognito-authorized sessions API.
+      const idToken = auth.user?.id_token
+      if (idToken) {
+        const assistantContent = segments
+          .filter((s): s is Extract<MessageSegment, { type: "text" }> => s.type === "text")
+          .map(s => s.content)
+          .join("")
+        const finalAssistant: Message = {
+          role: "assistant",
+          content: assistantContent,
+          timestamp: assistantResponse.timestamp,
+          segments: [...segments],
+        }
+        const transcript = [...messages, newUserMessage, finalAssistant]
+        const title = (messages[0]?.content || userMessage).slice(0, 80)
+        try {
+          await saveSession(sessionId, title, transcript, idToken)
+          // Re-list from DynamoDB (strongly consistent) so the sidebar reflects
+          // the real saved state, not a placeholder.
+          await refreshSessions()
+        } catch (err) {
+          console.error("Failed to save session:", err)
+        }
+      }
+    } catch (err) {
+      const errorMessage = err instanceof Error ? err.message : "Unknown error"
+      setError(`Failed to get response: ${errorMessage}`)
+      console.error("Error invoking AgentCore:", err)
+
+      // Update the assistant message with error
+      setMessages(prev => {
+        const updated = [...prev]
+        updated[updated.length - 1] = {
+          ...updated[updated.length - 1],
+          content:
+            "I apologize, but I encountered an error processing your request. Please try again.",
+        }
+        return updated
+      })
+    } finally {
+      setIsLoading(false)
+    }
+  }
+
+  // Keep the ref pointing at the current sendMessage so tool renderers (e.g.
+  // suggestion chips) can trigger a new turn.
+  sendMessageRef.current = sendMessage
+
+  // Handle form submission
+  const handleSubmit = (e: React.FormEvent) => {
+    e.preventDefault()
+
+    sendMessage(input)
+  }
+
+  // Handle feedback submission
+  const handleFeedbackSubmit = async (
+    messageContent: string,
+    feedbackType: "positive" | "negative",
+    comment: string
+  ) => {
+    try {
+      // Use ID token for API Gateway Cognito authorizer (not access token)
+      const idToken = auth.user?.id_token
+
+      if (!idToken) {
+        throw new Error("Authentication required. Please log in again.")
+      }
+
+      await submitFeedback(
+        {
+          sessionId,
+          message: messageContent,
+          feedbackType,
+          comment: comment || undefined,
+        },
+        idToken
+      )
+
+      console.log("Feedback submitted successfully")
+    } catch (err) {
+      const errorMessage = err instanceof Error ? err.message : "Unknown error"
+      console.error("Error submitting feedback:", err)
+      setError(`Failed to submit feedback: ${errorMessage}`)
+    }
+  }
+
+  // Start a new chat by clearing messages and generating a fresh session ID.
+  // A new UUID is required so the backend treats this as a distinct conversation context.
+  const startNewChat = () => {
+    setMessages([])
+    setInput("")
+    setError(null)
+    setSessionId(crypto.randomUUID())
+  }
+
+  // Load the user's past sessions for the sidebar.
+  const refreshSessions = async () => {
+    const idToken = auth.user?.id_token
+    if (!idToken) return
+    try {
+      setSessions(await listSessions(idToken))
+    } catch (err) {
+      console.error("Failed to load sessions:", err)
+    }
+  }
+
+  // Load sessions once authenticated.
+  useEffect(() => {
+    if (auth.user?.id_token) {
+      refreshSessions()
+    }
+  }, [auth.user?.id_token])
+
+  // Resume a past session: reuse its id and load its history. AgentCore Memory
+  // reloads prior context on the next turn, so no message replay is needed.
+  const handleSessionSelect = async (selectedId: string) => {
+    const idToken = auth.user?.id_token
+    if (!idToken || selectedId === sessionId) return
+    setError(null)
+    try {
+      const history = await getSession(selectedId, idToken)
+      setMessages(history)
+      setSessionId(selectedId)
+    } catch (err) {
+      console.error("Failed to resume session:", err)
+      setError("Could not load that conversation.")
+    }
+  }
+
+  const handleSessionDelete = async (deleteId: string) => {
+    const idToken = auth.user?.id_token
+    if (!idToken) return
+    try {
+      await deleteSession(deleteId, idToken)
+      if (deleteId === sessionId) startNewChat()
+      // Re-list from DynamoDB (strongly consistent) so the removal is real.
+      await refreshSessions()
+    } catch (err) {
+      console.error("Failed to delete session:", err)
+    }
+  }
+
+  // Check if this is the initial state (no messages)
+  const isInitialState = messages.length === 0
+
+  // Starter prompts shown on the empty state. They exercise both tools:
+  // metadata_search (SQL over document metadata) and doc_search (knowledge base).
+  const SUGGESTIONS = [
+    "What domains and document types are available?",
+    "Which document has the most pages?",
+    "Summarize the NIST AI Risk Management Framework",
+    "What does the Annual Energy Outlook project for energy use?",
+  ]
+
+  return (
+    <SidebarProvider>
+      <ChatSidebar
+        sessions={sessions}
+        currentSessionId={sessionId}
+        onSessionSelect={handleSessionSelect}
+        onSessionDelete={handleSessionDelete}
+        onNewChat={startNewChat}
+      />
+      <SidebarInset>
+        <div className="flex flex-col h-screen w-full">
+          {/* Fixed header */}
+          <div className="flex-none">
+            <ChatHeader models={MODEL_OPTIONS} modelId={modelId} onModelChange={setModelId} />
+            {error && (
+              <div className="bg-red-50 border-l-4 border-red-500 p-4 mx-4 mt-2">
+                <p className="text-sm text-red-700">{error}</p>
+              </div>
+            )}
+          </div>
+
+          {/* Conditional layout based on whether there are messages */}
+          {isInitialState ? (
+            // Initial state - input in the middle
+            <>
+              {/* Empty space above */}
+              <div className="grow" />
+
+              {/* Centered welcome message */}
+              <div className="mx-auto mb-6 w-full max-w-2xl px-4 text-center">
+                <h2 className="text-2xl font-bold text-gray-800">
+                  Search documents and their metadata
+                </h2>
+                <p className="mx-auto mt-2 max-w-lg text-gray-600">
+                  Ask in plain language. I combine structured metadata (SQL) with document search to
+                  answer.
+                </p>
+                <div className="mx-auto mt-5 grid max-w-xl grid-cols-1 gap-3 text-left sm:grid-cols-2">
+                  {SUGGESTIONS.map(suggestion => (
+                    <button
+                      key={suggestion}
+                      type="button"
+                      onClick={() => sendMessage(suggestion)}
+                      disabled={isLoading}
+                      className="rounded-lg border border-gray-200 bg-white px-4 py-3 text-sm text-gray-700 transition-colors hover:border-gray-300 hover:bg-gray-50 disabled:opacity-50"
+                    >
+                      {suggestion}
+                    </button>
+                  ))}
+                </div>
+              </div>
+
+              {/* Centered input */}
+              <div className="px-4 mb-16 max-w-4xl mx-auto w-full">
+                <ChatInput
+                  input={input}
+                  setInput={setInput}
+                  handleSubmit={handleSubmit}
+                  isLoading={isLoading}
+                />
+              </div>
+
+              {/* Empty space below */}
+              <div className="grow" />
+            </>
+          ) : (
+            // Chat in progress - normal layout
+            <>
+              {/* Scrollable message area */}
+              <div className="grow overflow-hidden">
+                <div className="max-w-4xl mx-auto w-full h-full">
+                  <ChatMessages
+                    messages={messages}
+                    messagesEndRef={messagesEndRef}
+                    sessionId={sessionId}
+                    onFeedbackSubmit={handleFeedbackSubmit}
+                  />
+                </div>
+              </div>
+
+              {/* Fixed input area at bottom */}
+              <div className="flex-none">
+                <div className="max-w-4xl mx-auto w-full">
+                  <ChatInput
+                    input={input}
+                    setInput={setInput}
+                    handleSubmit={handleSubmit}
+                    isLoading={isLoading}
+                  />
+                </div>
+              </div>
+            </>
+          )}
+        </div>
+      </SidebarInset>
+    </SidebarProvider>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatMessage.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatMessage.tsx
new file mode 100644
index 0000000..49fe11c
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatMessage.tsx
@@ -0,0 +1,153 @@
+"use client"
+
+import { useState } from "react"
+import type { ReactNode } from "react"
+import { ThumbsUp, ThumbsDown } from "lucide-react"
+import { Message, ToolCall } from "./types"
+import { FeedbackDialog } from "./FeedbackDialog"
+import { getToolRenderer, hasToolRenderer } from "@/hooks/useToolRenderer"
+import { MarkdownRenderer } from "./MarkdownRenderer"
+import { ToolCallGroup } from "./ToolCallGroup"
+
+interface ChatMessageProps {
+  message: Message
+  sessionId: string
+  onFeedbackSubmit: (feedbackType: "positive" | "negative", comment: string) => Promise<void>
+}
+
+export function ChatMessage({
+  message,
+  sessionId: _sessionId,
+  onFeedbackSubmit,
+}: ChatMessageProps) {
+  const [isDialogOpen, setIsDialogOpen] = useState(false)
+  const [selectedFeedbackType, setSelectedFeedbackType] = useState<"positive" | "negative">(
+    "positive"
+  )
+  const [feedbackSubmitted, setFeedbackSubmitted] = useState(false)
+
+  const formatTime = (timestamp: string) => {
+    return new Date(timestamp).toLocaleTimeString([], {
+      hour: "2-digit",
+      minute: "2-digit",
+    })
+  }
+
+  const handleFeedbackClick = (type: "positive" | "negative") => {
+    setSelectedFeedbackType(type)
+    setIsDialogOpen(true)
+  }
+
+  const handleFeedbackSubmit = async (comment: string) => {
+    await onFeedbackSubmit(selectedFeedbackType, comment)
+    setFeedbackSubmitted(true)
+  }
+
+  const renderAssistantContent = () => {
+    // Render segments in order (interleaved text + tools). Consecutive internal
+    // tool calls (those without a dedicated renderer — doc_search,
+    // metadata_search) are collapsed into a single "Analyzing" group; text and
+    // tools with a dedicated renderer (citations, suggestions) break the run and
+    // render inline.
+    if (message.segments && message.segments.length > 0) {
+      const out: ReactNode[] = []
+      let group: ToolCall[] = []
+
+      const flushGroup = (key: string) => {
+        if (group.length === 0) return
+        const items = group
+        group = []
+        out.push(<ToolCallGroup key={`group-${key}`} toolCalls={items} />)
+      }
+
+      message.segments.forEach((seg, i) => {
+        if (seg.type === "text") {
+          flushGroup(String(i))
+          out.push(<MarkdownRenderer key={i} content={seg.content} />)
+          return
+        }
+
+        const tc = seg.toolCall
+        // Internal tool (uses the default renderer) — group it.
+        if (!hasToolRenderer(tc.name)) {
+          group.push(tc)
+          return
+        }
+
+        // Dedicated renderer (citations, suggestions): flush the group, render inline.
+        flushGroup(String(i))
+        const render = getToolRenderer(tc.name)
+        if (!render) return
+        out.push(
+          <div key={tc.toolUseId} className="my-1">
+            {render({
+              name: tc.name,
+              args: tc.input,
+              status: tc.status,
+              result: tc.result,
+            })}
+          </div>
+        )
+      })
+
+      flushGroup("end")
+      return out
+    }
+    // Fallback: just render content as markdown
+    return <MarkdownRenderer content={message.content} />
+  }
+
+  return (
+    <div className={`flex flex-col ${message.role === "user" ? "items-end" : "items-start"}`}>
+      <div
+        className={`max-w-[80%] break-words ${
+          message.role === "user"
+            ? "p-3 rounded-lg bg-gray-800 text-white rounded-br-none whitespace-pre-wrap"
+            : "text-gray-800"
+        }`}
+      >
+        {message.role === "assistant" ? renderAssistantContent() : message.content}
+      </div>
+
+      {/* Timestamp and Feedback buttons for assistant messages */}
+      <div className="flex items-center gap-2 mt-1 px-1">
+        <div className="text-xs text-gray-500">{formatTime(message.timestamp)}</div>
+
+        {/* Show feedback buttons only for assistant messages with content */}
+        {message.role === "assistant" && message.content && (
+          <div className="flex items-center gap-1 ml-2">
+            <button
+              onClick={() => handleFeedbackClick("positive")}
+              disabled={feedbackSubmitted}
+              className="p-1 text-gray-400 hover:text-green-600 hover:bg-green-50 rounded transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
+              aria-label="Positive feedback"
+              title="Good response"
+            >
+              <ThumbsUp size={14} />
+            </button>
+            <button
+              onClick={() => handleFeedbackClick("negative")}
+              disabled={feedbackSubmitted}
+              className="p-1 text-gray-400 hover:text-red-600 hover:bg-red-50 rounded transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
+              aria-label="Negative feedback"
+              title="Bad response"
+            >
+              <ThumbsDown size={14} />
+            </button>
+            {feedbackSubmitted && (
+              <span className="text-xs text-gray-500 ml-1">Thanks for your feedback!</span>
+            )}
+          </div>
+        )}
+      </div>
+
+      {/* Feedback Dialog */}
+      <FeedbackDialog
+        isOpen={isDialogOpen}
+        onClose={() => setIsDialogOpen(false)}
+        onSubmit={handleFeedbackSubmit}
+        feedbackType={selectedFeedbackType}
+      />
+    </div>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatMessages.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatMessages.tsx
new file mode 100644
index 0000000..d768d1d
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatMessages.tsx
@@ -0,0 +1,68 @@
+import { RefObject, useEffect, useRef } from "react"
+import { Message } from "./types"
+import { ChatMessage } from "./ChatMessage"
+
+interface ChatMessagesProps {
+  messages: Message[]
+  messagesEndRef: RefObject<HTMLDivElement | null>
+  sessionId: string
+  onFeedbackSubmit: (
+    messageContent: string,
+    feedbackType: "positive" | "negative",
+    comment: string
+  ) => Promise<void>
+}
+
+export function ChatMessages({
+  messages,
+  messagesEndRef,
+  sessionId,
+  onFeedbackSubmit,
+}: ChatMessagesProps) {
+  const containerRef = useRef<HTMLDivElement>(null)
+  // Only keep the view pinned to the bottom if the user is already there.
+  // If they scrolled up to read, we leave them alone — no yanking.
+  const stickToBottom = useRef(true)
+
+  const handleScroll = () => {
+    const el = containerRef.current
+    if (!el) return
+    stickToBottom.current = el.scrollHeight - el.scrollTop - el.clientHeight < 80
+  }
+
+  useEffect(() => {
+    if (!stickToBottom.current) return
+    const el = containerRef.current
+    // Instant positioning (no smooth animation) so streaming updates don't cause
+    // the view to jump around.
+    if (el) el.scrollTop = el.scrollHeight
+  }, [messages])
+
+  return (
+    <div
+      ref={containerRef}
+      onScroll={handleScroll}
+      className={`h-full p-4 space-y-4 w-full ${
+        messages.length > 0 ? "overflow-y-auto" : "overflow-hidden"
+      }`}
+    >
+      {messages.length === 0 ? (
+        <div className="flex items-center justify-center h-full text-gray-400">
+          Start a new conversation
+        </div>
+      ) : (
+        messages.map((message, index) => (
+          <ChatMessage
+            key={index}
+            message={message}
+            sessionId={sessionId}
+            onFeedbackSubmit={async (feedbackType, comment) => {
+              await onFeedbackSubmit(message.content, feedbackType, comment)
+            }}
+          />
+        ))
+      )}
+      <div ref={messagesEndRef} />
+    </div>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatSidebar.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatSidebar.tsx
new file mode 100644
index 0000000..5dc9a1e
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ChatSidebar.tsx
@@ -0,0 +1,131 @@
+"use client"
+
+import { MessageSquare, Plus, Trash2, LogOut } from "lucide-react"
+import type { SessionSummary } from "@/services/sessionService"
+import { useAuth } from "@/hooks/useAuth"
+import {
+  Sidebar,
+  SidebarContent,
+  SidebarFooter,
+  SidebarGroup,
+  SidebarGroupContent,
+  SidebarGroupLabel,
+  SidebarHeader,
+  SidebarMenu,
+  SidebarMenuAction,
+  SidebarMenuButton,
+  SidebarMenuItem,
+} from "@/components/ui/sidebar"
+import {
+  AlertDialog,
+  AlertDialogAction,
+  AlertDialogCancel,
+  AlertDialogContent,
+  AlertDialogDescription,
+  AlertDialogFooter,
+  AlertDialogHeader,
+  AlertDialogTitle,
+  AlertDialogTrigger,
+} from "@/components/ui/alert-dialog"
+import { Button } from "@/components/ui/button"
+
+type ChatSidebarProps = {
+  sessions: SessionSummary[]
+  currentSessionId?: string
+  onSessionSelect: (sessionId: string) => void
+  onSessionDelete: (sessionId: string) => void
+  onNewChat: () => void
+}
+
+export function ChatSidebar({
+  sessions,
+  currentSessionId,
+  onSessionSelect,
+  onSessionDelete,
+  onNewChat,
+}: ChatSidebarProps) {
+  const { user, signOut, isAuthenticated } = useAuth()
+  const email = (user?.profile?.email as string | undefined) || "Signed in"
+
+  return (
+    <Sidebar>
+      <SidebarHeader className="p-4 space-y-2">
+        <Button onClick={onNewChat} className="w-full justify-start gap-2">
+          <Plus className="h-4 w-4" />
+          New Chat
+        </Button>
+      </SidebarHeader>
+      <SidebarContent>
+        <SidebarGroup>
+          <SidebarGroupLabel>Recent Chats</SidebarGroupLabel>
+          <SidebarGroupContent>
+            <SidebarMenu>
+              {sessions.length === 0 && (
+                <div className="px-2 py-1 text-xs text-gray-400">No conversations yet</div>
+              )}
+              {sessions.map(session => (
+                <SidebarMenuItem key={session.sessionId}>
+                  <SidebarMenuButton
+                    onClick={() => onSessionSelect(session.sessionId)}
+                    isActive={currentSessionId === session.sessionId}
+                    className="w-full justify-start gap-2 pr-8"
+                    title={session.title}
+                  >
+                    <MessageSquare className="h-4 w-4 shrink-0" />
+                    <span className="truncate">{session.title}</span>
+                  </SidebarMenuButton>
+                  <SidebarMenuAction
+                    onClick={() => onSessionDelete(session.sessionId)}
+                    showOnHover
+                    aria-label="Delete conversation"
+                    title="Delete conversation"
+                    className="text-gray-400 hover:text-red-600"
+                  >
+                    <Trash2 className="h-3.5 w-3.5" />
+                  </SidebarMenuAction>
+                </SidebarMenuItem>
+              ))}
+            </SidebarMenu>
+          </SidebarGroupContent>
+        </SidebarGroup>
+      </SidebarContent>
+      {isAuthenticated && (
+        <SidebarFooter className="p-2">
+          <div className="flex items-center gap-2 rounded-md border border-gray-200 bg-white px-2 py-1.5">
+            <div className="flex h-6 w-6 shrink-0 items-center justify-center rounded-full bg-gray-800 text-xs font-medium text-white">
+              {email.charAt(0).toUpperCase()}
+            </div>
+            <span className="min-w-0 flex-1 truncate text-xs text-gray-700" title={email}>
+              {email}
+            </span>
+            <AlertDialog>
+              <AlertDialogTrigger asChild>
+                <Button
+                  variant="ghost"
+                  size="icon"
+                  className="h-7 w-7 shrink-0 text-gray-400 hover:text-red-600"
+                  aria-label="Logout"
+                  title="Logout"
+                >
+                  <LogOut className="h-4 w-4" />
+                </Button>
+              </AlertDialogTrigger>
+              <AlertDialogContent>
+                <AlertDialogHeader>
+                  <AlertDialogTitle>Confirm Logout</AlertDialogTitle>
+                  <AlertDialogDescription>
+                    Are you sure you want to log out? You will need to sign in again.
+                  </AlertDialogDescription>
+                </AlertDialogHeader>
+                <AlertDialogFooter>
+                  <AlertDialogCancel>Cancel</AlertDialogCancel>
+                  <AlertDialogAction onClick={() => signOut()}>Confirm</AlertDialogAction>
+                </AlertDialogFooter>
+              </AlertDialogContent>
+            </AlertDialog>
+          </div>
+        </SidebarFooter>
+      )}
+    </Sidebar>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/FeedbackDialog.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/FeedbackDialog.tsx
new file mode 100644
index 0000000..7b8d4f6
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/FeedbackDialog.tsx
@@ -0,0 +1,83 @@
+"use client"
+
+import { useState } from "react"
+import {
+  Dialog,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog"
+import { Button } from "@/components/ui/button"
+
+interface FeedbackDialogProps {
+  isOpen: boolean
+  onClose: () => void
+  onSubmit: (comment: string) => void
+  feedbackType: "positive" | "negative"
+}
+
+export function FeedbackDialog({ isOpen, onClose, onSubmit, feedbackType }: FeedbackDialogProps) {
+  const [comment, setComment] = useState("")
+  const [isSubmitting, setIsSubmitting] = useState(false)
+
+  const handleSubmit = async () => {
+    setIsSubmitting(true)
+    try {
+      await onSubmit(comment)
+      setComment("")
+      onClose()
+    } catch (error) {
+      console.error("Error submitting feedback:", error)
+    } finally {
+      setIsSubmitting(false)
+    }
+  }
+
+  const handleCancel = () => {
+    setComment("")
+    onClose()
+  }
+
+  const handleOpenChange = (open: boolean) => {
+    if (!open) {
+      handleCancel()
+    }
+  }
+
+  return (
+    <Dialog open={isOpen} onOpenChange={handleOpenChange}>
+      <DialogContent className="sm:max-w-md">
+        <DialogHeader>
+          <DialogTitle>
+            {feedbackType === "positive" ? "Positive Feedback" : "Negative Feedback"}
+          </DialogTitle>
+          <DialogDescription>Tell us more about your experience (optional)</DialogDescription>
+        </DialogHeader>
+
+        <div className="space-y-2">
+          <textarea
+            id="feedback-comment"
+            value={comment}
+            onChange={e => setComment(e.target.value)}
+            className="w-full px-3 py-2 border border-gray-300 rounded-md focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-transparent resize-none"
+            rows={4}
+            placeholder="Share your thoughts..."
+            maxLength={5000}
+          />
+          <div className="text-xs text-gray-500 text-right">{comment.length} / 5000</div>
+        </div>
+
+        <DialogFooter>
+          <Button type="button" variant="outline" onClick={handleCancel} disabled={isSubmitting}>
+            Cancel
+          </Button>
+          <Button type="button" onClick={handleSubmit} disabled={isSubmitting}>
+            {isSubmitting ? "Sending..." : "Send"}
+          </Button>
+        </DialogFooter>
+      </DialogContent>
+    </Dialog>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/MarkdownRenderer.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/MarkdownRenderer.tsx
new file mode 100644
index 0000000..9cc9593
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/MarkdownRenderer.tsx
@@ -0,0 +1,82 @@
+"use client"
+
+import { useState } from "react"
+import ReactMarkdown from "react-markdown"
+import remarkGfm from "remark-gfm"
+import { Prism as SyntaxHighlighter } from "react-syntax-highlighter"
+import { oneLight } from "react-syntax-highlighter/dist/esm/styles/prism"
+import { Copy, Check } from "lucide-react"
+
+function completePartialMarkdown(text: string): string {
+  const fenceCount = (text.match(/^```/gm) || []).length
+  if (fenceCount % 2 !== 0) return text + "\n```"
+  return text
+}
+
+function CopyButton({ text }: { text: string }) {
+  const [copied, setCopied] = useState(false)
+  const handleCopy = () => {
+    navigator.clipboard.writeText(text)
+    setCopied(true)
+    setTimeout(() => setCopied(false), 2000)
+  }
+  return (
+    <button
+      onClick={handleCopy}
+      className="p-1 text-gray-400 hover:text-gray-600 transition-colors"
+      aria-label="Copy code"
+    >
+      {copied ? <Check size={14} /> : <Copy size={14} />}
+    </button>
+  )
+}
+
+// react-markdown v10 + React 19 has overly strict component types for element-specific refs.
+// Using Record<string, ...> to avoid the type mismatch on pre, p, th, td, etc.
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+const components: Record<string, any> = {
+  code({ className, children }: { className?: string; children?: React.ReactNode }) {
+    const match = /language-(\w+)/.exec(className || "")
+    const codeString = String(children).replace(/\n$/, "")
+    if (match) {
+      return (
+        <div className="my-2 rounded-md overflow-hidden border border-gray-300 bg-white">
+          <div className="flex items-center justify-between px-3 py-1 bg-gray-100 border-b border-gray-300">
+            <span className="text-xs text-gray-500">{match[1]}</span>
+            <CopyButton text={codeString} />
+          </div>
+          <SyntaxHighlighter
+            style={oneLight}
+            language={match[1]}
+            PreTag="div"
+            customStyle={{
+              margin: 0,
+              padding: "0.75rem",
+              fontSize: "0.8rem",
+              background: "white",
+            }}
+          >
+            {codeString}
+          </SyntaxHighlighter>
+        </div>
+      )
+    }
+    return (
+      <code className="px-1 py-0.5 bg-gray-200/60 rounded text-[0.85em] font-mono">{children}</code>
+    )
+  },
+  pre({ children }: { children?: React.ReactNode }) {
+    return <>{children}</>
+  },
+}
+
+export function MarkdownRenderer({ content }: { content: string }) {
+  if (!content) return null
+  return (
+    <div className="markdown-body leading-relaxed [&_p]:my-1.5 [&_ul]:my-1.5 [&_ul]:pl-5 [&_ul]:list-disc [&_ol]:my-1.5 [&_ol]:pl-5 [&_ol]:list-decimal [&_li]:my-0.5 [&_h1]:text-lg [&_h1]:font-semibold [&_h1]:mt-3 [&_h1]:mb-1.5 [&_h2]:text-base [&_h2]:font-semibold [&_h2]:mt-2.5 [&_h2]:mb-1 [&_h3]:text-sm [&_h3]:font-semibold [&_h3]:mt-2 [&_h3]:mb-1 [&_blockquote]:border-l-2 [&_blockquote]:border-gray-300 [&_blockquote]:pl-3 [&_blockquote]:my-1.5 [&_blockquote]:text-gray-600 [&_table]:my-2 [&_table]:min-w-full [&_table]:border-collapse [&_table]:text-xs [&_th]:px-2 [&_th]:py-1 [&_th]:bg-gray-100 [&_th]:border [&_th]:border-gray-300 [&_th]:text-left [&_th]:font-medium [&_td]:px-2 [&_td]:py-1 [&_td]:border [&_td]:border-gray-300 [&>*:first-child]:mt-0 [&>*:last-child]:mb-0">
+      <ReactMarkdown remarkPlugins={[remarkGfm]} components={components}>
+        {completePartialMarkdown(content)}
+      </ReactMarkdown>
+    </div>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ToolCallDisplay.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ToolCallDisplay.tsx
new file mode 100644
index 0000000..9a33841
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ToolCallDisplay.tsx
@@ -0,0 +1,54 @@
+"use client"
+
+import { useState } from "react"
+import { Wrench, Loader2, CheckCircle2, ChevronRight, ChevronDown } from "lucide-react"
+import type { ToolRenderProps } from "@/hooks/useToolRenderer"
+
+export function ToolCallDisplay({ name, args, status, result }: ToolRenderProps) {
+  const [expanded, setExpanded] = useState(false)
+
+  return (
+    <div className="my-1 text-sm">
+      <button
+        onClick={() => setExpanded(!expanded)}
+        className="flex items-center gap-1.5 px-2 py-1 rounded hover:bg-gray-200/50 transition-colors w-full text-left"
+      >
+        {expanded ? (
+          <ChevronDown size={12} className="text-gray-400" />
+        ) : (
+          <ChevronRight size={12} className="text-gray-400" />
+        )}
+        <Wrench size={12} className="text-gray-400" />
+        <span className="text-gray-600">{name}</span>
+        {status === "streaming" && (
+          <Loader2 size={12} className="animate-spin text-blue-500 ml-auto" />
+        )}
+        {status === "executing" && (
+          <Loader2 size={12} className="animate-spin text-amber-500 ml-auto" />
+        )}
+        {status === "complete" && <CheckCircle2 size={12} className="text-green-500 ml-auto" />}
+      </button>
+
+      {expanded && (
+        <div className="ml-6 mt-1 border-l-2 border-gray-200 pl-3 space-y-2">
+          {args && (
+            <div>
+              <div className="text-xs text-gray-400">Input</div>
+              <pre className="text-xs text-gray-600 whitespace-pre-wrap break-words mt-0.5">
+                {args}
+              </pre>
+            </div>
+          )}
+          {result && (
+            <div>
+              <div className="text-xs text-gray-400">Result</div>
+              <pre className="text-xs text-gray-600 whitespace-pre-wrap break-words mt-0.5">
+                {result}
+              </pre>
+            </div>
+          )}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/ToolCallGroup.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ToolCallGroup.tsx
new file mode 100644
index 0000000..ce7ad17
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/ToolCallGroup.tsx
@@ -0,0 +1,69 @@
+"use client"
+
+import { useState } from "react"
+import { Sparkles, Loader2, CheckCircle2, ChevronRight, ChevronDown } from "lucide-react"
+import { getToolRenderer } from "@/hooks/useToolRenderer"
+import type { ToolCall } from "./types"
+
+interface ToolCallGroupProps {
+  toolCalls: ToolCall[]
+}
+
+/**
+ * Collapses a run of internal tool calls (doc_search, metadata_search, etc.)
+ * into a single "Analyzing" block, collapsed by default. Expanding shows each
+ * individual tool call with its normal (default) renderer, so no detail is lost
+ * — the default view just stays clean when the agent takes several back-to-back
+ * steps. Tools with a dedicated renderer (citations, suggestions) are rendered
+ * separately and never grouped.
+ */
+export function ToolCallGroup({ toolCalls }: ToolCallGroupProps) {
+  const [expanded, setExpanded] = useState(false)
+
+  const active = toolCalls.some(t => t.status === "streaming" || t.status === "executing")
+  const count = toolCalls.length
+
+  return (
+    <div className="my-1 text-sm">
+      <button
+        onClick={() => setExpanded(!expanded)}
+        className="flex items-center gap-1.5 px-2 py-1 rounded hover:bg-gray-200/50 transition-colors w-full text-left"
+      >
+        {expanded ? (
+          <ChevronDown size={12} className="text-gray-400" />
+        ) : (
+          <ChevronRight size={12} className="text-gray-400" />
+        )}
+        <Sparkles size={12} className="text-gray-400" />
+        <span className="text-gray-600">{active ? "Analyzing" : "Analysis"}</span>
+        <span className="text-xs text-gray-400">
+          {count} step{count === 1 ? "" : "s"}
+        </span>
+        {active ? (
+          <Loader2 size={12} className="animate-spin text-amber-500 ml-auto" />
+        ) : (
+          <CheckCircle2 size={12} className="text-green-500 ml-auto" />
+        )}
+      </button>
+
+      {expanded && (
+        <div className="ml-4 mt-1 border-l-2 border-gray-200 pl-2 space-y-1">
+          {toolCalls.map(tc => {
+            const render = getToolRenderer(tc.name)
+            if (!render) return null
+            return (
+              <div key={tc.toolUseId}>
+                {render({
+                  name: tc.name,
+                  args: tc.input,
+                  status: tc.status,
+                  result: tc.result,
+                })}
+              </div>
+            )
+          })}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/chat/types.ts b/samples/agentic-knowledge-discovery/frontend/src/components/chat/types.ts
new file mode 100644
index 0000000..0041901
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/chat/types.ts
@@ -0,0 +1,31 @@
+// Define message types
+export type MessageRole = "user" | "assistant"
+
+export type ToolCallStatus = "streaming" | "executing" | "complete"
+
+export interface ToolCall {
+  toolUseId: string
+  name: string
+  input: string
+  result?: string
+  status: ToolCallStatus
+}
+
+export type MessageSegment =
+  { type: "text"; content: string } | { type: "tool"; toolCall: ToolCall }
+
+export interface Message {
+  role: MessageRole
+  content: string
+  timestamp: string
+  segments?: MessageSegment[]
+}
+
+// Define chat session types
+export interface ChatSession {
+  id: string
+  name: string
+  history: Message[]
+  startDate: string
+  endDate: string
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/loaders/LoadingSpinner.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/loaders/LoadingSpinner.tsx
new file mode 100644
index 0000000..ebabf37
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/loaders/LoadingSpinner.tsx
@@ -0,0 +1,19 @@
+import { RingLoader } from "react-spinners"
+
+type GenerationProps = {
+  message: string
+}
+
+const LoadingSpinner = ({ message }: GenerationProps) => {
+  return (
+    <div className="p-6 flex flex-col justify-center items-center h-full gap-8">
+      <RingLoader size={200} color="white" />
+      <div className="text-center">
+        <p className="text-4xl font-medium animate-pulse mb-5">{message}</p>
+        <p className="text-2xl text-slate-100 animate-bounce">Please stand by...</p>
+      </div>
+    </div>
+  )
+}
+
+export default LoadingSpinner
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/alert-dialog.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/alert-dialog.tsx
new file mode 100644
index 0000000..66af4fd
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/alert-dialog.tsx
@@ -0,0 +1,135 @@
+"use client"
+
+import * as React from "react"
+import * as AlertDialogPrimitive from "@radix-ui/react-alert-dialog"
+
+import { cn } from "@/lib/utils"
+import { buttonVariants } from "@/components/ui/button"
+
+function AlertDialog({ ...props }: React.ComponentProps<typeof AlertDialogPrimitive.Root>) {
+  return <AlertDialogPrimitive.Root data-slot="alert-dialog" {...props} />
+}
+
+function AlertDialogTrigger({
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Trigger>) {
+  return <AlertDialogPrimitive.Trigger data-slot="alert-dialog-trigger" {...props} />
+}
+
+function AlertDialogPortal({ ...props }: React.ComponentProps<typeof AlertDialogPrimitive.Portal>) {
+  return <AlertDialogPrimitive.Portal data-slot="alert-dialog-portal" {...props} />
+}
+
+function AlertDialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Overlay>) {
+  return (
+    <AlertDialogPrimitive.Overlay
+      data-slot="alert-dialog-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Content>) {
+  return (
+    <AlertDialogPortal>
+      <AlertDialogOverlay />
+      <AlertDialogPrimitive.Content
+        data-slot="alert-dialog-content"
+        className={cn(
+          "bg-background data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border p-6 shadow-lg duration-200 sm:max-w-lg",
+          className
+        )}
+        {...props}
+      />
+    </AlertDialogPortal>
+  )
+}
+
+function AlertDialogHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="alert-dialog-header"
+      className={cn("flex flex-col gap-2 text-center sm:text-left", className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="alert-dialog-footer"
+      className={cn("flex flex-col-reverse gap-2 sm:flex-row sm:justify-end", className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Title>) {
+  return (
+    <AlertDialogPrimitive.Title
+      data-slot="alert-dialog-title"
+      className={cn("text-lg font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Description>) {
+  return (
+    <AlertDialogPrimitive.Description
+      data-slot="alert-dialog-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogAction({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Action>) {
+  return <AlertDialogPrimitive.Action className={cn(buttonVariants(), className)} {...props} />
+}
+
+function AlertDialogCancel({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Cancel>) {
+  return (
+    <AlertDialogPrimitive.Cancel
+      className={cn(buttonVariants({ variant: "outline" }), className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  AlertDialog,
+  AlertDialogPortal,
+  AlertDialogOverlay,
+  AlertDialogTrigger,
+  AlertDialogContent,
+  AlertDialogHeader,
+  AlertDialogFooter,
+  AlertDialogTitle,
+  AlertDialogDescription,
+  AlertDialogAction,
+  AlertDialogCancel,
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/button.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/button.tsx
new file mode 100644
index 0000000..b826bc0
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/button.tsx
@@ -0,0 +1,56 @@
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const buttonVariants = cva(
+  "inline-flex items-center justify-center gap-2 whitespace-nowrap rounded-md text-sm font-medium transition-all disabled:pointer-events-none disabled:opacity-50 [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4 shrink-0 [&_svg]:shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive",
+  {
+    variants: {
+      variant: {
+        default: "bg-primary text-primary-foreground shadow-xs hover:bg-primary/90",
+        destructive:
+          "bg-destructive text-white shadow-xs hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60",
+        outline:
+          "border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:bg-input/30 dark:border-input dark:hover:bg-input/50",
+        secondary: "bg-secondary text-secondary-foreground shadow-xs hover:bg-secondary/80",
+        ghost: "hover:bg-accent hover:text-accent-foreground dark:hover:bg-accent/50",
+        link: "text-primary underline-offset-4 hover:underline",
+      },
+      size: {
+        default: "h-9 px-4 py-2 has-[>svg]:px-3",
+        sm: "h-8 rounded-md gap-1.5 px-3 has-[>svg]:px-2.5",
+        lg: "h-10 rounded-md px-6 has-[>svg]:px-4",
+        icon: "size-9",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  }
+)
+
+function Button({
+  className,
+  variant,
+  size,
+  asChild = false,
+  ...props
+}: React.ComponentProps<"button"> &
+  VariantProps<typeof buttonVariants> & {
+    asChild?: boolean
+  }) {
+  const Comp = asChild ? Slot : "button"
+
+  return (
+    <Comp
+      data-slot="button"
+      className={cn(buttonVariants({ variant, size, className }))}
+      {...props}
+    />
+  )
+}
+
+export { Button, buttonVariants }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/card.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/card.tsx
new file mode 100644
index 0000000..9771ba0
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/card.tsx
@@ -0,0 +1,75 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Card({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card"
+      className={cn(
+        "bg-card text-card-foreground flex flex-col gap-6 rounded-xl border py-6 shadow-sm",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-header"
+      className={cn(
+        "@container/card-header grid auto-rows-min grid-rows-[auto_auto] items-start gap-1.5 px-6 has-data-[slot=card-action]:grid-cols-[1fr_auto] [.border-b]:pb-6",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardTitle({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-title"
+      className={cn("leading-none font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function CardDescription({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function CardAction({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-action"
+      className={cn("col-start-2 row-span-2 row-start-1 self-start justify-self-end", className)}
+      {...props}
+    />
+  )
+}
+
+function CardContent({ className, ...props }: React.ComponentProps<"div">) {
+  return <div data-slot="card-content" className={cn("px-6", className)} {...props} />
+}
+
+function CardFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-footer"
+      className={cn("flex items-center px-6 [.border-t]:pt-6", className)}
+      {...props}
+    />
+  )
+}
+
+export { Card, CardHeader, CardFooter, CardTitle, CardAction, CardDescription, CardContent }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/dialog.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/dialog.tsx
new file mode 100644
index 0000000..a1c03fd
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/dialog.tsx
@@ -0,0 +1,129 @@
+"use client"
+
+import * as React from "react"
+import * as DialogPrimitive from "@radix-ui/react-dialog"
+import { XIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Dialog({ ...props }: React.ComponentProps<typeof DialogPrimitive.Root>) {
+  return <DialogPrimitive.Root data-slot="dialog" {...props} />
+}
+
+function DialogTrigger({ ...props }: React.ComponentProps<typeof DialogPrimitive.Trigger>) {
+  return <DialogPrimitive.Trigger data-slot="dialog-trigger" {...props} />
+}
+
+function DialogPortal({ ...props }: React.ComponentProps<typeof DialogPrimitive.Portal>) {
+  return <DialogPrimitive.Portal data-slot="dialog-portal" {...props} />
+}
+
+function DialogClose({ ...props }: React.ComponentProps<typeof DialogPrimitive.Close>) {
+  return <DialogPrimitive.Close data-slot="dialog-close" {...props} />
+}
+
+function DialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Overlay>) {
+  return (
+    <DialogPrimitive.Overlay
+      data-slot="dialog-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DialogContent({
+  className,
+  children,
+  showCloseButton = true,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Content> & {
+  showCloseButton?: boolean
+}) {
+  return (
+    <DialogPortal data-slot="dialog-portal">
+      <DialogOverlay />
+      <DialogPrimitive.Content
+        data-slot="dialog-content"
+        className={cn(
+          "bg-background data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border p-6 shadow-lg duration-200 sm:max-w-lg",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        {showCloseButton && (
+          <DialogPrimitive.Close
+            data-slot="dialog-close"
+            className="ring-offset-background focus:ring-ring data-[state=open]:bg-accent data-[state=open]:text-muted-foreground absolute top-4 right-4 rounded-xs opacity-70 transition-opacity hover:opacity-100 focus:ring-2 focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4"
+          >
+            <XIcon />
+            <span className="sr-only">Close</span>
+          </DialogPrimitive.Close>
+        )}
+      </DialogPrimitive.Content>
+    </DialogPortal>
+  )
+}
+
+function DialogHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="dialog-header"
+      className={cn("flex flex-col gap-2 text-center sm:text-left", className)}
+      {...props}
+    />
+  )
+}
+
+function DialogFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="dialog-footer"
+      className={cn("flex flex-col-reverse gap-2 sm:flex-row sm:justify-end", className)}
+      {...props}
+    />
+  )
+}
+
+function DialogTitle({ className, ...props }: React.ComponentProps<typeof DialogPrimitive.Title>) {
+  return (
+    <DialogPrimitive.Title
+      data-slot="dialog-title"
+      className={cn("text-lg leading-none font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function DialogDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Description>) {
+  return (
+    <DialogPrimitive.Description
+      data-slot="dialog-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Dialog,
+  DialogClose,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogOverlay,
+  DialogPortal,
+  DialogTitle,
+  DialogTrigger,
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/input.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/input.tsx
new file mode 100644
index 0000000..03295ca
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/input.tsx
@@ -0,0 +1,21 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Input({ className, type, ...props }: React.ComponentProps<"input">) {
+  return (
+    <input
+      type={type}
+      data-slot="input"
+      className={cn(
+        "file:text-foreground placeholder:text-muted-foreground selection:bg-primary selection:text-primary-foreground dark:bg-input/30 border-input flex h-9 w-full min-w-0 rounded-md border bg-transparent px-3 py-1 text-base shadow-xs transition-[color,box-shadow] outline-none file:inline-flex file:h-7 file:border-0 file:bg-transparent file:text-sm file:font-medium disabled:pointer-events-none disabled:cursor-not-allowed disabled:opacity-50 md:text-sm",
+        "focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px]",
+        "aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Input }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/popover.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/popover.tsx
new file mode 100644
index 0000000..4eb2ae5
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/popover.tsx
@@ -0,0 +1,42 @@
+"use client"
+
+import * as React from "react"
+import * as PopoverPrimitive from "@radix-ui/react-popover"
+
+import { cn } from "@/lib/utils"
+
+function Popover({ ...props }: React.ComponentProps<typeof PopoverPrimitive.Root>) {
+  return <PopoverPrimitive.Root data-slot="popover" {...props} />
+}
+
+function PopoverTrigger({ ...props }: React.ComponentProps<typeof PopoverPrimitive.Trigger>) {
+  return <PopoverPrimitive.Trigger data-slot="popover-trigger" {...props} />
+}
+
+function PopoverContent({
+  className,
+  align = "center",
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Content>) {
+  return (
+    <PopoverPrimitive.Portal>
+      <PopoverPrimitive.Content
+        data-slot="popover-content"
+        align={align}
+        sideOffset={sideOffset}
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-72 origin-(--radix-popover-content-transform-origin) rounded-md border p-4 shadow-md outline-hidden",
+          className
+        )}
+        {...props}
+      />
+    </PopoverPrimitive.Portal>
+  )
+}
+
+function PopoverAnchor({ ...props }: React.ComponentProps<typeof PopoverPrimitive.Anchor>) {
+  return <PopoverPrimitive.Anchor data-slot="popover-anchor" {...props} />
+}
+
+export { Popover, PopoverTrigger, PopoverContent, PopoverAnchor }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/progress.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/progress.tsx
new file mode 100644
index 0000000..a87c1db
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/progress.tsx
@@ -0,0 +1,28 @@
+"use client"
+
+import * as React from "react"
+import * as ProgressPrimitive from "@radix-ui/react-progress"
+
+import { cn } from "@/lib/utils"
+
+function Progress({
+  className,
+  value,
+  ...props
+}: React.ComponentProps<typeof ProgressPrimitive.Root>) {
+  return (
+    <ProgressPrimitive.Root
+      data-slot="progress"
+      className={cn("bg-primary/20 relative h-2 w-full overflow-hidden rounded-full", className)}
+      {...props}
+    >
+      <ProgressPrimitive.Indicator
+        data-slot="progress-indicator"
+        className="bg-primary h-full w-full flex-1 transition-all"
+        style={{ transform: `translateX(-${100 - (value || 0)}%)` }}
+      />
+    </ProgressPrimitive.Root>
+  )
+}
+
+export { Progress }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/select.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/select.tsx
new file mode 100644
index 0000000..080d023
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/select.tsx
@@ -0,0 +1,170 @@
+"use client"
+
+import * as React from "react"
+import * as SelectPrimitive from "@radix-ui/react-select"
+import { CheckIcon, ChevronDownIcon, ChevronUpIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Select({ ...props }: React.ComponentProps<typeof SelectPrimitive.Root>) {
+  return <SelectPrimitive.Root data-slot="select" {...props} />
+}
+
+function SelectGroup({ ...props }: React.ComponentProps<typeof SelectPrimitive.Group>) {
+  return <SelectPrimitive.Group data-slot="select-group" {...props} />
+}
+
+function SelectValue({ ...props }: React.ComponentProps<typeof SelectPrimitive.Value>) {
+  return <SelectPrimitive.Value data-slot="select-value" {...props} />
+}
+
+function SelectTrigger({
+  className,
+  size = "default",
+  children,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Trigger> & {
+  size?: "sm" | "default"
+}) {
+  return (
+    <SelectPrimitive.Trigger
+      data-slot="select-trigger"
+      data-size={size}
+      className={cn(
+        "border-input data-[placeholder]:text-muted-foreground [&_svg:not([class*='text-'])]:text-muted-foreground focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive dark:bg-input/30 dark:hover:bg-input/50 flex w-fit items-center justify-between gap-2 rounded-md border bg-transparent px-3 py-2 text-sm whitespace-nowrap shadow-xs transition-[color,box-shadow] outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50 data-[size=default]:h-9 data-[size=sm]:h-8 *:data-[slot=select-value]:line-clamp-1 *:data-[slot=select-value]:flex *:data-[slot=select-value]:items-center *:data-[slot=select-value]:gap-2 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <SelectPrimitive.Icon asChild>
+        <ChevronDownIcon className="size-4 opacity-50" />
+      </SelectPrimitive.Icon>
+    </SelectPrimitive.Trigger>
+  )
+}
+
+function SelectContent({
+  className,
+  children,
+  position = "popper",
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Content>) {
+  return (
+    <SelectPrimitive.Portal>
+      <SelectPrimitive.Content
+        data-slot="select-content"
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 relative z-50 max-h-(--radix-select-content-available-height) min-w-[8rem] origin-(--radix-select-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border shadow-md",
+          position === "popper" &&
+            "data-[side=bottom]:translate-y-1 data-[side=left]:-translate-x-1 data-[side=right]:translate-x-1 data-[side=top]:-translate-y-1",
+          className
+        )}
+        position={position}
+        {...props}
+      >
+        <SelectScrollUpButton />
+        <SelectPrimitive.Viewport
+          className={cn(
+            "p-1",
+            position === "popper" &&
+              "h-[var(--radix-select-trigger-height)] w-full min-w-[var(--radix-select-trigger-width)] scroll-my-1"
+          )}
+        >
+          {children}
+        </SelectPrimitive.Viewport>
+        <SelectScrollDownButton />
+      </SelectPrimitive.Content>
+    </SelectPrimitive.Portal>
+  )
+}
+
+function SelectLabel({ className, ...props }: React.ComponentProps<typeof SelectPrimitive.Label>) {
+  return (
+    <SelectPrimitive.Label
+      data-slot="select-label"
+      className={cn("text-muted-foreground px-2 py-1.5 text-xs", className)}
+      {...props}
+    />
+  )
+}
+
+function SelectItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Item>) {
+  return (
+    <SelectPrimitive.Item
+      data-slot="select-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground [&_svg:not([class*='text-'])]:text-muted-foreground relative flex w-full cursor-default items-center gap-2 rounded-sm py-1.5 pr-8 pl-2 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 *:[span]:last:flex *:[span]:last:items-center *:[span]:last:gap-2",
+        className
+      )}
+      {...props}
+    >
+      <span className="absolute right-2 flex size-3.5 items-center justify-center">
+        <SelectPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </SelectPrimitive.ItemIndicator>
+      </span>
+      <SelectPrimitive.ItemText>{children}</SelectPrimitive.ItemText>
+    </SelectPrimitive.Item>
+  )
+}
+
+function SelectSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Separator>) {
+  return (
+    <SelectPrimitive.Separator
+      data-slot="select-separator"
+      className={cn("bg-border pointer-events-none -mx-1 my-1 h-px", className)}
+      {...props}
+    />
+  )
+}
+
+function SelectScrollUpButton({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.ScrollUpButton>) {
+  return (
+    <SelectPrimitive.ScrollUpButton
+      data-slot="select-scroll-up-button"
+      className={cn("flex cursor-default items-center justify-center py-1", className)}
+      {...props}
+    >
+      <ChevronUpIcon className="size-4" />
+    </SelectPrimitive.ScrollUpButton>
+  )
+}
+
+function SelectScrollDownButton({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.ScrollDownButton>) {
+  return (
+    <SelectPrimitive.ScrollDownButton
+      data-slot="select-scroll-down-button"
+      className={cn("flex cursor-default items-center justify-center py-1", className)}
+      {...props}
+    >
+      <ChevronDownIcon className="size-4" />
+    </SelectPrimitive.ScrollDownButton>
+  )
+}
+
+export {
+  Select,
+  SelectContent,
+  SelectGroup,
+  SelectItem,
+  SelectLabel,
+  SelectScrollDownButton,
+  SelectScrollUpButton,
+  SelectSeparator,
+  SelectTrigger,
+  SelectValue,
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/separator.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/separator.tsx
new file mode 100644
index 0000000..67c73e5
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/separator.tsx
@@ -0,0 +1,28 @@
+"use client"
+
+import * as React from "react"
+import * as SeparatorPrimitive from "@radix-ui/react-separator"
+
+import { cn } from "@/lib/utils"
+
+function Separator({
+  className,
+  orientation = "horizontal",
+  decorative = true,
+  ...props
+}: React.ComponentProps<typeof SeparatorPrimitive.Root>) {
+  return (
+    <SeparatorPrimitive.Root
+      data-slot="separator-root"
+      decorative={decorative}
+      orientation={orientation}
+      className={cn(
+        "bg-border shrink-0 data-[orientation=horizontal]:h-px data-[orientation=horizontal]:w-full data-[orientation=vertical]:h-full data-[orientation=vertical]:w-px",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Separator }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/sheet.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/sheet.tsx
new file mode 100644
index 0000000..e2121c0
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/sheet.tsx
@@ -0,0 +1,130 @@
+"use client"
+
+import * as React from "react"
+import * as SheetPrimitive from "@radix-ui/react-dialog"
+import { XIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Sheet({ ...props }: React.ComponentProps<typeof SheetPrimitive.Root>) {
+  return <SheetPrimitive.Root data-slot="sheet" {...props} />
+}
+
+function SheetTrigger({ ...props }: React.ComponentProps<typeof SheetPrimitive.Trigger>) {
+  return <SheetPrimitive.Trigger data-slot="sheet-trigger" {...props} />
+}
+
+function SheetClose({ ...props }: React.ComponentProps<typeof SheetPrimitive.Close>) {
+  return <SheetPrimitive.Close data-slot="sheet-close" {...props} />
+}
+
+function SheetPortal({ ...props }: React.ComponentProps<typeof SheetPrimitive.Portal>) {
+  return <SheetPrimitive.Portal data-slot="sheet-portal" {...props} />
+}
+
+function SheetOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Overlay>) {
+  return (
+    <SheetPrimitive.Overlay
+      data-slot="sheet-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SheetContent({
+  className,
+  children,
+  side = "right",
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Content> & {
+  side?: "top" | "right" | "bottom" | "left"
+}) {
+  return (
+    <SheetPortal>
+      <SheetOverlay />
+      <SheetPrimitive.Content
+        data-slot="sheet-content"
+        className={cn(
+          "bg-background data-[state=open]:animate-in data-[state=closed]:animate-out fixed z-50 flex flex-col gap-4 shadow-lg transition ease-in-out data-[state=closed]:duration-300 data-[state=open]:duration-500",
+          side === "right" &&
+            "data-[state=closed]:slide-out-to-right data-[state=open]:slide-in-from-right inset-y-0 right-0 h-full w-3/4 border-l sm:max-w-sm",
+          side === "left" &&
+            "data-[state=closed]:slide-out-to-left data-[state=open]:slide-in-from-left inset-y-0 left-0 h-full w-3/4 border-r sm:max-w-sm",
+          side === "top" &&
+            "data-[state=closed]:slide-out-to-top data-[state=open]:slide-in-from-top inset-x-0 top-0 h-auto border-b",
+          side === "bottom" &&
+            "data-[state=closed]:slide-out-to-bottom data-[state=open]:slide-in-from-bottom inset-x-0 bottom-0 h-auto border-t",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        <SheetPrimitive.Close className="ring-offset-background focus:ring-ring data-[state=open]:bg-secondary absolute top-4 right-4 rounded-xs opacity-70 transition-opacity hover:opacity-100 focus:ring-2 focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none">
+          <XIcon className="size-4" />
+          <span className="sr-only">Close</span>
+        </SheetPrimitive.Close>
+      </SheetPrimitive.Content>
+    </SheetPortal>
+  )
+}
+
+function SheetHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sheet-header"
+      className={cn("flex flex-col gap-1.5 p-4", className)}
+      {...props}
+    />
+  )
+}
+
+function SheetFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sheet-footer"
+      className={cn("mt-auto flex flex-col gap-2 p-4", className)}
+      {...props}
+    />
+  )
+}
+
+function SheetTitle({ className, ...props }: React.ComponentProps<typeof SheetPrimitive.Title>) {
+  return (
+    <SheetPrimitive.Title
+      data-slot="sheet-title"
+      className={cn("text-foreground font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function SheetDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Description>) {
+  return (
+    <SheetPrimitive.Description
+      data-slot="sheet-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Sheet,
+  SheetTrigger,
+  SheetClose,
+  SheetContent,
+  SheetHeader,
+  SheetFooter,
+  SheetTitle,
+  SheetDescription,
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/sidebar.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/sidebar.tsx
new file mode 100644
index 0000000..29f5e24
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/sidebar.tsx
@@ -0,0 +1,696 @@
+"use client"
+
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { VariantProps, cva } from "class-variance-authority"
+import { PanelLeftIcon } from "lucide-react"
+
+import { useIsMobile } from "@/hooks/UseMobile"
+import { cn } from "@/lib/utils"
+import { Button } from "@/components/ui/button"
+import { Input } from "@/components/ui/input"
+import { Separator } from "@/components/ui/separator"
+import {
+  Sheet,
+  SheetContent,
+  SheetDescription,
+  SheetHeader,
+  SheetTitle,
+} from "@/components/ui/sheet"
+import { Skeleton } from "@/components/ui/skeleton"
+import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip"
+
+const SIDEBAR_COOKIE_NAME = "sidebar_state"
+const SIDEBAR_COOKIE_MAX_AGE = 60 * 60 * 24 * 7
+const SIDEBAR_WIDTH = "16rem"
+const SIDEBAR_WIDTH_MOBILE = "18rem"
+const SIDEBAR_WIDTH_ICON = "3rem"
+const SIDEBAR_KEYBOARD_SHORTCUT = "b"
+
+type SidebarContextProps = {
+  state: "expanded" | "collapsed"
+  open: boolean
+  setOpen: (open: boolean) => void
+  openMobile: boolean
+  setOpenMobile: (open: boolean) => void
+  isMobile: boolean
+  toggleSidebar: () => void
+}
+
+const SidebarContext = React.createContext<SidebarContextProps | null>(null)
+
+function useSidebar() {
+  const context = React.useContext(SidebarContext)
+  if (!context) {
+    throw new Error("useSidebar must be used within a SidebarProvider.")
+  }
+
+  return context
+}
+
+function SidebarProvider({
+  defaultOpen = true,
+  open: openProp,
+  onOpenChange: setOpenProp,
+  className,
+  style,
+  children,
+  ...props
+}: React.ComponentProps<"div"> & {
+  defaultOpen?: boolean
+  open?: boolean
+  onOpenChange?: (open: boolean) => void
+}) {
+  const isMobile = useIsMobile()
+  const [openMobile, setOpenMobile] = React.useState(false)
+
+  // This is the internal state of the sidebar.
+  // We use openProp and setOpenProp for control from outside the component.
+  const [_open, _setOpen] = React.useState(defaultOpen)
+  const open = openProp ?? _open
+  const setOpen = React.useCallback(
+    (value: boolean | ((value: boolean) => boolean)) => {
+      const openState = typeof value === "function" ? value(open) : value
+      if (setOpenProp) {
+        setOpenProp(openState)
+      } else {
+        _setOpen(openState)
+      }
+
+      // This sets the cookie to keep the sidebar state.
+      document.cookie = `${SIDEBAR_COOKIE_NAME}=${openState}; path=/; max-age=${SIDEBAR_COOKIE_MAX_AGE}`
+    },
+    [setOpenProp, open]
+  )
+
+  // Helper to toggle the sidebar.
+  const toggleSidebar = React.useCallback(() => {
+    return isMobile ? setOpenMobile(open => !open) : setOpen(open => !open)
+  }, [isMobile, setOpen, setOpenMobile])
+
+  // Adds a keyboard shortcut to toggle the sidebar.
+  React.useEffect(() => {
+    const handleKeyDown = (event: KeyboardEvent) => {
+      if (event.key === SIDEBAR_KEYBOARD_SHORTCUT && (event.metaKey || event.ctrlKey)) {
+        event.preventDefault()
+        toggleSidebar()
+      }
+    }
+
+    window.addEventListener("keydown", handleKeyDown)
+    return () => window.removeEventListener("keydown", handleKeyDown)
+  }, [toggleSidebar])
+
+  // We add a state so that we can do data-state="expanded" or "collapsed".
+  // This makes it easier to style the sidebar with Tailwind classes.
+  const state = open ? "expanded" : "collapsed"
+
+  const contextValue = React.useMemo<SidebarContextProps>(
+    () => ({
+      state,
+      open,
+      setOpen,
+      isMobile,
+      openMobile,
+      setOpenMobile,
+      toggleSidebar,
+    }),
+    [state, open, setOpen, isMobile, openMobile, setOpenMobile, toggleSidebar]
+  )
+
+  return (
+    <SidebarContext.Provider value={contextValue}>
+      <TooltipProvider delayDuration={0}>
+        <div
+          data-slot="sidebar-wrapper"
+          style={
+            {
+              "--sidebar-width": SIDEBAR_WIDTH,
+              "--sidebar-width-icon": SIDEBAR_WIDTH_ICON,
+              ...style,
+            } as React.CSSProperties
+          }
+          className={cn(
+            "group/sidebar-wrapper has-data-[variant=inset]:bg-sidebar flex min-h-svh w-full",
+            className
+          )}
+          {...props}
+        >
+          {children}
+        </div>
+      </TooltipProvider>
+    </SidebarContext.Provider>
+  )
+}
+
+function Sidebar({
+  side = "left",
+  variant = "sidebar",
+  collapsible = "offcanvas",
+  className,
+  children,
+  ...props
+}: React.ComponentProps<"div"> & {
+  side?: "left" | "right"
+  variant?: "sidebar" | "floating" | "inset"
+  collapsible?: "offcanvas" | "icon" | "none"
+}) {
+  const { isMobile, state, openMobile, setOpenMobile } = useSidebar()
+
+  if (collapsible === "none") {
+    return (
+      <div
+        data-slot="sidebar"
+        className={cn(
+          "bg-sidebar text-sidebar-foreground flex h-full w-(--sidebar-width) flex-col",
+          className
+        )}
+        {...props}
+      >
+        {children}
+      </div>
+    )
+  }
+
+  if (isMobile) {
+    return (
+      <Sheet open={openMobile} onOpenChange={setOpenMobile} {...props}>
+        <SheetContent
+          data-sidebar="sidebar"
+          data-slot="sidebar"
+          data-mobile="true"
+          className="bg-sidebar text-sidebar-foreground w-(--sidebar-width) p-0 [&>button]:hidden"
+          style={
+            {
+              "--sidebar-width": SIDEBAR_WIDTH_MOBILE,
+            } as React.CSSProperties
+          }
+          side={side}
+        >
+          <SheetHeader className="sr-only">
+            <SheetTitle>Sidebar</SheetTitle>
+            <SheetDescription>Displays the mobile sidebar.</SheetDescription>
+          </SheetHeader>
+          <div className="flex h-full w-full flex-col">{children}</div>
+        </SheetContent>
+      </Sheet>
+    )
+  }
+
+  return (
+    <div
+      className="group peer text-sidebar-foreground hidden md:block"
+      data-state={state}
+      data-collapsible={state === "collapsed" ? collapsible : ""}
+      data-variant={variant}
+      data-side={side}
+      data-slot="sidebar"
+    >
+      {/* This is what handles the sidebar gap on desktop */}
+      <div
+        data-slot="sidebar-gap"
+        className={cn(
+          "relative w-(--sidebar-width) bg-transparent transition-[width] duration-200 ease-linear",
+          "group-data-[collapsible=offcanvas]:w-0",
+          "group-data-[side=right]:rotate-180",
+          variant === "floating" || variant === "inset"
+            ? "group-data-[collapsible=icon]:w-[calc(var(--sidebar-width-icon)+(--spacing(4)))]"
+            : "group-data-[collapsible=icon]:w-(--sidebar-width-icon)"
+        )}
+      />
+      <div
+        data-slot="sidebar-container"
+        className={cn(
+          "fixed inset-y-0 z-10 hidden h-svh w-(--sidebar-width) transition-[left,right,width] duration-200 ease-linear md:flex",
+          side === "left"
+            ? "left-0 group-data-[collapsible=offcanvas]:left-[calc(var(--sidebar-width)*-1)]"
+            : "right-0 group-data-[collapsible=offcanvas]:right-[calc(var(--sidebar-width)*-1)]",
+          // Adjust the padding for floating and inset variants.
+          variant === "floating" || variant === "inset"
+            ? "p-2 group-data-[collapsible=icon]:w-[calc(var(--sidebar-width-icon)+(--spacing(4))+2px)]"
+            : "group-data-[collapsible=icon]:w-(--sidebar-width-icon) group-data-[side=left]:border-r group-data-[side=right]:border-l",
+          className
+        )}
+        {...props}
+      >
+        <div
+          data-sidebar="sidebar"
+          data-slot="sidebar-inner"
+          className="bg-sidebar group-data-[variant=floating]:border-sidebar-border flex h-full w-full flex-col group-data-[variant=floating]:rounded-lg group-data-[variant=floating]:border group-data-[variant=floating]:shadow-sm"
+        >
+          {children}
+        </div>
+      </div>
+    </div>
+  )
+}
+
+function SidebarTrigger({ className, onClick, ...props }: React.ComponentProps<typeof Button>) {
+  const { toggleSidebar } = useSidebar()
+
+  return (
+    <Button
+      data-sidebar="trigger"
+      data-slot="sidebar-trigger"
+      variant="ghost"
+      size="icon"
+      className={cn("size-7", className)}
+      onClick={event => {
+        onClick?.(event)
+        toggleSidebar()
+      }}
+      {...props}
+    >
+      <PanelLeftIcon />
+      <span className="sr-only">Toggle Sidebar</span>
+    </Button>
+  )
+}
+
+function SidebarRail({ className, ...props }: React.ComponentProps<"button">) {
+  const { toggleSidebar } = useSidebar()
+
+  return (
+    <button
+      data-sidebar="rail"
+      data-slot="sidebar-rail"
+      aria-label="Toggle Sidebar"
+      tabIndex={-1}
+      onClick={toggleSidebar}
+      title="Toggle Sidebar"
+      className={cn(
+        "hover:after:bg-sidebar-border absolute inset-y-0 z-20 hidden w-4 -translate-x-1/2 transition-all ease-linear group-data-[side=left]:-right-4 group-data-[side=right]:left-0 after:absolute after:inset-y-0 after:left-1/2 after:w-[2px] sm:flex",
+        "in-data-[side=left]:cursor-w-resize in-data-[side=right]:cursor-e-resize",
+        "[[data-side=left][data-state=collapsed]_&]:cursor-e-resize [[data-side=right][data-state=collapsed]_&]:cursor-w-resize",
+        "hover:group-data-[collapsible=offcanvas]:bg-sidebar group-data-[collapsible=offcanvas]:translate-x-0 group-data-[collapsible=offcanvas]:after:left-full",
+        "[[data-side=left][data-collapsible=offcanvas]_&]:-right-2",
+        "[[data-side=right][data-collapsible=offcanvas]_&]:-left-2",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarInset({ className, ...props }: React.ComponentProps<"main">) {
+  return (
+    <main
+      data-slot="sidebar-inset"
+      className={cn(
+        "bg-background relative flex w-full flex-1 flex-col",
+        "md:peer-data-[variant=inset]:m-2 md:peer-data-[variant=inset]:ml-0 md:peer-data-[variant=inset]:rounded-xl md:peer-data-[variant=inset]:shadow-sm md:peer-data-[variant=inset]:peer-data-[state=collapsed]:ml-2",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarInput({ className, ...props }: React.ComponentProps<typeof Input>) {
+  return (
+    <Input
+      data-slot="sidebar-input"
+      data-sidebar="input"
+      className={cn("bg-background h-8 w-full shadow-none", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-header"
+      data-sidebar="header"
+      className={cn("flex flex-col gap-2 p-2", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-footer"
+      data-sidebar="footer"
+      className={cn("flex flex-col gap-2 p-2", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarSeparator({ className, ...props }: React.ComponentProps<typeof Separator>) {
+  return (
+    <Separator
+      data-slot="sidebar-separator"
+      data-sidebar="separator"
+      className={cn("bg-sidebar-border mx-2 w-auto", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarContent({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-content"
+      data-sidebar="content"
+      className={cn(
+        "flex min-h-0 flex-1 flex-col gap-2 overflow-auto group-data-[collapsible=icon]:overflow-hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroup({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-group"
+      data-sidebar="group"
+      className={cn("relative flex w-full min-w-0 flex-col p-2", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupLabel({
+  className,
+  asChild = false,
+  ...props
+}: React.ComponentProps<"div"> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : "div"
+
+  return (
+    <Comp
+      data-slot="sidebar-group-label"
+      data-sidebar="group-label"
+      className={cn(
+        "text-sidebar-foreground/70 ring-sidebar-ring flex h-8 shrink-0 items-center rounded-md px-2 text-xs font-medium outline-hidden transition-[margin,opacity] duration-200 ease-linear focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0",
+        "group-data-[collapsible=icon]:-mt-8 group-data-[collapsible=icon]:opacity-0",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupAction({
+  className,
+  asChild = false,
+  ...props
+}: React.ComponentProps<"button"> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : "button"
+
+  return (
+    <Comp
+      data-slot="sidebar-group-action"
+      data-sidebar="group-action"
+      className={cn(
+        "text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground absolute top-3.5 right-3 flex aspect-square w-5 items-center justify-center rounded-md p-0 outline-hidden transition-transform focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0",
+        // Increases the hit area of the button on mobile.
+        "after:absolute after:-inset-2 md:after:hidden",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupContent({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-group-content"
+      data-sidebar="group-content"
+      className={cn("w-full text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenu({ className, ...props }: React.ComponentProps<"ul">) {
+  return (
+    <ul
+      data-slot="sidebar-menu"
+      data-sidebar="menu"
+      className={cn("flex w-full min-w-0 flex-col gap-1", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuItem({ className, ...props }: React.ComponentProps<"li">) {
+  return (
+    <li
+      data-slot="sidebar-menu-item"
+      data-sidebar="menu-item"
+      className={cn("group/menu-item relative", className)}
+      {...props}
+    />
+  )
+}
+
+const sidebarMenuButtonVariants = cva(
+  "peer/menu-button flex w-full items-center gap-2 overflow-hidden rounded-md p-2 text-left text-sm outline-hidden ring-sidebar-ring transition-[width,height,padding] hover:bg-sidebar-accent hover:text-sidebar-accent-foreground focus-visible:ring-2 active:bg-sidebar-accent active:text-sidebar-accent-foreground disabled:pointer-events-none disabled:opacity-50 group-has-data-[sidebar=menu-action]/menu-item:pr-8 aria-disabled:pointer-events-none aria-disabled:opacity-50 data-[active=true]:bg-sidebar-accent data-[active=true]:font-medium data-[active=true]:text-sidebar-accent-foreground data-[state=open]:hover:bg-sidebar-accent data-[state=open]:hover:text-sidebar-accent-foreground group-data-[collapsible=icon]:size-8! group-data-[collapsible=icon]:p-2! [&>span:last-child]:truncate [&>svg]:size-4 [&>svg]:shrink-0",
+  {
+    variants: {
+      variant: {
+        default: "hover:bg-sidebar-accent hover:text-sidebar-accent-foreground",
+        outline:
+          "bg-background shadow-[0_0_0_1px_hsl(var(--sidebar-border))] hover:bg-sidebar-accent hover:text-sidebar-accent-foreground hover:shadow-[0_0_0_1px_hsl(var(--sidebar-accent))]",
+      },
+      size: {
+        default: "h-8 text-sm",
+        sm: "h-7 text-xs",
+        lg: "h-12 text-sm group-data-[collapsible=icon]:p-0!",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  }
+)
+
+function SidebarMenuButton({
+  asChild = false,
+  isActive = false,
+  variant = "default",
+  size = "default",
+  tooltip,
+  className,
+  ...props
+}: React.ComponentProps<"button"> & {
+  asChild?: boolean
+  isActive?: boolean
+  tooltip?: string | React.ComponentProps<typeof TooltipContent>
+} & VariantProps<typeof sidebarMenuButtonVariants>) {
+  const Comp = asChild ? Slot : "button"
+  const { isMobile, state } = useSidebar()
+
+  const button = (
+    <Comp
+      data-slot="sidebar-menu-button"
+      data-sidebar="menu-button"
+      data-size={size}
+      data-active={isActive}
+      className={cn(sidebarMenuButtonVariants({ variant, size }), className)}
+      {...props}
+    />
+  )
+
+  if (!tooltip) {
+    return button
+  }
+
+  if (typeof tooltip === "string") {
+    tooltip = {
+      children: tooltip,
+    }
+  }
+
+  return (
+    <Tooltip>
+      <TooltipTrigger asChild>{button}</TooltipTrigger>
+      <TooltipContent
+        side="right"
+        align="center"
+        hidden={state !== "collapsed" || isMobile}
+        {...tooltip}
+      />
+    </Tooltip>
+  )
+}
+
+function SidebarMenuAction({
+  className,
+  asChild = false,
+  showOnHover = false,
+  ...props
+}: React.ComponentProps<"button"> & {
+  asChild?: boolean
+  showOnHover?: boolean
+}) {
+  const Comp = asChild ? Slot : "button"
+
+  return (
+    <Comp
+      data-slot="sidebar-menu-action"
+      data-sidebar="menu-action"
+      className={cn(
+        "text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground peer-hover/menu-button:text-sidebar-accent-foreground absolute top-1.5 right-1 flex aspect-square w-5 items-center justify-center rounded-md p-0 outline-hidden transition-transform focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0",
+        // Increases the hit area of the button on mobile.
+        "after:absolute after:-inset-2 md:after:hidden",
+        "peer-data-[size=sm]/menu-button:top-1",
+        "peer-data-[size=default]/menu-button:top-1.5",
+        "peer-data-[size=lg]/menu-button:top-2.5",
+        "group-data-[collapsible=icon]:hidden",
+        showOnHover &&
+          "peer-data-[active=true]/menu-button:text-sidebar-accent-foreground group-focus-within/menu-item:opacity-100 group-hover/menu-item:opacity-100 data-[state=open]:opacity-100 md:opacity-0",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuBadge({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-menu-badge"
+      data-sidebar="menu-badge"
+      className={cn(
+        "text-sidebar-foreground pointer-events-none absolute right-1 flex h-5 min-w-5 items-center justify-center rounded-md px-1 text-xs font-medium tabular-nums select-none",
+        "peer-hover/menu-button:text-sidebar-accent-foreground peer-data-[active=true]/menu-button:text-sidebar-accent-foreground",
+        "peer-data-[size=sm]/menu-button:top-1",
+        "peer-data-[size=default]/menu-button:top-1.5",
+        "peer-data-[size=lg]/menu-button:top-2.5",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSkeleton({
+  className,
+  showIcon = false,
+  ...props
+}: React.ComponentProps<"div"> & {
+  showIcon?: boolean
+}) {
+  // Random width between 50 to 90%.
+  const width = React.useMemo(() => {
+    const array = new Uint32Array(1)
+    crypto.getRandomValues(array)
+    return `${(array[0] % 40) + 50}%`
+  }, [])
+
+  return (
+    <div
+      data-slot="sidebar-menu-skeleton"
+      data-sidebar="menu-skeleton"
+      className={cn("flex h-8 items-center gap-2 rounded-md px-2", className)}
+      {...props}
+    >
+      {showIcon && <Skeleton className="size-4 rounded-md" data-sidebar="menu-skeleton-icon" />}
+      <Skeleton
+        className="h-4 max-w-(--skeleton-width) flex-1"
+        data-sidebar="menu-skeleton-text"
+        style={
+          {
+            "--skeleton-width": width,
+          } as React.CSSProperties
+        }
+      />
+    </div>
+  )
+}
+
+function SidebarMenuSub({ className, ...props }: React.ComponentProps<"ul">) {
+  return (
+    <ul
+      data-slot="sidebar-menu-sub"
+      data-sidebar="menu-sub"
+      className={cn(
+        "border-sidebar-border mx-3.5 flex min-w-0 translate-x-px flex-col gap-1 border-l px-2.5 py-0.5",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSubItem({ className, ...props }: React.ComponentProps<"li">) {
+  return (
+    <li
+      data-slot="sidebar-menu-sub-item"
+      data-sidebar="menu-sub-item"
+      className={cn("group/menu-sub-item relative", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSubButton({
+  asChild = false,
+  size = "md",
+  isActive = false,
+  className,
+  ...props
+}: React.ComponentProps<"a"> & {
+  asChild?: boolean
+  size?: "sm" | "md"
+  isActive?: boolean
+}) {
+  const Comp = asChild ? Slot : "a"
+
+  return (
+    <Comp
+      data-slot="sidebar-menu-sub-button"
+      data-sidebar="menu-sub-button"
+      data-size={size}
+      data-active={isActive}
+      className={cn(
+        "text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground active:bg-sidebar-accent active:text-sidebar-accent-foreground [&>svg]:text-sidebar-accent-foreground flex h-7 min-w-0 -translate-x-px items-center gap-2 overflow-hidden rounded-md px-2 outline-hidden focus-visible:ring-2 disabled:pointer-events-none disabled:opacity-50 aria-disabled:pointer-events-none aria-disabled:opacity-50 [&>span:last-child]:truncate [&>svg]:size-4 [&>svg]:shrink-0",
+        "data-[active=true]:bg-sidebar-accent data-[active=true]:text-sidebar-accent-foreground",
+        size === "sm" && "text-xs",
+        size === "md" && "text-sm",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Sidebar,
+  SidebarContent,
+  SidebarFooter,
+  SidebarGroup,
+  SidebarGroupAction,
+  SidebarGroupContent,
+  SidebarGroupLabel,
+  SidebarHeader,
+  SidebarInput,
+  SidebarInset,
+  SidebarMenu,
+  SidebarMenuAction,
+  SidebarMenuBadge,
+  SidebarMenuButton,
+  SidebarMenuItem,
+  SidebarMenuSkeleton,
+  SidebarMenuSub,
+  SidebarMenuSubButton,
+  SidebarMenuSubItem,
+  SidebarProvider,
+  SidebarRail,
+  SidebarSeparator,
+  SidebarTrigger,
+  useSidebar,
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/skeleton.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/skeleton.tsx
new file mode 100644
index 0000000..32ea0ef
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/skeleton.tsx
@@ -0,0 +1,13 @@
+import { cn } from "@/lib/utils"
+
+function Skeleton({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="skeleton"
+      className={cn("bg-accent animate-pulse rounded-md", className)}
+      {...props}
+    />
+  )
+}
+
+export { Skeleton }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/textarea.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/textarea.tsx
new file mode 100644
index 0000000..12c9136
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/textarea.tsx
@@ -0,0 +1,23 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+export type TextareaProps = React.TextareaHTMLAttributes<HTMLTextAreaElement>
+
+const Textarea = React.forwardRef<HTMLTextAreaElement, TextareaProps>(
+  ({ className, ...props }, ref) => {
+    return (
+      <textarea
+        className={cn(
+          "flex min-h-[80px] w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50",
+          className
+        )}
+        ref={ref}
+        {...props}
+      />
+    )
+  }
+)
+Textarea.displayName = "Textarea"
+
+export { Textarea }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/components/ui/tooltip.tsx b/samples/agentic-knowledge-discovery/frontend/src/components/ui/tooltip.tsx
new file mode 100644
index 0000000..f759f51
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/components/ui/tooltip.tsx
@@ -0,0 +1,57 @@
+"use client"
+
+import * as React from "react"
+import * as TooltipPrimitive from "@radix-ui/react-tooltip"
+
+import { cn } from "@/lib/utils"
+
+function TooltipProvider({
+  delayDuration = 0,
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Provider>) {
+  return (
+    <TooltipPrimitive.Provider
+      data-slot="tooltip-provider"
+      delayDuration={delayDuration}
+      {...props}
+    />
+  )
+}
+
+function Tooltip({ ...props }: React.ComponentProps<typeof TooltipPrimitive.Root>) {
+  return (
+    <TooltipProvider>
+      <TooltipPrimitive.Root data-slot="tooltip" {...props} />
+    </TooltipProvider>
+  )
+}
+
+function TooltipTrigger({ ...props }: React.ComponentProps<typeof TooltipPrimitive.Trigger>) {
+  return <TooltipPrimitive.Trigger data-slot="tooltip-trigger" {...props} />
+}
+
+function TooltipContent({
+  className,
+  sideOffset = 0,
+  children,
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Content>) {
+  return (
+    <TooltipPrimitive.Portal>
+      <TooltipPrimitive.Content
+        data-slot="tooltip-content"
+        sideOffset={sideOffset}
+        className={cn(
+          "bg-primary text-primary-foreground animate-in fade-in-0 zoom-in-95 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-fit origin-(--radix-tooltip-content-transform-origin) rounded-md px-3 py-1.5 text-xs text-balance",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        <TooltipPrimitive.Arrow className="bg-primary fill-primary z-50 size-2.5 translate-y-[calc(-50%_-_2px)] rotate-45 rounded-[2px]" />
+      </TooltipPrimitive.Content>
+    </TooltipPrimitive.Portal>
+  )
+}
+
+export { Tooltip, TooltipTrigger, TooltipContent, TooltipProvider }
diff --git a/samples/agentic-knowledge-discovery/frontend/src/hooks/UseMobile.ts b/samples/agentic-knowledge-discovery/frontend/src/hooks/UseMobile.ts
new file mode 100644
index 0000000..2b0fe1d
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/hooks/UseMobile.ts
@@ -0,0 +1,19 @@
+import * as React from "react"
+
+const MOBILE_BREAKPOINT = 768
+
+export function useIsMobile() {
+  const [isMobile, setIsMobile] = React.useState<boolean | undefined>(undefined)
+
+  React.useEffect(() => {
+    const mql = window.matchMedia(`(max-width: ${MOBILE_BREAKPOINT - 1}px)`)
+    const onChange = () => {
+      setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    }
+    mql.addEventListener("change", onChange)
+    setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    return () => mql.removeEventListener("change", onChange)
+  }, [])
+
+  return !!isMobile
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/hooks/useAuth.ts b/samples/agentic-knowledge-discovery/frontend/src/hooks/useAuth.ts
new file mode 100644
index 0000000..5821b7b
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/hooks/useAuth.ts
@@ -0,0 +1,70 @@
+"use client"
+import { useAuth as useOidcAuth } from "react-oidc-context"
+import { useEffect, useState } from "react"
+import { WebStorageStateStore } from "oidc-client-ts"
+import { createCognitoAuthConfig } from "@/lib/auth"
+
+interface CognitoAuthConfig {
+  authority?: string
+  client_id?: string
+  redirect_uri?: string
+  post_logout_redirect_uri?: string
+  response_type?: string
+  scope?: string
+  automaticSilentRenew?: boolean
+  userStore?: WebStorageStateStore
+}
+
+export function useAuth() {
+  const auth = useOidcAuth()
+  const [authConfig, setAuthConfig] = useState<CognitoAuthConfig | null>(null)
+
+  useEffect(() => {
+    async function loadConfig() {
+      try {
+        const config = await createCognitoAuthConfig()
+        setAuthConfig(config)
+      } catch (error) {
+        console.error("Failed to load auth configuration for signOut:", error)
+      }
+    }
+
+    loadConfig()
+  }, [])
+
+  // If no AuthProvider context, return mock auth state (no authentication)
+  if (!auth) {
+    return {
+      isAuthenticated: true,
+      user: null,
+      signIn: () => {},
+      signOut: () => {},
+      isLoading: false,
+      error: null,
+      token: null,
+    }
+  }
+
+  return {
+    isAuthenticated: auth.isAuthenticated,
+    user: auth.user,
+    signIn: auth.signinRedirect,
+    signOut: () => {
+      const clientId = authConfig?.client_id || import.meta.env.VITE_COGNITO_CLIENT_ID || ""
+      const logoutUri =
+        authConfig?.redirect_uri ||
+        import.meta.env.VITE_COGNITO_REDIRECT_URI ||
+        "http://localhost:3000"
+
+      auth.signoutRedirect({
+        extraQueryParams: {
+          client_id: clientId,
+          logout_uri: logoutUri,
+        },
+      })
+    },
+    isLoading: auth.isLoading,
+    error: auth.error,
+    token: auth.user?.id_token,
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/hooks/useToolRenderer.ts b/samples/agentic-knowledge-discovery/frontend/src/hooks/useToolRenderer.ts
new file mode 100644
index 0000000..fa0132e
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/hooks/useToolRenderer.ts
@@ -0,0 +1,32 @@
+import type { ReactNode } from "react"
+import type { ToolCallStatus } from "@/components/chat/types"
+
+export interface ToolRenderProps {
+  name: string
+  args: string
+  status: ToolCallStatus
+  result?: string
+}
+
+export type ToolRenderFn = (props: ToolRenderProps) => ReactNode
+
+const renderers = new Map<string, ToolRenderFn>()
+
+export function useDefaultTool(render: ToolRenderFn) {
+  renderers.set("*", render)
+}
+
+export function useToolRenderer(name: string, render: ToolRenderFn) {
+  renderers.set(name, render)
+}
+
+export function getToolRenderer(name: string): ToolRenderFn | null {
+  return renderers.get(name) ?? renderers.get("*") ?? null
+}
+
+/** True only when a tool has its own dedicated renderer (not the default "*").
+ * Used to decide which tool calls are "internal" (grouped into Analyzing) vs
+ * deliverable (rendered inline, e.g. citations and suggestions). */
+export function hasToolRenderer(name: string): boolean {
+  return renderers.has(name)
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/client.ts b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/client.ts
new file mode 100644
index 0000000..50f2593
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/client.ts
@@ -0,0 +1,75 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import type { AgentCoreConfig, StreamCallback } from "./types"
+import { parseAguiChunk } from "./parsers/agui"
+import { readSSEStream } from "./utils/sse"
+
+/**
+ * Client for the AgentCore Runtime. Both agent implementations in this sample
+ * (Strands and LangGraph) speak the AG-UI protocol, so the client always uses
+ * the AG-UI payload format and parser. `pattern` is just an identifier for
+ * display/telemetry.
+ */
+export class AgentCoreClient {
+  private runtimeArn: string
+  private region: string
+
+  constructor(config: AgentCoreConfig) {
+    this.runtimeArn = config.runtimeArn
+    this.region = config.region ?? "us-east-1"
+  }
+
+  generateSessionId(): string {
+    return crypto.randomUUID()
+  }
+
+  async invoke(
+    query: string,
+    sessionId: string,
+    accessToken: string,
+    onEvent: StreamCallback,
+    options?: { modelId?: string }
+  ): Promise<void> {
+    if (!accessToken) throw new Error("No valid access token found.")
+    if (!this.runtimeArn) throw new Error("Agent Runtime ARN not configured.")
+
+    const endpoint = `https://bedrock-agentcore.${this.region}.amazonaws.com`
+    const escapedArn = encodeURIComponent(this.runtimeArn)
+    const url = `${endpoint}/runtimes/${escapedArn}/invocations?qualifier=DEFAULT`
+
+    const traceId = `1-${Math.floor(Date.now() / 1000).toString(16)}-${crypto.randomUUID()}`
+
+    // AG-UI RunAgentInput payload.
+    const body = {
+      threadId: sessionId,
+      runId: crypto.randomUUID(),
+      messages: [{ id: crypto.randomUUID(), role: "user", content: query }],
+      state: {},
+      tools: [],
+      context: [],
+      forwardedProps: options?.modelId ? { modelId: options.modelId } : {},
+    }
+
+    // User identity is extracted server-side from the validated JWT token
+    // (Authorization header), not sent in the payload body. This prevents
+    // impersonation via prompt injection.
+    const response = await fetch(url, {
+      method: "POST",
+      headers: {
+        Authorization: `Bearer ${accessToken}`,
+        "X-Amzn-Trace-Id": traceId,
+        "Content-Type": "application/json",
+        "X-Amzn-Bedrock-AgentCore-Runtime-Session-Id": sessionId,
+      },
+      body: JSON.stringify(body),
+    })
+
+    if (!response.ok) {
+      const errorText = await response.text()
+      throw new Error(`HTTP ${response.status}: ${errorText}`)
+    }
+
+    await readSSEStream(response, parseAguiChunk, onEvent)
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/index.ts b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/index.ts
new file mode 100644
index 0000000..57ea098
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/index.ts
@@ -0,0 +1,11 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+export { AgentCoreClient } from "./client"
+export type {
+  AgentCoreConfig,
+  AgentPattern,
+  StreamCallback,
+  StreamEvent,
+  ChunkParser,
+} from "./types"
diff --git a/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/parsers/agui.ts b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/parsers/agui.ts
new file mode 100644
index 0000000..8493c45
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/parsers/agui.ts
@@ -0,0 +1,81 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import type { ChunkParser } from "../types"
+
+/**
+ * Parses SSE chunks from AG-UI (ag-ui-strands) agents.
+ *
+ * AG-UI events arrive as `data: <JSON>` where each JSON object has a `type` field:
+ *   RUN_STARTED, STATE_SNAPSHOT, TEXT_MESSAGE_START, TEXT_MESSAGE_CONTENT,
+ *   TEXT_MESSAGE_END, TOOL_CALL_START, TOOL_CALL_ARGS, TOOL_CALL_END,
+ *   TOOL_CALL_RESULT, RUN_FINISHED
+ */
+export const parseAguiChunk: ChunkParser = (line, callback) => {
+  if (!line.startsWith("data: ")) return
+
+  const data = line.substring(6).trim()
+  if (!data) return
+
+  try {
+    const json = JSON.parse(data)
+    const eventType: string = json.type
+
+    switch (eventType) {
+      case "TEXT_MESSAGE_CONTENT":
+        callback({ type: "text", content: json.delta ?? "" })
+        break
+
+      case "TOOL_CALL_START":
+        callback({
+          type: "tool_use_start",
+          toolUseId: json.toolCallId,
+          name: json.toolCallName,
+        })
+        break
+
+      case "TOOL_CALL_ARGS":
+        callback({
+          type: "tool_use_delta",
+          toolUseId: json.toolCallId,
+          input: json.delta ?? "",
+        })
+        break
+
+      case "TOOL_CALL_RESULT":
+        callback({
+          type: "tool_result",
+          toolUseId: json.toolCallId,
+          result: json.content ?? "",
+        })
+        break
+
+      case "RUN_FINISHED":
+        callback({ type: "result", stopReason: "end_turn" })
+        callback({ type: "lifecycle", event: "run_finished" })
+        break
+
+      case "RUN_STARTED":
+        callback({ type: "lifecycle", event: "run_started" })
+        break
+
+      case "TEXT_MESSAGE_START":
+        callback({ type: "lifecycle", event: "message_start" })
+        break
+
+      case "TEXT_MESSAGE_END":
+        callback({ type: "lifecycle", event: "message_end" })
+        break
+
+      case "STATE_SNAPSHOT":
+      case "TOOL_CALL_END":
+        // Informational — no action needed
+        break
+
+      default:
+        console.debug("Unhandled AG-UI event type:", eventType)
+    }
+  } catch {
+    console.debug("Failed to parse AG-UI event:", data)
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/types.ts b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/types.ts
new file mode 100644
index 0000000..8aaa5e0
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/types.ts
@@ -0,0 +1,29 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/** Identifier of the deployed agent implementation (e.g. "strands-agent",
+ * "langgraph-agent"). Both speak AG-UI, so this is informational only. */
+export type AgentPattern = string
+
+/** Configuration for AgentCoreClient */
+export interface AgentCoreConfig {
+  runtimeArn: string
+  region?: string
+  pattern: AgentPattern
+}
+
+/** Stream event types emitted by parsers */
+export type StreamEvent =
+  | { type: "text"; content: string }
+  | { type: "tool_use_start"; toolUseId: string; name: string }
+  | { type: "tool_use_delta"; toolUseId: string; input: string }
+  | { type: "tool_result"; toolUseId: string; result: string }
+  | { type: "message"; role: string; content: unknown[] }
+  | { type: "result"; stopReason: string }
+  | { type: "lifecycle"; event: string }
+
+/** Callback invoked with each stream event */
+export type StreamCallback = (event: StreamEvent) => void
+
+/** Parses a single SSE line and emits events via callback */
+export type ChunkParser = (line: string, callback: StreamCallback) => void
diff --git a/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/utils/sse.ts b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/utils/sse.ts
new file mode 100644
index 0000000..74724cf
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/lib/agentcore-client/utils/sse.ts
@@ -0,0 +1,45 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import type { ChunkParser, StreamCallback } from "../types"
+
+/** Reads an SSE response stream, passing each line to the parser. */
+export async function readSSEStream(
+  response: Response,
+  parser: ChunkParser,
+  callback: StreamCallback
+): Promise<void> {
+  let buffer = ""
+
+  if (!response.body) {
+    return
+  }
+
+  const reader = response.body.getReader()
+  const decoder = new TextDecoder()
+
+  try {
+    while (true) {
+      const { done, value } = await reader.read()
+      if (done) break
+
+      buffer += decoder.decode(value, { stream: true })
+
+      const lines = buffer.split("\n")
+      buffer = lines.pop() || ""
+
+      for (const line of lines) {
+        if (line.trim()) {
+          parser(line, callback)
+        }
+      }
+    }
+
+    // Process any remaining data in the buffer
+    if (buffer.trim()) {
+      parser(buffer, callback)
+    }
+  } finally {
+    reader.releaseLock()
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/lib/auth.ts b/samples/agentic-knowledge-discovery/frontend/src/lib/auth.ts
new file mode 100644
index 0000000..7b77c1c
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/lib/auth.ts
@@ -0,0 +1,110 @@
+import { WebStorageStateStore } from "oidc-client-ts"
+
+// Configuration type matching the cognitoAuthConfig structure
+type AwsExportsConfig = {
+  authority?: string
+  client_id?: string
+  redirect_uri?: string
+  post_logout_redirect_uri?: string
+  response_type?: string
+  scope?: string
+  automaticSilentRenew?: boolean
+  userStore: WebStorageStateStore | undefined
+}
+
+/**
+ * Configuration Priority (highest to lowest):
+ * 1. Environment variables (VITE_COGNITO_*)
+ * 2. aws-exports.json file
+ * 3. Default values
+ */
+
+// Cache for loaded config
+let configCache: AwsExportsConfig | null = null
+let configPromise: Promise<AwsExportsConfig | null> | null = null
+
+// Load configuration from aws-exports.json at runtime
+async function loadAwsConfig(): Promise<AwsExportsConfig | null> {
+  if (configCache) {
+    return configCache
+  }
+
+  if (configPromise) {
+    return configPromise
+  }
+
+  configPromise = (async () => {
+    try {
+      const response = await fetch("/aws-exports.json")
+      if (!response.ok) {
+        throw new Error(`Failed to load aws-exports.json: ${response.status}`)
+      }
+      const config = await response.json()
+      configCache = config
+      return config
+    } catch (error) {
+      console.error("Failed to load aws-exports.json:", error)
+      throw error
+    }
+  })()
+
+  return configPromise
+}
+
+// Create auth config factory function that loads config dynamically
+export async function createCognitoAuthConfig(): Promise<AwsExportsConfig> {
+  const awsConfig = await loadAwsConfig()
+
+  if (awsConfig === null) {
+    throw Error("aws-exports.json file not found")
+  }
+
+  // Get environment variables
+  const userPoolId = import.meta.env.VITE_COGNITO_USER_POOL_ID
+  const clientId = import.meta.env.VITE_COGNITO_CLIENT_ID
+  const region = import.meta.env.VITE_COGNITO_REGION
+  const redirectUri = import.meta.env.VITE_COGNITO_REDIRECT_URI
+  const postLogoutRedirectUri = import.meta.env.VITE_COGNITO_POST_LOGOUT_REDIRECT_URI
+  const responseType = import.meta.env.VITE_COGNITO_RESPONSE_TYPE
+  const scope = import.meta.env.VITE_COGNITO_SCOPE
+  const automaticSilentRenew = import.meta.env.VITE_COGNITO_AUTOMATIC_SILENT_RENEW
+
+  // Build authority from environment variables if region and userPoolId are provided
+  const envAuthority =
+    region && userPoolId ? `https://cognito-idp.${region}.amazonaws.com/${userPoolId}` : undefined
+
+  return {
+    authority: envAuthority || awsConfig.authority,
+    client_id: clientId || awsConfig.client_id,
+    redirect_uri: redirectUri || awsConfig.redirect_uri,
+    post_logout_redirect_uri:
+      postLogoutRedirectUri || redirectUri || awsConfig.post_logout_redirect_uri,
+    response_type: responseType || awsConfig.response_type || "code",
+    scope: scope || awsConfig.scope || "email openid profile",
+    automaticSilentRenew:
+      automaticSilentRenew === "false"
+        ? false
+        : automaticSilentRenew === "true"
+          ? true
+          : (awsConfig.automaticSilentRenew ?? true),
+    userStore:
+      typeof window !== "undefined"
+        ? new WebStorageStateStore({ store: window.localStorage })
+        : undefined,
+  }
+}
+
+// Synchronous version for backwards compatibility (uses env vars as fallback)
+export const cognitoAuthConfig = {
+  authority: `https://cognito-idp.${import.meta.env.VITE_COGNITO_REGION}.amazonaws.com/${import.meta.env.VITE_COGNITO_USER_POOL_ID}`,
+  client_id: import.meta.env.VITE_COGNITO_CLIENT_ID,
+  redirect_uri: import.meta.env.VITE_COGNITO_REDIRECT_URI,
+  post_logout_redirect_uri: import.meta.env.VITE_COGNITO_REDIRECT_URI,
+  response_type: "code",
+  scope: "email openid profile",
+  automaticSilentRenew: true,
+  userStore:
+    typeof window !== "undefined"
+      ? new WebStorageStateStore({ store: window.localStorage })
+      : undefined,
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/lib/utils.ts b/samples/agentic-knowledge-discovery/frontend/src/lib/utils.ts
new file mode 100644
index 0000000..bd0c391
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/lib/utils.ts
@@ -0,0 +1,6 @@
+import { clsx, type ClassValue } from "clsx"
+import { twMerge } from "tailwind-merge"
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs))
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/main.tsx b/samples/agentic-knowledge-discovery/frontend/src/main.tsx
new file mode 100644
index 0000000..49cd4e3
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/main.tsx
@@ -0,0 +1,13 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import React from "react"
+import ReactDOM from "react-dom/client"
+import App from "./App"
+import "./styles/globals.css"
+
+ReactDOM.createRoot(document.getElementById("root")!).render(
+  <React.StrictMode>
+    <App />
+  </React.StrictMode>
+)
diff --git a/samples/agentic-knowledge-discovery/frontend/src/routes/ChatPage.tsx b/samples/agentic-knowledge-discovery/frontend/src/routes/ChatPage.tsx
new file mode 100644
index 0000000..7f8e4ff
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/routes/ChatPage.tsx
@@ -0,0 +1,29 @@
+"use client"
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import ChatInterface from "@/components/chat/ChatInterface"
+import { Button } from "@/components/ui/button"
+import { useAuth } from "@/hooks/useAuth"
+import { GlobalContextProvider } from "@/app/context/GlobalContext"
+
+export default function ChatPage() {
+  const { isAuthenticated, signIn } = useAuth()
+
+  if (!isAuthenticated) {
+    return (
+      <div className="flex flex-col items-center justify-center min-h-screen gap-4">
+        <p className="text-4xl">Please sign in</p>
+        <Button onClick={() => signIn()}>Sign In</Button>
+      </div>
+    )
+  }
+
+  return (
+    <GlobalContextProvider>
+      <div className="relative h-screen">
+        <ChatInterface />
+      </div>
+    </GlobalContextProvider>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/routes/index.tsx b/samples/agentic-knowledge-discovery/frontend/src/routes/index.tsx
new file mode 100644
index 0000000..f746714
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/routes/index.tsx
@@ -0,0 +1,13 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { Routes, Route } from "react-router-dom"
+import ChatPage from "./ChatPage"
+
+export default function AppRoutes() {
+  return (
+    <Routes>
+      <Route path="/" element={<ChatPage />} />
+    </Routes>
+  )
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/services/feedbackService.ts b/samples/agentic-knowledge-discovery/frontend/src/services/feedbackService.ts
new file mode 100644
index 0000000..df28075
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/services/feedbackService.ts
@@ -0,0 +1,73 @@
+/**
+ * Feedback Service
+ * Handles submission of user feedback to the backend API
+ */
+
+// Load API URL from aws-exports.json
+let FEEDBACK_API_URL = ""
+
+// Dynamically load the API URL from aws-exports.json
+async function loadApiUrl(): Promise<string> {
+  if (FEEDBACK_API_URL) {
+    return FEEDBACK_API_URL
+  }
+
+  try {
+    const response = await fetch("/aws-exports.json")
+    const config = await response.json()
+    FEEDBACK_API_URL = config.feedbackApiUrl ? `${config.feedbackApiUrl}feedback` : ""
+    return FEEDBACK_API_URL
+  } catch (error) {
+    console.error("Failed to load API URL from aws-exports.json:", error)
+    throw new Error("Feedback API URL not configured")
+  }
+}
+
+export interface FeedbackPayload {
+  sessionId: string
+  message: string
+  feedbackType: "positive" | "negative"
+  comment?: string
+}
+
+export interface FeedbackResponse {
+  success: boolean
+  feedbackId: string
+}
+
+/**
+ * Submit feedback to the backend API
+ *
+ * @param payload - Feedback data in camelCase format
+ * @param idToken - Cognito ID token for authentication (required by API Gateway Cognito authorizer)
+ * @returns Promise with feedback response
+ */
+export async function submitFeedback(
+  payload: FeedbackPayload,
+  idToken: string
+): Promise<FeedbackResponse> {
+  try {
+    // Load the API URL dynamically
+    const apiUrl = await loadApiUrl()
+
+    const response = await fetch(apiUrl, {
+      method: "POST",
+      headers: {
+        "Content-Type": "application/json",
+        Authorization: `Bearer ${idToken}`,
+      },
+      body: JSON.stringify(payload),
+    })
+
+    if (!response.ok) {
+      const errorData = await response.json().catch(() => ({}))
+      throw new Error(errorData.error || `HTTP error! status: ${response.status}`)
+    }
+
+    const data: FeedbackResponse = await response.json()
+    return data
+  } catch (error) {
+    console.error("Error submitting feedback:", error)
+    throw error
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/services/sessionService.ts b/samples/agentic-knowledge-discovery/frontend/src/services/sessionService.ts
new file mode 100644
index 0000000..aa41a59
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/services/sessionService.ts
@@ -0,0 +1,76 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/**
+ * Session history service. Calls the Cognito-authorized sessions API, which
+ * persists and serves the exact frontend transcript in DynamoDB. The API base
+ * URL comes from aws-exports.json (sessionsApiUrl).
+ */
+
+import type { Message } from "@/components/chat/types"
+
+export interface SessionSummary {
+  sessionId: string
+  title: string
+  lastActivity: string | null
+}
+
+let baseUrl = ""
+
+async function loadBaseUrl(): Promise<string> {
+  if (baseUrl) return baseUrl
+  const response = await fetch("/aws-exports.json")
+  const config = await response.json()
+  baseUrl = config.sessionsApiUrl || ""
+  if (!baseUrl) throw new Error("Sessions API URL not configured")
+  return baseUrl
+}
+
+function authHeaders(idToken: string): Record<string, string> {
+  return {
+    "Content-Type": "application/json",
+    Authorization: `Bearer ${idToken}`,
+  }
+}
+
+export async function listSessions(idToken: string): Promise<SessionSummary[]> {
+  const url = await loadBaseUrl()
+  const res = await fetch(`${url}sessions`, { headers: authHeaders(idToken) })
+  if (!res.ok) throw new Error(`Failed to list sessions: ${res.status}`)
+  const data = await res.json()
+  return data.sessions ?? []
+}
+
+export async function getSession(sessionId: string, idToken: string): Promise<Message[]> {
+  const url = await loadBaseUrl()
+  const res = await fetch(`${url}sessions/${encodeURIComponent(sessionId)}`, {
+    headers: authHeaders(idToken),
+  })
+  if (!res.ok) throw new Error(`Failed to load session: ${res.status}`)
+  const data = await res.json()
+  return data.messages ?? []
+}
+
+export async function saveSession(
+  sessionId: string,
+  title: string,
+  messages: Message[],
+  idToken: string
+): Promise<void> {
+  const url = await loadBaseUrl()
+  const res = await fetch(`${url}sessions/${encodeURIComponent(sessionId)}`, {
+    method: "PUT",
+    headers: authHeaders(idToken),
+    body: JSON.stringify({ title, messages, updatedAt: new Date().toISOString() }),
+  })
+  if (!res.ok) throw new Error(`Failed to save session: ${res.status}`)
+}
+
+export async function deleteSession(sessionId: string, idToken: string): Promise<void> {
+  const url = await loadBaseUrl()
+  const res = await fetch(`${url}sessions/${encodeURIComponent(sessionId)}`, {
+    method: "DELETE",
+    headers: authHeaders(idToken),
+  })
+  if (!res.ok) throw new Error(`Failed to delete session: ${res.status}`)
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/styles/globals.css b/samples/agentic-knowledge-discovery/frontend/src/styles/globals.css
new file mode 100644
index 0000000..54c263d
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/styles/globals.css
@@ -0,0 +1,155 @@
+@import "tailwindcss";
+@import "tw-animate-css";
+
+@custom-variant dark (&:is(.dark *));
+
+@theme inline {
+  --color-background: var(--background);
+  --color-foreground: var(--foreground);
+  --font-sans: var(--font-geist-sans);
+  --font-mono: var(--font-geist-mono);
+  --color-brand-dark: hsl(197, 37%, 24%);
+  --color-brand-teal: hsl(173, 58%, 39%);
+  --color-brand-lime: hsl(43, 74%, 66%);
+  --color-brand-yellow: hsl(27, 87%, 67%);
+  --color-brand-orange: hsl(12, 76%, 61%);
+  --color-sidebar-ring: var(--sidebar-ring);
+  --color-sidebar-border: var(--sidebar-border);
+  --color-sidebar-accent-foreground: var(--sidebar-accent-foreground);
+  --color-sidebar-accent: var(--sidebar-accent);
+  --color-sidebar-primary-foreground: var(--sidebar-primary-foreground);
+  --color-sidebar-primary: var(--sidebar-primary);
+  --color-sidebar-foreground: var(--sidebar-foreground);
+  --color-sidebar: var(--sidebar);
+  --color-chart-5: var(--chart-5);
+  --color-chart-4: var(--chart-4);
+  --color-chart-3: var(--chart-3);
+  --color-chart-2: var(--chart-2);
+  --color-chart-1: var(--chart-1);
+  --color-ring: var(--ring);
+  --color-input: var(--input);
+  --color-border: var(--border);
+  --color-destructive: var(--destructive);
+  --color-accent-foreground: var(--accent-foreground);
+  --color-accent: var(--accent);
+  --color-muted-foreground: var(--muted-foreground);
+  --color-muted: var(--muted);
+  --color-secondary-foreground: var(--secondary-foreground);
+  --color-secondary: var(--secondary);
+  --color-primary-foreground: var(--primary-foreground);
+  --color-primary: var(--primary);
+  --color-popover-foreground: var(--popover-foreground);
+  --color-popover: var(--popover);
+  --color-card-foreground: var(--card-foreground);
+  --color-card: var(--card);
+  --radius-sm: calc(var(--radius) - 4px);
+  --radius-md: calc(var(--radius) - 2px);
+  --radius-lg: var(--radius);
+  --radius-xl: calc(var(--radius) + 4px);
+}
+
+:root {
+  --radius: 0.625rem;
+  --background: oklch(1 0 0);
+  --foreground: oklch(0.145 0 0);
+  --brand-dark: 197 37% 24%;
+  --brand-teal: 173 58% 39%;
+  --brand-lime: 43 74% 66%;
+  --brand-yellow: 27 87% 67%;
+  --brand-orange: 12 76% 61%;
+  --card: oklch(1 0 0);
+  --card-foreground: oklch(0.145 0 0);
+  --popover: oklch(1 0 0);
+  --popover-foreground: oklch(0.145 0 0);
+  --primary: oklch(0.205 0 0);
+  --primary-foreground: oklch(0.985 0 0);
+  --secondary: oklch(0.97 0 0);
+  --secondary-foreground: oklch(0.205 0 0);
+  --muted: oklch(0.97 0 0);
+  --muted-foreground: oklch(0.556 0 0);
+  --accent: oklch(0.97 0 0);
+  --accent-foreground: oklch(0.205 0 0);
+  --destructive: oklch(0.577 0.245 27.325);
+  --border: oklch(0.922 0 0);
+  --input: oklch(0.922 0 0);
+  --ring: oklch(0.708 0 0);
+  --chart-1: oklch(0.646 0.222 41.116);
+  --chart-2: oklch(0.6 0.118 184.704);
+  --chart-3: oklch(0.398 0.07 227.392);
+  --chart-4: oklch(0.828 0.189 84.429);
+  --chart-5: oklch(0.769 0.188 70.08);
+  --sidebar: oklch(0.985 0 0);
+  --sidebar-foreground: oklch(0.145 0 0);
+  --sidebar-primary: oklch(0.205 0 0);
+  --sidebar-primary-foreground: oklch(0.985 0 0);
+  --sidebar-accent: oklch(0.97 0 0);
+  --sidebar-accent-foreground: oklch(0.205 0 0);
+  --sidebar-border: oklch(0.922 0 0);
+  --sidebar-ring: oklch(0.708 0 0);
+
+  /* Font variables for Geist fonts */
+  --font-geist-sans:
+    "Geist Sans", system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif;
+  --font-geist-mono: "Geist Mono", "Courier New", Consolas, Monaco, monospace;
+}
+
+.dark {
+  --background: oklch(0.145 0 0);
+  --foreground: oklch(0.985 0 0);
+  --card: oklch(0.205 0 0);
+  --card-foreground: oklch(0.985 0 0);
+  --popover: oklch(0.205 0 0);
+  --popover-foreground: oklch(0.985 0 0);
+  --primary: oklch(0.922 0 0);
+  --primary-foreground: oklch(0.205 0 0);
+  --secondary: oklch(0.269 0 0);
+  --secondary-foreground: oklch(0.985 0 0);
+  --muted: oklch(0.269 0 0);
+  --muted-foreground: oklch(0.708 0 0);
+  --accent: oklch(0.269 0 0);
+  --accent-foreground: oklch(0.985 0 0);
+  --destructive: oklch(0.704 0.191 22.216);
+  --border: oklch(1 0 0 / 10%);
+  --input: oklch(1 0 0 / 15%);
+  --ring: oklch(0.556 0 0);
+  --chart-1: oklch(0.488 0.243 264.376);
+  --chart-2: oklch(0.696 0.17 162.48);
+  --chart-3: oklch(0.769 0.188 70.08);
+  --chart-4: oklch(0.627 0.265 303.9);
+  --chart-5: oklch(0.645 0.246 16.439);
+  --sidebar: oklch(0.205 0 0);
+  --sidebar-foreground: oklch(0.985 0 0);
+  --sidebar-primary: oklch(0.488 0.243 264.376);
+  --sidebar-primary-foreground: oklch(0.985 0 0);
+  --sidebar-accent: oklch(0.269 0 0);
+  --sidebar-accent-foreground: oklch(0.985 0 0);
+  --sidebar-border: oklch(1 0 0 / 10%);
+  --sidebar-ring: oklch(0.556 0 0);
+}
+
+@layer base {
+  * {
+    @apply border-border outline-ring/50;
+  }
+  body {
+    @apply bg-background text-foreground;
+  }
+  a {
+    @apply text-brand-yellow hover:text-brand-yellow/80 underline;
+  }
+}
+
+@keyframes fade-in-up {
+  0% {
+    opacity: 0;
+    transform: translateY(30px);
+  }
+  100% {
+    opacity: 1;
+    transform: translateY(0);
+  }
+}
+
+.animate-fade-in-up {
+  animation: fade-in-up 2s ease-out;
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/build.test.ts b/samples/agentic-knowledge-discovery/frontend/src/test/build.test.ts
new file mode 100644
index 0000000..afb89aa
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/build.test.ts
@@ -0,0 +1,197 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { describe, it, expect } from "vitest"
+import { existsSync, readdirSync, readFileSync, statSync } from "fs"
+import { resolve, join } from "path"
+
+describe("Build Output Tests", () => {
+  const buildDir = resolve(__dirname, "../../build")
+
+  describe("Build Directory", () => {
+    it("should have build directory", () => {
+      expect(existsSync(buildDir)).toBe(true)
+    })
+
+    it("should contain index.html at root", () => {
+      const indexPath = join(buildDir, "index.html")
+      expect(existsSync(indexPath)).toBe(true)
+    })
+
+    it("should have assets directory", () => {
+      const assetsPath = join(buildDir, "assets")
+      expect(existsSync(assetsPath)).toBe(true)
+    })
+  })
+
+  describe("Index HTML", () => {
+    it("should have valid HTML structure", () => {
+      const indexPath = join(buildDir, "index.html")
+      if (existsSync(indexPath)) {
+        const content = readFileSync(indexPath, "utf-8")
+        expect(content).toContain("<!DOCTYPE html>")
+        expect(content).toContain("<html")
+        expect(content).toContain("<head>")
+        expect(content).toContain("<body>")
+        expect(content).toContain('<div id="root">')
+      }
+    })
+
+    it("should reference bundled JavaScript files", () => {
+      const indexPath = join(buildDir, "index.html")
+      if (existsSync(indexPath)) {
+        const content = readFileSync(indexPath, "utf-8")
+        // Should have script tags with module type
+        expect(content).toMatch(/<script[^>]*type="module"[^>]*>/i)
+      }
+    })
+
+    it("should reference bundled CSS files", () => {
+      const indexPath = join(buildDir, "index.html")
+      if (existsSync(indexPath)) {
+        const content = readFileSync(indexPath, "utf-8")
+        // Should have link tags for stylesheets
+        expect(content).toMatch(/<link[^>]*rel="stylesheet"[^>]*>/i)
+      }
+    })
+  })
+
+  describe("Asset Files", () => {
+    it("should contain JavaScript files", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const jsFiles = files.filter(f => f.endsWith(".js"))
+        expect(jsFiles.length).toBeGreaterThan(0)
+      }
+    })
+
+    it("should contain CSS files", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const cssFiles = files.filter(f => f.endsWith(".css"))
+        expect(cssFiles.length).toBeGreaterThan(0)
+      }
+    })
+
+    it("should have minified JavaScript files", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const jsFiles = files.filter(f => f.endsWith(".js") && !f.endsWith(".map"))
+
+        if (jsFiles.length > 0) {
+          const sampleFile = join(assetsPath, jsFiles[0])
+          const content = readFileSync(sampleFile, "utf-8")
+          // Minified files typically have no newlines or very few
+          const lineCount = content.split("\n").length
+          expect(lineCount).toBeLessThan(10) // Minified files should have very few lines
+        }
+      }
+    })
+
+    it("should have minified CSS files", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const cssFiles = files.filter(f => f.endsWith(".css") && !f.endsWith(".map"))
+
+        if (cssFiles.length > 0) {
+          const sampleFile = join(assetsPath, cssFiles[0])
+          const content = readFileSync(sampleFile, "utf-8")
+          // Minified CSS should have minimal whitespace
+          expect(content).not.toMatch(/\n\s+/g) // Should not have indented lines
+        }
+      }
+    })
+  })
+
+  describe("Source Maps", () => {
+    it("should generate JavaScript source maps", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const mapFiles = files.filter(f => f.endsWith(".js.map"))
+        expect(mapFiles.length).toBeGreaterThan(0)
+      }
+    })
+
+    it("should have valid source map structure", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const mapFiles = files.filter(f => f.endsWith(".js.map"))
+
+        if (mapFiles.length > 0) {
+          const mapFile = join(assetsPath, mapFiles[0])
+          const content = readFileSync(mapFile, "utf-8")
+          const sourceMap = JSON.parse(content)
+
+          // Valid source maps should have these properties
+          expect(sourceMap).toHaveProperty("version")
+          expect(sourceMap).toHaveProperty("sources")
+          expect(sourceMap).toHaveProperty("mappings")
+        }
+      }
+    })
+  })
+
+  describe("Code Splitting", () => {
+    it("should create multiple JavaScript chunks", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const jsFiles = files.filter(f => f.endsWith(".js") && !f.endsWith(".map"))
+        // Should have multiple chunks due to code splitting
+        expect(jsFiles.length).toBeGreaterThan(1)
+      }
+    })
+
+    it("should have vendor chunks for libraries", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const jsFiles = files.filter(f => f.endsWith(".js") && !f.endsWith(".map"))
+
+        // Check if there are multiple chunks (indicating code splitting)
+        // The exact naming depends on Vite's chunking strategy
+        expect(jsFiles.length).toBeGreaterThanOrEqual(2)
+      }
+    })
+  })
+
+  describe("Static Assets", () => {
+    it("should copy public assets to build directory", () => {
+      const faviconPath = join(buildDir, "favicon.ico")
+      expect(existsSync(faviconPath)).toBe(true)
+    })
+
+    it("should preserve public asset structure", () => {
+      // Check that public assets are at the root of build, not in a subdirectory
+      const faviconPath = join(buildDir, "favicon.ico")
+      if (existsSync(faviconPath)) {
+        const stats = statSync(faviconPath)
+        expect(stats.isFile()).toBe(true)
+      }
+    })
+  })
+
+  describe("Build Optimization", () => {
+    it("should produce optimized bundle sizes", () => {
+      const assetsPath = join(buildDir, "assets")
+      if (existsSync(assetsPath)) {
+        const files = readdirSync(assetsPath)
+        const jsFiles = files.filter(f => f.endsWith(".js") && !f.endsWith(".map"))
+
+        // Check that individual chunks are reasonably sized (not too large)
+        jsFiles.forEach(file => {
+          const filePath = join(assetsPath, file)
+          const stats = statSync(filePath)
+          // Individual chunks should typically be under 1MB for good performance
+          expect(stats.size).toBeLessThan(1024 * 1024) // 1MB
+        })
+      }
+    })
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/components.test.tsx b/samples/agentic-knowledge-discovery/frontend/src/test/components.test.tsx
new file mode 100644
index 0000000..1da5a14
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/components.test.tsx
@@ -0,0 +1,131 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { describe, it, expect } from "vitest"
+import { readFileSync } from "fs"
+import { resolve } from "path"
+
+describe("Component Integration Tests", () => {
+  describe("App Component Structure", () => {
+    it("should import BrowserRouter from react-router-dom", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+      expect(appContent).toContain("import { BrowserRouter } from 'react-router-dom'")
+    })
+
+    it("should import AuthProvider", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+      expect(appContent).toContain("import { AuthProvider } from '@/components/auth/AuthProvider'")
+    })
+
+    it("should wrap routes with BrowserRouter", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+      expect(appContent).toContain("<BrowserRouter>")
+      expect(appContent).toContain("</BrowserRouter>")
+    })
+
+    it("should wrap routes with AuthProvider", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+      expect(appContent).toContain("<AuthProvider>")
+      expect(appContent).toContain("</AuthProvider>")
+    })
+
+    it("should render AppRoutes component", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+      expect(appContent).toContain("<AppRoutes />")
+    })
+  })
+
+  describe("AuthProvider Component", () => {
+    it("should use react-oidc-context AuthProvider", () => {
+      const authProviderContent = readFileSync(
+        resolve(__dirname, "../components/auth/AuthProvider.tsx"),
+        "utf-8"
+      )
+      expect(authProviderContent).toContain(
+        'import { AuthProvider as OidcAuthProvider } from "react-oidc-context"'
+      )
+    })
+
+    it("should load auth configuration", () => {
+      const authProviderContent = readFileSync(
+        resolve(__dirname, "../components/auth/AuthProvider.tsx"),
+        "utf-8"
+      )
+      expect(authProviderContent).toContain("createCognitoAuthConfig")
+    })
+
+    it("should show loading state while loading config", () => {
+      const authProviderContent = readFileSync(
+        resolve(__dirname, "../components/auth/AuthProvider.tsx"),
+        "utf-8"
+      )
+      expect(authProviderContent).toContain("Loading authentication configuration")
+    })
+
+    it("should handle auth config loading errors", () => {
+      const authProviderContent = readFileSync(
+        resolve(__dirname, "../components/auth/AuthProvider.tsx"),
+        "utf-8"
+      )
+      expect(authProviderContent).toContain("Failed to load authentication configuration")
+    })
+
+    it("should wrap children with OidcAuthProvider", () => {
+      const authProviderContent = readFileSync(
+        resolve(__dirname, "../components/auth/AuthProvider.tsx"),
+        "utf-8"
+      )
+      expect(authProviderContent).toContain("<OidcAuthProvider")
+      expect(authProviderContent).toContain("</OidcAuthProvider>")
+    })
+  })
+
+  describe("ChatPage Component", () => {
+    it("should use useAuth hook", () => {
+      const chatPageContent = readFileSync(resolve(__dirname, "../routes/ChatPage.tsx"), "utf-8")
+      expect(chatPageContent).toContain('import { useAuth } from "@/hooks/useAuth"')
+      expect(chatPageContent).toContain("const { isAuthenticated, signIn } = useAuth()")
+    })
+
+    it("should render sign-in UI for unauthenticated users", () => {
+      const chatPageContent = readFileSync(resolve(__dirname, "../routes/ChatPage.tsx"), "utf-8")
+      expect(chatPageContent).toContain("if (!isAuthenticated)")
+      expect(chatPageContent).toContain("Please sign in")
+      expect(chatPageContent).toContain("Sign In")
+    })
+
+    it("should render ChatInterface for authenticated users", () => {
+      const chatPageContent = readFileSync(resolve(__dirname, "../routes/ChatPage.tsx"), "utf-8")
+      expect(chatPageContent).toContain(
+        'import ChatInterface from "@/components/chat/ChatInterface"'
+      )
+      expect(chatPageContent).toContain("<ChatInterface />")
+    })
+
+    it("should wrap authenticated view with GlobalContextProvider", () => {
+      const chatPageContent = readFileSync(resolve(__dirname, "../routes/ChatPage.tsx"), "utf-8")
+      expect(chatPageContent).toContain(
+        'import { GlobalContextProvider } from "@/app/context/GlobalContext"'
+      )
+      expect(chatPageContent).toContain("<GlobalContextProvider>")
+      expect(chatPageContent).toContain("</GlobalContextProvider>")
+    })
+  })
+
+  describe("Route Configuration", () => {
+    it("should define routes using react-router-dom", () => {
+      const routesContent = readFileSync(resolve(__dirname, "../routes/index.tsx"), "utf-8")
+      expect(routesContent).toContain("import { Routes, Route } from 'react-router-dom'")
+    })
+
+    it("should have root route pointing to ChatPage", () => {
+      const routesContent = readFileSync(resolve(__dirname, "../routes/index.tsx"), "utf-8")
+      expect(routesContent).toContain('<Route path="/" element={<ChatPage />} />')
+    })
+
+    it("should import ChatPage component", () => {
+      const routesContent = readFileSync(resolve(__dirname, "../routes/index.tsx"), "utf-8")
+      expect(routesContent).toContain("import ChatPage from './ChatPage'")
+    })
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/config.test.ts b/samples/agentic-knowledge-discovery/frontend/src/test/config.test.ts
new file mode 100644
index 0000000..9f3bba3
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/config.test.ts
@@ -0,0 +1,199 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { describe, it, expect } from "vitest"
+import { readFileSync } from "fs"
+import { resolve } from "path"
+
+/**
+ * Helper function to parse JSONC (JSON with comments)
+ * Strips single-line and multi-line comments before parsing
+ */
+function parseJSONC(content: string): Record<string, unknown> {
+  // Remove single-line comments
+  let cleaned = content.replace(/\/\/.*$/gm, "")
+  // Remove multi-line comments
+  cleaned = cleaned.replace(/\/\*[\s\S]*?\*\//g, "")
+  return JSON.parse(cleaned)
+}
+
+describe("Configuration Verification Tests", () => {
+  describe("vite.config.ts", () => {
+    it('should have correct outDir set to "build"', () => {
+      const viteConfig = readFileSync(resolve(__dirname, "../../vite.config.ts"), "utf-8")
+      expect(viteConfig).toContain("outDir: 'build'")
+    })
+
+    it("should have correct server port set to 3000", () => {
+      const viteConfig = readFileSync(resolve(__dirname, "../../vite.config.ts"), "utf-8")
+      expect(viteConfig).toContain("port: 3000")
+    })
+
+    it('should have path alias "@" configured', () => {
+      const viteConfig = readFileSync(resolve(__dirname, "../../vite.config.ts"), "utf-8")
+      expect(viteConfig).toContain("@")
+      expect(viteConfig).toContain("./src")
+    })
+
+    it("should have sourcemap enabled", () => {
+      const viteConfig = readFileSync(resolve(__dirname, "../../vite.config.ts"), "utf-8")
+      expect(viteConfig).toContain("sourcemap: true")
+    })
+
+    it("should have React plugin configured", () => {
+      const viteConfig = readFileSync(resolve(__dirname, "../../vite.config.ts"), "utf-8")
+      expect(viteConfig).toContain("react()")
+    })
+
+    it("should have manual chunks configured for code splitting", () => {
+      const viteConfig = readFileSync(resolve(__dirname, "../../vite.config.ts"), "utf-8")
+      expect(viteConfig).toContain("manualChunks")
+      expect(viteConfig).toContain("react-vendor")
+      expect(viteConfig).toContain("ui-vendor")
+      expect(viteConfig).toContain("auth-vendor")
+    })
+  })
+
+  describe("tsconfig.json", () => {
+    it("should have correct target set to ES2020", () => {
+      const tsconfig = parseJSONC(readFileSync(resolve(__dirname, "../../tsconfig.json"), "utf-8"))
+      expect(tsconfig.compilerOptions.target).toBe("ES2020")
+    })
+
+    it("should have bundler module resolution", () => {
+      const tsconfig = parseJSONC(readFileSync(resolve(__dirname, "../../tsconfig.json"), "utf-8"))
+      expect(tsconfig.compilerOptions.moduleResolution).toBe("bundler")
+    })
+
+    it("should have noEmit set to true", () => {
+      const tsconfig = parseJSONC(readFileSync(resolve(__dirname, "../../tsconfig.json"), "utf-8"))
+      expect(tsconfig.compilerOptions.noEmit).toBe(true)
+    })
+
+    it("should have strict mode enabled", () => {
+      const tsconfig = parseJSONC(readFileSync(resolve(__dirname, "../../tsconfig.json"), "utf-8"))
+      expect(tsconfig.compilerOptions.strict).toBe(true)
+    })
+
+    it('should have path alias "@/*" configured', () => {
+      const tsconfig = parseJSONC(readFileSync(resolve(__dirname, "../../tsconfig.json"), "utf-8"))
+      expect(tsconfig.compilerOptions.paths).toHaveProperty("@/*")
+      expect(tsconfig.compilerOptions.paths["@/*"]).toEqual(["./src/*"])
+    })
+
+    it("should have jsx set to react-jsx", () => {
+      const tsconfig = parseJSONC(readFileSync(resolve(__dirname, "../../tsconfig.json"), "utf-8"))
+      expect(tsconfig.compilerOptions.jsx).toBe("react-jsx")
+    })
+
+    it("should include src directory", () => {
+      const tsconfig = parseJSONC(readFileSync(resolve(__dirname, "../../tsconfig.json"), "utf-8"))
+      expect(tsconfig.include).toContain("src")
+    })
+  })
+
+  describe("package.json", () => {
+    it("should have correct dev script using vite", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.scripts.dev).toBe("vite")
+    })
+
+    it("should have correct build script with tsc and vite build", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.scripts.build).toBe("tsc && vite build")
+    })
+
+    it("should have preview script", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.scripts.preview).toBe("vite preview")
+    })
+
+    it("should have vite as a dependency", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.devDependencies).toHaveProperty("vite")
+    })
+
+    it("should have @vitejs/plugin-react as a dependency", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.devDependencies).toHaveProperty("@vitejs/plugin-react")
+    })
+
+    it("should have react-router-dom as a dependency", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.dependencies).toHaveProperty("react-router-dom")
+    })
+
+    it("should NOT have next as a dependency", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.dependencies).not.toHaveProperty("next")
+      expect(packageJson.devDependencies).not.toHaveProperty("next")
+    })
+
+    it("should NOT have eslint-config-next as a dependency", () => {
+      const packageJson = JSON.parse(
+        readFileSync(resolve(__dirname, "../../package.json"), "utf-8")
+      )
+      expect(packageJson.devDependencies).not.toHaveProperty("eslint-config-next")
+    })
+  })
+
+  describe("index.html", () => {
+    it("should have correct DOCTYPE and html structure", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain("<!DOCTYPE html>")
+      expect(indexHtml).toContain('<html lang="en">')
+    })
+
+    it("should have root div element", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain('<div id="root"></div>')
+    })
+
+    it("should reference main.tsx as module script", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain('<script type="module" src="/src/main.tsx"></script>')
+    })
+
+    it("should have correct title", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain("<title>Knowledge Agent</title>")
+    })
+
+    it("should have meta description", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain('<meta name="description"')
+    })
+
+    it("should have viewport meta tag", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain(
+        '<meta name="viewport" content="width=device-width, initial-scale=1.0"'
+      )
+    })
+
+    it("should have favicon link", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain("favicon.ico")
+    })
+
+    it("should have Google Fonts preconnect links", () => {
+      const indexHtml = readFileSync(resolve(__dirname, "../../index.html"), "utf-8")
+      expect(indexHtml).toContain("fonts.googleapis.com")
+      expect(indexHtml).toContain("fonts.gstatic.com")
+    })
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/env.test.ts b/samples/agentic-knowledge-discovery/frontend/src/test/env.test.ts
new file mode 100644
index 0000000..5f15608
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/env.test.ts
@@ -0,0 +1,149 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { describe, it, expect } from "vitest"
+import { readFileSync } from "fs"
+import { resolve } from "path"
+
+describe("Environment Variable Tests", () => {
+  describe("Auth Configuration", () => {
+    it("should use import.meta.env instead of process.env", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should use import.meta.env
+      expect(authContent).toContain("import.meta.env")
+
+      // Should NOT use process.env
+      expect(authContent).not.toContain("process.env")
+    })
+
+    it("should use VITE_ prefix for environment variables", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Check for VITE_ prefixed variables
+      expect(authContent).toContain("VITE_COGNITO_USER_POOL_ID")
+      expect(authContent).toContain("VITE_COGNITO_CLIENT_ID")
+      expect(authContent).toContain("VITE_COGNITO_REGION")
+      expect(authContent).toContain("VITE_COGNITO_REDIRECT_URI")
+      expect(authContent).toContain("VITE_COGNITO_POST_LOGOUT_REDIRECT_URI")
+      expect(authContent).toContain("VITE_COGNITO_RESPONSE_TYPE")
+      expect(authContent).toContain("VITE_COGNITO_SCOPE")
+      expect(authContent).toContain("VITE_COGNITO_AUTOMATIC_SILENT_RENEW")
+    })
+
+    it("should NOT use NEXT_PUBLIC_ prefix", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should NOT have NEXT_PUBLIC_ prefix
+      expect(authContent).not.toContain("NEXT_PUBLIC_")
+    })
+
+    it("should have fallback to aws-exports.json", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should load aws-exports.json as fallback
+      expect(authContent).toContain("aws-exports.json")
+      expect(authContent).toContain("loadAwsConfig")
+    })
+
+    it("should handle missing environment variables gracefully", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should have fallback logic using || operator
+      expect(authContent).toMatch(/\|\|.*awsConfig/)
+    })
+  })
+
+  describe("Environment Variable Type Definitions", () => {
+    it("should have vite-env.d.ts with environment variable types", () => {
+      const viteEnvPath = resolve(__dirname, "../vite-env.d.ts")
+      const viteEnvContent = readFileSync(viteEnvPath, "utf-8")
+
+      // Should reference vite/client types
+      expect(viteEnvContent).toContain('/// <reference types="vite/client" />')
+    })
+
+    it("should define ImportMetaEnv interface", () => {
+      const viteEnvPath = resolve(__dirname, "../vite-env.d.ts")
+      const viteEnvContent = readFileSync(viteEnvPath, "utf-8")
+
+      // Should define ImportMetaEnv interface
+      expect(viteEnvContent).toContain("interface ImportMetaEnv")
+    })
+
+    it("should define Cognito environment variable types", () => {
+      const viteEnvPath = resolve(__dirname, "../vite-env.d.ts")
+      const viteEnvContent = readFileSync(viteEnvPath, "utf-8")
+
+      // Should have Cognito variable types
+      expect(viteEnvContent).toContain("VITE_COGNITO_USER_POOL_ID")
+      expect(viteEnvContent).toContain("VITE_COGNITO_CLIENT_ID")
+      expect(viteEnvContent).toContain("VITE_COGNITO_REGION")
+    })
+  })
+
+  describe("Codebase-wide Environment Variable Usage", () => {
+    it("should not have any process.env usage in source files", () => {
+      // Check key source files for process.env usage
+      const filesToCheck = ["../lib/auth.ts", "../App.tsx", "../main.tsx"]
+
+      filesToCheck.forEach(file => {
+        const content = readFileSync(resolve(__dirname, file), "utf-8")
+        expect(content).not.toContain("process.env")
+      })
+    })
+
+    it("should not have any NEXT_PUBLIC_ prefix in source files", () => {
+      // Check key source files for NEXT_PUBLIC_ usage
+      const filesToCheck = ["../lib/auth.ts", "../App.tsx", "../main.tsx"]
+
+      filesToCheck.forEach(file => {
+        const content = readFileSync(resolve(__dirname, file), "utf-8")
+        expect(content).not.toContain("NEXT_PUBLIC_")
+      })
+    })
+  })
+
+  describe("Configuration Priority", () => {
+    it("should prioritize environment variables over aws-exports.json", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should use env vars first, then fall back to awsConfig
+      // Pattern: envVar || awsConfig.property
+      expect(authContent).toContain("clientId || awsConfig.client_id")
+      expect(authContent).toContain("redirectUri || awsConfig.redirect_uri")
+    })
+
+    it("should have default values for some configuration", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should have default values for response_type and scope
+      expect(authContent).toContain('"code"')
+      expect(authContent).toContain("email openid profile")
+    })
+  })
+
+  describe("Runtime Configuration Loading", () => {
+    it("should load aws-exports.json at runtime", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should fetch aws-exports.json
+      expect(authContent).toContain('fetch("/aws-exports.json")')
+    })
+
+    it("should handle aws-exports.json loading errors", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should have error handling
+      expect(authContent).toContain("catch")
+      expect(authContent).toContain("Failed to load aws-exports.json")
+    })
+
+    it("should cache loaded configuration", () => {
+      const authContent = readFileSync(resolve(__dirname, "../lib/auth.ts"), "utf-8")
+
+      // Should have caching mechanism
+      expect(authContent).toContain("configCache")
+    })
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/property-auth-routing.test.tsx b/samples/agentic-knowledge-discovery/frontend/src/test/property-auth-routing.test.tsx
new file mode 100644
index 0000000..26a163f
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/property-auth-routing.test.tsx
@@ -0,0 +1,233 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/**
+ * Property-based test for authentication state routing
+ * This test verifies that the application renders the correct UI based on
+ * authentication state: sign-in UI for unauthenticated users and chat
+ * interface for authenticated users.
+ */
+
+import { describe, it, expect, vi, afterEach } from "vitest"
+import * as fc from "fast-check"
+import { render, screen, cleanup } from "@testing-library/react"
+import ChatPage from "@/routes/ChatPage"
+
+// Mock the useAuth hook
+vi.mock("@/hooks/useAuth", () => ({
+  useAuth: vi.fn(),
+}))
+
+// Mock the ChatInterface component
+vi.mock("@/components/chat/ChatInterface", () => ({
+  default: () => <div data-testid="chat-interface">Chat Interface</div>,
+}))
+
+// Mock the GlobalContextProvider
+vi.mock("@/app/context/GlobalContext", () => ({
+  GlobalContextProvider: ({ children }: { children: React.ReactNode }) => <div>{children}</div>,
+}))
+
+import { useAuth } from "@/hooks/useAuth"
+
+describe("Authentication State Routing", () => {
+  afterEach(() => {
+    cleanup()
+  })
+
+  it("should render sign-in UI when user is not authenticated", () => {
+    fc.assert(
+      fc.property(
+        fc.constant(false), // isAuthenticated = false
+        isAuthenticated => {
+          // Clean up before each property test iteration
+          cleanup()
+
+          // Mock useAuth to return unauthenticated state
+          vi.mocked(useAuth).mockReturnValue({
+            isAuthenticated,
+            signIn: vi.fn().mockResolvedValue(undefined),
+            signOut: vi.fn(),
+            user: null,
+            isLoading: false,
+            error: undefined,
+            token: undefined,
+          })
+
+          render(<ChatPage />)
+
+          // Should show "Please sign in" text
+          const signInText = screen.queryByText(/Please sign in/i)
+          expect(signInText).toBeTruthy()
+
+          // Should show "Sign In" button
+          const signInButton = screen.queryByRole("button", {
+            name: /Sign In/i,
+          })
+          expect(signInButton).toBeTruthy()
+
+          // Should NOT show chat interface
+          const chatInterface = screen.queryByTestId("chat-interface")
+          expect(chatInterface).toBeNull()
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should render chat interface when user is authenticated", () => {
+    fc.assert(
+      fc.property(
+        fc.constant(true), // isAuthenticated = true
+        isAuthenticated => {
+          // Clean up before each property test iteration
+          cleanup()
+
+          // Mock useAuth to return authenticated state
+          vi.mocked(useAuth).mockReturnValue({
+            isAuthenticated,
+            signIn: vi.fn().mockResolvedValue(undefined),
+            signOut: vi.fn(),
+            user: {
+              access_token: "test-token",
+              id_token: "test-id-token",
+              profile: { sub: "test-user-id" },
+            } as unknown,
+            isLoading: false,
+            error: undefined,
+            token: "test-id-token",
+          })
+
+          render(<ChatPage />)
+
+          // Should show chat interface
+          const chatInterface = screen.queryByTestId("chat-interface")
+          expect(chatInterface).toBeTruthy()
+
+          // Should NOT show "Please sign in" text
+          const signInText = screen.queryByText(/Please sign in/i)
+          expect(signInText).toBeNull()
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should toggle between sign-in and chat interface based on auth state", () => {
+    fc.assert(
+      fc.property(
+        fc.boolean(), // Random authentication state
+        isAuthenticated => {
+          // Clean up before each property test iteration
+          cleanup()
+
+          // Mock useAuth with the random auth state
+          vi.mocked(useAuth).mockReturnValue({
+            isAuthenticated,
+            signIn: vi.fn().mockResolvedValue(undefined),
+            signOut: vi.fn(),
+            user: isAuthenticated
+              ? ({
+                  access_token: "test-token",
+                  id_token: "test-id-token",
+                  profile: { sub: "test-user-id" },
+                } as unknown)
+              : null,
+            isLoading: false,
+            error: undefined,
+            token: isAuthenticated ? "test-id-token" : undefined,
+          })
+
+          render(<ChatPage />)
+
+          if (isAuthenticated) {
+            // Should show chat interface
+            const chatInterface = screen.queryByTestId("chat-interface")
+            expect(chatInterface).toBeTruthy()
+          } else {
+            // Should show sign-in UI
+            const signInText = screen.queryByText(/Please sign in/i)
+            expect(signInText).toBeTruthy()
+          }
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should wrap authenticated view with GlobalContextProvider", () => {
+    fc.assert(
+      fc.property(fc.constant(true), isAuthenticated => {
+        // Clean up before each property test iteration
+        cleanup()
+
+        // Mock useAuth to return authenticated state
+        vi.mocked(useAuth).mockReturnValue({
+          isAuthenticated,
+          signIn: vi.fn().mockResolvedValue(undefined),
+          signOut: vi.fn(),
+          user: {
+            access_token: "test-token",
+            id_token: "test-id-token",
+            profile: { sub: "test-user-id" },
+          } as unknown,
+          isLoading: false,
+          error: undefined,
+          token: "test-id-token",
+        })
+
+        render(<ChatPage />)
+
+        // Chat interface should be present (wrapped by GlobalContextProvider)
+        const chatInterface = screen.queryByTestId("chat-interface")
+        expect(chatInterface).toBeTruthy()
+
+        return true
+      }),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should provide signIn function in unauthenticated state", () => {
+    fc.assert(
+      fc.property(fc.constant(false), isAuthenticated => {
+        // Clean up before each property test iteration
+        cleanup()
+
+        const mockSignIn = vi.fn()
+
+        // Mock useAuth with signIn function
+        vi.mocked(useAuth).mockReturnValue({
+          isAuthenticated,
+          signIn: mockSignIn,
+          signOut: vi.fn(),
+          user: null,
+          isLoading: false,
+          error: undefined,
+          token: undefined,
+        })
+
+        render(<ChatPage />)
+
+        // Sign In button should be present
+        const signInButton = screen.queryByRole("button", { name: /Sign In/i })
+        expect(signInButton).toBeTruthy()
+
+        // Click the button
+        signInButton?.click()
+
+        // signIn function should have been called
+        expect(mockSignIn).toHaveBeenCalled()
+
+        return true
+      }),
+      { numRuns: 100 }
+    )
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/property-config-compatibility.test.ts b/samples/agentic-knowledge-discovery/frontend/src/test/property-config-compatibility.test.ts
new file mode 100644
index 0000000..34c8cef
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/property-config-compatibility.test.ts
@@ -0,0 +1,233 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/**
+ * Property-based test for configuration value compatibility
+ */
+
+import { describe, it, expect, vi, beforeEach, afterEach } from "vitest"
+import * as fc from "fast-check"
+
+describe("Configuration Value Compatibility", () => {
+  // Store original env values
+  const originalEnv = { ...import.meta.env }
+
+  beforeEach(() => {
+    // Reset module cache before each test
+    vi.resetModules()
+  })
+
+  afterEach(() => {
+    // Restore original env
+    Object.keys(import.meta.env).forEach(key => {
+      delete (import.meta.env as Record<string, unknown>)[key]
+    })
+    Object.assign(import.meta.env, originalEnv)
+  })
+
+  it("should accept valid Cognito user pool IDs with VITE_ prefix", () => {
+    fc.assert(
+      fc.property(
+        fc.stringMatching(/^[a-z]{2}-[a-z]+-\d_[A-Za-z0-9]+$/), // AWS region format + pool ID
+        userPoolId => {
+          // Verify the format is valid
+          expect(userPoolId).toMatch(/^[a-z]{2}-[a-z]+-\d_[A-Za-z0-9]+$/)
+          expect(userPoolId.length).toBeGreaterThan(0)
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should accept valid Cognito client IDs with VITE_ prefix", () => {
+    fc.assert(
+      fc.property(
+        fc.stringMatching(/^[a-z0-9]{26}$/), // Cognito client ID format
+        clientId => {
+          // Verify the format is valid
+          expect(clientId).toMatch(/^[a-z0-9]{26}$/)
+          expect(clientId.length).toBe(26)
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should accept valid AWS regions with VITE_ prefix", () => {
+    const validRegions = [
+      "us-east-1",
+      "us-east-2",
+      "us-west-1",
+      "us-west-2",
+      "eu-west-1",
+      "eu-west-2",
+      "eu-central-1",
+      "ap-southeast-1",
+      "ap-southeast-2",
+      "ap-northeast-1",
+    ]
+
+    fc.assert(
+      fc.property(fc.constantFrom(...validRegions), region => {
+        // Verify region format is valid
+        expect(region).toMatch(/^[a-z]{2}-[a-z]+-\d+$/)
+
+        return true
+      }),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should accept valid redirect URIs with VITE_ prefix", () => {
+    fc.assert(
+      fc.property(
+        fc.webUrl(), // Generate valid URLs
+        redirectUri => {
+          // Verify URL is valid
+          const url = new URL(redirectUri)
+          expect(url.protocol).toMatch(/^https?:$/)
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should accept valid response types with VITE_ prefix", () => {
+    const validResponseTypes = ["code", "token", "id_token", "code token", "code id_token"]
+
+    fc.assert(
+      fc.property(fc.constantFrom(...validResponseTypes), responseType => {
+        // Verify response type is valid
+        expect(validResponseTypes).toContain(responseType)
+
+        return true
+      }),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should accept valid OAuth scopes with VITE_ prefix", () => {
+    const validScopes = [
+      "openid",
+      "email",
+      "profile",
+      "openid email",
+      "openid profile",
+      "email profile",
+      "openid email profile",
+    ]
+
+    fc.assert(
+      fc.property(fc.constantFrom(...validScopes), scope => {
+        // Verify scope contains valid OAuth scopes
+        const scopeParts = scope.split(" ")
+        const validScopeParts = ["openid", "email", "profile"]
+
+        scopeParts.forEach(part => {
+          expect(validScopeParts).toContain(part)
+        })
+
+        return true
+      }),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should accept boolean values for automatic silent renew with VITE_ prefix", () => {
+    fc.assert(
+      fc.property(fc.boolean(), automaticSilentRenew => {
+        // Verify boolean to string conversion works correctly
+        const envValue = automaticSilentRenew ? "true" : "false"
+
+        // Verify string representation is correct
+        expect(envValue).toMatch(/^(true|false)$/)
+
+        // Verify it can be parsed back to boolean
+        const parsed = envValue === "true"
+        expect(typeof parsed).toBe("boolean")
+        expect(parsed).toBe(automaticSilentRenew)
+
+        return true
+      }),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should build valid authority URLs from region and user pool ID", () => {
+    const validRegions = ["us-east-1", "us-west-2", "eu-west-1"]
+
+    fc.assert(
+      fc.property(
+        fc.constantFrom(...validRegions),
+        fc.stringMatching(/^[a-z]{2}-[a-z]+-\d_[A-Za-z0-9]+$/),
+        (region, userPoolId) => {
+          // Build authority URL
+          const authority = `https://cognito-idp.${region}.amazonaws.com/${userPoolId}`
+
+          // Verify URL is valid
+          expect(authority).toMatch(/^https:\/\/cognito-idp\.[a-z0-9-]+\.amazonaws\.com\//)
+
+          // Verify URL can be parsed
+          const url = new URL(authority)
+          expect(url.protocol).toBe("https:")
+          expect(url.hostname).toContain("amazonaws.com")
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should handle all configuration values together", () => {
+    fc.assert(
+      fc.property(
+        fc.record({
+          region: fc.constantFrom("us-east-1", "us-west-2", "eu-west-1"),
+          userPoolId: fc.stringMatching(/^[a-z]{2}-[a-z]+-\d_[A-Za-z0-9]{9}$/),
+          clientId: fc.stringMatching(/^[a-z0-9]{26}$/),
+          redirectUri: fc.webUrl(),
+          responseType: fc.constantFrom("code", "token"),
+          scope: fc.constantFrom("openid email profile", "openid profile"),
+          automaticSilentRenew: fc.boolean(),
+        }),
+        config => {
+          // Verify all configuration values are valid
+          expect(config.region).toMatch(/^[a-z]{2}-[a-z]+-\d+$/)
+          expect(config.userPoolId).toMatch(/^[a-z]{2}-[a-z]+-\d_[A-Za-z0-9]{9}$/)
+          expect(config.clientId).toMatch(/^[a-z0-9]{26}$/)
+
+          // Verify URL is valid
+          const url = new URL(config.redirectUri)
+          expect(url.protocol).toMatch(/^https?:$/)
+
+          // Verify response type is valid
+          expect(["code", "token"]).toContain(config.responseType)
+
+          // Verify scope is valid
+          expect(["openid email profile", "openid profile"]).toContain(config.scope)
+
+          // Verify boolean is valid
+          expect(typeof config.automaticSilentRenew).toBe("boolean")
+
+          return true
+        }
+      ),
+      { numRuns: 100 }
+    )
+  })
+
+  it("should not have NEXT_PUBLIC_ prefixed environment variables", () => {
+    // Check that no NEXT_PUBLIC_ variables exist
+    const envKeys = Object.keys(import.meta.env)
+    const nextPublicVars = envKeys.filter(key => key.startsWith("NEXT_PUBLIC_"))
+
+    expect(nextPublicVars.length).toBe(0)
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/property-env-vars.test.ts b/samples/agentic-knowledge-discovery/frontend/src/test/property-env-vars.test.ts
new file mode 100644
index 0000000..b5d5b77
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/property-env-vars.test.ts
@@ -0,0 +1,66 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/**
+ * Property-based test for environment variable access pattern
+ */
+
+import { describe, it } from "vitest"
+import * as fc from "fast-check"
+import * as fs from "fs"
+import * as path from "path"
+
+/**
+ * Recursively get all TypeScript/JavaScript files in a directory
+ * @param dir - Directory path to search
+ * @param fileList - Accumulated list of files
+ * @returns Array of file paths
+ */
+function getAllSourceFiles(dir: string, fileList: string[] = []): string[] {
+  const files = fs.readdirSync(dir)
+
+  files.forEach(file => {
+    const filePath = path.join(dir, file)
+    const stat = fs.statSync(filePath)
+
+    if (stat.isDirectory()) {
+      // Skip node_modules and build directories
+      if (!file.startsWith(".") && file !== "node_modules" && file !== "build") {
+        getAllSourceFiles(filePath, fileList)
+      }
+    } else if (file.match(/\.(ts|tsx|js|jsx)$/)) {
+      fileList.push(filePath)
+    }
+  })
+
+  return fileList
+}
+
+describe("Environment Variable Access Pattern", () => {
+  const srcDir = path.resolve(__dirname, "..")
+  const allSourceFiles = getAllSourceFiles(srcDir)
+
+  it("should use import.meta.env.VITE_* pattern when accessing environment variables", () => {
+    fc.assert(
+      fc.property(fc.constantFrom(...allSourceFiles), filePath => {
+        const content = fs.readFileSync(filePath, "utf-8")
+
+        // If file accesses environment variables, it should use Vite pattern
+        const hasEnvAccess = /env\./g.test(content)
+
+        if (hasEnvAccess) {
+          // Should use import.meta.env pattern
+          const hasVitePattern = /import\.meta\.env/g.test(content)
+          const hasProcessEnv = /process\.env/g.test(content)
+
+          // If it has env access, it should use Vite pattern and not process.env
+          return hasVitePattern || !hasProcessEnv
+        }
+
+        // If no env access, test passes
+        return true
+      }),
+      { numRuns: 100 }
+    )
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/routing.test.ts b/samples/agentic-knowledge-discovery/frontend/src/test/routing.test.ts
new file mode 100644
index 0000000..be3213b
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/routing.test.ts
@@ -0,0 +1,80 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { describe, it, expect } from "vitest"
+import { readFileSync } from "fs"
+import { resolve } from "path"
+
+describe("Routing Tests", () => {
+  describe("Route Configuration", () => {
+    it("should use react-router-dom Routes component", () => {
+      const routesContent = readFileSync(resolve(__dirname, "../routes/index.tsx"), "utf-8")
+      expect(routesContent).toContain("import { Routes, Route } from 'react-router-dom'")
+      expect(routesContent).toContain("<Routes>")
+      expect(routesContent).toContain("</Routes>")
+    })
+
+    it("should export AppRoutes as default", () => {
+      const routesContent = readFileSync(resolve(__dirname, "../routes/index.tsx"), "utf-8")
+      expect(routesContent).toContain("export default function AppRoutes()")
+    })
+  })
+
+  describe("BrowserRouter Configuration", () => {
+    it("should use BrowserRouter in App component", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+      expect(appContent).toContain("import { BrowserRouter } from 'react-router-dom'")
+      expect(appContent).toContain("<BrowserRouter>")
+      expect(appContent).toContain("</BrowserRouter>")
+    })
+
+    it("should wrap entire app with BrowserRouter", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+
+      // BrowserRouter should be the outermost component
+      const browserRouterIndex = appContent.indexOf("<BrowserRouter>")
+      const authProviderIndex = appContent.indexOf("<AuthProvider>")
+
+      expect(browserRouterIndex).toBeGreaterThan(0)
+      expect(authProviderIndex).toBeGreaterThan(browserRouterIndex)
+    })
+
+    it("should render AppRoutes inside BrowserRouter", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+      expect(appContent).toContain("import AppRoutes from './routes'")
+      expect(appContent).toContain("<AppRoutes />")
+    })
+  })
+
+  describe("Route Structure", () => {
+    it("should have routes directory with index.tsx", () => {
+      const routesContent = readFileSync(resolve(__dirname, "../routes/index.tsx"), "utf-8")
+      expect(routesContent).toBeTruthy()
+    })
+  })
+
+  describe("Route Component Integration", () => {
+    it("should integrate routes with authentication", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+
+      // Routes should be wrapped with AuthProvider
+      const authProviderIndex = appContent.indexOf("<AuthProvider>")
+      const appRoutesIndex = appContent.indexOf("<AppRoutes />")
+
+      expect(authProviderIndex).toBeGreaterThan(0)
+      expect(appRoutesIndex).toBeGreaterThan(authProviderIndex)
+    })
+
+    it("should have proper component hierarchy", () => {
+      const appContent = readFileSync(resolve(__dirname, "../App.tsx"), "utf-8")
+
+      // Hierarchy: BrowserRouter > AuthProvider > AppRoutes
+      const browserRouterIndex = appContent.indexOf("<BrowserRouter>")
+      const authProviderIndex = appContent.indexOf("<AuthProvider>")
+      const appRoutesIndex = appContent.indexOf("<AppRoutes />")
+
+      expect(browserRouterIndex).toBeLessThan(authProviderIndex)
+      expect(authProviderIndex).toBeLessThan(appRoutesIndex)
+    })
+  })
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/src/test/setup.ts b/samples/agentic-knowledge-discovery/frontend/src/test/setup.ts
new file mode 100644
index 0000000..1d846d2
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/test/setup.ts
@@ -0,0 +1,9 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/**
+ * Test setup file for vitest
+ * Configures testing environment and imports necessary testing utilities
+ */
+
+import "@testing-library/jest-dom"
diff --git a/samples/agentic-knowledge-discovery/frontend/src/types/jsx.d.ts b/samples/agentic-knowledge-discovery/frontend/src/types/jsx.d.ts
new file mode 100644
index 0000000..bca9d32
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/types/jsx.d.ts
@@ -0,0 +1,9 @@
+import "react"
+
+declare module "react" {
+  namespace JSX {
+    interface IntrinsicElements {
+      [elemName: string]: React.DetailedHTMLProps<React.HTMLAttributes<HTMLElement>, HTMLElement>
+    }
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/src/vite-env.d.ts b/samples/agentic-knowledge-discovery/frontend/src/vite-env.d.ts
new file mode 100644
index 0000000..60f6a37
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/src/vite-env.d.ts
@@ -0,0 +1,19 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+/// <reference types="vite/client" />
+
+interface ImportMetaEnv {
+  readonly VITE_COGNITO_USER_POOL_ID?: string
+  readonly VITE_COGNITO_CLIENT_ID?: string
+  readonly VITE_COGNITO_REGION?: string
+  readonly VITE_COGNITO_REDIRECT_URI?: string
+  readonly VITE_COGNITO_POST_LOGOUT_REDIRECT_URI?: string
+  readonly VITE_COGNITO_RESPONSE_TYPE?: string
+  readonly VITE_COGNITO_SCOPE?: string
+  readonly VITE_COGNITO_AUTOMATIC_SILENT_RENEW?: string
+}
+
+interface ImportMeta {
+  readonly env: ImportMetaEnv
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/tsconfig.json b/samples/agentic-knowledge-discovery/frontend/tsconfig.json
new file mode 100644
index 0000000..745df47
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/tsconfig.json
@@ -0,0 +1,32 @@
+{
+  "compilerOptions": {
+    "target": "ES2020",
+    "useDefineForClassFields": true,
+    "lib": ["ES2020", "DOM", "DOM.Iterable"],
+    "module": "ESNext",
+    "skipLibCheck": true,
+
+    /* Bundler mode */
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "noEmit": true,
+    "jsx": "react-jsx",
+
+    /* Linting */
+    "strict": true,
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "noFallthroughCasesInSwitch": true,
+
+    /* Path aliases */
+    "baseUrl": ".",
+    "paths": {
+      "@/*": ["./src/*"]
+    }
+  },
+  "include": ["src"],
+  "exclude": ["src/app", "src/test"],
+  "references": [{ "path": "./tsconfig.node.json" }]
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/tsconfig.node.json b/samples/agentic-knowledge-discovery/frontend/tsconfig.node.json
new file mode 100644
index 0000000..97ede7e
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/tsconfig.node.json
@@ -0,0 +1,11 @@
+{
+  "compilerOptions": {
+    "composite": true,
+    "skipLibCheck": true,
+    "module": "ESNext",
+    "moduleResolution": "bundler",
+    "allowSyntheticDefaultImports": true,
+    "strict": true
+  },
+  "include": ["vite.config.ts"]
+}
diff --git a/samples/agentic-knowledge-discovery/frontend/vite.config.ts b/samples/agentic-knowledge-discovery/frontend/vite.config.ts
new file mode 100644
index 0000000..623770c
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/vite.config.ts
@@ -0,0 +1,42 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { defineConfig } from "vite"
+import react from "@vitejs/plugin-react"
+import path from "path"
+
+// https://vitejs.dev/config/
+export default defineConfig({
+  plugins: [react()],
+
+  resolve: {
+    alias: {
+      "@": path.resolve(__dirname, "./src"),
+    },
+  },
+
+  build: {
+    outDir: "build",
+    sourcemap: true,
+    rollupOptions: {
+      output: {
+        // Vite 8 uses the rolldown bundler, which requires manualChunks to be a
+        // function — the object form is no longer supported and fails at build.
+        manualChunks(id: string) {
+          if (id.includes("node_modules")) {
+            if (/[\\/]node_modules[\\/](react|react-dom|react-router-dom)[\\/]/.test(id))
+              return "react-vendor"
+            if (id.includes("@radix-ui") || id.includes("radix-ui")) return "ui-vendor"
+            if (id.includes("react-oidc-context") || id.includes("aws-amplify"))
+              return "auth-vendor"
+          }
+        },
+      },
+    },
+  },
+
+  server: {
+    port: 3000,
+    open: true,
+  },
+})
diff --git a/samples/agentic-knowledge-discovery/frontend/vitest.config.ts b/samples/agentic-knowledge-discovery/frontend/vitest.config.ts
new file mode 100644
index 0000000..3277e5b
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/frontend/vitest.config.ts
@@ -0,0 +1,20 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import { defineConfig } from "vitest/config"
+import react from "@vitejs/plugin-react"
+import path from "path"
+
+export default defineConfig({
+  plugins: [react()],
+  test: {
+    globals: true,
+    environment: "jsdom",
+    setupFiles: "./src/test/setup.ts",
+  },
+  resolve: {
+    alias: {
+      "@": path.resolve(__dirname, "./src"),
+    },
+  },
+})
diff --git a/samples/agentic-knowledge-discovery/gateway/__init__.py b/samples/agentic-knowledge-discovery/gateway/__init__.py
new file mode 100644
index 0000000..4b6ca9b
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/gateway/__init__.py
@@ -0,0 +1 @@
+# Gateway package for AgentCore Gateway utilities and tools
diff --git a/samples/agentic-knowledge-discovery/gateway/tools/__init__.py b/samples/agentic-knowledge-discovery/gateway/tools/__init__.py
new file mode 100644
index 0000000..2f6f834
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/gateway/tools/__init__.py
@@ -0,0 +1 @@
+# Gateway tools
diff --git a/samples/agentic-knowledge-discovery/gateway/tools/doc_search/doc_search_lambda.py b/samples/agentic-knowledge-discovery/gateway/tools/doc_search/doc_search_lambda.py
new file mode 100644
index 0000000..2638ec8
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/gateway/tools/doc_search/doc_search_lambda.py
@@ -0,0 +1,171 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""doc_search Gateway tool: batched hybrid retrieval over a Bedrock Knowledge Base.
+
+Accepts one or more search requests in a single call and runs each against the
+Knowledge Base with bedrock-agent-runtime Retrieve, applying an optional metadata
+filter per request. Results are de-duplicated by chunk id across the batch so the
+agent can issue several related queries at once without seeing repeats. This runs
+as a Gateway Lambda target, so both the Strands and LangGraph agents call it
+identically over MCP — the batch + dedup logic lives here, not in the runtime.
+
+The Knowledge Base id comes from KNOWLEDGE_BASE_ID (set by the stack from the KB
+it creates).
+"""
+
+import hashlib
+import json
+import logging
+import os
+
+import boto3
+
+logger = logging.getLogger()
+logger.setLevel(logging.INFO)
+
+KNOWLEDGE_BASE_ID = os.environ.get("KNOWLEDGE_BASE_ID", "").strip()
+NUM_RESULTS_DEFAULT = 10
+MAX_RESULTS = 25
+
+_client = boto3.client("bedrock-agent-runtime")
+
+VALID_FILTER_OPERATORS = {
+    "equals",
+    "greaterThan",
+    "greaterThanOrEquals",
+    "in",
+    "lessThan",
+    "lessThanOrEquals",
+    "listContains",
+    "notEquals",
+    "notIn",
+    "orAll",
+    "andAll",
+    "startsWith",
+    "stringContains",
+}
+
+
+def _validate_filter(f: dict) -> None:
+    if not isinstance(f, dict):
+        raise ValueError("filter must be an object")
+    for key, value in f.items():
+        if key not in VALID_FILTER_OPERATORS:
+            raise ValueError(f"invalid filter operator: {key}")
+        if key in ("orAll", "andAll"):
+            if not isinstance(value, list) or len(value) < 2:
+                raise ValueError(f"'{key}' requires a list of at least 2 filters")
+            for sub in value:
+                _validate_filter(sub)
+
+
+def _document_id(result: dict) -> str:
+    loc = result.get("location", {})
+    if "customDocumentLocation" in loc:
+        return loc["customDocumentLocation"].get("id", "unknown")
+    if "s3Location" in loc:
+        return loc["s3Location"].get("uri", "unknown")
+    return "unknown"
+
+
+def _chunk_id(result: dict) -> str:
+    cid = result.get("metadata", {}).get("x-amz-bedrock-kb-chunk-id")
+    if cid:
+        return cid
+    # md5 is used only as a non-security content fingerprint for a chunk id.
+    return hashlib.md5(
+        result.get("content", {}).get("text", "").encode(), usedforsecurity=False
+    ).hexdigest()
+
+
+def _doc_id(result: dict) -> str:
+    """Short document id (filename without extension) for cite_sources."""
+    base = _document_id(result).rsplit("/", 1)[-1]
+    return base.rsplit(".", 1)[0] if "." in base else base
+
+
+def _page(result: dict):
+    """Page number for paginated sources (PDF), if the KB provides one."""
+    return result.get("metadata", {}).get("x-amz-bedrock-kb-document-page-number")
+
+
+def doc_search(
+    search_requests: list, number_of_results: int = NUM_RESULTS_DEFAULT
+) -> str:
+    if not KNOWLEDGE_BASE_ID:
+        return (
+            "doc_search is not configured: no Knowledge Base id is set. The stack "
+            "creates the Knowledge Base and wires its id automatically."
+        )
+    if not search_requests:
+        return "Error: provide at least one search request with a query."
+
+    n = max(1, min(int(number_of_results or NUM_RESULTS_DEFAULT), MAX_RESULTS))
+    seen: set[str] = set()
+    parts: list[str] = [f"Batch search: {len(search_requests)} query(ies)"]
+    total_new = 0
+    total_skipped = 0
+
+    for i, req in enumerate(search_requests, 1):
+        query = (req or {}).get("query", "")
+        if not query.strip():
+            continue
+        vector_config = {"numberOfResults": n}
+        req_filter = req.get("filter")
+        if req_filter:
+            try:
+                _validate_filter(req_filter)
+            except ValueError as exc:
+                parts.append(f'\n## Query {i}: "{query}"\nInvalid filter: {exc}')
+                continue
+            vector_config["filter"] = req_filter
+
+        response = _client.retrieve(
+            knowledgeBaseId=KNOWLEDGE_BASE_ID,
+            retrievalQuery={"text": query},
+            retrievalConfiguration={"vectorSearchConfiguration": vector_config},
+        )
+        parts.append(f'\n## Query {i}: "{query}"')
+        new_here = 0
+        for r in response.get("retrievalResults", []):
+            cid = _chunk_id(r)
+            if cid in seen:
+                total_skipped += 1
+                continue
+            seen.add(cid)
+            new_here += 1
+            score = r.get("score", 0.0)
+            page = _page(r)
+            page_str = f" page: {page}" if page else ""
+            parts.append(
+                f"\nScore: {score:.4f}\ndoc_id: {_doc_id(r)}{page_str}\n"
+                f"Content: {r.get('content', {}).get('text', '')}"
+            )
+        total_new += new_here
+        if new_here == 0:
+            parts.append("\nNo new results.")
+
+    summary = f"\n{total_new} unique result(s)"
+    if total_skipped:
+        summary += f" ({total_skipped} duplicate(s) skipped across queries)"
+    parts.append(summary)
+    return "\n".join(parts)
+
+
+def handler(event, context):
+    logger.info("doc_search event: %s", json.dumps(event))
+    try:
+        # Accept either a batch (search_requests) or a single query for convenience.
+        search_requests = event.get("search_requests")
+        if not search_requests and event.get("query"):
+            search_requests = [
+                {"query": event.get("query"), "filter": event.get("filter")}
+            ]
+        text = doc_search(
+            search_requests or [], event.get("numberOfResults", NUM_RESULTS_DEFAULT)
+        )
+        return {"content": [{"type": "text", "text": text}]}
+    except Exception as exc:  # noqa: BLE001
+        logger.error("doc_search error: %s", exc)
+        return {"error": f"Internal error: {exc}"}
diff --git a/samples/agentic-knowledge-discovery/gateway/tools/doc_search/tool_spec.json b/samples/agentic-knowledge-discovery/gateway/tools/doc_search/tool_spec.json
new file mode 100644
index 0000000..13967ec
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/gateway/tools/doc_search/tool_spec.json
@@ -0,0 +1,34 @@
+[
+  {
+    "name": "doc_search",
+    "description": "Search the unstructured document knowledge base (hybrid semantic + keyword retrieval). Pass one or more search requests in a single call; results are de-duplicated by chunk across the batch and returned as chunks with a relevance score, the source doc_id, and (for paginated sources) a page number.\n\nEach request may include an optional metadata filter to scope the search to a subset of documents. Filterable metadata keys: domain (string), doc_type (string), num_pages (number), doc_id (string). Use structured_search first if you need to discover the available values. Supported operators include equals, notEquals, in, notIn, greaterThan, greaterThanOrEquals, lessThan, lessThanOrEquals, startsWith, stringContains, listContains, and andAll/orAll to combine them.\n\nExamples of filters: {\"equals\": {\"key\": \"domain\", \"value\": \"legal\"}}; {\"in\": {\"key\": \"domain\", \"value\": [\"legal\", \"education\"]}}; {\"andAll\": [{\"equals\": {\"key\": \"doc_type\", \"value\": \"report\"}}, {\"greaterThan\": {\"key\": \"num_pages\", \"value\": 20}}]}.",
+    "inputSchema": {
+      "type": "object",
+      "properties": {
+        "search_requests": {
+          "type": "array",
+          "description": "One or more search requests to run in a single batch.",
+          "items": {
+            "type": "object",
+            "properties": {
+              "query": {
+                "type": "string",
+                "description": "Natural-language search query."
+              },
+              "filter": {
+                "type": "object",
+                "description": "Optional Bedrock metadata filter to scope this query (see operators above)."
+              }
+            },
+            "required": ["query"]
+          }
+        },
+        "numberOfResults": {
+          "type": "integer",
+          "description": "Maximum chunks per query (optional, default 10, max 25)."
+        }
+      },
+      "required": ["search_requests"]
+    }
+  }
+]
diff --git a/samples/agentic-knowledge-discovery/gateway/tools/structured_search/Dockerfile b/samples/agentic-knowledge-discovery/gateway/tools/structured_search/Dockerfile
new file mode 100644
index 0000000..2707e07
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/gateway/tools/structured_search/Dockerfile
@@ -0,0 +1,10 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+FROM public.ecr.aws/lambda/python:3.13
+
+RUN pip install --no-cache-dir "psycopg2-binary==2.9.12" "sqlglot==30.12.0"
+
+COPY structured_search_lambda.py ${LAMBDA_TASK_ROOT}/
+
+CMD ["structured_search_lambda.handler"]
diff --git a/samples/agentic-knowledge-discovery/gateway/tools/structured_search/structured_search_lambda.py b/samples/agentic-knowledge-discovery/gateway/tools/structured_search/structured_search_lambda.py
new file mode 100644
index 0000000..b0ed8da
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/gateway/tools/structured_search/structured_search_lambda.py
@@ -0,0 +1,159 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""structured_search Gateway tool: read-only structured queries over Aurora PostgreSQL.
+
+Two tools:
+- describe_schema: list tables and columns so the agent can plan a query.
+- run_sql_query:  execute a single read-only (SELECT) statement and return rows as text.
+
+SELECT-only is enforced with sqlglot (falls back to a keyword check). This tool
+does no per-user authorization in v1; the Gateway enforces authentication.
+"""
+
+import json
+import logging
+import os
+import time
+
+import boto3
+import psycopg2
+
+logger = logging.getLogger()
+logger.setLevel(logging.INFO)
+
+DB_SECRET_ARN = os.environ["DB_SECRET_ARN"]
+DB_CLUSTER_ENDPOINT = os.environ["DB_CLUSTER_ENDPOINT"]
+DB_NAME = os.environ.get("DB_NAME", "ragmeta")
+QUERY_TIMEOUT_S = 30
+MAX_ROWS = 100
+
+secrets_client = boto3.client("secretsmanager")
+_creds_cache = {"value": None, "ts": 0.0}
+
+
+def _get_credentials():
+    now = time.time()
+    if _creds_cache["value"] and now - _creds_cache["ts"] < 300:
+        return _creds_cache["value"]
+    secret = secrets_client.get_secret_value(SecretId=DB_SECRET_ARN)["SecretString"]
+    _creds_cache["value"] = json.loads(secret)
+    _creds_cache["ts"] = now
+    return _creds_cache["value"]
+
+
+def _connect():
+    creds = _get_credentials()
+    return psycopg2.connect(
+        host=DB_CLUSTER_ENDPOINT,
+        port=creds.get("port", 5432),
+        dbname=DB_NAME,
+        user=creds["username"],
+        password=creds["password"],
+        connect_timeout=10,
+    )
+
+
+def _is_select_only(query: str) -> bool:
+    """True only if the statement is a single SELECT (or WITH ... SELECT)."""
+    try:
+        from sqlglot import parse
+        from sqlglot.expressions import Select
+
+        statements = parse(query, dialect="postgres")
+        if len(statements) != 1 or statements[0] is None:
+            return False
+        stmt = statements[0]
+        return isinstance(stmt, Select) or (stmt.key == "select")
+    except Exception:
+        q = query.strip().lstrip("(").upper()
+        if not (q.startswith("SELECT") or q.startswith("WITH")):
+            return False
+        import re
+
+        return not re.search(
+            r"\b(INSERT|UPDATE|DELETE|DROP|ALTER|CREATE|TRUNCATE|GRANT|REVOKE)\b", q
+        )
+
+
+def run_sql_query(query: str, limit: int = MAX_ROWS) -> str:
+    if not query or not query.strip():
+        return "Error: empty query."
+    if not _is_select_only(query):
+        return "Error: only a single read-only SELECT statement is allowed."
+
+    limit = max(1, min(int(limit or MAX_ROWS), MAX_ROWS))
+    conn = _connect()
+    try:
+        with conn.cursor() as cur:
+            cur.execute(f"SET statement_timeout = {QUERY_TIMEOUT_S * 1000}")
+            # nosec B608 - text-to-SQL tool by design: the statement is validated as a
+            # single read-only SELECT by _is_select_only() (sqlglot), the LIMIT is a
+            # sanitized integer, and a statement_timeout bounds execution.
+            wrapped = f"SELECT * FROM ({query.rstrip(';')}) AS _q LIMIT {limit}"  # nosec B608
+            cur.execute(wrapped)
+            columns = [d[0] for d in cur.description]
+            rows = cur.fetchall()
+    except psycopg2.Error as exc:
+        return f"Query error: {exc}"
+    finally:
+        conn.close()
+
+    if not rows:
+        return "Query returned 0 rows."
+    header = " | ".join(columns)
+    lines = [header, "-" * len(header)]
+    for row in rows:
+        lines.append(" | ".join("" if v is None else str(v) for v in row))
+    return f"{len(rows)} row(s):\n" + "\n".join(lines)
+
+
+def describe_schema() -> str:
+    conn = _connect()
+    try:
+        with conn.cursor() as cur:
+            cur.execute(
+                """
+                SELECT table_name, column_name, data_type
+                FROM information_schema.columns
+                WHERE table_schema = 'public'
+                ORDER BY table_name, ordinal_position
+                """
+            )
+            rows = cur.fetchall()
+    except psycopg2.Error as exc:
+        return f"Schema error: {exc}"
+    finally:
+        conn.close()
+
+    tables: dict[str, list[str]] = {}
+    for table_name, column_name, data_type in rows:
+        tables.setdefault(table_name, []).append(f"{column_name} {data_type}")
+    if not tables:
+        return "No tables found in the public schema."
+    out = ["Schema (public):"]
+    for table_name, cols in tables.items():
+        out.append(f"\n{table_name}:")
+        out.extend(f"  - {c}" for c in cols)
+    return "\n".join(out)
+
+
+def handler(event, context):
+    logger.info("structured_search event: %s", json.dumps(event))
+    try:
+        original = context.client_context.custom["bedrockAgentCoreToolName"]
+        tool_name = (
+            original[original.index("___") + 3 :] if "___" in original else original
+        )
+
+        if tool_name == "describe_schema":
+            text = describe_schema()
+        elif tool_name == "run_sql_query":
+            text = run_sql_query(event.get("query", ""), event.get("limit", MAX_ROWS))
+        else:
+            return {"error": f"Unsupported tool: {tool_name}"}
+
+        return {"content": [{"type": "text", "text": text}]}
+    except Exception as exc:  # noqa: BLE001
+        logger.error("structured_search error: %s", exc)
+        return {"error": f"Internal error: {exc}"}
diff --git a/samples/agentic-knowledge-discovery/gateway/tools/structured_search/tool_spec.json b/samples/agentic-knowledge-discovery/gateway/tools/structured_search/tool_spec.json
new file mode 100644
index 0000000..b3bce14
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/gateway/tools/structured_search/tool_spec.json
@@ -0,0 +1,28 @@
+[
+  {
+    "name": "describe_schema",
+    "description": "List the tables and columns in the structured metadata database so you can plan a query. The main table is documents(doc_id, domain, doc_type, num_pages, title). Call this before run_sql_query when you are unsure of the schema or the available values.",
+    "inputSchema": {
+      "type": "object",
+      "properties": {}
+    }
+  },
+  {
+    "name": "run_sql_query",
+    "description": "Run a single read-only SELECT over the structured document metadata and return rows as text (PostgreSQL syntax, SELECT only, max 100 rows). Use this to filter and aggregate documents by their attributes (e.g. by domain, doc_type, or num_pages ranges), to discover which documents or domains exist, and to get the doc_id values to then narrow an unstructured doc_search with a metadata filter. Example: SELECT doc_id, domain, num_pages FROM documents WHERE domain = 'legal' ORDER BY num_pages DESC.",
+    "inputSchema": {
+      "type": "object",
+      "properties": {
+        "query": {
+          "type": "string",
+          "description": "A single SELECT statement (PostgreSQL)."
+        },
+        "limit": {
+          "type": "integer",
+          "description": "Maximum rows to return (optional, default and max 100)."
+        }
+      },
+      "required": ["query"]
+    }
+  }
+]
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/.gitignore b/samples/agentic-knowledge-discovery/infra-cdk/.gitignore
new file mode 100644
index 0000000..f60797b
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/.gitignore
@@ -0,0 +1,8 @@
+*.js
+!jest.config.js
+*.d.ts
+node_modules
+
+# CDK asset staging directory
+.cdk.staging
+cdk.out
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/.npmignore b/samples/agentic-knowledge-discovery/infra-cdk/.npmignore
new file mode 100644
index 0000000..c1d6d45
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/.npmignore
@@ -0,0 +1,6 @@
+*.ts
+!*.d.ts
+
+# CDK asset staging directory
+.cdk.staging
+cdk.out
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/README.md b/samples/agentic-knowledge-discovery/infra-cdk/README.md
new file mode 100644
index 0000000..aaf6260
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/README.md
@@ -0,0 +1,230 @@
+# Fullstack AgentCore Solution Template - Infrastructure
+
+This directory contains the AWS CDK infrastructure code for deploying the Fullstack AgentCore Solution Template.
+
+## Prerequisites
+
+- Node.js 18+
+- AWS CLI configured with appropriate credentials
+- AWS CDK CLI installed: `npm install -g aws-cdk`
+
+## Minimal IAM Policy for Deployment
+
+The file `minimal-deploy-policy.json` contains the minimum IAM permissions required to deploy this CDK application. This policy includes 30 actions across 7 statements covering CloudFormation, S3, SSM, ECR, IAM PassRole, and Amplify.
+
+**Important:** This policy assumes CDK bootstrap has already been run in the target account. It does not include permissions for `cdk bootstrap`. To bootstrap a fresh account, you'll need additional IAM permissions (CreateRole, AttachRolePolicy, PutRolePolicy, etc.) - refer to the AWS CDK Bootstrap documentation for details.
+
+**Security Note:** Some wildcards are present for resources (e.g., `arn:aws:cloudformation:*:*:stack/*`). For production environments, replace these with your specific resource ARNs to further scope down permissions.
+
+## Getting Started
+
+All of the following commands assuming you are in the top of the `infra-cdk/` directory
+### Install Dependencies
+
+```bash
+npm install
+```
+
+### Build TypeScript
+
+```bash
+npm run build
+```
+
+### Bootstrap CDK (First Time Only)
+
+```bash
+npx cdk bootstrap
+```
+
+### Deploy
+
+```bash
+npx cdk deploy --all
+```
+
+## Useful Commands
+
+* `npm run build`   - Compile TypeScript to JavaScript
+* `npm run watch`   - Watch for changes and compile automatically
+* `npm run test`    - Run Jest unit tests
+* `npx cdk deploy --all` - Deploy all stacks to your AWS account/region
+* `npx cdk diff`    - Compare deployed stack with current state
+* `npx cdk synth`   - Emit the synthesized CloudFormation template
+* `npx cdk destroy --all` - Remove all deployed resources
+
+## Configuration
+
+Edit `config.yaml` to customize your deployment:
+
+```yaml
+stack_name_base: "fullstack-agentcore-solution-template"
+
+frontend:
+  domain_name: null  # Optional: Set to your custom domain
+  certificate_arn: null  # Optional: Set to your ACM certificate ARN
+
+backend:
+  pattern: "strands-single-agent"  # Available patterns: strands-single-agent
+```
+
+## Project Structure
+
+```
+infra-cdk/
+├── bin/
+│   └── fast-cdk.ts          # CDK app entry point
+├── lib/
+│   ├── fast-cdk-stack.ts    # Main orchestrator stack
+│   ├── backend-stack.ts     # Backend/AgentCore stack
+│   ├── frontend-stack.ts    # Frontend/CloudFront stack
+│   └── utils/               # Utility functions and constructs
+├── test/
+│   └── fast-cdk.test.ts     # Unit tests
+├── cdk.json                 # CDK configuration
+├── config.yaml              # Application configuration
+├── package.json
+└── tsconfig.json
+```
+
+## Development Workflow
+
+1. Make changes to TypeScript files in `lib/`
+2. Run `npm run build` to compile
+3. Run `npx cdk diff` to see what will change
+4. Run `npx cdk deploy --all` to deploy changes
+
+For faster iteration, use watch mode:
+```bash
+npm run watch
+```
+
+## Deployment Details
+
+The CDK deployment creates multiple stacks with a specific deployment order:
+
+### Stack Architecture & Deployment Order
+
+1. **Cognito Stack** (CognitoStack):
+   - Cognito User Pool for user authentication (ESSENTIALS tier for V3 Pre-Token Lambda)
+   - User Pool Client for frontend OAuth flows
+   - User Pool Domain for hosted UI
+   - V3 Pre-Token Lambda for injecting user identity claims into M2M tokens
+
+2. **Backend Stack** (BackendStack):
+   - **Machine Client & Resource Server**: OAuth2 client credentials for service-to-service auth
+   - **AgentCore Gateway**: API gateway for tool integration with Lambda targets
+   - **AgentCore Runtime**: Bedrock AgentCore runtime for agent execution
+   - **Supporting Resources**: IAM roles, DynamoDB tables, API Gateway for feedback
+
+3. **Amplify Hosting Stack** (AmplifyHostingStack):
+   - Amplify app for frontend hosting
+   - Branch configuration for deployments
+   - Custom domain setup (if configured)
+
+### Component Dependencies
+
+Within the Backend Stack, components are created in this order:
+1. **Cognito Integration**: Import user pool from Cognito stack
+2. **Machine Client**: Create OAuth2 client for M2M authentication
+3. **Gateway**: Create AgentCore Gateway, Cedar Policy Engine, and Cedar Policy (depends on machine client)
+4. **Runtime**: Create AgentCore Runtime (independent of gateway)
+
+This order ensures authentication components are available before services that depend on them, while keeping the runtime deployment separate since it doesn't directly depend on the gateway.
+
+### Docker Build Configuration
+
+The agent container builds use a specific configuration to handle the repository structure efficiently:
+
+#### Build Context Strategy
+
+**Problem**: Agent patterns need access to the shared `gateway/` utilities package, but Docker build contexts cannot access parent directories using `../` paths.
+
+**Solution**: Use repository root as build context with optimized file filtering:
+
+1. **Build Context**: Repository root (`/path/to/fullstack-agentcore-solution-template/`)
+2. **Dockerfile Location**: `patterns/{pattern}/Dockerfile` 
+3. **Package Installation**: Install FAST package (`gateway/` + `pyproject.toml`) as proper Python package
+4. **File Filtering**: `.dockerignore` excludes large directories to prevent build hangs
+
+#### Docker Context Optimization
+
+**Issue**: Large build contexts (including `node_modules/`, `.git/`, etc.) cause Docker builds to hang during the "transferring context" phase, especially in CDK deployments.
+
+**Solution**: `.dockerignore` file at repository root excludes:
+- `node_modules/` directories (frontend and infra)
+- `.git/` version control data  
+- Build artifacts (`cdk.out/`, `.next/`, `dist/`)
+- Cache directories (`.ruff_cache/`, `__pycache__/`)
+
+**Result**: Build context reduced from ~100MB+ to ~10MB, eliminating hang issues.
+
+#### Package-Based Architecture
+
+Instead of copying files with relative paths, the Dockerfile:
+
+1. **Installs FAST package**: `RUN pip install --no-cache-dir -e .`
+   - Makes `gateway` utilities available as `from gateway.utils.*`
+   - Eliminates need for file copying between directories
+   - Works consistently across all agent patterns
+
+2. **Copies only agent code**: `COPY patterns/strands-single-agent/basic_agent.py .`
+   - Minimal file copying for the specific agent
+   - Clean separation between shared utilities and agent logic
+
+3. **Removes problematic requirements**: Cleaned `requirements.txt` to avoid duplicate FAST installation
+
+This approach scales to multiple agent patterns without code duplication while maintaining clean Docker builds.
+
+### Key Resources Created
+
+1. **Backend Stack**: 
+   - Cognito User Pool integration and machine client
+   - AgentCore Gateway with Lambda tool targets
+   - AgentCore Runtime for agent execution
+   - ECR repository for agent container images
+   - CodeBuild project for container builds
+   - DynamoDB table for application data
+   - API Gateway for feedback endpoints
+   - IAM roles and policies
+
+2. **Amplify Hosting Stack**:
+   - Amplify app for frontend deployment
+   - Automatic builds from Git branches
+   - Custom domain and SSL certificate integration
+   - Environment-specific deployments
+
+## Troubleshooting
+
+### Build Errors
+
+If you encounter TypeScript compilation errors:
+```bash
+npm run build
+```
+
+### Deployment Failures
+
+Check CloudFormation events in the AWS Console for detailed error messages.
+
+### Clean Build
+
+If you need to start fresh:
+```bash
+rm -rf node_modules cdk.out
+npm install
+npm run build
+```
+
+## Testing
+
+Run unit tests:
+```bash
+npm test
+```
+
+## Learn More
+
+- [AWS CDK Documentation](https://docs.aws.amazon.com/cdk/)
+- [AWS CDK TypeScript Reference](https://docs.aws.amazon.com/cdk/api/v2/docs/aws-construct-library.html)
+- [Bedrock AgentCore Documentation](https://docs.aws.amazon.com/bedrock/)
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/bin/fast-cdk.ts b/samples/agentic-knowledge-discovery/infra-cdk/bin/fast-cdk.ts
new file mode 100644
index 0000000..71bf542
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/bin/fast-cdk.ts
@@ -0,0 +1,23 @@
+#!/usr/bin/env node
+import * as cdk from "aws-cdk-lib"
+import { FastMainStack } from "../lib/fast-main-stack"
+import { ConfigManager } from "../lib/utils/config-manager"
+
+// Load configuration using ConfigManager
+const configManager = new ConfigManager("config.yaml")
+
+// Initial props consist of configuration parameters
+const props = configManager.getProps()
+
+const app = new cdk.App()
+
+// Deploy the new Amplify-based stack that solves the circular dependency
+const amplifyStack = new FastMainStack(app, props.stack_name_base, {
+  config: props,
+  env: { 
+    account: process.env.CDK_DEFAULT_ACCOUNT, 
+    region: process.env.CDK_DEFAULT_REGION 
+  },
+})
+
+app.synth()
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/cdk.json b/samples/agentic-knowledge-discovery/infra-cdk/cdk.json
new file mode 100644
index 0000000..72608e3
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/cdk.json
@@ -0,0 +1,101 @@
+{
+  "app": "npx ts-node --prefer-ts-exts bin/fast-cdk.ts",
+  "watch": {
+    "include": [
+      "**"
+    ],
+    "exclude": [
+      "README.md",
+      "cdk*.json",
+      "**/*.d.ts",
+      "**/*.js",
+      "tsconfig.json",
+      "package*.json",
+      "yarn.lock",
+      "node_modules",
+      "test"
+    ]
+  },
+  "context": {
+    "@aws-cdk/aws-signer:signingProfileNamePassedToCfn": true,
+    "@aws-cdk/aws-ecs-patterns:secGroupsDisablesImplicitOpenListener": true,
+    "@aws-cdk/aws-lambda:recognizeLayerVersion": true,
+    "@aws-cdk/core:checkSecretUsage": true,
+    "@aws-cdk/core:target-partitions": [
+      "aws",
+      "aws-cn"
+    ],
+    "@aws-cdk-containers/ecs-service-extensions:enableDefaultLogDriver": true,
+    "@aws-cdk/aws-ec2:uniqueImdsv2TemplateName": true,
+    "@aws-cdk/aws-ecs:arnFormatIncludesClusterName": true,
+    "@aws-cdk/aws-iam:minimizePolicies": true,
+    "@aws-cdk/core:validateSnapshotRemovalPolicy": true,
+    "@aws-cdk/aws-codepipeline:crossAccountKeyAliasStackSafeResourceName": true,
+    "@aws-cdk/aws-s3:createDefaultLoggingPolicy": true,
+    "@aws-cdk/aws-sns-subscriptions:restrictSqsDescryption": true,
+    "@aws-cdk/aws-apigateway:disableCloudWatchRole": false,
+    "@aws-cdk/core:enablePartitionLiterals": true,
+    "@aws-cdk/aws-events:eventsTargetQueueSameAccount": true,
+    "@aws-cdk/aws-ecs:disableExplicitDeploymentControllerForCircuitBreaker": true,
+    "@aws-cdk/aws-iam:importedRoleStackSafeDefaultPolicyName": true,
+    "@aws-cdk/aws-s3:serverAccessLogsUseBucketPolicy": true,
+    "@aws-cdk/aws-route53-patters:useCertificate": true,
+    "@aws-cdk/customresources:installLatestAwsSdkDefault": false,
+    "@aws-cdk/aws-rds:databaseProxyUniqueResourceName": true,
+    "@aws-cdk/aws-codedeploy:removeAlarmsFromDeploymentGroup": true,
+    "@aws-cdk/aws-apigateway:authorizerChangeDeploymentLogicalId": true,
+    "@aws-cdk/aws-ec2:launchTemplateDefaultUserData": true,
+    "@aws-cdk/aws-secretsmanager:useAttachedSecretResourcePolicyForSecretTargetAttachments": true,
+    "@aws-cdk/aws-redshift:columnId": true,
+    "@aws-cdk/aws-stepfunctions-tasks:enableEmrServicePolicyV2": true,
+    "@aws-cdk/aws-ec2:restrictDefaultSecurityGroup": true,
+    "@aws-cdk/aws-apigateway:requestValidatorUniqueId": true,
+    "@aws-cdk/aws-kms:aliasNameRef": true,
+    "@aws-cdk/aws-kms:applyImportedAliasPermissionsToPrincipal": true,
+    "@aws-cdk/aws-autoscaling:generateLaunchTemplateInsteadOfLaunchConfig": true,
+    "@aws-cdk/core:includePrefixInUniqueNameGeneration": true,
+    "@aws-cdk/aws-efs:denyAnonymousAccess": true,
+    "@aws-cdk/aws-opensearchservice:enableOpensearchMultiAzWithStandby": true,
+    "@aws-cdk/aws-lambda-nodejs:useLatestRuntimeVersion": true,
+    "@aws-cdk/aws-efs:mountTargetOrderInsensitiveLogicalId": true,
+    "@aws-cdk/aws-rds:auroraClusterChangeScopeOfInstanceParameterGroupWithEachParameters": true,
+    "@aws-cdk/aws-appsync:useArnForSourceApiAssociationIdentifier": true,
+    "@aws-cdk/aws-rds:preventRenderingDeprecatedCredentials": true,
+    "@aws-cdk/aws-codepipeline-actions:useNewDefaultBranchForCodeCommitSource": true,
+    "@aws-cdk/aws-cloudwatch-actions:changeLambdaPermissionLogicalIdForLambdaAction": true,
+    "@aws-cdk/aws-codepipeline:crossAccountKeysDefaultValueToFalse": true,
+    "@aws-cdk/aws-codepipeline:defaultPipelineTypeToV2": true,
+    "@aws-cdk/aws-kms:reduceCrossAccountRegionPolicyScope": true,
+    "@aws-cdk/aws-eks:nodegroupNameAttribute": true,
+    "@aws-cdk/aws-ec2:ebsDefaultGp3Volume": true,
+    "@aws-cdk/aws-ecs:removeDefaultDeploymentAlarm": true,
+    "@aws-cdk/custom-resources:logApiResponseDataPropertyTrueDefault": false,
+    "@aws-cdk/aws-s3:keepNotificationInImportedBucket": false,
+    "@aws-cdk/core:explicitStackTags": true,
+    "@aws-cdk/aws-ecs:enableImdsBlockingDeprecatedFeature": false,
+    "@aws-cdk/aws-ecs:disableEcsImdsBlocking": true,
+    "@aws-cdk/aws-ecs:reduceEc2FargateCloudWatchPermissions": true,
+    "@aws-cdk/aws-dynamodb:resourcePolicyPerReplica": true,
+    "@aws-cdk/aws-ec2:ec2SumTImeoutEnabled": true,
+    "@aws-cdk/aws-appsync:appSyncGraphQLAPIScopeLambdaPermission": true,
+    "@aws-cdk/aws-rds:setCorrectValueForDatabaseInstanceReadReplicaInstanceResourceId": true,
+    "@aws-cdk/core:cfnIncludeRejectComplexResourceUpdateCreatePolicyIntrinsics": true,
+    "@aws-cdk/aws-lambda-nodejs:sdkV3ExcludeSmithyPackages": true,
+    "@aws-cdk/aws-stepfunctions-tasks:fixRunEcsTaskPolicy": true,
+    "@aws-cdk/aws-ec2:bastionHostUseAmazonLinux2023ByDefault": true,
+    "@aws-cdk/aws-route53-targets:userPoolDomainNameMethodWithoutCustomResource": true,
+    "@aws-cdk/aws-elasticloadbalancingV2:albDualstackWithoutPublicIpv4SecurityGroupRulesDefault": true,
+    "@aws-cdk/aws-iam:oidcRejectUnauthorizedConnections": true,
+    "@aws-cdk/core:enableAdditionalMetadataCollection": true,
+    "@aws-cdk/aws-lambda:createNewPoliciesWithAddToRolePolicy": false,
+    "@aws-cdk/aws-s3:setUniqueReplicationRoleName": true,
+    "@aws-cdk/aws-events:requireEventBusPolicySid": true,
+    "@aws-cdk/core:aspectPrioritiesMutating": true,
+    "@aws-cdk/aws-dynamodb:retainTableReplica": true,
+    "@aws-cdk/aws-stepfunctions:useDistributedMapResultWriterV2": true,
+    "@aws-cdk/s3-notifications:addS3TrustKeyPolicyForSnsSubscriptions": true,
+    "@aws-cdk/aws-ec2:requirePrivateSubnetsForEgressOnlyInternetGateway": true,
+    "@aws-cdk/aws-s3:publicAccessBlockedByDefault": true,
+    "@aws-cdk/aws-lambda:useCdkManagedLogGroup": true
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/config.yaml b/samples/agentic-knowledge-discovery/infra-cdk/config.yaml
new file mode 100644
index 0000000..9a08c9d
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/config.yaml
@@ -0,0 +1,36 @@
+stack_name_base: agentic-knowledge-discovery
+
+# Optional: Set to automatically create an admin user and email credentials
+# If not provided, you'll need to manually create users via AWS Console
+admin_user_email: # Example: admin@example.com
+
+backend:
+  agent_name: FASTAgent # Name for the agent runtime (a-z, A-Z, 0-9, _)
+  pattern: strands-agent # Which agent implementation to deploy. Options: strands-agent | langgraph-agent
+  # The value must match a folder under patterns/. Both implementations speak the
+  # AG-UI protocol, so the frontend uses the same AG-UI parser for either.
+  deployment_type: docker # This sample builds the runtime as a container image (Docker/finch required)
+  # This stack creates a minimal data-plane VPC hosting Aurora PostgreSQL and the
+  # in-VPC tool Lambdas (structured_search, db-seed) with a Secrets Manager VPC
+  # endpoint. The AgentCore runtime and doc_search Lambda stay outside the VPC
+  # (runtime network mode is PUBLIC in v1). The Knowledge Base is created by this
+  # stack, so there is no knowledge_base_id to configure.
+
+  # Long-term memory uses a SemanticMemoryStrategy to extract and store facts across sessions.
+  # This incurs additional costs: $0.75/1,000 records stored + $0.50/1,000 retrieval calls.
+  # Set to true when you want to try persistent cross-session memory, which is keyed off of the
+  # Cognito userId.
+  use_long_term_memory: false
+  ltm_top_k: 10             # Number of facts to retrieve per turn (default: 10)
+  ltm_relevance_score: 0.3  # Minimum similarity threshold for retrieval (default: 0.3)
+
+  # VPC configuration - required when network_mode is VPC
+  # Your VPC must have the necessary VPC endpoints for the AWS services used
+  # (Bedrock, AgentCore, S3, Secrets Manager, CloudWatch Logs, etc.).
+  # vpc:
+  #   vpc_id: vpc-0abc1234def56789a
+  #   subnet_ids:
+  #     - subnet-aaaa1111bbbb2222c
+  #     - subnet-cccc3333dddd4444e
+  #   security_group_ids:  # Optional - a default SG is created if omitted
+  #     - sg-0abc1234def56789a
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/Dockerfile b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/Dockerfile
new file mode 100644
index 0000000..d64e8d7
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/Dockerfile
@@ -0,0 +1,10 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+FROM public.ecr.aws/lambda/python:3.13
+
+RUN pip install --no-cache-dir "psycopg2-binary==2.9.12"
+
+COPY index.py schema.sql seed.sql ${LAMBDA_TASK_ROOT}/
+
+CMD ["index.handler"]
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/index.py b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/index.py
new file mode 100644
index 0000000..ad7741a
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/index.py
@@ -0,0 +1,60 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Database seed custom-resource handler.
+
+Invoked by a CloudFormation custom resource (via the CDK Provider framework) on
+stack Create/Update. Enables PostGIS, (re)creates the schema, and inserts a
+small generic dataset. Delete is a no-op — the cluster is removed with the stack.
+"""
+
+import json
+import os
+
+import boto3
+import psycopg2
+
+DB_SECRET_ARN = os.environ["DB_SECRET_ARN"]
+DB_CLUSTER_ENDPOINT = os.environ["DB_CLUSTER_ENDPOINT"]
+DB_NAME = os.environ.get("DB_NAME", "ragmeta")
+
+secrets_client = boto3.client("secretsmanager")
+
+
+def _connect():
+    creds = json.loads(
+        secrets_client.get_secret_value(SecretId=DB_SECRET_ARN)["SecretString"]
+    )
+    return psycopg2.connect(
+        host=DB_CLUSTER_ENDPOINT,
+        port=creds.get("port", 5432),
+        dbname=DB_NAME,
+        user=creds["username"],
+        password=creds["password"],
+        connect_timeout=10,
+    )
+
+
+def _run_sql_file(cursor, filename: str) -> None:
+    with open(
+        os.path.join(os.path.dirname(__file__), filename), "r", encoding="utf-8"
+    ) as fh:
+        cursor.execute(fh.read())
+
+
+def handler(event, context):
+    request_type = event.get("RequestType", "Create")
+    if request_type == "Delete":
+        return {"PhysicalResourceId": "db-seed"}
+
+    conn = _connect()
+    try:
+        conn.autocommit = False
+        with conn.cursor() as cursor:
+            _run_sql_file(cursor, "schema.sql")
+            _run_sql_file(cursor, "seed.sql")
+        conn.commit()
+    finally:
+        conn.close()
+
+    return {"PhysicalResourceId": "db-seed", "Data": {"Seeded": "true"}}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/schema.sql b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/schema.sql
new file mode 100644
index 0000000..260b915
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/schema.sql
@@ -0,0 +1,21 @@
+-- Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+-- SPDX-License-Identifier: Apache-2.0
+--
+-- Generic structured metadata for the document corpus. One row per document,
+-- with attributes the agent can filter and aggregate on. The same attributes
+-- are attached to each document in the Knowledge Base (metadata sidecars), and
+-- doc_id links a metadata row to its document, so the agent can pivot between
+-- structured (metadata_search) and unstructured (doc_search) retrieval.
+
+DROP TABLE IF EXISTS documents;
+
+CREATE TABLE documents (
+    doc_id     TEXT PRIMARY KEY,
+    domain     TEXT NOT NULL,
+    doc_type   TEXT NOT NULL,
+    num_pages  INTEGER NOT NULL,
+    title      TEXT
+);
+
+CREATE INDEX documents_domain_idx ON documents (domain);
+CREATE INDEX documents_doc_type_idx ON documents (doc_type);
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/seed.sql b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/seed.sql
new file mode 100644
index 0000000..ea4c40d
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/db-seed/seed.sql
@@ -0,0 +1,9 @@
+-- Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+-- SPDX-License-Identifier: Apache-2.0
+-- GENERATED by scripts/generate_sample_data.py — do not edit by hand.
+
+INSERT INTO documents (doc_id, domain, doc_type, num_pages, title) VALUES
+    ('nist_ai_rmf', 'artificial_intelligence', 'framework', 48, 'AI Risk Management Framework (NIST AI 100-1)'),
+    ('nist_cybersecurity_framework', 'cybersecurity', 'framework', 32, 'Cybersecurity Framework 2.0 (NIST CSWP 29)'),
+    ('eia_annual_energy_outlook_2023', 'energy', 'report', 50, 'Annual Energy Outlook 2023 (U.S. EIA)'),
+    ('nces_education_report_2023', 'education', 'report', 54, 'NCES Education Report 2023-144');
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/feedback/index.py b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/feedback/index.py
new file mode 100644
index 0000000..f3db1ae
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/feedback/index.py
@@ -0,0 +1,186 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Feedback API Lambda Handler"""
+
+import os
+import time
+import uuid
+from typing import Any, Dict, Literal, Optional
+
+import boto3
+from aws_lambda_powertools import Logger, Tracer
+from aws_lambda_powertools.event_handler import APIGatewayRestResolver, CORSConfig
+from aws_lambda_powertools.logging.correlation_paths import API_GATEWAY_REST
+from aws_lambda_powertools.utilities.typing import LambdaContext
+from botocore.exceptions import ClientError
+from pydantic import BaseModel, ConfigDict, Field, field_validator
+from pydantic.alias_generators import to_camel
+
+# Environment variables
+TABLE_NAME = os.environ["TABLE_NAME"]
+CORS_ALLOWED_ORIGINS = os.environ.get("CORS_ALLOWED_ORIGINS", "*")
+
+# Parse CORS origins - can be comma-separated list
+cors_origins = [
+    origin.strip() for origin in CORS_ALLOWED_ORIGINS.split(",") if origin.strip()
+]
+primary_origin = cors_origins[0] if cors_origins else "*"
+extra_origins = cors_origins[1:] if len(cors_origins) > 1 else None
+
+# Configure CORS
+cors_config = CORSConfig(
+    allow_origin=primary_origin,
+    extra_origins=extra_origins,
+    allow_headers=["Content-Type", "Authorization"],
+    allow_credentials=True,
+)
+
+# Initialize DynamoDB client
+dynamodb = boto3.client("dynamodb")
+
+tracer = Tracer()
+logger = Logger()
+app = APIGatewayRestResolver(cors=cors_config)
+
+# Validation constants
+MAX_SESSION_ID_LENGTH = 100
+MAX_MESSAGE_LENGTH = 5000
+
+
+class FeedbackRequest(BaseModel):
+    """
+    Feedback request payload model.
+
+    Accepts camelCase from client but uses snake_case internally.
+
+    Attributes:
+        session_id: The conversation session identifier
+        message: The agent's response that is receiving feedback (what the AI said)
+        feedback_type: Either 'positive' or 'negative'
+        comment: User's explanation for their feedback rating (optional)
+    """
+
+    model_config = ConfigDict(
+        alias_generator=to_camel,
+        populate_by_name=True,  # Allows population by either snake_case or camelCase
+    )
+
+    session_id: str = Field(
+        ...,
+        min_length=1,
+        max_length=MAX_SESSION_ID_LENGTH,
+        description="Conversation session identifier",
+    )
+    message: str = Field(
+        ...,
+        min_length=1,
+        max_length=MAX_MESSAGE_LENGTH,
+        description="Agent's response being rated",
+    )
+    feedback_type: Literal["positive", "negative"] = Field(
+        ..., description="User's rating of the response"
+    )
+    comment: Optional[str] = Field(
+        None,
+        max_length=MAX_MESSAGE_LENGTH,
+        description="User's explanation for their rating",
+    )
+
+    @field_validator("session_id")
+    @classmethod
+    def validate_session_id_format(cls, v: str) -> str:
+        """
+        Validate session_id contains only alphanumeric characters, hyphens, and underscores.
+
+        Args:
+            v: Session ID value to validate
+
+        Returns:
+            Validated session ID
+
+        Raises:
+            ValueError: If session ID contains invalid characters
+        """
+        if not v.replace("-", "").replace("_", "").isalnum():
+            raise ValueError(
+                "sessionId must contain only alphanumeric characters, hyphens, and underscores"
+            )
+        return v
+
+
+@app.post("/feedback")
+def submit_feedback() -> Dict[str, Any]:
+    """
+    Handle POST /feedback endpoint.
+
+    Returns:
+        Response with feedback ID on success
+    """
+    try:
+        # Parse and validate request body using Pydantic
+        feedback_data = FeedbackRequest(**app.current_event.json_body)
+
+        # Extract user ID from Cognito claims
+        request_context = app.current_event.request_context
+        authorizer = request_context.authorizer
+        claims = authorizer.get("claims", {}) if authorizer else {}
+
+        if not claims:
+            return {"error": "Unauthorized"}, 401
+
+        user_id = claims.get("sub") or "unknown"
+
+        # Generate feedback ID and timestamp
+        feedback_id = str(uuid.uuid4())
+        timestamp = int(time.time() * 1000)  # Milliseconds since epoch
+
+        # Save to DynamoDB
+        item = {
+            "feedbackId": {"S": feedback_id},
+            "sessionId": {"S": feedback_data.session_id},
+            "message": {"S": feedback_data.message},  # Agent's response being rated
+            "userId": {"S": user_id},
+            "feedbackType": {"S": feedback_data.feedback_type},
+            "timestamp": {"N": str(timestamp)},
+        }
+
+        # Add optional comment field if provided
+        if feedback_data.comment:
+            item["comment"] = {
+                "S": feedback_data.comment
+            }  # User's explanation for their rating
+
+        dynamodb.put_item(TableName=TABLE_NAME, Item=item)
+
+        return {
+            "success": True,
+            "feedbackId": feedback_id,
+        }
+
+    except ValueError as e:
+        logger.warning(f"Validation error: {str(e)}")
+        return {"error": str(e)}, 400
+
+    except ClientError as e:
+        logger.error(f"DynamoDB error: {e.response['Error']['Message']}")
+        return {"error": "Internal server error"}, 500
+
+    except Exception as e:
+        logger.error(f"Error saving feedback: {str(e)}")
+        return {"error": "Internal server error"}, 500
+
+
+@logger.inject_lambda_context(correlation_id_path=API_GATEWAY_REST)
+def handler(event: dict, context: LambdaContext) -> dict:
+    """
+    Lambda handler for feedback API.
+
+    Args:
+        event: API Gateway event
+        context: Lambda context
+
+    Returns:
+        API Gateway response
+    """
+    return app.resolve(event, context)
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/feedback/requirements.txt b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/feedback/requirements.txt
new file mode 100644
index 0000000..396cc5e
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/feedback/requirements.txt
@@ -0,0 +1,6 @@
+# Boto3 is included in the Python Lambda runtime, so it's unnecessary to include it here.
+#
+# When setting up your local development environment, you will want to intall, install the Lambda
+# PowerTools. In the CDK code it's installed as a layer, which means it's also not needed here. For
+# local development: pip install "aws-lambda-powertools[all]"
+pydantic
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/oauth2-provider/index.py b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/oauth2-provider/index.py
new file mode 100644
index 0000000..f5c06c1
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/oauth2-provider/index.py
@@ -0,0 +1,164 @@
+"""
+Custom Resource Lambda for managing OAuth2 Credential Provider lifecycle.
+
+This Lambda is invoked by CloudFormation during stack deployment to manage
+an OAuth2 Credential Provider in Bedrock AgentCore Identity. It retrieves the Cognito
+client secret from Secrets Manager at runtime to avoid logging sensitive data.
+
+CloudFormation Events:
+- Create: Creates OAuth2 provider with credentials from Secrets Manager
+- Update: Updates OAuth2 provider properties (clientId, clientSecret, discoveryUrl)
+- Delete: Deletes OAuth2 provider by name
+"""
+
+import logging
+
+import boto3
+
+logger = logging.getLogger()
+logger.setLevel(logging.INFO)
+
+bedrock_client = boto3.client("bedrock-agentcore-control")
+secrets_client = boto3.client("secretsmanager")
+
+
+def handler(event: dict, context: dict) -> dict:
+    """
+    CloudFormation Custom Resource handler for OAuth2 Credential Provider.
+
+    Args:
+        event: CloudFormation event containing RequestType and ResourceProperties
+        context: Lambda context object
+
+    Returns:
+        Response dict with PhysicalResourceId and optional Data attributes
+    """
+    request_type = event["RequestType"]
+    props = event["ResourceProperties"]
+
+    logger.info(f"Request type: {request_type}")
+    logger.info(f"Provider name: {props['ProviderName']}")
+
+    try:
+        if request_type == "Create":
+            return handle_create(props)
+        elif request_type == "Delete":
+            return handle_delete(event, props)
+        elif request_type == "Update":
+            return handle_update(event, props)
+        else:
+            raise ValueError(f"Unknown request type: {request_type}")
+
+    except Exception as e:
+        logger.error(f"Error handling {request_type}: {str(e)}", exc_info=True)
+        raise
+
+
+def handle_create(props: dict) -> dict:
+    """
+    Create OAuth2 Credential Provider.
+
+    Args:
+        props: ResourceProperties from CloudFormation event
+
+    Returns:
+        Response with PhysicalResourceId and provider ARN
+    """
+    # Retrieve client secret from Secrets Manager (not logged)
+    secret_arn = props["ClientSecretArn"]
+    logger.info(f"Retrieving secret from: {secret_arn}")
+
+    secret_response = secrets_client.get_secret_value(SecretId=secret_arn)
+    client_secret = secret_response["SecretString"]
+
+    # Create OAuth2 Credential Provider
+    logger.info(f"Creating OAuth2 provider: {props['ProviderName']}")
+
+    response = bedrock_client.create_oauth2_credential_provider(
+        name=props["ProviderName"],
+        credentialProviderVendor="CustomOauth2",
+        oauth2ProviderConfigInput={
+            "customOauth2ProviderConfig": {
+                "clientId": props["ClientId"],
+                "clientSecret": client_secret,
+                "oauthDiscovery": {"discoveryUrl": props["DiscoveryUrl"]},
+            }
+        },
+    )
+
+    provider_arn = response["credentialProviderArn"]
+    logger.info(f"Created provider with ARN: {provider_arn}")
+
+    return {
+        "PhysicalResourceId": props["ProviderName"],
+        "Data": {"ProviderArn": provider_arn},
+    }
+
+
+def handle_update(event: dict, props: dict) -> dict:
+    """
+    Update OAuth2 Credential Provider.
+
+    Args:
+        event: CloudFormation event
+        props: ResourceProperties from CloudFormation event
+
+    Returns:
+        Response with PhysicalResourceId and provider ARN
+    """
+    provider_name = event["PhysicalResourceId"]
+    logger.info(f"Updating OAuth2 provider: {provider_name}")
+
+    # Retrieve client secret from Secrets Manager
+    secret_arn = props["ClientSecretArn"]
+    logger.info(f"Retrieving secret from: {secret_arn}")
+
+    secret_response = secrets_client.get_secret_value(SecretId=secret_arn)
+    client_secret = secret_response["SecretString"]
+
+    # Update OAuth2 Credential Provider
+    response = bedrock_client.update_oauth2_credential_provider(
+        name=provider_name,
+        credentialProviderVendor="CustomOauth2",
+        oauth2ProviderConfigInput={
+            "customOauth2ProviderConfig": {
+                "clientId": props["ClientId"],
+                "clientSecret": client_secret,
+                "oauthDiscovery": {"discoveryUrl": props["DiscoveryUrl"]},
+            }
+        },
+    )
+
+    provider_arn = response["credentialProviderArn"]
+    logger.info(f"Updated provider with ARN: {provider_arn}")
+
+    return {
+        "PhysicalResourceId": provider_name,
+        "Data": {"ProviderArn": provider_arn},
+    }
+
+
+def handle_delete(event: dict, props: dict) -> dict:
+    """
+    Delete OAuth2 Credential Provider.
+
+    Args:
+        event: CloudFormation event
+        props: ResourceProperties from CloudFormation event
+
+    Returns:
+        Response with PhysicalResourceId
+    """
+    provider_name = event["PhysicalResourceId"]
+    logger.info(f"Deleting OAuth2 provider: {provider_name}")
+
+    try:
+        bedrock_client.delete_oauth2_credential_provider(name=provider_name)
+        logger.info(f"Deleted provider: {provider_name}")
+    except bedrock_client.exceptions.ResourceNotFoundException:
+        logger.warning(f"Provider not found (already deleted): {provider_name}")
+    except Exception as e:
+        logger.error(f"Error deleting provider: {str(e)}")
+        raise
+
+    return {"PhysicalResourceId": provider_name}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/pretoken-v3/index.py b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/pretoken-v3/index.py
new file mode 100644
index 0000000..c94b3d0
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/pretoken-v3/index.py
@@ -0,0 +1,119 @@
+"""
+Pre-Token Generation Lambda (V3) for M2M flows.
+
+Injects CUSTOM claims into M2M access tokens for AgentCore Policy
+enforcement. This Lambda fires on BOTH user login and M2M token generation.
+Only M2M flows (Client Credentials grant) are processed; user login flows
+are passed through unchanged.
+
+Custom claims injected (application-defined, not standard JWT/OIDC claims):
+  - user_id:    The authenticated user's Cognito sub (a UUID)
+  - department: The user's department (e.g., "finance")
+  - role:       The user's role (e.g., "admin")
+
+These claim names are arbitrary — you can define any names you need.
+Just ensure the names match between this Lambda's output and the Cedar
+policy's principal.getTag() references.
+
+The verified_user_id (Cognito sub) is read from clientMetadata, which is
+passed via the aws_client_metadata parameter in the direct Cognito
+/oauth2/token call (see patterns/utils/auth.py — get_gateway_access_token).
+The Cognito sub is an opaque, immutable UUID assigned to each user at
+creation time (e.g., "a1b2c3d4-5678-90ab-cdef-1234567890ab").
+
+GROUP ASSIGNMENT SETUP (two-step deployment):
+  1. Deploy the stack once (all users will be assigned "guest/viewer")
+  2. Look up user UUIDs: aws cognito-idp list-users --user-pool-id <pool-id>
+  3. Replace the placeholder UUIDs below with actual user subs
+  4. Redeploy (cdk deploy) to apply the updated mapping
+
+ALTERNATIVE (email-based matching without two-step deploy):
+  If you prefer email-based matching that works on first deploy without
+  UUID lookup, add email resolution via the Cognito ListUsers API in this
+  Lambda and match on email instead of sub.
+
+To use dynamic group assignment, replace the hardcoded mapping below with a
+DynamoDB table keyed by the user's sub (UUID).
+"""
+
+# ============================================================================
+# USER-TO-GROUP MAPPING
+# ============================================================================
+# Replace the placeholder UUIDs below with actual Cognito user subs after
+# first deploy. Run: aws cognito-idp list-users --user-pool-id <pool-id>
+# The sub is found in each user's Attributes list under Name="sub".
+#
+# Format: "<cognito-sub-uuid>": {"department": "...", "role": "..."}
+#
+# The UUID must be wrapped in quotes as a string key.
+# ============================================================================
+USER_ROLE_MAP = {
+    "<fastprojectadmin-user-sub-uuid>": {"department": "finance", "role": "admin"},
+    "<fastuser-user-sub-uuid>": {"department": "engineering", "role": "developer"},
+}
+
+# Default assignment when user is not in the map.
+# With Cedar policy V1: guest is permitted.
+# With Cedar policy V2: guest is denied (gateway target tool hidden from agent).
+DEFAULT_GROUP = {"department": "guest", "role": "viewer"}
+
+
+def lambda_handler(event: dict, context: dict) -> dict:
+    """
+    Cognito V3 Pre-Token Generation trigger handler.
+
+    Args:
+        event: Cognito trigger event containing triggerSource and request metadata.
+        context: Lambda context object.
+
+    Returns:
+        Modified event with user identity claims injected into the M2M access token.
+    """
+    print(f"[PRE-TOKEN] Trigger source: {event.get('triggerSource')}")
+
+    # Only process M2M flows (Client Credentials grant)
+    if event["triggerSource"] != "TokenGeneration_ClientCredentials":
+        print("[PRE-TOKEN] Not a Client Credentials flow - skipping")
+        return event
+
+    # Read the verified user_id (Cognito sub / UUID) from clientMetadata.
+    # This is passed via aws_client_metadata in the direct Cognito /oauth2/token call.
+    meta = event["request"].get("clientMetadata", {})
+    user_id = meta.get("verified_user_id", "")
+
+    if not user_id:
+        print("[PRE-TOKEN] No verified_user_id in metadata")
+        return event
+
+    print("[PRE-TOKEN] Processing M2M token - verified_user_id received")
+
+    # Look up department/role from the UUID mapping.
+    # If the user's sub is not in the map, they get the default group (guest/viewer).
+    # To assign yourself to a non-default group, replace the placeholder UUIDs
+    # above with your actual Cognito sub.
+    group = USER_ROLE_MAP.get(user_id, DEFAULT_GROUP)
+    department = group["department"]
+    role = group["role"]
+    print(f"[PRE-TOKEN] Assigned: department={department}, role={role}")
+
+    # Inject CUSTOM claims into the M2M Access Token.
+    # At the AgentCore Gateway, the JWT Authorizer maps ALL token claims
+    # (both standard and custom) to Cedar principal tags:
+    #   Custom claim "user_id"    → principal.getTag("user_id")
+    #   Custom claim "department" → principal.getTag("department")
+    #   Custom claim "role"       → principal.getTag("role")
+    #
+    # Standard claims (sub, iss, client_id, exp, etc.) are also available as tags
+    # but are managed automatically by Cognito and cannot be overridden here.
+    event["response"]["claimsAndScopeOverrideDetails"] = {
+        "accessTokenGeneration": {
+            "claimsToAddOrOverride": {
+                "user_id": user_id,
+                "department": department,
+                "role": role,
+            }
+        }
+    }
+
+    print("[PRE-TOKEN] Claims injected successfully")
+    return event
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/sessions/index.py b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/sessions/index.py
new file mode 100644
index 0000000..4cb4b2c
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/sessions/index.py
@@ -0,0 +1,181 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Sessions API Lambda (DynamoDB-backed, strongly consistent).
+
+Persists and serves the conversation transcript the frontend renders, so a
+resumed session restores the exact view. The sidebar list reads the base table
+with a strongly-consistent query (no GSI), so a save or delete is reflected
+immediately on the next read.
+
+Shared table item shapes (pk / sk):
+- USER#<userId>  / SESS#<sessionId>  -> { userId, title, updatedAt }
+- SESSION#<id>   / MSG#<index>       -> { userId, data }  (one message object, JSON)
+
+Routes (Cognito-authorized; user comes from the JWT `sub`, never the path):
+- GET    /sessions                 list the caller's sessions, newest first
+- GET    /sessions/{sessionId}     return a session's messages, in order
+- PUT    /sessions/{sessionId}     replace a session's messages + index row
+- DELETE /sessions/{sessionId}     delete a session
+"""
+
+import json
+import os
+from typing import Any, Dict, List
+
+import boto3
+from aws_lambda_powertools import Logger, Tracer
+from aws_lambda_powertools.event_handler import APIGatewayRestResolver, CORSConfig
+from aws_lambda_powertools.logging.correlation_paths import API_GATEWAY_REST
+from aws_lambda_powertools.utilities.typing import LambdaContext
+from boto3.dynamodb.conditions import Key
+from botocore.exceptions import ClientError
+
+TABLE_NAME = os.environ["TABLE_NAME"]
+CORS_ALLOWED_ORIGINS = os.environ.get("CORS_ALLOWED_ORIGINS", "*")
+
+cors_origins = [o.strip() for o in CORS_ALLOWED_ORIGINS.split(",") if o.strip()]
+primary_origin = cors_origins[0] if cors_origins else "*"
+extra_origins = cors_origins[1:] if len(cors_origins) > 1 else None
+
+cors_config = CORSConfig(
+    allow_origin=primary_origin,
+    extra_origins=extra_origins,
+    allow_headers=["Content-Type", "Authorization"],
+    allow_credentials=True,
+)
+
+table = boto3.resource("dynamodb").Table(TABLE_NAME)
+
+tracer = Tracer()
+logger = Logger()
+app = APIGatewayRestResolver(cors=cors_config)
+
+MAX_MESSAGES = 500
+
+
+def _caller() -> str:
+    """The Cognito sub of the authenticated caller."""
+    authorizer = app.current_event.request_context.authorizer
+    claims = authorizer.get("claims", {}) if authorizer else {}
+    return claims.get("sub") if claims else None
+
+
+def _user_pk(user_id: str) -> str:
+    return f"USER#{user_id}"
+
+
+def _session_pk(session_id: str) -> str:
+    return f"SESSION#{session_id}"
+
+
+@app.get("/sessions")
+def list_sessions() -> Dict[str, Any]:
+    user_id = _caller()
+    if not user_id:
+        return {"error": "Unauthorized"}, 401
+
+    resp = table.query(
+        KeyConditionExpression=Key("pk").eq(_user_pk(user_id))
+        & Key("sk").begins_with("SESS#"),
+        ConsistentRead=True,
+    )
+    sessions = [
+        {
+            "sessionId": item["sk"].split("#", 1)[1],
+            "title": item.get("title", "New conversation"),
+            "lastActivity": item.get("updatedAt"),
+        }
+        for item in resp.get("Items", [])
+    ]
+    sessions.sort(key=lambda s: s.get("lastActivity") or "", reverse=True)
+    return {"sessions": sessions}
+
+
+@app.get("/sessions/<session_id>")
+def get_session(session_id: str) -> Dict[str, Any]:
+    user_id = _caller()
+    if not user_id:
+        return {"error": "Unauthorized"}, 401
+
+    resp = table.query(
+        KeyConditionExpression=Key("pk").eq(_session_pk(session_id))
+        & Key("sk").begins_with("MSG#"),
+        ConsistentRead=True,
+    )
+    messages: List[Any] = []
+    for item in resp.get("Items", []):
+        if item.get("userId") and item["userId"] != user_id:
+            return {"error": "Forbidden"}, 403
+        try:
+            messages.append(json.loads(item["data"]))
+        except (KeyError, ValueError):
+            continue
+    return {"sessionId": session_id, "messages": messages}
+
+
+@app.put("/sessions/<session_id>")
+def save_session(session_id: str) -> Dict[str, Any]:
+    user_id = _caller()
+    if not user_id:
+        return {"error": "Unauthorized"}, 401
+
+    body = app.current_event.json_body or {}
+    messages = body.get("messages", [])[:MAX_MESSAGES]
+    title = (body.get("title") or "New conversation")[:80]
+    now = body.get("updatedAt") or ""
+
+    # Session index row under the user's partition (drives the sidebar).
+    table.put_item(
+        Item={
+            "pk": _user_pk(user_id),
+            "sk": f"SESS#{session_id}",
+            "userId": user_id,
+            "title": title,
+            "updatedAt": now,
+        }
+    )
+    # Messages under the session's partition.
+    with table.batch_writer() as batch:
+        for i, message in enumerate(messages):
+            batch.put_item(
+                Item={
+                    "pk": _session_pk(session_id),
+                    "sk": f"MSG#{i:06d}",
+                    "userId": user_id,
+                    "data": json.dumps(message),
+                }
+            )
+    return {"success": True, "saved": len(messages)}
+
+
+@app.delete("/sessions/<session_id>")
+def delete_session(session_id: str) -> Dict[str, Any]:
+    user_id = _caller()
+    if not user_id:
+        return {"error": "Unauthorized"}, 401
+
+    # Remove the sidebar index row first so the list reflects the delete at once.
+    table.delete_item(Key={"pk": _user_pk(user_id), "sk": f"SESS#{session_id}"})
+
+    # Remove the session's message rows.
+    resp = table.query(
+        KeyConditionExpression=Key("pk").eq(_session_pk(session_id)),
+        ConsistentRead=True,
+    )
+    items = resp.get("Items", [])
+    if any(it.get("userId") and it["userId"] != user_id for it in items):
+        return {"error": "Forbidden"}, 403
+    with table.batch_writer() as batch:
+        for it in items:
+            batch.delete_item(Key={"pk": it["pk"], "sk": it["sk"]})
+    return {"success": True, "deleted": len(items)}
+
+
+@logger.inject_lambda_context(correlation_id_path=API_GATEWAY_REST)
+def handler(event: dict, context: LambdaContext) -> dict:
+    try:
+        return app.resolve(event, context)
+    except ClientError as e:
+        logger.error("DynamoDB error: %s", e.response["Error"]["Message"])
+        return {"statusCode": 500, "body": '{"error": "Internal server error"}'}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lambdas/sessions/requirements.txt b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/sessions/requirements.txt
new file mode 100644
index 0000000..9206a33
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lambdas/sessions/requirements.txt
@@ -0,0 +1,4 @@
+# Boto3 is included in the Python Lambda runtime, so it is unnecessary here.
+# AWS Lambda Powertools is provided via a layer in the CDK code, so it is not
+# needed here either. For local development: pip install "aws-lambda-powertools[all]"
+# The sessions API requires no extra dependencies.
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/agent.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/agent.ts
new file mode 100644
index 0000000..b7025b7
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/agent.ts
@@ -0,0 +1,296 @@
+import * as cdk from "aws-cdk-lib"
+import * as ec2 from "aws-cdk-lib/aws-ec2"
+import * as iam from "aws-cdk-lib/aws-iam"
+import * as ssm from "aws-cdk-lib/aws-ssm"
+import * as agentcore from "aws-cdk-lib/aws-bedrockagentcore"
+import * as ecr_assets from "aws-cdk-lib/aws-ecr-assets"
+import * as s3 from "aws-cdk-lib/aws-s3"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+import { AgentCoreRole } from "../utils/agentcore-role"
+import * as path from "path"
+
+export interface AgentConstructProps {
+  config: AppConfig
+  /** User pool id for the runtime's JWT authorizer issuer. */
+  userPoolId: string
+  /** User pool client id allowed by the runtime's JWT authorizer. */
+  userPoolClientId: string
+  /**
+   * OPTIONAL gateway integration. When set (to GatewayConstruct.credentialProviderName),
+   * the agent is wired to authenticate to that gateway. Omit to run the agent without a
+   * gateway — this is the single agent->gateway seam, controlled from the composition root.
+   */
+  gatewayCredentialProviderName?: string
+  /** KB documents bucket; the runtime presigns citation URLs from it. */
+  documentsBucket: s3.IBucket
+}
+
+/**
+ * The agent runtime and its short-term memory. Loosely coupled to the gateway: it reads
+ * the gateway URL from SSM and authenticates via the OAuth2 credential provider (looked up
+ * by name), so it has no deploy-time dependency on the gateway construct.
+ */
+export class AgentConstruct extends Construct {
+  public runtimeArn: string
+  public memoryArn: string
+  private readonly region: string
+  private readonly account: string
+  private readonly documentsBucket: s3.IBucket
+  private agentRuntime: agentcore.Runtime
+
+  constructor(scope: Construct, id: string, props: AgentConstructProps) {
+    super(scope, id)
+
+    const stack = cdk.Stack.of(this)
+    this.region = stack.region
+    this.account = stack.account
+    this.documentsBucket = props.documentsBucket
+    this.createAgentCoreRuntime(
+      props.config,
+      props.userPoolId,
+      props.userPoolClientId,
+      props.gatewayCredentialProviderName
+    )
+
+    new ssm.StringParameter(this, "RuntimeArnParam", {
+      parameterName: `/${props.config.stack_name_base}/runtime-arn`,
+      stringValue: this.runtimeArn,
+    })
+  }
+
+  private createAgentCoreRuntime(
+    config: AppConfig,
+    userPoolId: string,
+    userPoolClientId: string,
+    gatewayCredentialProviderName?: string
+  ): void {
+    const pattern = config.backend?.pattern || "strands-agent"
+    const stack = cdk.Stack.of(this)
+    // DOCKER DEPLOYMENT: the agent runtime is built from the pattern's Dockerfile as an
+    // ARM64 container image and pushed to ECR. Docker (or finch) must be available.
+    const agentRuntimeArtifact: agentcore.AgentRuntimeArtifact =
+      agentcore.AgentRuntimeArtifact.fromAsset(
+        path.resolve(__dirname, "..", "..", ".."), // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+        {
+          platform: ecr_assets.Platform.LINUX_ARM64,
+          file: `patterns/${pattern}/Dockerfile`,
+        }
+      )
+
+    // [Network] Plug point for runtime networking. PUBLIC (default) or VPC, selected by
+    // config.backend.network_mode. To change networking behavior, edit only
+    // buildNetworkConfiguration(); the rest of the agent is network-agnostic.
+    const networkConfiguration = this.buildNetworkConfiguration(config)
+
+    // JWT authorizer (Cognito issuer).
+    const authorizerConfiguration = agentcore.RuntimeAuthorizerConfiguration.usingJWT(
+      `https://cognito-idp.${stack.region}.amazonaws.com/${userPoolId}/.well-known/openid-configuration`,
+      [userPoolClientId]
+    )
+
+    const agentRole = new AgentCoreRole(this, "AgentCoreRole")
+
+    // Model selection: allow inference through the Bedrock Mantle endpoint so the
+    // UI can pick GPT (openai.*) models in addition to native Bedrock models.
+    agentRole.addManagedPolicy(
+      iam.ManagedPolicy.fromAwsManagedPolicyName("AmazonBedrockMantleInferenceAccess")
+    )
+
+    const memory = new agentcore.Memory(this, "AgentMemory", {
+      memoryName: cdk.Names.uniqueResourceName(this, { maxLength: 48 }),
+      expirationDuration: cdk.Duration.days(30),
+      description: `Short-term memory for ${config.stack_name_base} agent`,
+      // [Long-term memory] OPTIONAL, off by default (config.backend.use_long_term_memory).
+      // When enabled, a SemanticMemoryStrategy extracts and stores facts across sessions
+      // (incurs per-record cost). When disabled, the memory is short-term only — no
+      // strategy, no extraction, no cost. Retrieval is additionally gated in the agent via
+      // the USE_LONG_TERM_MEMORY env var. To remove LTM entirely, drop this strategy list.
+      memoryStrategies: config.backend.use_long_term_memory
+        ? [
+            agentcore.MemoryStrategy.usingSemantic({
+              strategyName: "FactExtractor",
+              namespaces: ["/facts/{actorId}"],
+            }),
+          ]
+        : [],
+      executionRole: agentRole,
+      tags: {
+        Name: `${config.stack_name_base}_Memory`,
+        ManagedBy: "CDK",
+      },
+    })
+    const memoryId = memory.memoryId
+    this.memoryArn = memory.memoryArn
+
+    agentRole.addToPolicy(
+      new iam.PolicyStatement({
+        sid: "MemoryResourceAccess",
+        effect: iam.Effect.ALLOW,
+        actions: [
+          "bedrock-agentcore:CreateEvent",
+          "bedrock-agentcore:GetEvent",
+          "bedrock-agentcore:ListEvents",
+          "bedrock-agentcore:RetrieveMemoryRecords",
+        ],
+        resources: [this.memoryArn],
+      })
+    )
+
+    agentRole.addToPolicy(
+      new iam.PolicyStatement({
+        sid: "SSMParameterAccess",
+        effect: iam.Effect.ALLOW,
+        actions: ["ssm:GetParameter", "ssm:GetParameters"],
+        resources: [
+          `arn:aws:ssm:${this.region}:${this.account}:parameter/${config.stack_name_base}/*`,
+        ],
+      })
+    )
+
+    const envVars: { [key: string]: string } = {
+      AWS_REGION: stack.region,
+      AWS_DEFAULT_REGION: stack.region,
+      MEMORY_ID: memoryId,
+      STACK_NAME: config.stack_name_base,
+      // [Long-term memory] runtime config: USE_LONG_TERM_MEMORY gates retrieval in the
+      // agent (paired with the strategy above); the two LTM_* values tune retrieval.
+      USE_LONG_TERM_MEMORY: config.backend.use_long_term_memory ? "true" : "false",
+      LTM_TOP_K: String(config.backend.ltm_top_k),
+      LTM_RELEVANCE_SCORE: String(config.backend.ltm_relevance_score),
+      // Source documents bucket — cite_sources presigns citation URLs from it.
+      DOCS_BUCKET: this.documentsBucket.bucketName,
+    }
+
+    // Allow the runtime to presign GET URLs for source documents (cite_sources).
+    this.documentsBucket.grantRead(agentRole)
+
+    // Agent <-> Gateway integration. This is the SINGLE point of coupling between the
+    // agent and the gateway, and it is opt-in: it runs only when the composition root
+    // passes gatewayCredentialProviderName. Omit that prop (and the GatewayConstruct) to
+    // run the agent without a gateway — nothing else in the agent depends on it.
+    if (gatewayCredentialProviderName) {
+      this.addGatewayIntegration(config, gatewayCredentialProviderName, agentRole, envVars)
+    }
+
+    this.agentRuntime = new agentcore.Runtime(this, "Runtime", {
+      runtimeName: `${config.stack_name_base.replace(/-/g, "_")}_${config.backend.agent_name}`,
+      agentRuntimeArtifact: agentRuntimeArtifact,
+      executionRole: agentRole,
+      networkConfiguration: networkConfiguration,
+      protocolConfiguration: agentcore.ProtocolType.HTTP,
+      environmentVariables: envVars,
+      authorizerConfiguration: authorizerConfiguration,
+      requestHeaderConfiguration: {
+        allowlistedHeaders: ["Authorization"],
+      },
+      description: `${pattern} agent runtime for ${config.stack_name_base}`,
+    })
+
+    this.runtimeArn = this.agentRuntime.agentRuntimeArn
+
+    new cdk.CfnOutput(this, "AgentRuntimeId", {
+      description: "ID of the created agent runtime",
+      value: this.agentRuntime.agentRuntimeId,
+    })
+
+    new cdk.CfnOutput(this, "AgentRuntimeArn", {
+      description: "ARN of the created agent runtime",
+      value: this.agentRuntime.agentRuntimeArn,
+      exportName: `${config.stack_name_base}-AgentRuntimeArn`,
+    })
+
+    new cdk.CfnOutput(this, "AgentRoleArn", {
+      description: "ARN of the agent execution role",
+      value: agentRole.roleArn,
+    })
+
+    new cdk.CfnOutput(this, "MemoryArn", {
+      description: "ARN of the agent memory resource",
+      value: this.memoryArn,
+    })
+  }
+
+  /**
+   * Wires the agent to the AgentCore Gateway: the credential-provider name the runtime's
+   * @requires_access_token flow looks up, plus the OAuth2 / Secrets Manager permissions to
+   * fetch gateway access tokens at runtime.
+   *
+   * This is the ONLY agent->gateway dependency. To run the agent without a gateway,
+   * remove the single call to this method (and the GatewayConstruct from the stack);
+   * nothing else in the agent references the gateway.
+   */
+  private addGatewayIntegration(
+    config: AppConfig,
+    credentialProviderName: string,
+    agentRole: AgentCoreRole,
+    envVars: { [key: string]: string }
+  ): void {
+    // Name used by @requires_access_token to look up the gateway credential provider.
+    envVars["GATEWAY_CREDENTIAL_PROVIDER_NAME"] = credentialProviderName
+
+    agentRole.addToPolicy(
+      new iam.PolicyStatement({
+        sid: "OAuth2CredentialProviderAccess",
+        effect: iam.Effect.ALLOW,
+        actions: [
+          "bedrock-agentcore:GetOauth2CredentialProvider",
+          "bedrock-agentcore:GetResourceOauth2Token",
+        ],
+        resources: [
+          `arn:aws:bedrock-agentcore:${this.region}:${this.account}:oauth2-credential-provider/*`,
+          `arn:aws:bedrock-agentcore:${this.region}:${this.account}:token-vault/*`,
+          `arn:aws:bedrock-agentcore:${this.region}:${this.account}:workload-identity-directory/*`,
+        ],
+      })
+    )
+
+    agentRole.addToPolicy(
+      new iam.PolicyStatement({
+        sid: "SecretsManagerOAuth2Access",
+        effect: iam.Effect.ALLOW,
+        actions: ["secretsmanager:GetSecretValue"],
+        resources: [
+          `arn:aws:secretsmanager:${this.region}:${this.account}:secret:/${config.stack_name_base}/machine_client_secret*`,
+          `arn:aws:secretsmanager:${this.region}:${this.account}:secret:bedrock-agentcore-identity!default/oauth2/${credentialProviderName}*`,
+        ],
+      })
+    )
+  }
+
+  private buildNetworkConfiguration(config: AppConfig): agentcore.RuntimeNetworkConfiguration {
+    if (config.backend.network_mode === "VPC") {
+      const vpcConfig = config.backend.vpc
+      if (!vpcConfig) {
+        throw new Error("backend.vpc configuration is required when network_mode is 'VPC'.")
+      }
+
+      const vpc = ec2.Vpc.fromLookup(this, "ImportedVpc", {
+        vpcId: vpcConfig.vpc_id,
+      })
+
+      const subnets: ec2.ISubnet[] = vpcConfig.subnet_ids.map((subnetId: string, index: number) =>
+        ec2.Subnet.fromSubnetId(this, `ImportedSubnet${index}`, subnetId)
+      )
+
+      const securityGroups =
+        vpcConfig.security_group_ids && vpcConfig.security_group_ids.length > 0
+          ? vpcConfig.security_group_ids.map((sgId: string, index: number) =>
+              ec2.SecurityGroup.fromSecurityGroupId(this, `ImportedSG${index}`, sgId)
+            )
+          : undefined
+
+      const vpcConfigProps: agentcore.VpcConfigProps = {
+        vpc: vpc,
+        vpcSubnets: {
+          subnets: subnets,
+        },
+        securityGroups: securityGroups,
+      }
+
+      return agentcore.RuntimeNetworkConfiguration.usingVpc(this, vpcConfigProps)
+    }
+
+    return agentcore.RuntimeNetworkConfiguration.usingPublicNetwork()
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/amplify-hosting.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/amplify-hosting.ts
new file mode 100644
index 0000000..ca11cae
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/amplify-hosting.ts
@@ -0,0 +1,99 @@
+import * as cdk from "aws-cdk-lib"
+import * as amplify from "@aws-cdk/aws-amplify-alpha"
+import * as s3 from "aws-cdk-lib/aws-s3"
+import * as iam from "aws-cdk-lib/aws-iam"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+
+export interface AmplifyConstructProps {
+  config: AppConfig
+}
+
+export class AmplifyHostingConstruct extends Construct {
+  public readonly amplifyApp: amplify.App
+  public readonly amplifyUrl: string
+  public readonly stagingBucket: s3.Bucket
+
+  constructor(scope: Construct, id: string, props: AmplifyConstructProps) {
+    super(scope, id)
+
+    // Create access logs bucket for staging bucket
+    const accessLogsBucket = new s3.Bucket(this, "StagingBucketAccessLogs", {
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+      autoDeleteObjects: true,
+      publicReadAccess: false,
+      blockPublicAccess: s3.BlockPublicAccess.BLOCK_ALL,
+      lifecycleRules: [
+        {
+          id: "DeleteOldAccessLogs",
+          enabled: true,
+          expiration: cdk.Duration.days(90), // Keep access logs for 90 days
+        },
+      ],
+    })
+
+    // Create staging bucket for Amplify deployments with dynamic name
+    this.stagingBucket = new s3.Bucket(this, "StagingBucket", {
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+      autoDeleteObjects: true,
+      versioned: true, // Enable versioning as required by Amplify
+      publicReadAccess: false,
+      blockPublicAccess: s3.BlockPublicAccess.BLOCK_ALL,
+      serverAccessLogsBucket: accessLogsBucket,
+      serverAccessLogsPrefix: "staging-bucket-access-logs/",
+      lifecycleRules: [
+        {
+          id: "DeleteOldDeployments",
+          enabled: true,
+          expiration: cdk.Duration.days(30), // Clean up old deployment artifacts after 30 days
+        },
+      ],
+    })
+
+    // Add bucket policy to allow Amplify service access
+    this.stagingBucket.addToResourcePolicy(
+      new iam.PolicyStatement({
+        sid: "AmplifyAccess",
+        effect: iam.Effect.ALLOW,
+        principals: [new iam.ServicePrincipal("amplify.amazonaws.com")],
+        actions: ["s3:GetObject", "s3:GetObjectVersion"],
+        resources: [this.stagingBucket.arnForObjects("*")],
+      })
+    )
+
+    // Enforce SSL/TLS for all requests to the bucket
+    this.stagingBucket.addToResourcePolicy(
+      new iam.PolicyStatement({
+        sid: "DenyInsecureConnections",
+        effect: iam.Effect.DENY,
+        principals: [new iam.AnyPrincipal()],
+        actions: ["s3:*"],
+        resources: [
+          this.stagingBucket.bucketArn,
+          this.stagingBucket.arnForObjects("*"),
+        ],
+        conditions: {
+          Bool: {
+            "aws:SecureTransport": "false",
+          },
+        },
+      })
+    )
+
+    // Create the Amplify app
+    this.amplifyApp = new amplify.App(this, "AmplifyApp", {
+      appName: `${props.config.stack_name_base}-frontend`,
+      description: `${props.config.stack_name_base} - React Frontend`,
+      platform: amplify.Platform.WEB,
+    })
+
+    // Create main branch for the Amplify app
+    this.amplifyApp.addBranch("main", {
+      stage: "PRODUCTION",
+      branchName: "main",
+    })
+
+    // The predictable domain format: https://main.{appId}.amplifyapp.com
+    this.amplifyUrl = `https://main.${this.amplifyApp.appId}.amplifyapp.com`
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/api.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/api.ts
new file mode 100644
index 0000000..db12815
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/api.ts
@@ -0,0 +1,242 @@
+import * as cdk from "aws-cdk-lib"
+import * as cognito from "aws-cdk-lib/aws-cognito"
+import * as ssm from "aws-cdk-lib/aws-ssm"
+import * as dynamodb from "aws-cdk-lib/aws-dynamodb"
+import * as apigateway from "aws-cdk-lib/aws-apigateway"
+import * as logs from "aws-cdk-lib/aws-logs"
+import { PythonFunction } from "@aws-cdk/aws-lambda-python-alpha"
+import * as lambda from "aws-cdk-lib/aws-lambda"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+import * as path from "path"
+
+export interface ApiConstructProps {
+  config: AppConfig
+  /** User pool used by the Cognito authorizer protecting the API. */
+  userPool: cognito.IUserPool
+  frontendUrl: string
+}
+
+/**
+ * Generic REST API (API Gateway) with a shared Cognito authorizer and request validator.
+ * Anything that needs to be reached over HTTP through API Gateway is added here as a
+ * route. The feedback endpoint below is an EXAMPLE route demonstrating the best-practice
+ * API Gateway + Lambda + DynamoDB pattern; add or replace routes the same way.
+ *
+ * The REST API and authorizer are exposed so additional routes can be attached:
+ *   const r = api.restApi.root.addResource("my-route")
+ *   r.addMethod("POST", integration, { authorizer: api.authorizer, ... })
+ */
+export class ApiConstruct extends Construct {
+  /** Base URL of the API Gateway stage. */
+  public readonly apiUrl: string
+  /** The REST API, exposed so additional routes can be attached. */
+  public readonly restApi: apigateway.RestApi
+  /** Shared Cognito authorizer for protecting routes. */
+  public readonly authorizer: apigateway.CognitoUserPoolsAuthorizer
+  /** Shared request validator (body + params). */
+  public readonly requestValidator: apigateway.RequestValidator
+
+  constructor(scope: Construct, id: string, props: ApiConstructProps) {
+    super(scope, id)
+
+    const { config, userPool, frontendUrl } = props
+
+    // ---- Generic API Gateway core (reusable for any route) ----
+    this.restApi = new apigateway.RestApi(this, "RestApi", {
+      restApiName: `${config.stack_name_base}-api`,
+      description: "Application REST API (feedback endpoint is an example route)",
+      defaultCorsPreflightOptions: {
+        allowOrigins: [frontendUrl, "http://localhost:3000"],
+        allowMethods: ["GET", "POST", "PUT", "DELETE", "OPTIONS"],
+        allowHeaders: ["Content-Type", "Authorization"],
+      },
+      deployOptions: {
+        stageName: "prod",
+        throttlingRateLimit: 100,
+        throttlingBurstLimit: 200,
+        // Caching is OFF: the sessions API must read the latest state (a cached
+        // GET /sessions would serve a stale list right after a save or delete).
+        cachingEnabled: false,
+        cacheClusterEnabled: false,
+        loggingLevel: apigateway.MethodLoggingLevel.INFO,
+        dataTraceEnabled: true,
+        metricsEnabled: true,
+        accessLogDestination: new apigateway.LogGroupLogDestination(
+          new logs.LogGroup(this, "ApiAccessLogGroup", {
+            logGroupName: `/aws/apigateway/${config.stack_name_base}-api-access`,
+            retention: logs.RetentionDays.ONE_WEEK,
+            removalPolicy: cdk.RemovalPolicy.DESTROY,
+          })
+        ),
+        accessLogFormat: apigateway.AccessLogFormat.jsonWithStandardFields(),
+        tracingEnabled: true,
+      },
+    })
+
+    this.requestValidator = new apigateway.RequestValidator(this, "RequestValidator", {
+      restApi: this.restApi,
+      requestValidatorName: `${config.stack_name_base}-request-validator`,
+      validateRequestBody: true,
+      validateRequestParameters: true,
+    })
+
+    // Cognito authorizer (IdP-specific; for a different IdP use a JWT/Lambda authorizer).
+    this.authorizer = new apigateway.CognitoUserPoolsAuthorizer(this, "ApiAuthorizer", {
+      cognitoUserPools: [userPool],
+      identitySource: "method.request.header.Authorization",
+      authorizerName: `${config.stack_name_base}-authorizer`,
+    })
+
+    this.apiUrl = this.restApi.url
+
+    // ---- EXAMPLE route: POST /feedback ----
+    this.addFeedbackExample(config, frontendUrl)
+
+    // ---- Session history: GET/PUT/DELETE /sessions ----
+    this.addSessions(config, frontendUrl)
+
+    // Stored under the historical name for frontend compatibility.
+    new ssm.StringParameter(this, "ApiUrlParam", {
+      parameterName: `/${config.stack_name_base}/feedback-api-url`,
+      stringValue: this.restApi.url,
+      description: "Application API Gateway base URL",
+    })
+
+    // Sessions share the same API base URL; published separately for clarity.
+    new ssm.StringParameter(this, "SessionsApiUrlParam", {
+      parameterName: `/${config.stack_name_base}/sessions-api-url`,
+      stringValue: this.restApi.url,
+      description: "Sessions API Gateway base URL",
+    })
+  }
+
+  /**
+   * EXAMPLE: a DynamoDB-backed feedback endpoint (POST /feedback) showing how to add a
+   * route with the shared authorizer and validator. Remove or replace for your own API.
+   * Implementation: infra-cdk/lambdas/feedback/index.py
+   */
+  private addFeedbackExample(config: AppConfig, frontendUrl: string): void {
+    const feedbackTable = new dynamodb.Table(this, "FeedbackTable", {
+      tableName: `${config.stack_name_base}-feedback`,
+      partitionKey: { name: "feedbackId", type: dynamodb.AttributeType.STRING },
+      billingMode: dynamodb.BillingMode.PAY_PER_REQUEST,
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+      pointInTimeRecoverySpecification: { pointInTimeRecoveryEnabled: true },
+      encryption: dynamodb.TableEncryption.AWS_MANAGED,
+    })
+
+    feedbackTable.addGlobalSecondaryIndex({
+      indexName: "feedbackType-timestamp-index",
+      partitionKey: { name: "feedbackType", type: dynamodb.AttributeType.STRING },
+      sortKey: { name: "timestamp", type: dynamodb.AttributeType.NUMBER },
+      projectionType: dynamodb.ProjectionType.ALL,
+    })
+
+    const feedbackLambda = new PythonFunction(this, "FeedbackLambda", {
+      functionName: `${config.stack_name_base}-feedback`,
+      runtime: lambda.Runtime.PYTHON_3_13,
+      architecture: lambda.Architecture.ARM_64,
+      entry: path.join(__dirname, "../../lambdas/feedback"), // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+      handler: "handler",
+      environment: {
+        TABLE_NAME: feedbackTable.tableName,
+        CORS_ALLOWED_ORIGINS: `${frontendUrl},http://localhost:3000`,
+      },
+      timeout: cdk.Duration.seconds(30),
+      layers: [
+        lambda.LayerVersion.fromLayerVersionArn(
+          this,
+          "PowertoolsLayer",
+          `arn:aws:lambda:${
+            cdk.Stack.of(this).region
+          }:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:18`
+        ),
+      ],
+      logGroup: new logs.LogGroup(this, "FeedbackLambdaLogGroup", {
+        logGroupName: `/aws/lambda/${config.stack_name_base}-feedback`,
+        retention: logs.RetentionDays.ONE_WEEK,
+        removalPolicy: cdk.RemovalPolicy.DESTROY,
+      }),
+    })
+
+    feedbackTable.grantWriteData(feedbackLambda)
+
+    const feedbackResource = this.restApi.root.addResource("feedback")
+    feedbackResource.addMethod("POST", new apigateway.LambdaIntegration(feedbackLambda), {
+      authorizer: this.authorizer,
+      authorizationType: apigateway.AuthorizationType.COGNITO,
+      requestValidator: this.requestValidator,
+    })
+  }
+
+  /**
+   * Session history: a single DynamoDB table plus a Lambda that persists and
+   * serves the frontend transcript, so the sidebar can list, resume, and delete
+   * past conversations. The caller is taken from the validated JWT (never the
+   * path), and reads are strongly consistent so a save or delete shows up
+   * immediately. Implementation: infra-cdk/lambdas/sessions/index.py
+   *
+   * Table item shapes (pk / sk):
+   * - USER#<userId>  / SESS#<sessionId>  -> { title, updatedAt }  (sidebar index)
+   * - SESSION#<id>   / MSG#<index>       -> { userId, data }      (one message)
+   *
+   * Routes: GET /sessions, GET/PUT/DELETE /sessions/{sessionId}
+   */
+  private addSessions(config: AppConfig, frontendUrl: string): void {
+    // One table for a user's session index rows (USER#) and the per-session
+    // messages (SESSION#), so the sidebar lists with a strongly-consistent query
+    // on the base table (no eventually-consistent GSI).
+    const sessionsTable = new dynamodb.Table(this, "SessionsTable", {
+      tableName: `${config.stack_name_base}-sessions`,
+      partitionKey: { name: "pk", type: dynamodb.AttributeType.STRING },
+      sortKey: { name: "sk", type: dynamodb.AttributeType.STRING },
+      billingMode: dynamodb.BillingMode.PAY_PER_REQUEST,
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+      pointInTimeRecoverySpecification: { pointInTimeRecoveryEnabled: true },
+      encryption: dynamodb.TableEncryption.AWS_MANAGED,
+    })
+
+    const sessionsLambda = new PythonFunction(this, "SessionsLambda", {
+      functionName: `${config.stack_name_base}-sessions`,
+      runtime: lambda.Runtime.PYTHON_3_13,
+      architecture: lambda.Architecture.ARM_64,
+      entry: path.join(__dirname, "../../lambdas/sessions"), // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+      handler: "handler",
+      environment: {
+        TABLE_NAME: sessionsTable.tableName,
+        CORS_ALLOWED_ORIGINS: `${frontendUrl},http://localhost:3000`,
+      },
+      timeout: cdk.Duration.seconds(30),
+      layers: [
+        lambda.LayerVersion.fromLayerVersionArn(
+          this,
+          "SessionsPowertoolsLayer",
+          `arn:aws:lambda:${
+            cdk.Stack.of(this).region
+          }:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:18`
+        ),
+      ],
+      logGroup: new logs.LogGroup(this, "SessionsLambdaLogGroup", {
+        logGroupName: `/aws/lambda/${config.stack_name_base}-sessions`,
+        retention: logs.RetentionDays.ONE_WEEK,
+        removalPolicy: cdk.RemovalPolicy.DESTROY,
+      }),
+    })
+
+    sessionsTable.grantReadWriteData(sessionsLambda)
+
+    const integration = new apigateway.LambdaIntegration(sessionsLambda)
+    const authOptions = {
+      authorizer: this.authorizer,
+      authorizationType: apigateway.AuthorizationType.COGNITO,
+    }
+
+    const sessions = this.restApi.root.addResource("sessions")
+    sessions.addMethod("GET", integration, authOptions)
+    const sessionById = sessions.addResource("{sessionId}")
+    sessionById.addMethod("GET", integration, authOptions)
+    sessionById.addMethod("PUT", integration, authOptions)
+    sessionById.addMethod("DELETE", integration, authOptions)
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/cognito.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/cognito.ts
new file mode 100644
index 0000000..2eb76ca
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/cognito.ts
@@ -0,0 +1,300 @@
+import * as cdk from "aws-cdk-lib"
+import * as cognito from "aws-cdk-lib/aws-cognito"
+import * as lambda from "aws-cdk-lib/aws-lambda"
+import * as iam from "aws-cdk-lib/aws-iam"
+import * as logs from "aws-cdk-lib/aws-logs"
+import * as secretsmanager from "aws-cdk-lib/aws-secretsmanager"
+import * as ssm from "aws-cdk-lib/aws-ssm"
+import * as path from "path"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+
+export interface CognitoConstructProps {
+  config: AppConfig
+  callbackUrls?: string[]
+}
+
+export class CognitoConstruct extends Construct {
+  public userPoolId: string
+  public userPoolClientId: string
+  public userPoolDomain: cognito.UserPoolDomain
+  /** The user pool, exposed for consumers that import it (e.g. API authorizers). */
+  public userPool: cognito.UserPool
+  /** Machine (M2M) client used by the gateway for client-credentials auth. */
+  public machineClient: cognito.UserPoolClient
+  /** Secret holding the machine client secret, consumed by the OAuth2 provider. */
+  public machineClientSecret: secretsmanager.Secret
+
+  constructor(scope: Construct, id: string, props: CognitoConstructProps) {
+    super(scope, id)
+
+    this.createCognitoUserPool(props.config, props.callbackUrls)
+    this.createMachineAuthentication(props.config)
+    this.createSsmParameters(props.config)
+  }
+
+  /**
+   * Stores identity configuration in SSM for the frontend, tests, and the agent runtime.
+   * These four values form the identity contract other components depend on; a different
+   * IdP would publish the same parameters.
+   */
+  private createSsmParameters(config: AppConfig): void {
+    new ssm.StringParameter(this, "CognitoUserPoolIdParam", {
+      parameterName: `/${config.stack_name_base}/cognito-user-pool-id`,
+      stringValue: this.userPoolId,
+      description: "Cognito User Pool ID",
+    })
+
+    new ssm.StringParameter(this, "CognitoUserPoolClientIdParam", {
+      parameterName: `/${config.stack_name_base}/cognito-user-pool-client-id`,
+      stringValue: this.userPoolClientId,
+      description: "Cognito User Pool Client ID",
+    })
+
+    new ssm.StringParameter(this, "MachineClientIdParam", {
+      parameterName: `/${config.stack_name_base}/machine_client_id`,
+      stringValue: this.machineClient.userPoolClientId,
+      description: "Machine Client ID for M2M authentication",
+    })
+
+    new ssm.StringParameter(this, "CognitoDomainParam", {
+      parameterName: `/${config.stack_name_base}/cognito_provider`,
+      stringValue: `${this.userPoolDomain.domainName}.auth.${cdk.Aws.REGION}.amazoncognito.com`,
+      description: "Cognito domain URL for token endpoint",
+    })
+  }
+
+  private createCognitoUserPool(config: AppConfig, callbackUrls?: string[]): void {
+    // Use provided callback URLs or defaults
+    const defaultCallbackUrls = ["http://localhost:3000", "https://localhost:3000"]
+    const finalCallbackUrls = callbackUrls || defaultCallbackUrls
+
+    const userPool = new cognito.UserPool(this, "UserPool", {
+      userPoolName: `${config.stack_name_base}-user-pool`,
+      selfSignUpEnabled: false,
+      signInAliases: {
+        email: true,
+      },
+      autoVerify: {
+        email: true,
+      },
+      standardAttributes: {
+        email: {
+          required: true,
+          mutable: false,
+        },
+      },
+      passwordPolicy: {
+        minLength: 8,
+        requireLowercase: true,
+        requireUppercase: true,
+        requireDigits: true,
+        requireSymbols: true,
+      },
+      accountRecovery: cognito.AccountRecovery.EMAIL_ONLY,
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+      // Essentials tier is required for V3 Pre-Token Generation Lambda triggers.
+      // V3 triggers fire on Client Credentials (M2M) grants, enabling user identity
+      // propagation into M2M tokens for AgentCore Policy enforcement.
+      featurePlan: cognito.FeaturePlan.ESSENTIALS,
+      userInvitation: {
+        emailSubject: `Welcome to ${config.stack_name_base}!`,
+        emailBody: `<p>Hello {username},</p>
+<p>Welcome to ${config.stack_name_base}! Your username is <strong>{username}</strong> and your temporary password is: <strong>{####}</strong></p>
+<p>Please use this temporary password to log in and set your permanent password.</p>
+<p>The CloudFront URL to your application is stored as an output in the "${config.stack_name_base}" stack, and will be printed to your terminal once the deployment process completes.</p>
+<p>Thanks,</p>
+<p>Fullstack AgentCore Solution Template Team</p>`,
+      },
+    })
+
+    const userPoolClient = new cognito.UserPoolClient(this, "UserPoolClient", {
+      userPool: userPool,
+      userPoolClientName: `${config.stack_name_base}-client`,
+      generateSecret: false,
+      authFlows: {
+        userPassword: true,
+        userSrp: true,
+      },
+      oAuth: {
+        flows: {
+          authorizationCodeGrant: true,
+        },
+        scopes: [cognito.OAuthScope.OPENID, cognito.OAuthScope.EMAIL, cognito.OAuthScope.PROFILE],
+        // Support both localhost development and production URLs
+        callbackUrls: finalCallbackUrls,
+        logoutUrls: finalCallbackUrls,
+      },
+      preventUserExistenceErrors: true,
+    })
+
+    // Create domain without managedLoginVersion initially to avoid race condition
+    // with CfnManagedLoginBranding. The domain is updated to v2 after branding is created
+    // via L1 escape hatch below. This resolves "Internal error from downstream service"
+    // that occurs with newer CDK versions when ESSENTIALS tier + NEWER_MANAGED_LOGIN +
+    // CfnManagedLoginBranding are created simultaneously.
+    this.userPoolDomain = new cognito.UserPoolDomain(this, "UserPoolDomain", {
+      userPool: userPool,
+      cognitoDomain: {
+        domainPrefix: `${config.stack_name_base.toLowerCase()}-${cdk.Aws.ACCOUNT_ID}-${
+          cdk.Aws.REGION
+        }`,
+      },
+    })
+
+    // Create managed login branding with Cognito's default styles
+    const managedLoginBranding = new cognito.CfnManagedLoginBranding(this, "ManagedLoginBranding", {
+      userPoolId: userPool.userPoolId,
+      clientId: userPoolClient.userPoolClientId,
+      useCognitoProvidedValues: true,
+    })
+
+    managedLoginBranding.node.addDependency(this.userPoolDomain)
+
+    // Update domain to use managed login v2 after branding resource is defined.
+    // Uses L1 escape hatch to set ManagedLoginVersion on the CloudFormation resource.
+    const cfnDomain = this.userPoolDomain.node.defaultChild as cognito.CfnUserPoolDomain
+    cfnDomain.managedLoginVersion = 2
+
+    // ========================================
+    // V3 Pre-Token Generation Lambda
+    // ========================================
+    // This Lambda fires on M2M token generation (Client Credentials flow) and injects
+    // custom claims (user_id, department, role) into the M2M access token.
+    // These are application-defined claims, not standard JWT/OIDC claims.
+    // The claims are read from clientMetadata.verified_user_id (the Cognito sub / UUID),
+    // which is passed via the aws_client_metadata parameter in the direct Cognito
+    // /oauth2/token call (see patterns/utils/auth.py — get_gateway_access_token).
+    //
+    // Group assignment uses a UUID-based mapping (USER_ROLE_MAP). On first deploy,
+    // all users are assigned "guest/viewer". After deploy, look up user subs and
+    // update the mapping, then redeploy.
+    //
+    // To use dynamic group assignment, replace the hardcoded mapping in the
+    // Pre-Token Lambda (infra-cdk/lambdas/pretoken-v3/index.py) with a
+    // DynamoDB lookup, directory service query, or other identity provider.
+    const preTokenLambda = new lambda.Function(this, "PreTokenLambda", {
+      functionName: `${config.stack_name_base}-pretoken-v3`,
+      runtime: lambda.Runtime.PYTHON_3_13,
+      handler: "index.lambda_handler",
+      code: lambda.Code.fromAsset(path.join(__dirname, "..", "..", "lambdas", "pretoken-v3")), // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+      timeout: cdk.Duration.seconds(30),
+      description: "V3 Pre-Token Lambda for M2M user identity propagation",
+      logGroup: new logs.LogGroup(this, "PreTokenLambdaLogGroup", {
+        logGroupName: `/aws/lambda/${config.stack_name_base}-pretoken-v3`,
+        retention: logs.RetentionDays.ONE_WEEK,
+        removalPolicy: cdk.RemovalPolicy.DESTROY,
+      }),
+    })
+
+    // Grant Cognito permission to invoke the Pre-Token Lambda
+    preTokenLambda.addPermission("CognitoInvoke", {
+      principal: new iam.ServicePrincipal("cognito-idp.amazonaws.com"),
+      sourceArn: userPool.userPoolArn,
+    })
+
+    // Attach V3 Lambda using L1 escape hatch.
+    // The CDK L2 UserPool.addTrigger() only supports V1_0 and V2_0,
+    // so addPropertyOverride is used to set V3_0 on the CloudFormation template directly.
+    const cfnUserPool = userPool.node.defaultChild as cognito.CfnUserPool
+    cfnUserPool.addPropertyOverride("LambdaConfig.PreTokenGenerationConfig", {
+      LambdaArn: preTokenLambda.functionArn,
+      LambdaVersion: "V3_0",
+    })
+
+    // Store the IDs for export
+    this.userPool = userPool
+    this.userPoolId = userPool.userPoolId
+    this.userPoolClientId = userPoolClient.userPoolClientId
+
+    // Create admin user if email is provided in config
+    if (config.admin_user_email) {
+      new cognito.CfnUserPoolUser(this, "AdminUser", {
+        userPoolId: userPool.userPoolId,
+        username: config.admin_user_email,
+        userAttributes: [
+          {
+            name: "email",
+            value: config.admin_user_email,
+          },
+        ],
+        desiredDeliveryMediums: ["EMAIL"],
+      })
+
+      // Output admin user creation status
+      new cdk.CfnOutput(this, "AdminUserCreated", {
+        description: "Admin user created and credentials emailed",
+        value: `Admin user created: ${config.admin_user_email}`,
+      })
+    }
+
+    new cdk.CfnOutput(this, "PreTokenLambdaArn", {
+      description: "ARN of the V3 Pre-Token Generation Lambda",
+      value: preTokenLambda.functionArn,
+    })
+  }
+
+  /**
+   * Creates the Machine-to-Machine (M2M) authentication resources: a resource server
+   * defining gateway scopes, a confidential machine client using the client-credentials
+   * flow, and a Secrets Manager secret holding the client secret. These are Cognito
+   * resources consumed by the gateway (client id for the JWT authorizer) and the OAuth2
+   * credential provider (client secret).
+   */
+  private createMachineAuthentication(config: AppConfig): void {
+    const resourceServer = new cognito.UserPoolResourceServer(this, "ResourceServer", {
+      userPool: this.userPool,
+      identifier: `${config.stack_name_base}-gateway`,
+      userPoolResourceServerName: `${config.stack_name_base}-gateway-resource-server`,
+      scopes: [
+        new cognito.ResourceServerScope({
+          scopeName: "read",
+          scopeDescription: "Read access to gateway",
+        }),
+        new cognito.ResourceServerScope({
+          scopeName: "write",
+          scopeDescription: "Write access to gateway",
+        }),
+      ],
+    })
+
+    // Confidential client for the OAuth2 Client Credentials (service-to-service) flow.
+    this.machineClient = new cognito.UserPoolClient(this, "MachineClient", {
+      userPool: this.userPool,
+      userPoolClientName: `${config.stack_name_base}-machine-client`,
+      generateSecret: true,
+      oAuth: {
+        flows: {
+          clientCredentials: true,
+        },
+        scopes: [
+          cognito.OAuthScope.resourceServer(
+            resourceServer,
+            new cognito.ResourceServerScope({
+              scopeName: "read",
+              scopeDescription: "Read access to gateway",
+            })
+          ),
+          cognito.OAuthScope.resourceServer(
+            resourceServer,
+            new cognito.ResourceServerScope({
+              scopeName: "write",
+              scopeDescription: "Write access to gateway",
+            })
+          ),
+        ],
+      },
+    })
+
+    this.machineClient.node.addDependency(resourceServer)
+
+    // Store the machine client secret in Secrets Manager for the OAuth2 provider and tests.
+    this.machineClientSecret = new secretsmanager.Secret(this, "MachineClientSecret", {
+      secretName: `/${config.stack_name_base}/machine_client_secret`,
+      secretStringValue: cdk.SecretValue.unsafePlainText(
+        this.machineClient.userPoolClientSecret.unsafeUnwrap()
+      ),
+      description: "Machine Client Secret for M2M authentication",
+    })
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/gateway.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/gateway.ts
new file mode 100644
index 0000000..f21e8a8
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/gateway.ts
@@ -0,0 +1,246 @@
+import * as cdk from "aws-cdk-lib"
+import * as cognito from "aws-cdk-lib/aws-cognito"
+import * as iam from "aws-cdk-lib/aws-iam"
+import * as ssm from "aws-cdk-lib/aws-ssm"
+import * as secretsmanager from "aws-cdk-lib/aws-secretsmanager"
+import * as logs from "aws-cdk-lib/aws-logs"
+import * as agentcore from "aws-cdk-lib/aws-bedrockagentcore"
+import * as lambda from "aws-cdk-lib/aws-lambda"
+import * as cr from "aws-cdk-lib/custom-resources"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+import * as path from "path"
+
+/** An extra Lambda tool target to register on the gateway. */
+export interface ExtraGatewayTarget {
+  name: string
+  description: string
+  lambdaFunction: lambda.IFunction
+  toolSpecPath: string
+}
+
+export interface GatewayConstructProps {
+  config: AppConfig
+  /** User pool, used for the OIDC issuer/discovery URL and Cognito describe permissions. */
+  userPool: cognito.IUserPool
+  /** Machine (M2M) client whose id is the gateway authorizer's allowed client. */
+  machineClient: cognito.UserPoolClient
+  /** Machine client secret, read by the OAuth2 credential provider Lambda. */
+  machineClientSecret: secretsmanager.Secret
+  /** Additional Lambda tool targets (e.g. doc_search, structured_search). */
+  extraTargets?: ExtraGatewayTarget[]
+}
+
+/**
+ * AgentCore Gateway and the OAuth2 credential provider the runtime uses to
+ * authenticate to it. The gateway enforces authentication (inbound JWT); this
+ * sample does not add an authorization layer. The tool targets (doc_search,
+ * structured_search) are passed in as extraTargets and registered below.
+ *
+ * Inbound auth is created here from config so it can be swapped (e.g. a different
+ * JWT issuer) without changing callers.
+ */
+export class GatewayConstruct extends Construct {
+  public readonly gatewayUrl: string
+  public readonly gatewayArn: string
+  /**
+   * Name of the OAuth2 credential provider the runtime uses to authenticate to this
+   * gateway. Pass to AgentConstruct's gatewayCredentialProviderName prop to wire the
+   * agent to this gateway. Source of truth for the agent<->gateway integration.
+   */
+  public readonly credentialProviderName: string
+  private readonly region: string
+  private readonly account: string
+
+  constructor(scope: Construct, id: string, props: GatewayConstructProps) {
+    super(scope, id)
+
+    const stack = cdk.Stack.of(this)
+    this.region = stack.region
+    this.account = stack.account
+    const { config, userPool, machineClient, machineClientSecret } = props
+
+    // Comprehensive IAM role for the gateway
+    const gatewayRole = new iam.Role(this, "GatewayRole", {
+      assumedBy: new iam.ServicePrincipal("bedrock-agentcore.amazonaws.com"),
+      description: "Role for AgentCore Gateway with comprehensive permissions",
+    })
+
+    gatewayRole.addToPolicy(
+      new iam.PolicyStatement({
+        effect: iam.Effect.ALLOW,
+        actions: ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
+        resources: [
+          "arn:aws:bedrock:*::foundation-model/*",
+          `arn:aws:bedrock:*:${this.account}:inference-profile/*`,
+        ],
+      })
+    )
+
+    gatewayRole.addToPolicy(
+      new iam.PolicyStatement({
+        effect: iam.Effect.ALLOW,
+        actions: ["ssm:GetParameter", "ssm:GetParameters"],
+        resources: [
+          `arn:aws:ssm:${this.region}:${this.account}:parameter/${config.stack_name_base}/*`,
+        ],
+      })
+    )
+
+    // Cognito permissions (IdP-specific; swap for a different identity provider).
+    gatewayRole.addToPolicy(
+      new iam.PolicyStatement({
+        effect: iam.Effect.ALLOW,
+        actions: ["cognito-idp:DescribeUserPoolClient", "cognito-idp:InitiateAuth"],
+        resources: [userPool.userPoolArn],
+      })
+    )
+
+    gatewayRole.addToPolicy(
+      new iam.PolicyStatement({
+        effect: iam.Effect.ALLOW,
+        actions: ["logs:CreateLogGroup", "logs:CreateLogStream", "logs:PutLogEvents"],
+        resources: [
+          `arn:aws:logs:${this.region}:${this.account}:log-group:/aws/bedrock-agentcore/*`,
+        ],
+      })
+    )
+
+    // OIDC issuer/discovery URL for the inbound authorizer (Cognito today).
+    const cognitoIssuer = `https://cognito-idp.${this.region}.amazonaws.com/${userPool.userPoolId}`
+    const cognitoDiscoveryUrl = `${cognitoIssuer}/.well-known/openid-configuration`
+
+    // OAuth2 Credential Provider so the runtime can authenticate to the gateway.
+    const providerName = `${config.stack_name_base}-runtime-gateway-auth`
+    this.credentialProviderName = providerName
+
+    const oauth2ProviderLambda = new lambda.Function(this, "OAuth2ProviderLambda", {
+      runtime: lambda.Runtime.PYTHON_3_13,
+      handler: "index.handler",
+      code: lambda.Code.fromAsset(
+        path.join(__dirname, "../../lambdas/oauth2-provider") // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+      ),
+      timeout: cdk.Duration.minutes(5),
+      logGroup: new logs.LogGroup(this, "OAuth2ProviderLambdaLogGroup", {
+        logGroupName: `/aws/lambda/${config.stack_name_base}-oauth2-provider`,
+        retention: logs.RetentionDays.ONE_WEEK,
+        removalPolicy: cdk.RemovalPolicy.DESTROY,
+      }),
+    })
+
+    machineClientSecret.grantRead(oauth2ProviderLambda)
+
+    oauth2ProviderLambda.addToRolePolicy(
+      new iam.PolicyStatement({
+        actions: [
+          "bedrock-agentcore:CreateOauth2CredentialProvider",
+          "bedrock-agentcore:DeleteOauth2CredentialProvider",
+          "bedrock-agentcore:GetOauth2CredentialProvider",
+        ],
+        resources: [
+          `arn:aws:bedrock-agentcore:${this.region}:${this.account}:token-vault/default`,
+          `arn:aws:bedrock-agentcore:${this.region}:${this.account}:token-vault/default/oauth2credentialprovider/*`,
+        ],
+      })
+    )
+
+    oauth2ProviderLambda.addToRolePolicy(
+      new iam.PolicyStatement({
+        actions: [
+          "bedrock-agentcore:CreateTokenVault",
+          "bedrock-agentcore:GetTokenVault",
+          "bedrock-agentcore:DeleteTokenVault",
+        ],
+        resources: [
+          `arn:aws:bedrock-agentcore:${this.region}:${this.account}:token-vault/default`,
+          `arn:aws:bedrock-agentcore:${this.region}:${this.account}:token-vault/default/*`,
+        ],
+      })
+    )
+
+    oauth2ProviderLambda.addToRolePolicy(
+      new iam.PolicyStatement({
+        actions: [
+          "secretsmanager:CreateSecret",
+          "secretsmanager:DeleteSecret",
+          "secretsmanager:DescribeSecret",
+          "secretsmanager:PutSecretValue",
+        ],
+        resources: [
+          `arn:aws:secretsmanager:${this.region}:${this.account}:secret:bedrock-agentcore-identity!default/oauth2/*`,
+        ],
+      })
+    )
+
+    const oauth2Provider = new cr.Provider(this, "OAuth2ProviderProvider", {
+      onEventHandler: oauth2ProviderLambda,
+    })
+
+    new cdk.CustomResource(this, "RuntimeCredentialProvider", {
+      serviceToken: oauth2Provider.serviceToken,
+      properties: {
+        ProviderName: providerName,
+        ClientSecretArn: machineClientSecret.secretArn,
+        DiscoveryUrl: cognitoDiscoveryUrl,
+        ClientId: machineClient.userPoolClientId,
+      },
+    })
+
+    // Create Gateway using L2 construct.
+    // [SWAP POINT] authorizerConfiguration is the inbound-auth plug point (Cognito custom
+    // JWT here; GatewayAuthorizer also supports IAM / other JWT issuers). Tool targets are
+    // registered from extraTargets below (Lambda here; targets can also be OpenAPI/Smithy).
+    const gateway = new agentcore.Gateway(this, "AgentCoreGateway", {
+      gatewayName: `${config.stack_name_base}-gateway`,
+      role: gatewayRole,
+      protocolConfiguration: new agentcore.McpProtocolConfiguration({
+        supportedVersions: [agentcore.MCPProtocolVersion.MCP_2025_03_26],
+      }),
+      authorizerConfiguration: agentcore.GatewayAuthorizer.usingCustomJwt({
+        discoveryUrl: cognitoDiscoveryUrl,
+        allowedClients: [machineClient.userPoolClientId],
+      }),
+      description: "AgentCore Gateway with MCP protocol and JWT authentication",
+    })
+
+    gateway.node.addDependency(machineClient)
+    gateway.node.addDependency(gatewayRole)
+
+    // Register the Lambda tool targets (doc_search, structured_search).
+    // addLambdaTarget grants the gateway invoke + the resource-based permission the
+    // CreateGatewayTarget dry-run validation requires.
+    for (const target of props.extraTargets ?? []) {
+      gateway.addLambdaTarget(target.name, {
+        gatewayTargetName: target.name,
+        description: target.description,
+        lambdaFunction: target.lambdaFunction,
+        toolSchema: agentcore.ToolSchema.fromLocalAsset(target.toolSpecPath),
+      })
+    }
+
+    this.gatewayUrl = gateway.gatewayUrl!
+    this.gatewayArn = gateway.gatewayArn
+
+    // Store AgentCore Gateway URL in SSM for AgentCore Runtime access
+    new ssm.StringParameter(this, "GatewayUrlParam", {
+      parameterName: `/${config.stack_name_base}/gateway_url`,
+      stringValue: gateway.gatewayUrl!,
+      description: "AgentCore Gateway URL",
+    })
+
+    new cdk.CfnOutput(this, "GatewayId", {
+      value: gateway.gatewayId,
+      description: "AgentCore Gateway ID",
+    })
+
+    new cdk.CfnOutput(this, "GatewayUrl", {
+      value: gateway.gatewayUrl!,
+      description: "AgentCore Gateway URL",
+    })
+
+    new cdk.CfnOutput(this, "GatewayArn", {
+      value: gateway.gatewayArn,
+      description: "AgentCore Gateway ARN",
+    })
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/kb.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/kb.ts
new file mode 100644
index 0000000..d0b57e0
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/kb.ts
@@ -0,0 +1,165 @@
+import * as cdk from "aws-cdk-lib"
+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 * as cr from "aws-cdk-lib/custom-resources"
+import { bedrock } from "@cdklabs/generative-ai-cdk-constructs"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+import * as path from "path"
+import * as crypto from "crypto"
+
+export interface KbConstructProps {
+  config: AppConfig
+}
+
+/**
+ * A Bedrock Knowledge Base over OpenSearch Serverless (created automatically by
+ * the construct) holding the sample's unstructured documents. The documents and
+ * their .metadata.json sidecars are uploaded from data/documents and ingested at
+ * deploy via a StartIngestionJob custom resource. The metadata keys match the
+ * Postgres columns, so doc_search and structured_search filter consistently and
+ * records.doc_id links a metadata row to its document.
+ */
+export class KbConstruct extends Construct {
+  public readonly knowledgeBase: bedrock.VectorKnowledgeBase
+  public readonly knowledgeBaseId: string
+  /** Bucket holding the source documents (for presigned citation URLs). */
+  public readonly documentsBucket: s3.Bucket
+
+  constructor(scope: Construct, id: string, props: KbConstructProps) {
+    super(scope, id)
+
+    // Bedrock Data Automation parses multimodal (scanned) PDFs and writes the
+    // extracted images to this supplemental storage bucket, which the KB then
+    // indexes alongside the text.
+    const supplementalBucket = new s3.Bucket(this, "SupplementalBucket", {
+      bucketName: `${props.config.stack_name_base}-kb-multimodal-${cdk.Stack.of(this).account}`,
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+      autoDeleteObjects: true,
+      blockPublicAccess: s3.BlockPublicAccess.BLOCK_ALL,
+      enforceSSL: true,
+    })
+
+    // Amazon Nova Multimodal Embeddings maps text and document images into one
+    // semantic space, which pairs with the Bedrock Data Automation multimodal
+    // parsing below.
+    // Use the 3072-dim variant: the construct sizes the vector index from
+    // vectorDimensions but only forwards an output-dimension override to Titan
+    // v2, so Nova emits its native 3072-dim vectors. Matching the index to 3072
+    // keeps them consistent.
+    const embeddingsModel = bedrock.BedrockFoundationModel.AMAZON_NOVA2_MULTIMODAL_V1_3072
+    // Hierarchical chunking: embed small child chunks for precise matching but
+    // return the larger parent chunk for context. Better than fixed-size for
+    // long, structured report-style documents. (Bedrock's default strategy is
+    // fixed-size 300/20%, not hierarchical.)
+    const chunking = { overlapTokens: 60, maxParentTokenSize: 1500, maxChildTokenSize: 300 }
+    const parsingId = "bda-multimodal"
+
+    // Changing the embedding model, chunking, or parsing forces Bedrock to
+    // replace the knowledge base, and Bedrock replaces via create-before-delete
+    // with a required unique name. A stable name would collide with the outgoing
+    // KB, so derive the name from a fingerprint of that config: any such change
+    // yields a new name and the replacement succeeds cleanly.
+    const kbFingerprint = crypto
+      .createHash("sha256")
+      .update([embeddingsModel.modelId, JSON.stringify(chunking), parsingId].join("|"))
+      .digest("hex")
+      .slice(0, 8)
+
+    // NOTE: the construct's OpenSearch vector index cannot change its dimension
+    // in place, so switching embedding dimensions requires recreating the KB
+    // subtree. Bumping this construct id forces a clean create of a fresh KB,
+    // collection, index, and data source (and deletes the old ones).
+    this.knowledgeBase = new bedrock.VectorKnowledgeBase(this, "KnowledgeBaseNova", {
+      name: `${props.config.stack_name_base}-kb-${kbFingerprint}`,
+      embeddingsModel,
+      instruction:
+        "Use this knowledge base to answer questions from the text of the sample documents. " +
+        "Each document has metadata (doc_id, domain, doc_type, num_pages, title) that can be " +
+        "used to filter results.",
+      supplementalDataStorageLocations: [
+        // Must be a bucket root — Bedrock rejects a sub-folder in this URI.
+        bedrock.SupplementalDataStorageLocation.s3({
+          uri: `s3://${supplementalBucket.bucketName}`,
+        }),
+      ],
+    })
+    this.knowledgeBaseId = this.knowledgeBase.knowledgeBaseId
+
+    // The KB role needs to write the extracted multimodal images.
+    supplementalBucket.grantReadWrite(this.knowledgeBase.role)
+
+    // Documents bucket, seeded from data/documents (text + .metadata.json sidecars).
+    const docsBucket = new s3.Bucket(this, "DocumentsBucket", {
+      bucketName: `${props.config.stack_name_base}-kb-docs-${cdk.Stack.of(this).account}`,
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+      autoDeleteObjects: true,
+      blockPublicAccess: s3.BlockPublicAccess.BLOCK_ALL,
+      enforceSSL: true,
+    })
+    this.documentsBucket = docsBucket
+
+    const deployment = new s3deploy.BucketDeployment(this, "DeployDocuments", {
+      sources: [
+        s3deploy.Source.asset(path.join(__dirname, "../../../data/documents")), // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+      ],
+      destinationBucket: docsBucket,
+      destinationKeyPrefix: "documents/",
+      // The sample PDFs total tens of MiB. The default 128 MB deployment Lambda
+      // is network-throttled and cannot finish the upload in one invocation, so
+      // give it full CPU/network and enough scratch space to unzip the asset.
+      memoryLimit: 1024,
+      ephemeralStorageSize: cdk.Size.mebibytes(1024),
+    })
+
+    const dataSource = this.knowledgeBase.addS3DataSource({
+      bucket: docsBucket,
+      dataSourceName: "documents-kb",
+      chunkingStrategy: bedrock.ChunkingStrategy.hierarchical(chunking),
+      // The sample PDFs are scanned/image-based (text + tables + charts), so use
+      // Bedrock Data Automation for multimodal parsing. BDA is the recommended
+      // parser for scanned/complex documents and falls back to the default text
+      // parser on any per-file failure, so every document is still ingested.
+      parsingStrategy: bedrock.ParsingStrategy.bedrockDataAutomation(),
+    })
+
+    // Ingestion is not automatic — start a sync once the docs are uploaded and
+    // whenever they change (PhysicalResourceId keyed on the deployment hash).
+    const ingest = new cr.AwsCustomResource(this, "StartIngestion", {
+      onCreate: {
+        service: "bedrock-agent",
+        action: "startIngestionJob",
+        parameters: {
+          knowledgeBaseId: this.knowledgeBaseId,
+          dataSourceId: dataSource.dataSourceId,
+        },
+        physicalResourceId: cr.PhysicalResourceId.of(`ingest-${docsBucket.bucketName}`),
+      },
+      onUpdate: {
+        service: "bedrock-agent",
+        action: "startIngestionJob",
+        parameters: {
+          knowledgeBaseId: this.knowledgeBaseId,
+          dataSourceId: dataSource.dataSourceId,
+        },
+        physicalResourceId: cr.PhysicalResourceId.of(`ingest-${docsBucket.bucketName}`),
+      },
+      policy: cr.AwsCustomResourcePolicy.fromStatements([
+        new iam.PolicyStatement({
+          effect: iam.Effect.ALLOW,
+          actions: ["bedrock:StartIngestionJob"],
+          resources: [this.knowledgeBase.knowledgeBaseArn],
+        }),
+      ]),
+      installLatestAwsSdk: false,
+    })
+    ingest.node.addDependency(deployment)
+    ingest.node.addDependency(dataSource)
+
+    new cdk.CfnOutput(this, "KnowledgeBaseId", {
+      value: this.knowledgeBaseId,
+      description: "Bedrock Knowledge Base id (doc_search)",
+    })
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/network.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/network.ts
new file mode 100644
index 0000000..98be7f7
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/network.ts
@@ -0,0 +1,83 @@
+import * as cdk from "aws-cdk-lib"
+import * as ec2 from "aws-cdk-lib/aws-ec2"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+
+export interface NetworkConstructProps {
+  config: AppConfig
+}
+
+/**
+ * Minimal VPC for the data plane. Aurora and the in-VPC tool Lambdas
+ * (structured_search, the DB seeder) run in private isolated subnets with no NAT
+ * gateway (nothing here needs the internet). A Secrets Manager interface
+ * endpoint lets those Lambdas read the DB credentials without leaving the VPC.
+ *
+ * The AgentCore Runtime and the doc_search Lambda stay OUT of this VPC: the
+ * runtime is PUBLIC in v1, and doc_search calls the managed Bedrock Retrieve
+ * API. To move the runtime fully into the VPC later, add the interface/gateway
+ * endpoints for the AWS services used and switch network_mode to VPC.
+ */
+export class NetworkConstruct extends Construct {
+  public readonly vpc: ec2.Vpc
+  /** Security group for Aurora; only accepts 5432 from the Lambda SG. */
+  public readonly databaseSecurityGroup: ec2.SecurityGroup
+  /** Security group for in-VPC Lambdas that reach Aurora + the Secrets endpoint. */
+  public readonly lambdaSecurityGroup: ec2.SecurityGroup
+
+  constructor(scope: Construct, id: string, props: NetworkConstructProps) {
+    super(scope, id)
+
+    this.vpc = new ec2.Vpc(this, "Vpc", {
+      vpcName: `${props.config.stack_name_base}-vpc`,
+      maxAzs: 2,
+      natGateways: 0,
+      subnetConfiguration: [
+        {
+          name: "data",
+          subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
+          cidrMask: 24,
+        },
+      ],
+    })
+
+    this.lambdaSecurityGroup = new ec2.SecurityGroup(this, "LambdaSg", {
+      vpc: this.vpc,
+      description: "In-VPC tool/seed Lambdas (Aurora + Secrets Manager endpoint)",
+      allowAllOutbound: true,
+    })
+
+    this.databaseSecurityGroup = new ec2.SecurityGroup(this, "DatabaseSg", {
+      vpc: this.vpc,
+      description: "Aurora PostgreSQL; ingress 5432 from the Lambda SG only",
+      allowAllOutbound: false,
+    })
+    this.databaseSecurityGroup.addIngressRule(
+      this.lambdaSecurityGroup,
+      ec2.Port.tcp(5432),
+      "PostgreSQL from in-VPC Lambdas"
+    )
+
+    // Secrets Manager interface endpoint so in-VPC Lambdas can read DB creds
+    // without a NAT gateway. Private DNS is on by default.
+    const secretsEndpointSg = new ec2.SecurityGroup(this, "SecretsEndpointSg", {
+      vpc: this.vpc,
+      description: "Secrets Manager interface endpoint",
+      allowAllOutbound: true,
+    })
+    secretsEndpointSg.addIngressRule(
+      this.lambdaSecurityGroup,
+      ec2.Port.tcp(443),
+      "HTTPS from in-VPC Lambdas"
+    )
+    this.vpc.addInterfaceEndpoint("SecretsManagerEndpoint", {
+      service: ec2.InterfaceVpcEndpointAwsService.SECRETS_MANAGER,
+      securityGroups: [secretsEndpointSg],
+    })
+
+    new cdk.CfnOutput(this, "VpcId", {
+      value: this.vpc.vpcId,
+      description: "Data-plane VPC ID",
+    })
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/postgres.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/postgres.ts
new file mode 100644
index 0000000..17307f0
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/postgres.ts
@@ -0,0 +1,117 @@
+import * as cdk from "aws-cdk-lib"
+import * as ec2 from "aws-cdk-lib/aws-ec2"
+import * as rds from "aws-cdk-lib/aws-rds"
+import * as lambda from "aws-cdk-lib/aws-lambda"
+import * as ecr_assets from "aws-cdk-lib/aws-ecr-assets"
+import * as logs from "aws-cdk-lib/aws-logs"
+import * as customResources from "aws-cdk-lib/custom-resources"
+import * as crypto from "crypto"
+import * as fs from "fs"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+import * as path from "path"
+
+export interface PostgresConstructProps {
+  config: AppConfig
+  vpc: ec2.IVpc
+  databaseSecurityGroup: ec2.ISecurityGroup
+  lambdaSecurityGroup: ec2.ISecurityGroup
+}
+
+/**
+ * Aurora Serverless v2 PostgreSQL holding the structured document metadata the
+ * agent queries via the structured_search tool. The
+ * cluster lives in the private isolated subnets and is reachable only from the
+ * Lambda security group. Credentials are generated into Secrets Manager.
+ *
+ * A seed Lambda (container image with psycopg2) runs once at deploy via a
+ * custom resource: it creates the schema and inserts the document metadata
+ * rows. The seed re-runs whenever the SQL files change (content hash).
+ */
+export class PostgresConstruct extends Construct {
+  public readonly cluster: rds.DatabaseCluster
+  public readonly databaseName = "ragmeta"
+
+  constructor(scope: Construct, id: string, props: PostgresConstructProps) {
+    super(scope, id)
+
+    const { config, vpc, databaseSecurityGroup, lambdaSecurityGroup } = props
+
+    this.cluster = new rds.DatabaseCluster(this, "Cluster", {
+      engine: rds.DatabaseClusterEngine.auroraPostgres({
+        version: rds.AuroraPostgresEngineVersion.of("17.9", "17"),
+      }),
+      vpc,
+      vpcSubnets: { subnetType: ec2.SubnetType.PRIVATE_ISOLATED },
+      securityGroups: [databaseSecurityGroup],
+      defaultDatabaseName: this.databaseName,
+      credentials: rds.Credentials.fromGeneratedSecret("ragmeta_admin", {
+        secretName: `${config.stack_name_base}/db-credentials`,
+      }),
+      serverlessV2MinCapacity: 0.5,
+      serverlessV2MaxCapacity: 2,
+      writer: rds.ClusterInstance.serverlessV2("writer"),
+      storageEncrypted: true,
+      removalPolicy: cdk.RemovalPolicy.DESTROY,
+    })
+
+    this.seedDatabase(config, vpc, lambdaSecurityGroup)
+  }
+
+  /** Runs schema + seed SQL once at deploy through a custom resource. */
+  private seedDatabase(
+    config: AppConfig,
+    vpc: ec2.IVpc,
+    lambdaSecurityGroup: ec2.ISecurityGroup
+  ): void {
+    const seedDir = path.join(__dirname, "../../lambdas/db-seed") // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+
+    const seedFn = new lambda.DockerImageFunction(this, "SeedLambda", {
+      functionName: `${config.stack_name_base}-db-seed`,
+      code: lambda.DockerImageCode.fromImageAsset(seedDir, {
+        platform: ecr_assets.Platform.LINUX_ARM64,
+      }),
+      architecture: lambda.Architecture.ARM_64,
+      timeout: cdk.Duration.minutes(5),
+      memorySize: 512,
+      vpc,
+      vpcSubnets: { subnetType: ec2.SubnetType.PRIVATE_ISOLATED },
+      securityGroups: [lambdaSecurityGroup],
+      environment: {
+        DB_SECRET_ARN: this.cluster.secret!.secretArn,
+        DB_CLUSTER_ENDPOINT: this.cluster.clusterEndpoint.hostname,
+        DB_NAME: this.databaseName,
+      },
+      logGroup: new logs.LogGroup(this, "SeedLambdaLogGroup", {
+        logGroupName: `/aws/lambda/${config.stack_name_base}-db-seed`,
+        retention: logs.RetentionDays.ONE_WEEK,
+        removalPolicy: cdk.RemovalPolicy.DESTROY,
+      }),
+    })
+    this.cluster.secret!.grantRead(seedFn)
+
+    const provider = new customResources.Provider(this, "SeedProvider", {
+      onEventHandler: seedFn,
+    })
+
+    // Content hash so the seed re-runs when the SQL changes.
+    const schemaSql = fs.readFileSync(path.join(seedDir, "schema.sql"), "utf-8")
+    const seedSql = fs.readFileSync(path.join(seedDir, "seed.sql"), "utf-8")
+    const contentHash = crypto
+      .createHash("sha256")
+      .update(schemaSql + seedSql)
+      .digest("hex")
+      .slice(0, 16)
+
+    const seed = new cdk.CustomResource(this, "DbSeed", {
+      serviceToken: provider.serviceToken,
+      properties: { ContentHash: contentHash },
+    })
+    seed.node.addDependency(this.cluster)
+
+    new cdk.CfnOutput(this, "DbClusterEndpoint", {
+      value: this.cluster.clusterEndpoint.hostname,
+      description: "Aurora PostgreSQL cluster endpoint",
+    })
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/tools.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/tools.ts
new file mode 100644
index 0000000..81d7819
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/constructs/tools.ts
@@ -0,0 +1,118 @@
+import * as cdk from "aws-cdk-lib"
+import * as ec2 from "aws-cdk-lib/aws-ec2"
+import * as iam from "aws-cdk-lib/aws-iam"
+import * as rds from "aws-cdk-lib/aws-rds"
+import * as lambda from "aws-cdk-lib/aws-lambda"
+import * as ecr_assets from "aws-cdk-lib/aws-ecr-assets"
+import * as logs from "aws-cdk-lib/aws-logs"
+import { Construct } from "constructs"
+import { AppConfig } from "../utils/config-manager"
+import * as path from "path"
+
+export interface ToolsConstructProps {
+  config: AppConfig
+  vpc: ec2.IVpc
+  lambdaSecurityGroup: ec2.ISecurityGroup
+  cluster: rds.DatabaseCluster
+  databaseName: string
+  /** Optional existing Knowledge Base id for doc_search (config passthrough). */
+  knowledgeBaseId?: string
+}
+
+/** Describes a Gateway Lambda target for the GatewayConstruct to register. */
+export interface GatewayToolTarget {
+  name: string
+  description: string
+  lambdaFunction: lambda.IFunction
+  toolSpecPath: string
+}
+
+/**
+ * The two retrieval tool Lambdas exposed as AgentCore Gateway targets:
+ * - structured_search: in-VPC container Lambda (psycopg2) for read-only SQL
+ *   queries against Aurora.
+ * - doc_search: standalone Lambda calling the managed Bedrock Retrieve API.
+ * Exposes them as GatewayToolTarget entries for the GatewayConstruct.
+ */
+export class ToolsConstruct extends Construct {
+  public readonly targets: GatewayToolTarget[]
+
+  constructor(scope: Construct, id: string, props: ToolsConstructProps) {
+    super(scope, id)
+
+    const { config, vpc, lambdaSecurityGroup, cluster, databaseName, knowledgeBaseId } = props
+    const toolsDir = path.join(__dirname, "../../../gateway/tools") // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+
+    // structured_search: container image (psycopg2), inside the VPC to reach Aurora.
+    const structuredFn = new lambda.DockerImageFunction(this, "StructuredSearchLambda", {
+      functionName: `${config.stack_name_base}-structured-search`,
+      code: lambda.DockerImageCode.fromImageAsset(path.join(toolsDir, "structured_search"), {
+        platform: ecr_assets.Platform.LINUX_ARM64,
+      }),
+      architecture: lambda.Architecture.ARM_64,
+      timeout: cdk.Duration.seconds(60),
+      memorySize: 512,
+      vpc,
+      vpcSubnets: { subnetType: ec2.SubnetType.PRIVATE_ISOLATED },
+      securityGroups: [lambdaSecurityGroup],
+      environment: {
+        DB_SECRET_ARN: cluster.secret!.secretArn,
+        DB_CLUSTER_ENDPOINT: cluster.clusterEndpoint.hostname,
+        DB_NAME: databaseName,
+      },
+      logGroup: new logs.LogGroup(this, "StructuredSearchLogGroup", {
+        logGroupName: `/aws/lambda/${config.stack_name_base}-structured-search`,
+        retention: logs.RetentionDays.ONE_WEEK,
+        removalPolicy: cdk.RemovalPolicy.DESTROY,
+      }),
+    })
+    cluster.secret!.grantRead(structuredFn)
+
+    // doc_search: standalone (no VPC); calls the managed Bedrock Retrieve API.
+    const docSearchFn = new lambda.Function(this, "DocSearchLambda", {
+      functionName: `${config.stack_name_base}-doc-search`,
+      runtime: lambda.Runtime.PYTHON_3_13,
+      architecture: lambda.Architecture.ARM_64,
+      handler: "doc_search_lambda.handler",
+      code: lambda.Code.fromAsset(path.join(toolsDir, "doc_search")),
+      timeout: cdk.Duration.seconds(60),
+      memorySize: 256,
+      environment: {
+        KNOWLEDGE_BASE_ID: knowledgeBaseId ?? "",
+      },
+      logGroup: new logs.LogGroup(this, "DocSearchLogGroup", {
+        logGroupName: `/aws/lambda/${config.stack_name_base}-doc-search`,
+        retention: logs.RetentionDays.ONE_WEEK,
+        removalPolicy: cdk.RemovalPolicy.DESTROY,
+      }),
+    })
+
+    // doc_search needs Bedrock KB Retrieve. Scope to a specific KB when provided,
+    // otherwise a wildcard so the tool still deploys before a KB is attached.
+    const kbResource = knowledgeBaseId
+      ? `arn:aws:bedrock:${cdk.Stack.of(this).region}:${cdk.Stack.of(this).account}:knowledge-base/${knowledgeBaseId}`
+      : `arn:aws:bedrock:${cdk.Stack.of(this).region}:${cdk.Stack.of(this).account}:knowledge-base/*`
+    docSearchFn.addToRolePolicy(
+      new iam.PolicyStatement({
+        effect: iam.Effect.ALLOW,
+        actions: ["bedrock:Retrieve"],
+        resources: [kbResource],
+      })
+    )
+
+    this.targets = [
+      {
+        name: "structured-search-target",
+        description: "Structured document metadata (Aurora PostgreSQL) query tools",
+        lambdaFunction: structuredFn,
+        toolSpecPath: path.join(toolsDir, "structured_search/tool_spec.json"),
+      },
+      {
+        name: "doc-search-target",
+        description: "Unstructured document search over a Bedrock Knowledge Base",
+        lambdaFunction: docSearchFn,
+        toolSpecPath: path.join(toolsDir, "doc_search/tool_spec.json"),
+      },
+    ]
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/fast-main-stack.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/fast-main-stack.ts
new file mode 100644
index 0000000..fc92a57
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/fast-main-stack.ts
@@ -0,0 +1,184 @@
+import * as cdk from "aws-cdk-lib"
+import { Construct } from "constructs"
+import { AppConfig } from "./utils/config-manager"
+
+// Import constructs
+import { AmplifyHostingConstruct } from "./constructs/amplify-hosting"
+import { CognitoConstruct } from "./constructs/cognito"
+import { GatewayConstruct } from "./constructs/gateway"
+import { AgentConstruct } from "./constructs/agent"
+import { ApiConstruct } from "./constructs/api"
+import { NetworkConstruct } from "./constructs/network"
+import { PostgresConstruct } from "./constructs/postgres"
+import { KbConstruct } from "./constructs/kb"
+import { ToolsConstruct } from "./constructs/tools"
+
+export interface FastAmplifyStackProps extends cdk.StackProps {
+  config: AppConfig
+}
+
+export class FastMainStack extends cdk.Stack {
+  public readonly amplifyHosting: AmplifyHostingConstruct
+  public readonly cognito: CognitoConstruct
+  public readonly gateway: GatewayConstruct
+  public readonly agent: AgentConstruct
+  public readonly api: ApiConstruct
+  public readonly network: NetworkConstruct
+  public readonly postgres: PostgresConstruct
+  public readonly kb: KbConstruct
+  public readonly tools: ToolsConstruct
+
+  constructor(scope: Construct, id: string, props: FastAmplifyStackProps) {
+    const description =
+      "Fullstack AgentCore Solution Template - Main Stack (v0.4.2) (uksb-v6dos0t5g8)"
+    super(scope, id, { ...props, description })
+
+    // =========================================================================
+    // Composition root. Each construct below is a self-contained feature with a
+    // documented plug point: what it provides, what it depends on, and how to
+    // remove or swap it. Resources are owned by their construct, so deleting a
+    // construct (and any noted integration call) removes everything it created.
+    // =========================================================================
+
+    // [Hosting] Frontend hosting on Amplify. Provides the predictable app URL used
+    // for Cognito callback/logout URLs. Remove if you host the frontend elsewhere;
+    // then supply callback URLs to Cognito by another means.
+    this.amplifyHosting = new AmplifyHostingConstruct(this, `${id}-amplify`, {
+      config: props.config,
+    })
+
+    // [Identity] Cognito user pool + M2M client, and the identity SSM contract
+    // (issuer, client ids). SWAP POINT for a different IdP: replace this construct
+    // with one that publishes the same outputs (userPool, machineClient,
+    // machineClientSecret, SSM params); downstream constructs depend only on those.
+    this.cognito = new CognitoConstruct(this, `${id}-cognito`, {
+      config: props.config,
+      callbackUrls: ["http://localhost:3000", this.amplifyHosting.amplifyUrl],
+    })
+
+    // [Network] Minimal VPC for the data plane (Aurora + in-VPC tool Lambdas).
+    // The runtime stays PUBLIC in v1; this VPC has no NAT.
+    this.network = new NetworkConstruct(this, `${id}-network`, {
+      config: props.config,
+    })
+
+    // [Postgres] Aurora Serverless v2 holding the structured document metadata,
+    // seeded at deploy with a small generic dataset. Depends on: Network.
+    this.postgres = new PostgresConstruct(this, `${id}-postgres`, {
+      config: props.config,
+      vpc: this.network.vpc,
+      databaseSecurityGroup: this.network.databaseSecurityGroup,
+      lambdaSecurityGroup: this.network.lambdaSecurityGroup,
+    })
+
+    // [Knowledge Base] Bedrock KB over OpenSearch Serverless holding the sample
+    // documents (ingested at deploy). Provides the KB id for doc_search.
+    this.kb = new KbConstruct(this, `${id}-kb`, {
+      config: props.config,
+    })
+
+    // [Tools] The two retrieval tool Lambdas (structured_search in VPC, doc_search
+    // standalone) exposed as Gateway targets. Depends on: Network + Postgres + KB.
+    this.tools = new ToolsConstruct(this, `${id}-tools`, {
+      config: props.config,
+      vpc: this.network.vpc,
+      lambdaSecurityGroup: this.network.lambdaSecurityGroup,
+      cluster: this.postgres.cluster,
+      databaseName: this.postgres.databaseName,
+      knowledgeBaseId: this.kb.knowledgeBaseId,
+    })
+
+    // [Gateway] AgentCore Gateway exposing tools over MCP, with inbound JWT auth from
+    // the M2M client. OPTIONAL: to run without a gateway,
+    // delete this construct AND the agent's addGatewayIntegration() call (see agent.ts).
+    // Depends on: Cognito (machine client + secret for inbound auth / OAuth2 provider).
+    this.gateway = new GatewayConstruct(this, `${id}-gateway`, {
+      config: props.config,
+      userPool: this.cognito.userPool,
+      machineClient: this.cognito.machineClient,
+      machineClientSecret: this.cognito.machineClientSecret,
+      extraTargets: this.tools.targets,
+    })
+
+    // [Agent] The AgentCore runtime + short-term memory (the core). Depends on:
+    // Cognito (JWT issuer/client for the runtime authorizer). The gatewayCredentialProviderName
+    // prop is the single agent<->gateway seam: it opts the agent into authenticating to the
+    // gateway. Omit it (and the GatewayConstruct above) to run the agent with no gateway.
+    this.agent = new AgentConstruct(this, `${id}-agent`, {
+      config: props.config,
+      userPoolId: this.cognito.userPoolId,
+      userPoolClientId: this.cognito.userPoolClientId,
+      gatewayCredentialProviderName: this.gateway.credentialProviderName,
+      documentsBucket: this.kb.documentsBucket,
+    })
+
+    // [API] Generic REST API (API Gateway) with a shared Cognito authorizer. The
+    // feedback endpoint inside is an EXAMPLE route. OPTIONAL: remove if you don't need
+    // an HTTP API; add your own routes via api.restApi / api.authorizer. Depends on:
+    // Cognito (authorizer) and the Amplify URL (CORS).
+    this.api = new ApiConstruct(this, `${id}-api`, {
+      config: props.config,
+      userPool: this.cognito.userPool,
+      frontendUrl: this.amplifyHosting.amplifyUrl,
+    })
+
+    // Outputs
+    new cdk.CfnOutput(this, "AmplifyAppId", {
+      value: this.amplifyHosting.amplifyApp.appId,
+      description: "Amplify App ID - use this for manual deployment",
+      exportName: `${props.config.stack_name_base}-AmplifyAppId`,
+    })
+
+    new cdk.CfnOutput(this, "CognitoUserPoolId", {
+      value: this.cognito.userPoolId,
+      description: "Cognito User Pool ID",
+      exportName: `${props.config.stack_name_base}-CognitoUserPoolId`,
+    })
+
+    new cdk.CfnOutput(this, "CognitoClientId", {
+      value: this.cognito.userPoolClientId,
+      description: "Cognito User Pool Client ID",
+      exportName: `${props.config.stack_name_base}-CognitoClientId`,
+    })
+
+    new cdk.CfnOutput(this, "CognitoDomain", {
+      value: `${this.cognito.userPoolDomain.domainName}.auth.${cdk.Aws.REGION}.amazoncognito.com`,
+      description: "Cognito Domain for OAuth",
+      exportName: `${props.config.stack_name_base}-CognitoDomain`,
+    })
+
+    new cdk.CfnOutput(this, "RuntimeArn", {
+      value: this.agent.runtimeArn,
+      description: "AgentCore Runtime ARN",
+      exportName: `${props.config.stack_name_base}-RuntimeArn`,
+    })
+
+    new cdk.CfnOutput(this, "MemoryArn", {
+      value: this.agent.memoryArn,
+      description: "AgentCore Memory ARN",
+      exportName: `${props.config.stack_name_base}-MemoryArn`,
+    })
+
+    new cdk.CfnOutput(this, "FeedbackApiUrl", {
+      value: this.api.apiUrl,
+      description: "Feedback API Gateway URL",
+      exportName: `${props.config.stack_name_base}-FeedbackApiUrl`,
+    })
+
+    new cdk.CfnOutput(this, "AmplifyConsoleUrl", {
+      value: `https://console.aws.amazon.com/amplify/apps/${this.amplifyHosting.amplifyApp.appId}`,
+      description: "Amplify Console URL for monitoring deployments",
+    })
+
+    new cdk.CfnOutput(this, "AmplifyUrl", {
+      value: this.amplifyHosting.amplifyUrl,
+      description: "Amplify Frontend URL (available after deployment)",
+    })
+
+    new cdk.CfnOutput(this, "StagingBucketName", {
+      value: this.amplifyHosting.stagingBucket.bucketName,
+      description: "S3 bucket for Amplify deployment staging",
+      exportName: `${props.config.stack_name_base}-StagingBucket`,
+    })
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/utils/agentcore-role.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/utils/agentcore-role.ts
new file mode 100644
index 0000000..4b3914a
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/utils/agentcore-role.ts
@@ -0,0 +1,106 @@
+import * as cdk from "aws-cdk-lib"
+import * as iam from "aws-cdk-lib/aws-iam"
+import { Construct } from "constructs"
+
+export interface AgentCoreRoleProps extends iam.RoleProps {
+  // Additional props can be added here if needed
+}
+
+export class AgentCoreRole extends iam.Role {
+  constructor(scope: Construct, id: string, props?: AgentCoreRoleProps) {
+    const stack = cdk.Stack.of(scope)
+    const region = stack.region
+    const accountId = stack.account
+
+    super(scope, id, {
+      assumedBy: new iam.ServicePrincipal("bedrock-agentcore.amazonaws.com"),
+      inlinePolicies: {
+        AgentCorePolicy: new iam.PolicyDocument({
+          statements: [
+            new iam.PolicyStatement({
+              sid: "ECRImageAccess",
+              effect: iam.Effect.ALLOW,
+              actions: [
+                "ecr:BatchGetImage",
+                "ecr:GetDownloadUrlForLayer",
+                "ecr:BatchCheckLayerAvailability",
+              ],
+              resources: [`arn:aws:ecr:${region}:${accountId}:repository/*`],
+            }),
+            new iam.PolicyStatement({
+              sid: "ECRTokenAccess",
+              effect: iam.Effect.ALLOW,
+              actions: ["ecr:GetAuthorizationToken"],
+              resources: ["*"],
+            }),
+            new iam.PolicyStatement({
+              sid: "CloudWatchLogsGroupAccess",
+              effect: iam.Effect.ALLOW,
+              actions: ["logs:DescribeLogStreams", "logs:CreateLogGroup"],
+              resources: [
+                `arn:aws:logs:${region}:${accountId}:log-group:/aws/bedrock-agentcore/runtimes/*`,
+              ],
+            }),
+            new iam.PolicyStatement({
+              sid: "CloudWatchLogsDescribeGroups",
+              effect: iam.Effect.ALLOW,
+              actions: ["logs:DescribeLogGroups"],
+              resources: [`arn:aws:logs:${region}:${accountId}:log-group:*`],
+            }),
+            new iam.PolicyStatement({
+              sid: "CloudWatchLogsStreamAccess",
+              effect: iam.Effect.ALLOW,
+              actions: ["logs:CreateLogStream", "logs:PutLogEvents"],
+              resources: [
+                `arn:aws:logs:${region}:${accountId}:log-group:/aws/bedrock-agentcore/runtimes/*:log-stream:*`,
+              ],
+            }),
+            new iam.PolicyStatement({
+              effect: iam.Effect.ALLOW,
+              actions: [
+                "xray:PutTraceSegments",
+                "xray:PutTelemetryRecords",
+                "xray:GetSamplingRules",
+                "xray:GetSamplingTargets",
+              ],
+              resources: ["*"],
+            }),
+            new iam.PolicyStatement({
+              effect: iam.Effect.ALLOW,
+              actions: ["cloudwatch:PutMetricData"],
+              resources: ["*"],
+              conditions: {
+                StringEquals: {
+                  "cloudwatch:namespace": "bedrock-agentcore",
+                },
+              },
+            }),
+            new iam.PolicyStatement({
+              sid: "GetAgentAccessToken",
+              effect: iam.Effect.ALLOW,
+              actions: [
+                "bedrock-agentcore:GetWorkloadAccessToken",
+                "bedrock-agentcore:GetWorkloadAccessTokenForJWT",
+                "bedrock-agentcore:GetWorkloadAccessTokenForUserId",
+              ],
+              resources: [
+                `arn:aws:bedrock-agentcore:${region}:${accountId}:workload-identity-directory/default`,
+                `arn:aws:bedrock-agentcore:${region}:${accountId}:workload-identity-directory/default/workload-identity/*`,
+              ],
+            }),
+            new iam.PolicyStatement({
+              sid: "BedrockModelInvocation",
+              effect: iam.Effect.ALLOW,
+              actions: ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
+              resources: [
+                "arn:aws:bedrock:*::foundation-model/*",
+                `arn:aws:bedrock:${region}:${accountId}:*`,
+              ],
+            }),
+          ],
+        }),
+      },
+      ...props,
+    })
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/lib/utils/config-manager.ts b/samples/agentic-knowledge-discovery/infra-cdk/lib/utils/config-manager.ts
new file mode 100644
index 0000000..9061bee
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/lib/utils/config-manager.ts
@@ -0,0 +1,178 @@
+import * as fs from "fs"
+import * as path from "path"
+import * as yaml from "yaml"
+
+const MAX_STACK_NAME_BASE_LENGTH = 35
+
+export type DeploymentType = "docker" | "zip"
+
+/**
+ * Network mode for the AgentCore Runtime.
+ * - PUBLIC: Runtime is accessible over the public internet (default).
+ * - VPC: Runtime is deployed into a user-provided VPC for private network isolation.
+ */
+export type NetworkMode = "PUBLIC" | "VPC"
+
+/**
+ * VPC configuration for deploying the AgentCore Runtime into an existing VPC.
+ * Required when network_mode is "VPC".
+ */
+export interface VpcConfig {
+  /** The ID of the existing VPC to deploy into (e.g. "vpc-0abc1234def56789a"). */
+  vpc_id: string
+  /** List of subnet IDs within the VPC where the runtime will be placed. */
+  subnet_ids: string[]
+  /** Optional list of security group IDs. If omitted, a default security group is created. */
+  security_group_ids?: string[]
+}
+
+export interface AppConfig {
+  stack_name_base: string
+  admin_user_email?: string | null
+  backend: {
+    pattern: string
+    deployment_type: DeploymentType
+    /** Name for the agent runtime. Valid characters: a-z, A-Z, 0-9, _. Defaults to "FASTAgent". */
+    agent_name: string
+    /** Network mode for the AgentCore Runtime. Defaults to "PUBLIC". */
+    network_mode: NetworkMode
+    /** VPC configuration. Required when network_mode is "VPC". */
+    vpc?: VpcConfig
+    /**
+     * Enable long-term memory (SemanticMemoryStrategy) for the agent.
+     * When true, the agent extracts and retrieves facts across sessions.
+     * This incurs additional costs: $0.75/1,000 records stored + $0.50/1,000 retrievals.
+     * Defaults to false.
+     */
+    use_long_term_memory: boolean
+    /**
+     * Number of facts to retrieve per turn when long-term memory is enabled.
+     * Maps to the top_k parameter of RetrievalConfig. Defaults to 10.
+     */
+    ltm_top_k: number
+    /**
+     * Minimum similarity threshold for long-term memory retrieval.
+     * Maps to the relevance_score parameter of RetrievalConfig. Defaults to 0.3.
+     */
+    ltm_relevance_score: number
+  }
+}
+
+export class ConfigManager {
+  private config: AppConfig
+
+  constructor(configFile: string) {
+    this.config = this._loadConfig(configFile)
+  }
+
+  private _loadConfig(configFile: string): AppConfig {
+    let configPath: string
+
+    // Uses the specified configFile if the file exists
+    // otherwise fallsback to existing behavior where the configFile should be
+    // named config.yaml and be in the infra-cdk directory. Throws an error if the
+    // configFile does not exist and is not the default "config.yaml"
+    if (fs.existsSync(configFile)) {
+      configPath = configFile
+    } else {
+      if (path.basename(configFile) !== "config.yaml") {
+        throw new Error(`Configuration file '${configFile}' not found.`)
+      }
+      const defaultConfigPath = path.join(__dirname, "..", "..", configFile) // nosemgrep: javascript.lang.security.audit.path-traversal.path-join-resolve-traversal.path-join-resolve-traversal
+      configPath = defaultConfigPath
+    }
+    if (!fs.existsSync(configPath)) {
+      throw new Error(
+        `Configuration file ${configPath} does not exist. Please create config.yaml file.`
+      )
+    }
+
+    try {
+      const fileContent = fs.readFileSync(configPath, "utf8")
+      const parsedConfig = yaml.parse(fileContent) as AppConfig
+
+      const deploymentType = parsedConfig.backend?.deployment_type || "docker"
+      if (deploymentType !== "docker" && deploymentType !== "zip") {
+        throw new Error(
+          `Invalid deployment_type '${deploymentType}' in ${configPath}. Must be 'docker' or 'zip'.`
+        )
+      }
+
+      const stackNameBase = parsedConfig.stack_name_base
+      if (!stackNameBase) {
+        throw new Error(`stack_name_base is required in ${configPath}`)
+      }
+      if (stackNameBase.length > MAX_STACK_NAME_BASE_LENGTH) {
+        throw new Error(
+          `stack_name_base '${stackNameBase}' is too long (${stackNameBase.length} chars). ` +
+            `Maximum length is ${MAX_STACK_NAME_BASE_LENGTH} characters due to AWS AgentCore runtime naming constraints.`
+        )
+      }
+
+      // Validate network_mode if provided
+      const networkMode = parsedConfig.backend?.network_mode || "PUBLIC"
+      if (networkMode !== "PUBLIC" && networkMode !== "VPC") {
+        throw new Error(
+          `Invalid network_mode '${networkMode}' in ${configPath}. Must be 'PUBLIC' or 'VPC'.`
+        )
+      }
+
+      // Validate VPC configuration when network_mode is VPC
+      const vpcConfig = parsedConfig.backend?.vpc
+      if (networkMode === "VPC") {
+        if (!vpcConfig) {
+          throw new Error(
+            `backend.vpc configuration is required in ${configPath} when network_mode is 'VPC'.`
+          )
+        }
+        if (!vpcConfig.vpc_id) {
+          throw new Error(
+            `backend.vpc.vpc_id is required in ${configPath} when network_mode is 'VPC'.`
+          )
+        }
+        if (!vpcConfig.subnet_ids || vpcConfig.subnet_ids.length === 0) {
+          throw new Error(
+            `backend.vpc.subnet_ids must contain at least one subnet ID in ${configPath} when network_mode is 'VPC'.`
+          )
+        }
+      }
+
+      return {
+        stack_name_base: stackNameBase,
+        admin_user_email: parsedConfig.admin_user_email || null,
+        backend: {
+          pattern: parsedConfig.backend?.pattern || "strands-agent",
+          deployment_type: deploymentType,
+          agent_name: parsedConfig.backend?.agent_name || "FASTAgent",
+          network_mode: networkMode,
+          vpc: vpcConfig,
+          use_long_term_memory: parsedConfig.backend?.use_long_term_memory === true,
+          ltm_top_k: parsedConfig.backend?.ltm_top_k ?? 10,
+          ltm_relevance_score: parsedConfig.backend?.ltm_relevance_score ?? 0.3,
+        },
+      }
+    } catch (error) {
+      throw new Error(`Failed to parse configuration file ${configPath}: ${error}`)
+    }
+  }
+
+  public getProps(): AppConfig {
+    return this.config
+  }
+
+  public get(key: string, defaultValue?: any): any {
+    const keys = key.split(".")
+    let value: any = this.config
+
+    for (const k of keys) {
+      if (typeof value === "object" && value !== null && k in value) {
+        // nosemgrep: javascript.lang.security.audit.prototype-pollution.prototype-pollution-loop.prototype-pollution-loop — iterates over a trusted local YAML config object, not user-controlled input
+        value = value[k]
+      } else {
+        return defaultValue
+      }
+    }
+
+    return value
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/minimal-deploy-policy.json b/samples/agentic-knowledge-discovery/infra-cdk/minimal-deploy-policy.json
new file mode 100644
index 0000000..0f8ae79
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/minimal-deploy-policy.json
@@ -0,0 +1,96 @@
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Sid": "CloudFormationAccess",
+      "Effect": "Allow",
+      "Action": [
+        "cloudformation:CreateStack",
+        "cloudformation:UpdateStack",
+        "cloudformation:DeleteStack",
+        "cloudformation:DescribeStacks",
+        "cloudformation:DescribeStackEvents",
+        "cloudformation:GetTemplate",
+        "cloudformation:CreateChangeSet",
+        "cloudformation:DescribeChangeSet",
+        "cloudformation:ExecuteChangeSet",
+        "cloudformation:DeleteChangeSet",
+        "cloudformation:GetTemplateSummary"
+      ],
+      "Resource": [
+        "arn:aws:cloudformation:*:*:stack/*"
+      ]
+    },
+    {
+      "Sid": "S3Access",
+      "Effect": "Allow",
+      "Action": [
+        "s3:PutObject",
+        "s3:GetObject",
+        "s3:ListBucket",
+        "s3:GetBucketLocation",
+        "s3:GetObjectAcl",
+        "s3:PutObjectAcl"
+      ],
+      "Resource": [
+        "arn:aws:s3:::cdk-*",
+        "arn:aws:s3:::cdk-*/*"
+      ]
+    },
+    {
+      "Sid": "SSMParameters",
+      "Effect": "Allow",
+      "Action": [
+        "ssm:GetParameter",
+        "ssm:PutParameter"
+      ],
+      "Resource": [
+        "arn:aws:ssm:*:*:parameter/cdk-*"
+      ]
+    },
+    {
+      "Sid": "ECRAccess",
+      "Effect": "Allow",
+      "Action": [
+        "ecr:DescribeRepositories",
+        "ecr:DescribeImages",
+        "ecr:InitiateLayerUpload",
+        "ecr:UploadLayerPart",
+        "ecr:CompleteLayerUpload",
+        "ecr:PutImage",
+        "ecr:BatchCheckLayerAvailability"
+      ],
+      "Resource": [
+        "arn:aws:ecr:*:*:repository/cdk-*"
+      ]
+    },
+    {
+      "Sid": "ECRAuth",
+      "Effect": "Allow",
+      "Action": [
+        "ecr:GetAuthorizationToken"
+      ],
+      "Resource": "*"
+    },
+    {
+      "Sid": "IAMPassRole",
+      "Effect": "Allow",
+      "Action": [
+        "iam:PassRole"
+      ],
+      "Resource": [
+        "arn:aws:iam::*:role/cdk-*"
+      ]
+    },
+    {
+      "Sid": "AmplifyAccess",
+      "Effect": "Allow",
+      "Action": [
+        "amplify:StartDeployment"
+      ],
+      "Resource": [
+        "arn:aws:amplify:*:*:apps/*/branches/*"
+      ]
+    }
+  ]
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/package-lock.json b/samples/agentic-knowledge-discovery/infra-cdk/package-lock.json
new file mode 100644
index 0000000..d517d30
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/package-lock.json
@@ -0,0 +1,5610 @@
+{
+  "name": "fast-cdk",
+  "version": "0.4.2",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "fast-cdk",
+      "version": "0.4.2",
+      "dependencies": {
+        "@aws-cdk/aws-amplify-alpha": "^2.261.0-alpha.0",
+        "@aws-cdk/aws-lambda-python-alpha": "^2.261.0-alpha.0",
+        "@aws-sdk/client-bedrock-agentcore": "^3.1076.0",
+        "@cdklabs/generative-ai-cdk-constructs": "^0.1.318",
+        "aws-cdk-lib": "^2.261.0",
+        "constructs": "^10.6.0",
+        "yaml": "^2.9.0"
+      },
+      "bin": {
+        "fast-cdk": "bin/fast-cdk.js"
+      },
+      "devDependencies": {
+        "@types/jest": "^30.0.0",
+        "@types/node": "^22.20.0",
+        "aws-cdk": "^2.1131.0",
+        "jest": "^30.4.2",
+        "ts-jest": "^29.4.11",
+        "ts-node": "^10.9.2",
+        "typescript": "~5.9.3"
+      }
+    },
+    "node_modules/@aws-cdk/asset-awscli-v1": {
+      "version": "2.2.282",
+      "resolved": "https://registry.npmjs.org/@aws-cdk/asset-awscli-v1/-/asset-awscli-v1-2.2.282.tgz",
+      "integrity": "sha512-7hKMi5tTxDcKGIMIOq14PnY0GBcugW33Uh/2YHDZiEwSxLeFOCYBwhR+BFXONb/EJeVI3RETFgailNZbkcKF6g==",
+      "license": "Apache-2.0"
+    },
+    "node_modules/@aws-cdk/asset-node-proxy-agent-v6": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/@aws-cdk/asset-node-proxy-agent-v6/-/asset-node-proxy-agent-v6-2.1.2.tgz",
+      "integrity": "sha512-pDiuqH+qY3zM9lhhLjbKJ1tnKOHzQ2V4Wr/3qsxyKeKAkuPMI/BVGvZG1PbrikUw949cGVTfVEt4ETKKYnrj0Q==",
+      "license": "Apache-2.0"
+    },
+    "node_modules/@aws-cdk/aws-amplify-alpha": {
+      "version": "2.261.0-alpha.0",
+      "resolved": "https://registry.npmjs.org/@aws-cdk/aws-amplify-alpha/-/aws-amplify-alpha-2.261.0-alpha.0.tgz",
+      "integrity": "sha512-Gp9d0pNl7dYv/VN5ZNkjKbRUekps1FRkqMmIWVRWvK+rjbM0n8Mw6It3va3xbCbj0PDu9I6gfyBs5b1GJ4UiXg==",
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">= 20.0.0"
+      },
+      "peerDependencies": {
+        "aws-cdk-lib": "^2.261.0",
+        "constructs": "^10.5.0"
+      }
+    },
+    "node_modules/@aws-cdk/aws-lambda-python-alpha": {
+      "version": "2.261.0-alpha.0",
+      "resolved": "https://registry.npmjs.org/@aws-cdk/aws-lambda-python-alpha/-/aws-lambda-python-alpha-2.261.0-alpha.0.tgz",
+      "integrity": "sha512-mmC7+FDeqswihxnUopXEJyvNFPxLpFPfhdOG9PdQQBJA5fw55rSRCPMchSIWW+SMjEhyoKjaazsdjXv321Jipg==",
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">= 20.0.0"
+      },
+      "peerDependencies": {
+        "aws-cdk-lib": "^2.261.0",
+        "constructs": "^10.5.0"
+      }
+    },
+    "node_modules/@aws-cdk/cloud-assembly-schema": {
+      "version": "54.5.0",
+      "resolved": "https://registry.npmjs.org/@aws-cdk/cloud-assembly-schema/-/cloud-assembly-schema-54.5.0.tgz",
+      "integrity": "sha512-X37oRfMQYO/wXBBDotbW8msJ6AgrcMio/W6TpDR/9To9TUWld1KtY/jveHpU58nZyLVPTYEhDgFP548w3JJGsQ==",
+      "bundleDependencies": [
+        "jsonschema",
+        "semver"
+      ],
+      "license": "Apache-2.0",
+      "dependencies": {
+        "jsonschema": "^1.5.0",
+        "semver": "^7.8.4"
+      },
+      "engines": {
+        "node": ">= 18.0.0"
+      }
+    },
+    "node_modules/@aws-cdk/cloud-assembly-schema/node_modules/jsonschema": {
+      "version": "1.5.0",
+      "inBundle": true,
+      "license": "MIT",
+      "engines": {
+        "node": "*"
+      }
+    },
+    "node_modules/@aws-cdk/cloud-assembly-schema/node_modules/semver": {
+      "version": "7.8.4",
+      "inBundle": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "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-js": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-js/-/sha256-js-5.2.0.tgz",
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+      "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": {
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+      "resolved": "https://registry.npmjs.org/@aws-crypto/supports-web-crypto/-/supports-web-crypto-5.2.0.tgz",
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+      "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",
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+      "dependencies": {
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+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-sdk/client-bedrock-agentcore": {
+      "version": "3.1076.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/client-bedrock-agentcore/-/client-bedrock-agentcore-3.1076.0.tgz",
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+      "dependencies": {
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+        "@aws-crypto/sha256-js": "5.2.0",
+        "@aws-sdk/core": "^3.974.24",
+        "@aws-sdk/credential-provider-node": "^3.972.59",
+        "@aws-sdk/types": "^3.973.14",
+        "@smithy/core": "^3.27.0",
+        "@smithy/fetch-http-handler": "^5.6.0",
+        "@smithy/node-http-handler": "^4.9.0",
+        "@smithy/types": "^4.15.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/core": {
+      "version": "3.974.24",
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+      "dependencies": {
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+        "@aws-sdk/xml-builder": "^3.972.32",
+        "@aws/lambda-invoke-store": "^0.2.2",
+        "@smithy/core": "^3.27.0",
+        "@smithy/signature-v4": "^5.5.3",
+        "@smithy/types": "^4.15.0",
+        "bowser": "^2.11.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/credential-provider-env": {
+      "version": "3.972.50",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/credential-provider-env/-/credential-provider-env-3.972.50.tgz",
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+        "@smithy/node-http-handler": "^4.9.0",
+        "@smithy/types": "^4.15.0",
+        "tslib": "^2.6.2"
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+      "engines": {
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+      "dependencies": {
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+        "@aws-sdk/credential-provider-http": "^3.972.52",
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+        "@aws-sdk/credential-provider-sso": "^3.972.56",
+        "@aws-sdk/credential-provider-web-identity": "^3.972.56",
+        "@aws-sdk/nested-clients": "^3.997.24",
+        "@aws-sdk/types": "^3.973.14",
+        "@smithy/core": "^3.27.0",
+        "@smithy/credential-provider-imds": "^4.4.3",
+        "@smithy/types": "^4.15.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
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+      }
+    },
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+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/credential-provider-node": {
+      "version": "3.972.59",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/credential-provider-node/-/credential-provider-node-3.972.59.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/credential-provider-env": "^3.972.50",
+        "@aws-sdk/credential-provider-http": "^3.972.52",
+        "@aws-sdk/credential-provider-ini": "^3.972.57",
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+        "@aws-sdk/credential-provider-sso": "^3.972.56",
+        "@aws-sdk/credential-provider-web-identity": "^3.972.56",
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+        "@smithy/core": "^3.27.0",
+        "@smithy/credential-provider-imds": "^4.4.3",
+        "@smithy/types": "^4.15.0",
+        "tslib": "^2.6.2"
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+      "engines": {
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diff --git a/samples/agentic-knowledge-discovery/infra-cdk/package.json b/samples/agentic-knowledge-discovery/infra-cdk/package.json
new file mode 100644
index 0000000..5b790c9
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/package.json
@@ -0,0 +1,27 @@
+{
+  "name": "fast-cdk",
+  "version": "0.4.2",
+  "bin": {
+    "fast-cdk": "bin/fast-cdk.js"
+  },
+  "scripts": {
+    "build": "tsc",
+    "watch": "tsc -w",
+    "cdk": "cdk"
+  },
+  "devDependencies": {
+    "@types/node": "^22.20.0",
+    "aws-cdk": "^2.1131.0",
+    "ts-node": "^10.9.2",
+    "typescript": "~5.9.3"
+  },
+  "dependencies": {
+    "@aws-cdk/aws-amplify-alpha": "^2.261.0-alpha.0",
+    "@aws-cdk/aws-lambda-python-alpha": "^2.261.0-alpha.0",
+    "@aws-sdk/client-bedrock-agentcore": "^3.1076.0",
+    "@cdklabs/generative-ai-cdk-constructs": "^0.1.318",
+    "aws-cdk-lib": "^2.261.0",
+    "constructs": "^10.6.0",
+    "yaml": "^2.9.0"
+  }
+}
diff --git a/samples/agentic-knowledge-discovery/infra-cdk/tsconfig.json b/samples/agentic-knowledge-discovery/infra-cdk/tsconfig.json
new file mode 100644
index 0000000..bfc61bf
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/infra-cdk/tsconfig.json
@@ -0,0 +1,32 @@
+{
+  "compilerOptions": {
+    "target": "ES2022",
+    "module": "NodeNext",
+    "moduleResolution": "NodeNext",
+    "lib": [
+      "es2022"
+    ],
+    "declaration": true,
+    "strict": true,
+    "noImplicitAny": true,
+    "strictNullChecks": true,
+    "noImplicitThis": true,
+    "alwaysStrict": true,
+    "noUnusedLocals": false,
+    "noUnusedParameters": false,
+    "noImplicitReturns": true,
+    "noFallthroughCasesInSwitch": false,
+    "inlineSourceMap": true,
+    "inlineSources": true,
+    "experimentalDecorators": true,
+    "strictPropertyInitialization": false,
+    "skipLibCheck": true,
+    "typeRoots": [
+      "./node_modules/@types"
+    ]
+  },
+  "exclude": [
+    "node_modules",
+    "cdk.out"
+  ]
+}
diff --git a/samples/agentic-knowledge-discovery/patterns/langgraph-agent/Dockerfile b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/Dockerfile
new file mode 100644
index 0000000..4c9d517
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/Dockerfile
@@ -0,0 +1,44 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim
+
+WORKDIR /app
+
+# Configure UV for container environment
+ENV UV_SYSTEM_PYTHON=1 \
+    UV_COMPILE_BYTECODE=1 \
+    DOCKER_CONTAINER=1 \
+    OTEL_PYTHON_LOG_CORRELATION=true \
+    PYTHONUNBUFFERED=1
+
+# Copy pyproject.toml and shared packages for installation
+COPY pyproject.toml .
+COPY gateway/ gateway/
+
+# Copy and install agent-specific requirements first
+COPY patterns/langgraph-agent/requirements.txt requirements.txt
+RUN uv pip install --no-cache -r requirements.txt && \
+    uv pip install --no-cache aws-opentelemetry-distro==0.10.1
+
+# Install FAST package with only core dependencies (no dev/agent optional deps)
+RUN uv pip install --no-cache -e . --no-deps && \
+    uv pip install --no-cache requests>=2.31.0
+
+# Create non-root user
+RUN useradd -m -u 1000 bedrock_agentcore
+USER bedrock_agentcore
+
+EXPOSE 8080
+
+# Copy agent code and tools
+COPY patterns/langgraph-agent/agent.py .
+COPY patterns/langgraph-agent/tools/ tools/
+COPY patterns/utils/ utils/
+
+# Healthcheck
+HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
+  CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:8080/ping', timeout=2)" || exit 1
+
+# Start agent with OpenTelemetry instrumentation
+CMD ["opentelemetry-instrument", "python", "-m", "agent"]
diff --git a/samples/agentic-knowledge-discovery/patterns/langgraph-agent/agent.py b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/agent.py
new file mode 100644
index 0000000..18aeb96
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/agent.py
@@ -0,0 +1,98 @@
+"""AG-UI LangGraph agent with Gateway tools, Memory, model selection, and citations."""
+
+from __future__ import annotations
+
+import logging
+import os
+
+from ag_ui.core import RunAgentInput, RunErrorEvent
+from bedrock_agentcore.runtime import BedrockAgentCoreApp, RequestContext
+from copilotkit import CopilotKitMiddleware, LangGraphAGUIAgent
+from langchain.agents import create_agent
+from langchain_aws import ChatBedrock
+from langgraph_checkpoint_aws import AgentCoreMemorySaver
+from tools.gateway import create_gateway_mcp_client
+from tools.output_tools import cite_sources, suggest_questions
+from utils.auth import extract_user_id_from_context
+from utils.models import DEFAULT_MODEL, is_openai, resolve_model_id
+from utils.prompts import SYSTEM_PROMPT
+
+logger = logging.getLogger(__name__)
+
+app = BedrockAgentCoreApp()
+
+REGION = os.environ.get("AWS_REGION", "us-east-1")
+MEMORY_ID = os.environ.get("MEMORY_ID")
+
+
+def build_model(model_id: str) -> ChatBedrock:
+    """Build a LangChain chat model. Bedrock ids run via Converse.
+
+    GPT-via-Mantle requires SigV4-signed requests, which the Strands OpenAI
+    client handles but LangChain's ChatOpenAI does not, so on this pattern an
+    openai.* selection falls back to the default Bedrock model. Use the Strands
+    pattern for GPT.
+    """
+    if is_openai(model_id):
+        logger.warning("GPT via Mantle is Strands-only; falling back to %s", DEFAULT_MODEL)
+        model_id = DEFAULT_MODEL
+    # No temperature: Sonnet 5 (and newer models) reject it.
+    return ChatBedrock(
+        model_id=model_id,
+        streaming=True,
+        beta_use_converse_api=True,
+    )
+
+
+def get_memory_saver() -> AgentCoreMemorySaver | None:
+    """Return an AgentCore Memory checkpointer, or None when MEMORY_ID is unset."""
+    if not MEMORY_ID:
+        return None
+    return AgentCoreMemorySaver(memory_id=MEMORY_ID, region_name=REGION)
+
+
+async def build_graph(actor_id: str, model_id: str):
+    """Build a LangGraph compiled graph with Gateway tools, output tools, and Memory."""
+    mcp_client = await create_gateway_mcp_client(actor_id)
+    tools = await mcp_client.get_tools()
+    tools.extend([suggest_questions, cite_sources])
+
+    return create_agent(
+        model=build_model(model_id),
+        tools=tools,
+        checkpointer=get_memory_saver(),
+        middleware=[CopilotKitMiddleware()],
+        system_prompt=SYSTEM_PROMPT,
+    )
+
+
+@app.entrypoint
+async def invocations(payload: dict, context: RequestContext):
+    input_data = RunAgentInput.model_validate(payload)
+    actor_id = extract_user_id_from_context(context)
+
+    forwarded = input_data.forwarded_props or {}
+    model_id = resolve_model_id(forwarded.get("modelId") if isinstance(forwarded, dict) else None)
+
+    graph = await build_graph(actor_id, model_id)
+    agui_agent = LangGraphAGUIAgent(
+        name="agui_langgraph_agent",
+        description="AG-UI LangGraph agent with Gateway tools, citations, and suggestions",
+        graph=graph,
+        config={"configurable": {"actor_id": actor_id}},
+    )
+
+    try:
+        async for event in agui_agent.run(input_data):
+            if event is not None:
+                yield event.model_dump(mode="json", by_alias=True, exclude_none=True)
+    except Exception as exc:
+        logger.exception("Agent run failed")
+        yield RunErrorEvent(
+            message=str(exc) or type(exc).__name__,
+            code=type(exc).__name__,
+        ).model_dump(mode="json", by_alias=True, exclude_none=True)
+
+
+if __name__ == "__main__":
+    app.run()
diff --git a/samples/agentic-knowledge-discovery/patterns/langgraph-agent/requirements.txt b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/requirements.txt
new file mode 100644
index 0000000..8d1657a
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/requirements.txt
@@ -0,0 +1,10 @@
+# LangGraph AG-UI agent dependencies
+copilotkit==0.1.94
+langchain==1.3.13
+langgraph==1.2.9
+langchain-aws==1.6.2
+langchain-mcp-adapters==0.3.0
+langgraph-checkpoint-aws==1.2.0
+bedrock-agentcore==1.18.0
+mcp==1.28.1
+PyJWT[crypto]==2.13.0
diff --git a/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/__init__.py b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/__init__.py
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/__init__.py
@@ -0,0 +1 @@
+
diff --git a/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/gateway.py b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/gateway.py
new file mode 100644
index 0000000..ec73121
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/gateway.py
@@ -0,0 +1,118 @@
+"""AgentCore Gateway MCP client with OAuth2 authentication (async, for LangGraph).
+
+Provides two authentication approaches for Gateway access:
+
+APPROACH 1 (Active): Direct Cognito token call with user identity propagation.
+  Use this when the M2M token needs to carry user-specific claims (e.g., department,
+  role) for an authorization layer at the Gateway (an extension point; not enforced in this sample). The user_id from the validated
+  JWT is passed as aws_client_metadata to Cognito, where the V3 Pre-Token Lambda
+  reads it and injects claims into the M2M token.
+
+APPROACH 2 (Commented out): @requires_access_token decorator from AgentCore Identity SDK.
+  Use this for pure M2M authentication where no user identity is needed in the token.
+  Simpler setup — the decorator handles token retrieval, caching, and refresh
+  automatically via the Token Vault. However, it does not support passing
+  aws_client_metadata, so the V3 Pre-Token Lambda cannot identify the user.
+
+To switch to Approach 2:
+  1. Uncomment the decorator-based _fetch_gateway_token() below
+  2. Comment out the Approach 1 create_gateway_mcp_client(user_id)
+  3. Uncomment the Approach 2 create_gateway_mcp_client() (no user_id param)
+  4. Update callers to not pass user_id
+  5. Verify GATEWAY_CREDENTIAL_PROVIDER_NAME env var is set in the CDK Runtime config
+     (already configured in backend-stack.ts)
+"""
+
+import logging
+import os
+
+from langchain_mcp_adapters.client import MultiServerMCPClient
+from utils.auth import get_gateway_access_token
+from utils.ssm import get_ssm_parameter
+
+logger = logging.getLogger(__name__)
+
+
+# ========================================
+# APPROACH 1 (Active): Direct Cognito call with user identity
+# ========================================
+async def create_gateway_mcp_client(user_id: str) -> MultiServerMCPClient:
+    """Create MCP client for AgentCore Gateway with user identity propagation.
+
+    The user_id is passed to get_gateway_access_token() which includes it as
+    aws_client_metadata[verified_user_id] in the Cognito token request. The V3
+    Pre-Token Lambda reads this to inject user-specific claims into the M2M token,
+    as an extension point for Gateway-side authorization (not enforced in this sample).
+
+    This function is called per-request, ensuring fresh tokens for each request.
+
+    Args:
+        user_id (str): The authenticated user's ID for identity propagation.
+    """
+    stack_name = os.environ.get("STACK_NAME")
+    if not stack_name:
+        raise ValueError("STACK_NAME environment variable is required")
+    if not stack_name.replace("-", "").replace("_", "").isalnum():
+        raise ValueError("Invalid STACK_NAME format")
+
+    gateway_url = get_ssm_parameter(f"/{stack_name}/gateway_url")
+    logger.info("[GATEWAY] URL: %s", gateway_url)
+
+    fresh_token = get_gateway_access_token(user_id)
+
+    return MultiServerMCPClient(
+        {
+            "gateway": {
+                "transport": "streamable_http",
+                "url": gateway_url,
+                "headers": {"Authorization": f"Bearer {fresh_token}"},
+            }
+        }
+    )
+
+
+# ========================================
+# APPROACH 2 (Commented out): @requires_access_token decorator
+# ========================================
+# from bedrock_agentcore.identity.auth import requires_access_token
+#
+# @requires_access_token(
+#     provider_name=os.environ["GATEWAY_CREDENTIAL_PROVIDER_NAME"],
+#     auth_flow="M2M",
+#     scopes=[],
+# )
+# async def _fetch_gateway_token(access_token: str) -> str:
+#     """Fetch OAuth2 token for Gateway authentication via Token Vault (no user context).
+#
+#     The @requires_access_token decorator handles token retrieval and refresh.
+#     Async because it's awaited in create_gateway_mcp_client().
+#     """
+#     return access_token
+#
+#
+# async def create_gateway_mcp_client() -> MultiServerMCPClient:
+#     """Create MCP client for AgentCore Gateway with pure M2M authentication.
+#
+#     No user identity propagation — the M2M token carries only machine credentials.
+#     Uses the @requires_access_token decorator for automatic token management.
+#     """
+#     stack_name = os.environ.get("STACK_NAME")
+#     if not stack_name:
+#         raise ValueError("STACK_NAME environment variable is required")
+#     if not stack_name.replace("-", "").replace("_", "").isalnum():
+#         raise ValueError("Invalid STACK_NAME format")
+#
+#     gateway_url = get_ssm_parameter(f"/{stack_name}/gateway_url")
+#     logger.info("[GATEWAY] URL: %s", gateway_url)
+#
+#     fresh_token = await _fetch_gateway_token()
+#
+#     return MultiServerMCPClient(
+#         {
+#             "gateway": {
+#                 "transport": "streamable_http",
+#                 "url": gateway_url,
+#                 "headers": {"Authorization": f"Bearer {fresh_token}"},
+#             }
+#         }
+#     )
diff --git a/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/output_tools.py b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/output_tools.py
new file mode 100644
index 0000000..e14f78e
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/langgraph-agent/tools/output_tools.py
@@ -0,0 +1,37 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""LangGraph output tools: follow-up suggestions and source citations.
+
+Lightweight in-runtime tools (no external I/O) that structure output the
+frontend renders. Mirror the DISKOS agent's suggest_questions / cite_sources.
+"""
+
+import json
+from typing import List
+
+from langchain_core.tools import tool
+
+from utils.citations import build_citations
+
+
+@tool
+def suggest_questions(questions: List[str]) -> str:
+    """Suggest up to four relevant follow-up questions for the user to explore next.
+
+    Call this once at the end of your answer. Pass short, specific questions the
+    user is likely to ask next based on the current conversation.
+    """
+    return json.dumps({"response_type": "suggested_questions", "questions": questions[:4]})
+
+
+@tool
+def cite_sources(sources: List[dict]) -> str:
+    """Record the sources you used, as a list of {"doc_id": "doc-002", "page": 3}.
+
+    Pass the doc_id (and page, when the source is paginated) for each document
+    returned by doc_search that your answer relied on. Each source is turned into
+    a presigned URL to the original document, which the frontend shows as a
+    clickable citation.
+    """
+    return json.dumps(build_citations(sources))
diff --git a/samples/agentic-knowledge-discovery/patterns/strands-agent/Dockerfile b/samples/agentic-knowledge-discovery/patterns/strands-agent/Dockerfile
new file mode 100644
index 0000000..97040d4
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/strands-agent/Dockerfile
@@ -0,0 +1,44 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+FROM ghcr.io/astral-sh/uv:python3.13-bookworm-slim
+
+WORKDIR /app
+
+# Configure UV for container environment
+ENV UV_SYSTEM_PYTHON=1 \
+    UV_COMPILE_BYTECODE=1 \
+    DOCKER_CONTAINER=1 \
+    OTEL_PYTHON_LOG_CORRELATION=true \
+    PYTHONUNBUFFERED=1
+
+# Copy pyproject.toml and shared packages for installation
+COPY pyproject.toml .
+COPY gateway/ gateway/
+
+# Copy and install agent-specific requirements
+COPY patterns/strands-agent/requirements.txt requirements.txt
+RUN uv pip install --no-cache -r requirements.txt && \
+    uv pip install --no-cache aws-opentelemetry-distro==0.10.1
+
+# Install FAST package with only core dependencies (no dev/agent optional deps)
+RUN uv pip install --no-cache -e . --no-deps && \
+    uv pip install --no-cache requests>=2.31.0
+
+# Create non-root user
+RUN useradd -m -u 1000 bedrock_agentcore
+USER bedrock_agentcore
+
+EXPOSE 8080
+
+# Copy agent code and tools
+COPY patterns/strands-agent/agent.py .
+COPY patterns/strands-agent/tools/ tools/
+COPY patterns/utils/ utils/
+
+# Healthcheck
+HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
+  CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:8080/ping', timeout=2)" || exit 1
+
+# Start agent with OpenTelemetry instrumentation
+CMD ["opentelemetry-instrument", "python", "-m", "agent"]
diff --git a/samples/agentic-knowledge-discovery/patterns/strands-agent/agent.py b/samples/agentic-knowledge-discovery/patterns/strands-agent/agent.py
new file mode 100644
index 0000000..8bee852
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/strands-agent/agent.py
@@ -0,0 +1,106 @@
+"""AG-UI Strands agent with Gateway tools, Memory, model selection, and citations."""
+
+from __future__ import annotations
+
+import logging
+import os
+
+from ag_ui.core import RunAgentInput, RunErrorEvent
+from ag_ui_strands import StrandsAgent, StrandsAgentConfig
+from bedrock_agentcore.memory.integrations.strands.config import AgentCoreMemoryConfig
+from bedrock_agentcore.memory.integrations.strands.session_manager import (
+    AgentCoreMemorySessionManager,
+)
+from bedrock_agentcore.runtime import BedrockAgentCoreApp, RequestContext
+from strands import Agent
+from strands.models import BedrockModel
+from tools.gateway import create_gateway_mcp_client
+from tools.output_tools import cite_sources, suggest_questions
+from utils.auth import extract_user_id_from_context
+from utils.models import is_openai, mantle_base_url, resolve_model_id
+from utils.prompts import SYSTEM_PROMPT
+
+logger = logging.getLogger(__name__)
+
+app = BedrockAgentCoreApp()
+
+REGION = os.environ.get("AWS_REGION", "us-east-1")
+MEMORY_ID = os.environ.get("MEMORY_ID")
+
+
+def build_model(model_id: str):
+    """Build a Strands model from a model id.
+
+    Bedrock ids run via Converse; openai.* ids run on the Bedrock Mantle
+    endpoint (requires AmazonBedrockMantleInferenceAccess on the runtime role).
+    """
+    if is_openai(model_id):
+        from strands.models._openai_bedrock import resolve_bedrock_client_args
+        from strands.models.openai_responses import OpenAIResponsesModel
+
+        args = resolve_bedrock_client_args({"region": REGION})
+        args["base_url"] = mantle_base_url(REGION)
+        return OpenAIResponsesModel(client_args=args, model_id=model_id)
+
+    # No temperature: Sonnet 5 (and newer models) reject it.
+    return BedrockModel(model_id=model_id)
+
+
+def _make_session_manager_provider(actor_id: str):
+    """Per-thread AgentCore Memory session-manager factory for the AG-UI adapter."""
+
+    def provider(run_input: RunAgentInput) -> AgentCoreMemorySessionManager | None:
+        if not MEMORY_ID:
+            return None
+        session_id = run_input.thread_id or actor_id
+        return AgentCoreMemorySessionManager(
+            AgentCoreMemoryConfig(
+                memory_id=MEMORY_ID, session_id=session_id, actor_id=actor_id
+            ),
+            region_name=REGION,
+        )
+
+    return provider
+
+
+@app.entrypoint
+async def invocations(payload: dict, context: RequestContext):
+    input_data = RunAgentInput.model_validate(payload)
+    actor_id = extract_user_id_from_context(context)
+
+    # UI-selected model (validated against the allowlist), from AG-UI forwardedProps.
+    forwarded = input_data.forwarded_props or {}
+    model_id = resolve_model_id(forwarded.get("modelId") if isinstance(forwarded, dict) else None)
+
+    agent = Agent(
+        model=build_model(model_id),
+        system_prompt=SYSTEM_PROMPT,
+        tools=[create_gateway_mcp_client(actor_id), suggest_questions, cite_sources],
+        # Automatic context management: summarizes older turns and offloads large
+        # tool results so long conversations don't overflow the context window.
+        context_manager="auto",
+    )
+    agui_agent = StrandsAgent(
+        agent=agent,
+        name="agui_strands_agent",
+        description="AG-UI Strands agent with Gateway tools, citations, and suggestions",
+        config=StrandsAgentConfig(
+            session_manager_provider=_make_session_manager_provider(actor_id),
+            replay_history_into_strands=False,
+        ),
+    )
+
+    try:
+        async for event in agui_agent.run(input_data):
+            if event is not None:
+                yield event.model_dump(mode="json", by_alias=True, exclude_none=True)
+    except Exception as exc:
+        logger.exception("Agent run failed")
+        yield RunErrorEvent(
+            message=str(exc) or type(exc).__name__,
+            code=type(exc).__name__,
+        ).model_dump(mode="json", by_alias=True, exclude_none=True)
+
+
+if __name__ == "__main__":
+    app.run()
diff --git a/samples/agentic-knowledge-discovery/patterns/strands-agent/requirements.txt b/samples/agentic-knowledge-discovery/patterns/strands-agent/requirements.txt
new file mode 100644
index 0000000..6b736fd
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/strands-agent/requirements.txt
@@ -0,0 +1,6 @@
+# Strands AG-UI agent dependencies
+strands-agents[openai]==1.47.0
+ag-ui-strands==0.2.2
+bedrock-agentcore==1.18.0
+mcp==1.28.1
+PyJWT[crypto]==2.13.0
diff --git a/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/__init__.py b/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/__init__.py
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/__init__.py
@@ -0,0 +1 @@
+
diff --git a/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/gateway.py b/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/gateway.py
new file mode 100644
index 0000000..4e2f4db
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/gateway.py
@@ -0,0 +1,112 @@
+"""AgentCore Gateway MCP client with OAuth2 authentication.
+
+Provides two authentication approaches for Gateway access:
+
+APPROACH 1 (Active): Direct Cognito token call with user identity propagation.
+  Use this when the M2M token needs to carry user-specific claims (e.g., department,
+  role) for an authorization layer at the Gateway (an extension point; not enforced in this sample). The user_id from the validated
+  JWT is passed as aws_client_metadata to Cognito, where the V3 Pre-Token Lambda
+  reads it and injects claims into the M2M token.
+
+APPROACH 2 (Commented out): @requires_access_token decorator from AgentCore Identity SDK.
+  Use this for pure M2M authentication where no user identity is needed in the token.
+  Simpler setup — the decorator handles token retrieval, caching, and refresh
+  automatically via the Token Vault. However, it does not support passing
+  aws_client_metadata, so the V3 Pre-Token Lambda cannot identify the user.
+
+To switch to Approach 2:
+  1. Uncomment the decorator-based _fetch_gateway_token() below
+  2. Comment out the Approach 1 create_gateway_mcp_client(user_id)
+  3. Uncomment the Approach 2 create_gateway_mcp_client() (no user_id param)
+  4. Update callers to not pass user_id
+  5. Verify GATEWAY_CREDENTIAL_PROVIDER_NAME env var is set in the CDK Runtime config
+     (already configured in backend-stack.ts)
+"""
+
+import logging
+import os
+
+from mcp.client.streamable_http import streamablehttp_client
+from strands.tools.mcp import MCPClient
+from utils.auth import get_gateway_access_token
+from utils.ssm import get_ssm_parameter
+
+logger = logging.getLogger(__name__)
+
+
+# ========================================
+# APPROACH 1 (Active): Direct Cognito call with user identity
+# ========================================
+def create_gateway_mcp_client(user_id: str) -> MCPClient:
+    """Create MCP client for AgentCore Gateway with user identity propagation.
+
+    The user_id is passed to get_gateway_access_token() which includes it as
+    aws_client_metadata[verified_user_id] in the Cognito token request. The V3
+    Pre-Token Lambda reads this to inject user-specific claims into the M2M token,
+    as an extension point for Gateway-side authorization (not enforced in this sample).
+
+    The token fetch is called INSIDE the lambda factory to ensure a fresh token
+    on every MCP reconnection, preventing stale token errors.
+
+    Args:
+        user_id (str): The authenticated user's ID for identity propagation.
+    """
+    stack_name = os.environ.get("STACK_NAME")
+    if not stack_name:
+        raise ValueError("STACK_NAME environment variable is required")
+    if not stack_name.replace("-", "").replace("_", "").isalnum():
+        raise ValueError("Invalid STACK_NAME format")
+
+    gateway_url = get_ssm_parameter(f"/{stack_name}/gateway_url")
+    logger.info("[GATEWAY] URL: %s", gateway_url)
+
+    return MCPClient(
+        lambda: streamablehttp_client(
+            url=gateway_url,
+            headers={"Authorization": f"Bearer {get_gateway_access_token(user_id)}"},
+        ),
+        prefix="gateway",
+    )
+
+
+# ========================================
+# APPROACH 2 (Commented out): @requires_access_token decorator
+# ========================================
+# from bedrock_agentcore.identity.auth import requires_access_token
+#
+# @requires_access_token(
+#     provider_name=os.environ["GATEWAY_CREDENTIAL_PROVIDER_NAME"],
+#     auth_flow="M2M",
+#     scopes=[],
+# )
+# def _fetch_gateway_token(access_token: str) -> str:
+#     """Fetch OAuth2 token for Gateway authentication via Token Vault (no user context).
+#
+#     The @requires_access_token decorator handles token retrieval and refresh.
+#     Must be synchronous — called inside the MCPClient lambda factory.
+#     """
+#     return access_token
+#
+#
+# def create_gateway_mcp_client() -> MCPClient:
+#     """Create MCP client for AgentCore Gateway with pure M2M authentication.
+#
+#     No user identity propagation — the M2M token carries only machine credentials.
+#     Uses the @requires_access_token decorator for automatic token management.
+#     """
+#     stack_name = os.environ.get("STACK_NAME")
+#     if not stack_name:
+#         raise ValueError("STACK_NAME environment variable is required")
+#     if not stack_name.replace("-", "").replace("_", "").isalnum():
+#         raise ValueError("Invalid STACK_NAME format")
+#
+#     gateway_url = get_ssm_parameter(f"/{stack_name}/gateway_url")
+#     logger.info("[GATEWAY] URL: %s", gateway_url)
+#
+#     return MCPClient(
+#         lambda: streamablehttp_client(
+#             url=gateway_url,
+#             headers={"Authorization": f"Bearer {_fetch_gateway_token()}"},
+#         ),
+#         prefix="gateway",
+#     )
diff --git a/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/output_tools.py b/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/output_tools.py
new file mode 100644
index 0000000..fcb1a1f
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/strands-agent/tools/output_tools.py
@@ -0,0 +1,38 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Strands output tools: follow-up suggestions and source citations.
+
+These are lightweight in-runtime tools (no external I/O) that structure output
+the frontend renders: suggested_questions as clickable chips, citations as
+source badges. They mirror the DISKOS agent's suggest_questions / cite_sources.
+"""
+
+import json
+from typing import List
+
+from strands import tool
+
+from utils.citations import build_citations
+
+
+@tool
+def suggest_questions(questions: List[str]) -> str:
+    """Suggest up to four relevant follow-up questions for the user to explore next.
+
+    Call this once at the end of your answer. Pass short, specific questions the
+    user is likely to ask next based on the current conversation.
+    """
+    return json.dumps({"response_type": "suggested_questions", "questions": questions[:4]})
+
+
+@tool
+def cite_sources(sources: List[dict]) -> str:
+    """Record the sources you used, as a list of {"doc_id": "doc-002", "page": 3}.
+
+    Pass the doc_id (and page, when the source is paginated) for each document
+    returned by doc_search that your answer relied on. Each source is turned into
+    a presigned URL to the original document, which the frontend shows as a
+    clickable citation.
+    """
+    return json.dumps(build_citations(sources))
diff --git a/samples/agentic-knowledge-discovery/patterns/utils/__init__.py b/samples/agentic-knowledge-discovery/patterns/utils/__init__.py
new file mode 100644
index 0000000..9b276ba
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/utils/__init__.py
@@ -0,0 +1 @@
+# Shared utilities for agent patterns
diff --git a/samples/agentic-knowledge-discovery/patterns/utils/auth.py b/samples/agentic-knowledge-discovery/patterns/utils/auth.py
new file mode 100644
index 0000000..95c03b2
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/utils/auth.py
@@ -0,0 +1,222 @@
+"""
+Authentication utilities for agent patterns.
+
+Provides:
+- Secure user identity extraction from JWT tokens in the AgentCore Runtime
+  RequestContext (prevents impersonation via prompt injection).
+- OAuth2 client credentials flow for machine-to-machine Gateway authentication,
+  with user identity propagation via aws_client_metadata for Cognito V3
+  Pre-Token Lambda enrichment.
+"""
+
+import base64
+import json
+import logging
+import os
+
+import boto3
+import jwt
+import requests
+from bedrock_agentcore.runtime import RequestContext
+
+from utils.ssm import get_ssm_parameter
+
+logger = logging.getLogger(__name__)
+
+
+def extract_user_id_from_context(context: RequestContext) -> str:
+    """
+    Securely extract the user ID from the JWT token in the request context.
+
+    AgentCore Runtime validates the JWT token before passing it to the agent,
+    so we can safely skip signature verification here. The user ID is taken
+    from the token's 'sub' claim rather than from the request payload, which
+    prevents impersonation via prompt injection.
+
+    Args:
+        context (RequestContext): The request context provided by AgentCore
+            Runtime, containing validated request headers including the
+            Authorization JWT.
+
+    Returns:
+        str: The user ID (sub claim) extracted from the validated JWT token.
+
+    Raises:
+        ValueError: If the Authorization header is missing or the JWT does
+            not contain a 'sub' claim.
+    """
+    request_headers = context.request_headers
+    if not request_headers:
+        raise ValueError(
+            "No request headers found in context. "
+            "Ensure the AgentCore Runtime is configured with a request header allowlist "
+            "that includes the Authorization header."
+        )
+
+    auth_header = request_headers.get("Authorization")
+    if not auth_header:
+        raise ValueError(
+            "No Authorization header found in request context. "
+            "Ensure the AgentCore Runtime is configured with JWT inbound auth "
+            "and the Authorization header is in the request header allowlist."
+        )
+
+    # Remove "Bearer " prefix to get the raw JWT token
+    token = (
+        auth_header.replace("Bearer ", "")
+        if auth_header.startswith("Bearer ")
+        else auth_header
+    )
+
+    # Decode without signature verification — AgentCore Runtime already validated the token.
+    # We use options to skip all verification since this is a trusted, pre-validated token.
+    claims = jwt.decode(  # nosec B105
+        jwt=token,
+        # nosemgrep: python.jwt.security.unverified-jwt-decode.unverified-jwt-decode — signature verification intentionally skipped; AgentCore Runtime already validated the JWT
+        options={"verify_signature": False},
+        algorithms=["RS256"],
+    )
+
+    user_id = claims.get("sub")
+    if not user_id:
+        raise ValueError(
+            "JWT token does not contain a 'sub' claim. Cannot determine user identity."
+        )
+
+    logger.info("Extracted user_id from JWT: %s", user_id)
+    return user_id
+
+
+def get_secret(secret_name: str) -> str:
+    """
+    Fetch a secret value from AWS Secrets Manager.
+
+    Args:
+        secret_name (str): The name or ARN of the secret to retrieve.
+
+    Returns:
+        str: The secret value as a string.
+
+    Raises:
+        ValueError: If the secret is not found or cannot be accessed.
+        RuntimeError: If there's an AWS service error.
+    """
+    region = os.environ.get(
+        "AWS_REGION", os.environ.get("AWS_DEFAULT_REGION", "us-east-1")
+    )
+    secrets_client = boto3.client("secretsmanager", region_name=region)
+
+    try:
+        response = secrets_client.get_secret_value(SecretId=secret_name)
+        return response["SecretString"]
+    except secrets_client.exceptions.ResourceNotFoundException:
+        raise ValueError(f"Secret not found: {secret_name}")
+    except secrets_client.exceptions.InvalidParameterException:
+        raise ValueError(f"Invalid secret parameter: {secret_name}")
+    except secrets_client.exceptions.InvalidRequestException:
+        raise ValueError(f"Invalid request for secret: {secret_name}")
+    except secrets_client.exceptions.DecryptionFailureException:
+        raise RuntimeError(f"Failed to decrypt secret: {secret_name}")
+    except secrets_client.exceptions.InternalServiceErrorException:
+        raise RuntimeError(
+            f"AWS Secrets Manager service error for secret: {secret_name}"
+        )
+    except Exception as e:
+        raise RuntimeError(
+            f"Unexpected error retrieving secret {secret_name}: {str(e)}"
+        )
+
+
+def get_gateway_access_token(user_id: str) -> str:
+    """
+    Get an OAuth2 access token using the client credentials flow, with user
+    identity propagated via aws_client_metadata.
+
+    This calls the Cognito /oauth2/token endpoint directly (instead of using the
+    @requires_access_token decorator) so that the verified user_id can be passed
+    as aws_client_metadata. The Cognito V3 Pre-Token Lambda reads this metadata
+    to inject user-specific claims (department, role) into the M2M access token.
+    These claims are an extension point for an authorization layer at the Gateway;
+    this sample propagates them but does not enforce any policy (authentication only).
+
+    The user_id comes from the validated JWT in the Runtime's Session Context
+    (extracted by extract_user_id_from_context). This ensures the identity chain
+    is cryptographically secure end-to-end.
+
+    Args:
+        user_id (str): The authenticated user's ID (sub claim from validated JWT).
+
+    Returns:
+        str: A valid OAuth2 access token for Gateway authentication, enriched
+            with user identity claims by the V3 Pre-Token Lambda.
+
+    Raises:
+        KeyError: If the STACK_NAME environment variable is not set.
+        Exception: If the token request fails or the response is invalid.
+    """
+    stack_name = os.environ["STACK_NAME"]
+    region = os.environ.get(
+        "AWS_REGION", os.environ.get("AWS_DEFAULT_REGION", "us-east-1")
+    )
+
+    logger.info(
+        "Getting access token for stack: %s, region: %s", stack_name, region
+    )  # nosemgrep: python.lang.security.audit.logging.logger-credential-leak.python-logger-credential-disclosure
+
+    # Get Cognito configuration from SSM and Secrets Manager
+    cognito_domain = get_ssm_parameter(f"/{stack_name}/cognito_provider")
+    client_id = get_ssm_parameter(f"/{stack_name}/machine_client_id")
+    client_secret = get_secret(f"/{stack_name}/machine_client_secret")
+
+    logger.info("Cognito domain: %s", cognito_domain)
+    logger.info("Client ID: %s...", client_id[:10])
+
+    # Prepare OAuth2 token request
+    token_url = f"https://{cognito_domain}/oauth2/token"
+
+    # Create Basic Auth header (base64-encoded client_id:client_secret)
+    credentials = f"{client_id}:{client_secret}"
+    b64_credentials = base64.b64encode(credentials.encode()).decode()
+
+    headers = {
+        "Authorization": f"Basic {b64_credentials}",
+        "Content-Type": "application/x-www-form-urlencoded",
+    }
+
+    # Include aws_client_metadata with verified_user_id so the Cognito V3
+    # Pre-Token Lambda can read it and inject user-specific claims into the
+    # M2M access token. This is the bridge between user auth and M2M auth.
+    client_metadata = json.dumps({"verified_user_id": user_id})
+
+    data = {
+        "grant_type": "client_credentials",
+        "scope": f"{stack_name}-gateway/read {stack_name}-gateway/write",
+        "aws_client_metadata": client_metadata,
+    }
+
+    logger.info(
+        "Requesting token from: %s", token_url
+    )  # nosemgrep: python.lang.security.audit.logging.logger-credential-leak.python-logger-credential-disclosure
+    logger.info("Scopes: %s", data["scope"])
+
+    # Request access token from Cognito
+    response = requests.post(url=token_url, headers=headers, data=data, timeout=30)
+
+    if response.status_code != 200:
+        logger.error(
+            "Token request failed: %s", response.status_code
+        )  # nosemgrep: python.lang.security.audit.logging.logger-credential-leak.python-logger-credential-disclosure
+        logger.error("Response: %s", response.text)
+        raise Exception(
+            f"Failed to get access token: {response.status_code} - {response.text}"
+        )
+
+    token_data = response.json()
+    access_token = token_data.get("access_token")
+
+    if not access_token:
+        logger.error("No access_token in response")
+        raise Exception("No access_token in Cognito response")
+
+    logger.info("Successfully got access token")
+    return access_token
diff --git a/samples/agentic-knowledge-discovery/patterns/utils/citations.py b/samples/agentic-knowledge-discovery/patterns/utils/citations.py
new file mode 100644
index 0000000..a1048f7
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/utils/citations.py
@@ -0,0 +1,62 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Citation helper shared by both agent patterns.
+
+Turns the document references the model cites into presigned URLs to the source
+objects in the Knowledge Base documents bucket (DOCS_BUCKET), so the frontend can
+link straight to the source. When a source is paginated the page number is added
+as a URL fragment (#page=N) for PDF viewers.
+"""
+
+import os
+
+import boto3
+
+DOCS_BUCKET = os.environ.get("DOCS_BUCKET", "")
+EXPIRY = int(os.environ.get("CITATION_URL_EXPIRY", "3600"))
+
+_s3 = boto3.client("s3")
+
+
+def _presign(doc_id: str) -> str:
+    """Presign the source PDF (no page fragment — the frontend links to the
+    first cited page)."""
+    if not DOCS_BUCKET:
+        return ""
+    key = f"documents/{doc_id}.pdf"
+    return _s3.generate_presigned_url(
+        "get_object",
+        Params={"Bucket": DOCS_BUCKET, "Key": key, "ResponseContentDisposition": "inline"},
+        ExpiresIn=EXPIRY,
+    )
+
+
+def build_citations(sources) -> dict:
+    """Build a citations payload from a list of {doc_id, page?} (or bare doc_id strings).
+
+    Multiple cited chunks of the same document are merged into one citation whose
+    ``pages`` is the sorted, de-duplicated list of pages. The frontend links to
+    the first page in that list.
+    """
+    order: list[str] = []
+    pages_by_doc: dict[str, set[int]] = {}
+    for s in sources or []:
+        doc_id = s.get("doc_id") if isinstance(s, dict) else s
+        if not doc_id:
+            continue
+        if doc_id not in pages_by_doc:
+            pages_by_doc[doc_id] = set()
+            order.append(doc_id)
+        page = s.get("page") if isinstance(s, dict) else None
+        if page is not None:
+            try:
+                pages_by_doc[doc_id].add(int(page))
+            except (TypeError, ValueError):
+                pass
+
+    out = [
+        {"doc_id": doc_id, "pages": sorted(pages_by_doc[doc_id]), "url": _presign(doc_id)}
+        for doc_id in order
+    ]
+    return {"response_type": "citations", "sources": out}
diff --git a/samples/agentic-knowledge-discovery/patterns/utils/models.py b/samples/agentic-knowledge-discovery/patterns/utils/models.py
new file mode 100644
index 0000000..af2eefa
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/utils/models.py
@@ -0,0 +1,34 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Model selection shared by both agent patterns.
+
+The UI can pick a model per request; anything outside the allowlist falls back
+to the default. Bedrock model ids run natively (Converse); OpenAI GPT ids run
+through the Amazon Bedrock Mantle endpoint (requires the
+AmazonBedrockMantleInferenceAccess managed policy on the runtime role).
+"""
+
+import os
+
+DEFAULT_MODEL = os.environ.get("MODEL_ID", "us.anthropic.claude-sonnet-5")
+
+# Models the UI may select. Claude Sonnet 5 (Bedrock, default) and GPT-5.5 (via
+# the Bedrock Mantle endpoint; requires AmazonBedrockMantleInferenceAccess).
+ALLOWED_MODELS = {
+    "us.anthropic.claude-sonnet-5",
+    "openai.gpt-5.5",
+}
+
+
+def resolve_model_id(requested: str | None) -> str:
+    """Return the requested model id if allowed, otherwise the default."""
+    return requested if requested in ALLOWED_MODELS else DEFAULT_MODEL
+
+
+def is_openai(model_id: str) -> bool:
+    return model_id.startswith("openai.")
+
+
+def mantle_base_url(region: str) -> str:
+    return f"https://bedrock-mantle.{region}.api.aws/openai/v1"
diff --git a/samples/agentic-knowledge-discovery/patterns/utils/prompts.py b/samples/agentic-knowledge-discovery/patterns/utils/prompts.py
new file mode 100644
index 0000000..7d822b2
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/utils/prompts.py
@@ -0,0 +1,29 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Lean, domain-neutral system prompt shared by both agent patterns.
+
+General guidance for answering over a mix of structured metadata and
+unstructured documents. Each tool documents itself in its own description, so
+this prompt only covers how to plan and combine them.
+"""
+
+SYSTEM_PROMPT = (
+    "You are a research assistant that answers questions over a collection of documents. "
+    "You have two kinds of retrieval:\n\n"
+    "- Structured metadata (structured_search): a database describing each document "
+    "(doc_id, domain, doc_type, num_pages, ...). Use describe_schema then run_sql_query to "
+    "filter, aggregate, and discover what documents and attribute values exist.\n"
+    "- Unstructured content (doc_search): semantic + keyword search over the document text. "
+    "Batch related queries in one call, and pass a metadata filter to scope the search to a "
+    "subset (e.g. a domain or doc_type). Filter operators include equals, in, greaterThan, "
+    "lessThan, stringContains, and andAll/orAll.\n\n"
+    "Plan your retrieval. When a question implies a subset of documents, use structured_search "
+    "to find the relevant doc_ids or attribute values, then run doc_search with a matching "
+    "metadata filter so you only search those documents. doc_id links the two, so you can "
+    "move between structured facts and document content.\n\n"
+    "When you rely on document content, call cite_sources with the doc_id (and page, when a "
+    "result has one) of each source you used. End your turn by calling suggest_questions with "
+    "up to four relevant follow-ups. Be concise and factual; if the tools return nothing "
+    "useful, say so instead of guessing."
+)
diff --git a/samples/agentic-knowledge-discovery/patterns/utils/ssm.py b/samples/agentic-knowledge-discovery/patterns/utils/ssm.py
new file mode 100644
index 0000000..1638e33
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/patterns/utils/ssm.py
@@ -0,0 +1,45 @@
+"""
+SSM Parameter Store utilities for agent patterns.
+
+Provides a single shared function for fetching parameters from AWS SSM
+Parameter Store, used by agents to retrieve configuration values like
+Gateway URLs that are set during deployment.
+"""
+
+import logging
+import os
+
+import boto3
+
+logger = logging.getLogger(__name__)
+
+
+def get_ssm_parameter(parameter_name: str) -> str:
+    """
+    Fetch a parameter value from AWS SSM Parameter Store.
+
+    SSM Parameter Store is AWS's service for storing configuration values
+    securely. This function retrieves values like Gateway URLs and other
+    stack-specific configuration that are set during CDK deployment.
+
+    Args:
+        parameter_name (str): The full SSM parameter name/path
+            (e.g. '/my-stack/gateway_url').
+
+    Returns:
+        str: The parameter value.
+
+    Raises:
+        ValueError: If the parameter is not found or cannot be retrieved.
+    """
+    region = os.environ.get(
+        "AWS_REGION", os.environ.get("AWS_DEFAULT_REGION", "us-east-1")
+    )
+    ssm = boto3.client("ssm", region_name=region)
+    try:
+        response = ssm.get_parameter(Name=parameter_name)
+        return response["Parameter"]["Value"]
+    except ssm.exceptions.ParameterNotFound:
+        raise ValueError(f"SSM parameter not found: {parameter_name}")
+    except Exception as e:
+        raise ValueError(f"Failed to retrieve SSM parameter {parameter_name}: {e}")
diff --git a/samples/agentic-knowledge-discovery/pyproject.toml b/samples/agentic-knowledge-discovery/pyproject.toml
new file mode 100644
index 0000000..a8ac26c
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/pyproject.toml
@@ -0,0 +1,84 @@
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "fullstack-agentcore-solution-template"
+version = "0.4.2"
+description = "Fullstack AgentCore Solution Template - A template for building AgentCore applications"
+readme = "README.md"
+license = { text = "Apache-2.0" }
+requires-python = ">=3.10"
+authors = [
+    { name = "AWS Professional Services", email = "aws-professional-services@amazon.com" },
+]
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Developers",
+    "License :: OSI Approved :: Apache Software License",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+]
+
+# Core dependencies for gateway utilities and scripts
+dependencies = [
+    "boto3>=1.34.0",
+    "requests>=2.31.0",
+    "PyYAML>=6.0.1",
+    "colorama>=0.4.6",
+]
+
+[project.optional-dependencies]
+# Development dependencies
+dev = ["pytest>=7.0.0", "ruff>=0.1.0", "mypy>=1.0.0"]
+
+# Strands agent dependencies (for local development)
+agent-strands = [
+    "strands-agents==1.16.0",
+    "bedrock-agentcore[strands-agents]==1.0.6",
+    "mcp==1.23.0",
+]
+
+# LangGraph agent dependencies (for local development)
+agent-langgraph = [
+    "langgraph==1.0.10rc1",
+    "langchain-aws==1.0.0",
+    "langchain-mcp-adapters==0.1.13",
+    "langgraph-checkpoint-aws==1.0.1",
+    "mcp==1.23.0",
+]
+
+# All dependencies for local development
+all = [
+    "fullstack-agentcore-solution-template[dev,agent-strands,agent-langgraph]",
+]
+
+[project.urls]
+Homepage = "https://github.com/aws-samples/fullstack-agentcore-solution-template"
+Documentation = "https://github.com/aws-samples/fullstack-agentcore-solution-template/tree/main/docs"
+Repository = "https://github.com/aws-samples/fullstack-agentcore-solution-template"
+Issues = "https://github.com/aws-samples/fullstack-agentcore-solution-template/issues"
+
+[tool.setuptools.packages.find]
+where = ["."]
+include = ["gateway*", "scripts*"]
+exclude = ["tests*", "infra-cdk*", "frontend*", "patterns*"]
+
+[tool.ruff]
+line-length = 88
+target-version = "py310"
+
+[tool.ruff.lint]
+select = ["E", "F", "W", "I", "N", "UP", "S", "B", "A", "C4", "T20"]
+ignore = ["S101", "S603", "S607"]                                    # Allow assert, subprocess calls
+
+
+
+[tool.mypy]
+python_version = "3.10"
+warn_return_any = true
+warn_unused_configs = true
+disallow_untyped_defs = true
diff --git a/samples/agentic-knowledge-discovery/requirements-dev.txt b/samples/agentic-knowledge-discovery/requirements-dev.txt
new file mode 100644
index 0000000..f310b7a
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/requirements-dev.txt
@@ -0,0 +1,4 @@
+ruff==0.14.1
+aws-cdk-lib==2.220.0
+constructs==10.0.79
+pyyaml==6.0.1
\ No newline at end of file
diff --git a/samples/agentic-knowledge-discovery/ruff.toml b/samples/agentic-knowledge-discovery/ruff.toml
new file mode 100644
index 0000000..7beae3a
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/ruff.toml
@@ -0,0 +1,90 @@
+# Let's exclude some whole directories until we are ready to format them individually
+extend-exclude = [
+    "patterns",
+    "src",
+    
+]
+
+# Exclude a variety of commonly ignored directories.
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".ipynb_checkpoints",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pyenv",
+    ".pytest_cache",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    ".vscode",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "site-packages",
+    "venv",
+]
+
+# Same as Black.
+line-length = 88
+indent-width = 4
+
+# Assume Python 3.11
+target-version = "py311"
+
+[lint]
+# Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`)  codes by default.
+# Unlike Flake8, Ruff doesn't enable pycodestyle warnings (`W`) or
+# McCabe complexity (`C901`) by default.
+select = ["E4", "E7", "E9", "F"]
+ignore = []
+# Note: if you're using Ruff to organize imports in VS Code and also expect to run Ruff from the command line, you'll want to enable Ruff's isort rules by adding "I" to your extend-select.
+extend-select = ["I"]
+
+# Allow fix for all enabled rules (when `--fix`) is provided.
+fixable = ["ALL"]
+unfixable = []
+
+# Allow unused variables when underscore-prefixed.
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+
+[lint.per-file-ignores]
+# Let's ignore some annoying rules in notebooks
+"notebooks/*" = ["F401"]
+
+[format]
+# Like Black, use double quotes for strings.
+quote-style = "double"
+
+# Like Black, indent with spaces, rather than tabs.
+indent-style = "space"
+
+# Like Black, respect magic trailing commas.
+skip-magic-trailing-comma = false
+
+# Like Black, automatically detect the appropriate line ending.
+line-ending = "auto"
+
+# Enable auto-formatting of code examples in docstrings. Markdown,
+# reStructuredText code/literal blocks and doctests are all supported.
+#
+# This is currently disabled by default, but it is planned for this
+# to be opt-out in the future.
+docstring-code-format = false
+
+# Set the line length limit used when formatting code snippets in
+# docstrings.
+#
+# This only has an effect when the `docstring-code-format` setting is
+# enabled.
+docstring-code-line-length = "dynamic"
diff --git a/samples/agentic-knowledge-discovery/scripts/README.md b/samples/agentic-knowledge-discovery/scripts/README.md
new file mode 100644
index 0000000..cf311ce
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/scripts/README.md
@@ -0,0 +1,114 @@
+# Deployment Scripts
+
+This directory contains scripts for deploying the Fullstack AgentCore Solution Template
+infrastructure and frontend.
+
+## Main Deployment Workflow
+
+### 1. Deploy Infrastructure
+
+```bash
+cd infra-cdk
+cdk deploy
+```
+
+This deploys the CDK stack. Configuration generation is handled during frontend deployment.
+
+### 2. Deploy Frontend
+
+```bash
+# From root directory
+python scripts/deploy-frontend.py
+```
+
+This script automatically:
+
+- Generates fresh `aws-exports.json` from CDK stack outputs
+- Installs/updates npm dependencies if needed
+- Builds the frontend
+- Deploys to AWS Amplify Hosting
+
+## Individual Scripts
+
+### Frontend Deployment
+
+- `deploy-frontend.py` - Cross-platform frontend deployment script (works on Windows, Mac, Linux).
+  Uses only Python standard library and AWS CLI. Handles dependency management and config generation.
+
+The script creates `frontend/public/aws-exports.json` with the following structure. This information
+is read by the React application to configure Cognito Authentication. If any of this is incorrect,
+Cognito will not work. It's generated automatically from the scripts, and you should not need to
+change anything:
+
+```json
+{
+  "authority": "https://cognito-idp.region.amazonaws.com/user-pool-id",
+  "client_id": "your-client-id",
+  "redirect_uri": "https://your-amplify-url",
+  "post_logout_redirect_uri": "https://your-amplify-url",
+  "response_type": "code",
+  "scope": "email openid profile",
+  "automaticSilentRenew": true
+}
+```
+---
+
+### CodeBuild Deployment
+
+- `deploy-with-codebuild.py` - Deploys the entire FAST stack (backend + frontend) using a CodeBuild project. No local Node.js, Docker, CDK, or npm required — only Python 3.11+, AWS CLI, and git.
+
+```bash
+python scripts/deploy-with-codebuild.py
+```
+
+Packages your git-tracked source and runs the full deployment in the cloud via a CodeBuild project, streaming logs to your terminal. On a **successful** build, all created resources (S3 source bucket, CodeBuild project, IAM role, permission boundary) are removed. On a **failed** build, they are retained for debugging and reused on the next run.
+
+Only git-tracked or staged files are deployed — stage or commit first, as untracked files are skipped with a warning. This does not remove your deployed FAST stack; to tear that down, run `cd infra-cdk && cdk destroy`, or `aws cloudformation delete-stack --stack-name <stack_name_base>` if you don't have CDK installed locally.
+
+The IAM role has `AdministratorAccess` constrained by a permission boundary that denies dangerous actions (`iam:CreateUser`, `iam:CreateAccessKey`, `organizations:*`, etc.) to prevent privilege escalation.
+
+Your IAM user/role needs these permissions to run the script:
+
+- `s3:CreateBucket`, `s3:DeleteBucket`, `s3:PutObject`, `s3:DeleteObject`, `s3:PutLifecycleConfiguration`
+- `iam:CreateRole`, `iam:DeleteRole`, `iam:AttachRolePolicy`, `iam:DetachRolePolicy`
+- `iam:CreatePolicy`, `iam:DeletePolicy`
+- `codebuild:CreateProject`, `codebuild:DeleteProject`, `codebuild:StartBuild`, `codebuild:BatchGetBuilds`
+- `logs:GetLogEvents`
+- `sts:GetCallerIdentity`
+
+---
+
+## Requirements
+
+- AWS CLI configured with appropriate permissions
+- Python 3.11+ (standard library only, no pip install needed for deployment)
+- Node.js and npm (for frontend build)
+- CDK stack deployed with the required outputs:
+  - `CognitoClientId`
+  - `CognitoUserPoolId`
+  - `AmplifyUrl`
+
+## Key Features
+
+- **Cross-Platform**: Works on Windows, Mac, and Linux
+- **No Python Dependencies**: Uses only standard library (no virtual environment needed)
+- **Automatic Region Detection**: Extracts region directly from CloudFormation stack ARN
+- **Smart Dependency Management**: Automatically installs npm dependencies when needed
+- **Fresh Config**: Always generates up-to-date configuration from current stack outputs
+
+## New User Experience
+
+For brand new installations, simply run:
+
+```bash
+cd infra-cdk
+cdk deploy
+cd ..
+python scripts/deploy-frontend.py
+```
+
+The frontend deployment script will automatically handle:
+
+1. Installing npm dependencies (if node_modules doesn't exist)
+2. Generating fresh aws-exports.json from your deployed stack
+3. Building and deploying the frontend
\ No newline at end of file
diff --git a/samples/agentic-knowledge-discovery/scripts/deploy-frontend.py b/samples/agentic-knowledge-discovery/scripts/deploy-frontend.py
new file mode 100644
index 0000000..3a36050
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/scripts/deploy-frontend.py
@@ -0,0 +1,608 @@
+#!/usr/bin/env python3
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""
+Cross-platform frontend deployment script for FAST.
+
+Deploys the React frontend to AWS Amplify by:
+1. Fetching configuration from CDK stack outputs
+2. Generating aws-exports.json
+3. Building the frontend
+4. Packaging and uploading to S3
+5. Triggering Amplify deployment
+
+Requires: Python 3.11+, AWS CLI, npm, Node.js
+No external Python dependencies - uses standard library only.
+"""
+
+import atexit
+import json
+import os
+import re
+import shutil
+import subprocess  # nosec B404 - subprocess used securely with explicit parameters
+import sys
+import time
+from pathlib import Path
+from typing import Dict, Optional
+
+# Minimum Python version check
+if sys.version_info < (3, 8):
+    print("Error: Python 3.8 or higher is required")
+    sys.exit(1)
+
+# Constants
+BRANCH_NAME = "main"
+NEXT_BUILD_DIR = "build"
+CLEANUP_FILES: list = []
+
+
+# --- Logging helpers ---
+
+
+def log_info(message: str) -> None:
+    """Print an info message."""
+    print(f"ℹ {message}")
+
+
+def log_success(message: str) -> None:
+    """Print a success message."""
+    print(f"✓ {message}")
+
+
+def log_error(message: str) -> None:
+    """Print an error message to stderr."""
+    print(f"✗ {message}", file=sys.stderr)
+
+
+def log_warning(message: str) -> None:
+    """Print a warning message."""
+    print(f"⚠ {message}")
+
+
+# --- Utility functions ---
+
+
+def cleanup() -> None:
+    """Remove temporary files created during deployment."""
+    for filepath in CLEANUP_FILES:
+        if os.path.exists(filepath):
+            os.remove(filepath)
+            log_info(f"Cleaned up {filepath}")
+
+
+def run_command(
+    command: list,
+    capture_output: bool = True,
+    check: bool = True,
+    cwd: Optional[str] = None,
+) -> subprocess.CompletedProcess:
+    """
+    Execute a command securely via subprocess.
+
+    Args:
+        command: List of command arguments
+        capture_output: Whether to capture stdout/stderr
+        check: Whether to raise on non-zero exit
+        cwd: Working directory for the command
+
+    Returns:
+        CompletedProcess instance with command results
+    """
+    return subprocess.run(  # nosec B603 - command constructed from safe list
+        command,
+        capture_output=capture_output,
+        text=True,
+        check=check,
+        shell=False,
+        timeout=300,
+        cwd=cwd,
+    )
+
+
+def check_prerequisite(command: str) -> bool:
+    """
+    Check if a command is available in PATH.
+
+    Args:
+        command: Name of the command to check
+
+    Returns:
+        True if command exists, False otherwise
+    """
+    return shutil.which(command) is not None
+
+
+def parse_config_yaml(config_path: Path) -> Dict[str, str]:
+    """
+    Parse config.yaml using regex (no PyYAML dependency).
+
+    Args:
+        config_path: Path to config.yaml file
+
+    Returns:
+        Dictionary with stack_name_base and pattern values
+    """
+    config = {"stack_name_base": "", "pattern": "strands-agent"}
+
+    if not config_path.exists():
+        return config
+
+    content = config_path.read_text()
+
+    # Extract stack_name_base
+    match = re.search(r"^stack_name_base:\s*(\S+)", content, re.MULTILINE)
+    if match:
+        config["stack_name_base"] = match.group(1).strip("\"'")
+
+    # Extract pattern from backend section
+    match = re.search(r"pattern:\s*(\S+)", content)
+    if match:
+        config["pattern"] = match.group(1).split("#")[0].strip().strip("\"'")
+
+    return config
+
+
+def get_file_size_human(filepath: str) -> str:
+    """
+    Get human-readable file size.
+
+    Args:
+        filepath: Path to the file
+
+    Returns:
+        Human-readable size string (e.g., "1.5MB")
+    """
+    size = os.path.getsize(filepath)
+    for unit in ["B", "KB", "MB", "GB"]:
+        if size < 1024:
+            return f"{size:.1f}{unit}"
+        size /= 1024
+    return f"{size:.1f}TB"
+
+
+# --- AWS CLI wrappers ---
+
+
+def get_stack_outputs(stack_name: str) -> Dict[str, str]:
+    """
+    Fetch CloudFormation stack outputs via AWS CLI.
+
+    Args:
+        stack_name: Name of the CloudFormation stack
+
+    Returns:
+        Dictionary mapping output keys to values
+    """
+    result = run_command(
+        [
+            "aws",
+            "cloudformation",
+            "describe-stacks",
+            "--stack-name",
+            stack_name,
+            "--output",
+            "json",
+        ]
+    )
+
+    stack_data = json.loads(result.stdout)
+    stacks = stack_data.get("Stacks", [])
+    if not stacks:
+        raise ValueError(f"Stack '{stack_name}' not found or has no data")
+    outputs = stacks[0].get("Outputs", [])
+
+    return {o["OutputKey"]: o["OutputValue"] for o in outputs}
+
+
+def get_stack_region(stack_name: str) -> str:
+    """
+    Get the AWS region from stack ARN.
+
+    Args:
+        stack_name: Name of the CloudFormation stack
+
+    Returns:
+        AWS region string
+    """
+    result = run_command(
+        [
+            "aws",
+            "cloudformation",
+            "describe-stacks",
+            "--stack-name",
+            stack_name,
+            "--output",
+            "json",
+        ]
+    )
+
+    stack_data = json.loads(result.stdout)
+    stacks = stack_data.get("Stacks", [])
+    if not stacks:
+        raise ValueError(f"Stack '{stack_name}' not found or has no data")
+    stack_arn = stacks[0]["StackId"]
+    # ARN format: arn:aws:cloudformation:region:account:stack/name/id
+    arn_parts = stack_arn.split(":")
+    if len(arn_parts) < 4:
+        raise ValueError(f"Invalid stack ARN format: {stack_arn}")
+    return arn_parts[3]
+
+
+def upload_to_s3(local_path: str, bucket: str, key: str) -> None:
+    """
+    Upload a file to S3 via AWS CLI.
+
+    Args:
+        local_path: Path to local file
+        bucket: S3 bucket name
+        key: S3 object key
+    """
+    run_command(
+        ["aws", "s3", "cp", local_path, f"s3://{bucket}/{key}", "--no-progress"]
+    )
+
+
+def start_amplify_deployment(app_id: str, branch: str, source_url: str) -> Dict:
+    """
+    Start an Amplify deployment via AWS CLI.
+
+    Args:
+        app_id: Amplify application ID
+        branch: Branch name to deploy
+        source_url: S3 URL of deployment package
+
+    Returns:
+        Deployment response as dictionary
+    """
+    result = run_command(
+        [
+            "aws",
+            "amplify",
+            "start-deployment",
+            "--app-id",
+            app_id,
+            "--branch-name",
+            branch,
+            "--source-url",
+            source_url,
+            "--output",
+            "json",
+        ]
+    )
+
+    return json.loads(result.stdout)
+
+
+def get_amplify_job_status(app_id: str, branch: str, job_id: str) -> str:
+    """
+    Get the status of an Amplify deployment job.
+
+    Args:
+        app_id: Amplify application ID
+        branch: Branch name
+        job_id: Deployment job ID
+
+    Returns:
+        Job status string
+    """
+    result = run_command(
+        [
+            "aws",
+            "amplify",
+            "get-job",
+            "--app-id",
+            app_id,
+            "--branch-name",
+            branch,
+            "--job-id",
+            job_id,
+            "--output",
+            "json",
+        ]
+    )
+
+    return json.loads(result.stdout)["job"]["summary"]["status"]
+
+
+def get_amplify_app_domain(app_id: str) -> str:
+    """
+    Get the default domain for an Amplify app.
+
+    Args:
+        app_id: Amplify application ID
+
+    Returns:
+        Default domain string
+    """
+    result = run_command(
+        [
+            "aws",
+            "amplify",
+            "get-app",
+            "--app-id",
+            app_id,
+            "--query",
+            "app.defaultDomain",
+            "--output",
+            "text",
+        ]
+    )
+
+    return result.stdout.strip()
+
+
+# --- Main deployment logic ---
+
+
+def generate_aws_exports(
+    stack_name: str,
+    outputs: Dict[str, str],
+    region: str,
+    pattern: str,
+    frontend_dir: Path,
+) -> None:
+    """
+    Generate aws-exports.json configuration file.
+
+    Args:
+        stack_name: CloudFormation stack name
+        outputs: Stack outputs dictionary
+        region: AWS region
+        pattern: Agent pattern name
+        frontend_dir: Path to frontend directory
+    """
+    required = [
+        "CognitoClientId",
+        "CognitoUserPoolId",
+        "AmplifyUrl",
+        "RuntimeArn",
+        "FeedbackApiUrl",
+    ]
+    missing = [k for k in required if k not in outputs]
+
+    if missing:
+        raise ValueError(f"Missing required stack outputs: {', '.join(missing)}")
+
+    aws_exports = {
+        "authority": f"https://cognito-idp.{region}.amazonaws.com/{outputs['CognitoUserPoolId']}",
+        "client_id": outputs["CognitoClientId"],
+        "redirect_uri": outputs["AmplifyUrl"],
+        "post_logout_redirect_uri": outputs["AmplifyUrl"],
+        "response_type": "code",
+        "scope": "email openid profile",
+        "automaticSilentRenew": True,
+        "agentRuntimeArn": outputs["RuntimeArn"],
+        "awsRegion": region,
+        "feedbackApiUrl": outputs["FeedbackApiUrl"],
+        # Session history shares the same API Gateway base URL as feedback.
+        "sessionsApiUrl": outputs["FeedbackApiUrl"],
+        "agentPattern": pattern,
+    }
+
+    public_dir = frontend_dir / "public"
+    public_dir.mkdir(parents=True, exist_ok=True)
+
+    output_path = public_dir / "aws-exports.json"
+    output_path.write_text(json.dumps(aws_exports, indent=2))
+
+    log_success(f"Generated aws-exports.json at {output_path}")
+
+
+def create_deployment_zip(build_dir: Path, output_path: Path) -> None:
+    """
+    Create a zip archive of the build directory.
+
+    Args:
+        build_dir: Path to the build directory
+        output_path: Path for the output zip file (without .zip extension)
+    """
+    # shutil.make_archive adds .zip automatically
+    shutil.make_archive(
+        str(output_path.with_suffix("")), "zip", root_dir=str(build_dir)
+    )
+
+
+def main() -> int:
+    """
+    Main deployment function.
+
+    Returns:
+        Exit code (0 for success, 1 for failure)
+    """
+    atexit.register(cleanup)
+
+    # Determine paths
+    script_dir = Path(__file__).parent.resolve()
+    project_root = script_dir.parent
+    frontend_dir = project_root / "frontend"
+    config_path = project_root / "infra-cdk" / "config.yaml"
+
+    log_info("🚀 Starting frontend deployment process...")
+    print()
+
+    # Validate prerequisites
+    log_info("Validating prerequisites...")
+    prerequisites = ["npm", "aws", "node"]
+    for prereq in prerequisites:
+        if not check_prerequisite(prereq):
+            log_error(f"{prereq} is not installed")
+            return 1
+    log_success("All prerequisites found")
+
+    # Verify AWS credentials are configured
+    log_info("Verifying AWS credentials...")
+    try:
+        run_command(["aws", "sts", "get-caller-identity"], capture_output=True)
+        log_success("AWS credentials configured")
+    except subprocess.CalledProcessError:
+        log_error("AWS credentials not configured or invalid")
+        log_info("Run 'aws configure' to set up your AWS credentials")
+        log_info(
+            "Or set AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY environment variables"
+        )
+        return 1
+
+    # Get stack name
+    stack_name = sys.argv[1] if len(sys.argv) > 1 else os.environ.get("STACK_NAME")
+
+    if not stack_name:
+        config = parse_config_yaml(config_path)
+        stack_name = config.get("stack_name_base")
+
+    if not stack_name:
+        log_error("Stack name is required")
+        log_info("Usage: python deploy-frontend.py <stack-name>")
+        log_info("   or: STACK_NAME=your-stack ./deploy-frontend.py")
+        return 1
+
+    # Fetch CDK outputs
+    log_info(f"Fetching configuration from CDK stack: {stack_name}")
+    try:
+        outputs = get_stack_outputs(stack_name)
+        region = get_stack_region(stack_name)
+    except subprocess.CalledProcessError as e:
+        log_error(f"Failed to fetch stack outputs: {e.stderr}")
+        return 1
+    except ValueError as e:
+        log_error(str(e))
+        return 1
+
+    # Validate required outputs
+    app_id = outputs.get("AmplifyAppId")
+    deployment_bucket = outputs.get("StagingBucketName")
+
+    if not app_id:
+        log_error("Could not find Amplify App ID in stack outputs")
+        return 1
+    if not deployment_bucket:
+        log_error("Could not find Staging Bucket Name in stack outputs")
+        return 1
+
+    log_success(f"App ID: {app_id}")
+    log_success(f"Staging Bucket: {deployment_bucket}")
+    log_success(f"Region: {region}")
+
+    # Get agent pattern from config
+    config = parse_config_yaml(config_path)
+    pattern = config.get("pattern", "strands-agent")
+    log_info(f"Agent pattern: {pattern}")
+
+    # Generate aws-exports.json
+    log_info("Generating aws-exports.json...")
+    try:
+        generate_aws_exports(stack_name, outputs, region, pattern, frontend_dir)
+    except ValueError as e:
+        log_error(str(e))
+        return 1
+
+    # Change to frontend directory
+    os.chdir(frontend_dir)
+    log_info(f"Working directory: {frontend_dir}")
+
+    # Install dependencies if needed
+    node_modules = frontend_dir / "node_modules"
+    package_json = frontend_dir / "package.json"
+
+    if (
+        not node_modules.exists()
+        or package_json.stat().st_mtime > node_modules.stat().st_mtime
+    ):
+        log_info("Installing dependencies...")
+        try:
+            run_command(["npm", "install"], capture_output=False)
+            log_success("Dependencies installed")
+        except subprocess.CalledProcessError:
+            log_error("Failed to install dependencies")
+            return 1
+    else:
+        log_success("Dependencies are up to date")
+
+    # Build frontend
+    log_info("Building React app...")
+    try:
+        run_command(["npm", "run", "build"], capture_output=False)
+        log_success("Build completed")
+    except subprocess.CalledProcessError:
+        log_error("Build failed")
+        return 1
+
+    # Verify build directory
+    build_dir = frontend_dir / NEXT_BUILD_DIR
+    if not build_dir.exists():
+        log_error(f"Build directory '{NEXT_BUILD_DIR}' not found")
+        return 1
+
+    # Copy aws-exports.json to build
+    aws_exports_src = frontend_dir / "public" / "aws-exports.json"
+    aws_exports_dst = build_dir / "aws-exports.json"
+    shutil.copy2(aws_exports_src, aws_exports_dst)
+    log_success("Added aws-exports.json to build directory")
+
+    # Create deployment zip
+    log_info("Creating deployment package...")
+    zip_path = frontend_dir / "amplify-deploy.zip"
+    CLEANUP_FILES.append(str(zip_path))
+
+    create_deployment_zip(build_dir, zip_path)
+    zip_size = get_file_size_human(str(zip_path))
+    log_success(f"Package created ({zip_size})")
+
+    # Upload to S3
+    s3_key = f"amplify-deploy-{int(time.time())}.zip"
+    log_info(f"Uploading to S3 (s3://{deployment_bucket}/{s3_key})...")
+    try:
+        upload_to_s3(str(zip_path), deployment_bucket, s3_key)
+        log_success("Upload completed")
+    except subprocess.CalledProcessError as e:
+        log_error(f"S3 upload failed: {e.stderr}")
+        return 1
+
+    # Start Amplify deployment
+    log_info("Starting Amplify deployment...")
+    source_url = f"s3://{deployment_bucket}/{s3_key}"
+
+    try:
+        deployment = start_amplify_deployment(app_id, BRANCH_NAME, source_url)
+        job_id = deployment["jobSummary"]["jobId"]
+        log_success(f"Deployment initiated (Job ID: {job_id})")
+    except subprocess.CalledProcessError as e:
+        log_error(f"Amplify deployment failed: {e.stderr}")
+        return 1
+
+    # Poll deployment status
+    log_info("Monitoring deployment status...")
+    while True:
+        try:
+            status = get_amplify_job_status(app_id, BRANCH_NAME, job_id)
+        except subprocess.CalledProcessError as e:
+            log_error(f"Failed to get deployment status: {e.stderr}")
+            return 1
+
+        print(f"  Status: {status}")
+
+        if status == "SUCCEED":
+            log_success("Deployment completed successfully!")
+            break
+        elif status in ("FAILED", "CANCELLED"):
+            log_error(f"Deployment {status.lower()}")
+            return 1
+
+        time.sleep(10)
+
+    # Print final info
+    print()
+    log_info(f"S3 Package: s3://{deployment_bucket}/{s3_key}")
+    log_info("Console: https://console.aws.amazon.com/amplify/apps")
+    try:
+        app_domain = get_amplify_app_domain(app_id)
+        log_info(f"App URL: https://{BRANCH_NAME}.{app_domain}")
+    except subprocess.CalledProcessError:
+        log_warning("Could not retrieve app URL - check Amplify console")
+
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/samples/agentic-knowledge-discovery/scripts/deploy-with-codebuild.py b/samples/agentic-knowledge-discovery/scripts/deploy-with-codebuild.py
new file mode 100644
index 0000000..ee871ad
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/scripts/deploy-with-codebuild.py
@@ -0,0 +1,999 @@
+#!/usr/bin/env python3
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""
+Ephemeral CodeBuild deployment script for FAST.
+
+Deploys the full FAST stack using a CodeBuild project. Requires Python 3.11+,
+AWS CLI, and git. Only git-tracked or staged files are deployed; untracked
+files are skipped with a warning.
+
+Flow: zip source → create source bucket/IAM role/boundary/project →
+      upload source → stream logs → on success, tear down everything.
+
+On success, all created resources (source bucket, project, IAM role, boundary)
+are removed. On failure, they are retained for debugging and reused on the next
+run. The bucket has a 1-day object-expiry rule so a leftover archive can't
+linger. Does NOT remove the deployed FAST stack (use `cd infra-cdk && cdk destroy`).
+
+Usage: python scripts/deploy-with-codebuild.py
+"""
+
+import io
+import json
+import os
+import re
+import subprocess  # nosec B404 - subprocess used securely with explicit parameters
+import sys
+import tempfile
+import time
+import zipfile
+from pathlib import Path
+from typing import Any, Dict, List, Optional
+
+if sys.version_info < (3, 11):
+    print("Error: Python 3.11 or higher is required")
+    sys.exit(1)
+
+RESOURCE_PREFIX: str = "fast-deploy"
+LOG_POLL_INTERVAL: int = 5
+
+
+# --- Logging helpers ---
+
+
+def log_info(message: str) -> None:
+    """Print an info message."""
+    print(f"ℹ {message}")
+
+
+def log_success(message: str) -> None:
+    """Print a success message."""
+    print(f"✓ {message}")
+
+
+def log_warn(message: str) -> None:
+    """Print a warning message."""
+    print(f"⚠ {message}")
+
+
+def log_error(message: str) -> None:
+    """Print an error message to stderr."""
+    print(f"✗ {message}", file=sys.stderr)
+
+
+# --- Utility functions ---
+
+
+def run_command(
+    command: list,
+    capture_output: bool = True,
+    check: bool = True,
+    cwd: Optional[str] = None,
+) -> subprocess.CompletedProcess:
+    """
+    Execute a command securely via subprocess.
+
+    Args:
+        command: List of command arguments
+        capture_output: Whether to capture stdout/stderr
+        check: Whether to raise on non-zero exit
+        cwd: Working directory for the command
+
+    Returns:
+        CompletedProcess instance with command results
+    """
+    return subprocess.run(  # nosec B603
+        command,
+        capture_output=capture_output,
+        text=True,
+        check=check,
+        shell=False,
+        timeout=300,
+        cwd=cwd,
+    )
+
+
+def parse_config_yaml(config_path: Path) -> Dict[str, str]:
+    """
+    Parse config.yaml using regex (no PyYAML dependency).
+
+    Args:
+        config_path: Path to config.yaml file
+
+    Returns:
+        Dictionary with stack_name_base value
+    """
+    config: Dict[str, str] = {"stack_name_base": ""}
+    if not config_path.exists():
+        return config
+
+    content = config_path.read_text()
+    match = re.search(r"^stack_name_base:\s*(\S+)", content, re.MULTILINE)
+    if match:
+        config["stack_name_base"] = match.group(1).strip("\"'")
+
+    return config
+
+
+def get_stack_outputs(stack_name: str) -> Dict[str, str]:
+    """
+    Fetch CloudFormation stack outputs via AWS CLI.
+
+    Args:
+        stack_name: Name of the CloudFormation stack
+
+    Returns:
+        Dictionary mapping output keys to values
+    """
+    result = run_command(
+        [
+            "aws",
+            "cloudformation",
+            "describe-stacks",
+            "--stack-name",
+            stack_name,
+            "--output",
+            "json",
+        ]
+    )
+    stacks = json.loads(result.stdout).get("Stacks", [])
+    if not stacks:
+        raise ValueError(f"Stack '{stack_name}' not found")
+    outputs = stacks[0].get("Outputs", [])
+    return {o["OutputKey"]: o["OutputValue"] for o in outputs}
+
+
+# --- Source packaging ---
+
+
+def _collect_tracked_files(repo_root: Path) -> List[str]:
+    """
+    Collect git-tracked and staged files via git ls-files.
+
+    Only files git knows about (committed or staged) are returned, so
+    untracked local files never get packaged. Requires git.
+
+    Args:
+        repo_root: Path to the repository root
+
+    Returns:
+        List of relative file paths
+
+    Raises:
+        SystemExit: If git is not available or the repo can't be read.
+    """
+    try:
+        result = run_command(
+            command=["git", "ls-files", "-z"],
+            cwd=str(repo_root),
+        )
+    except FileNotFoundError:
+        log_error(
+            "git is required to package the source but was not found on PATH. "
+            "Install git and run from inside the repository."
+        )
+        sys.exit(1)
+    except subprocess.CalledProcessError:
+        log_error(
+            "Failed to list files with git. Run this script from inside the "
+            "FAST git repository."
+        )
+        sys.exit(1)
+
+    return [f for f in result.stdout.split("\0") if f]
+
+
+def _warn_unstaged_files(repo_root: Path) -> None:
+    """
+    Warn about untracked, non-ignored files that will NOT be deployed.
+
+    These are files git is not tracking and that aren't gitignored — likely
+    new code the user forgot to stage. Best-effort; never raises.
+
+    Args:
+        repo_root: Path to the repository root
+    """
+    try:
+        result = run_command(
+            command=["git", "ls-files", "--others", "--exclude-standard", "-z"],
+            cwd=str(repo_root),
+        )
+    except (subprocess.CalledProcessError, FileNotFoundError):
+        return
+
+    untracked = [f for f in result.stdout.split("\0") if f]
+    if not untracked:
+        return
+
+    log_warn(
+        f"{len(untracked)} untracked file(s) will NOT be deployed. "
+        "Run 'git add' to include them:"
+    )
+    for path in untracked[:20]:
+        log_warn(f"  - {path}")
+    if len(untracked) > 20:
+        log_warn(f"  …and {len(untracked) - 20} more")
+
+
+def create_source_zip() -> bytes:
+    """
+    Create an in-memory zip of the git-tracked source.
+
+    Only tracked or staged files are packaged. Untracked files are skipped
+    and reported via a warning so local secrets never leave the machine.
+
+    Returns:
+        Raw bytes of the zip archive
+    """
+    repo_root: Path = Path(__file__).parent.parent
+
+    _warn_unstaged_files(repo_root)
+    files = _collect_tracked_files(repo_root)
+
+    buf = io.BytesIO()
+    with zipfile.ZipFile(buf, "w", zipfile.ZIP_DEFLATED) as zf:
+        for rel in files:
+            full = repo_root / rel
+            if full.is_file():
+                zf.write(filename=str(full), arcname=rel)
+
+    log_success(
+        f"Zipped {len(files)} files ({len(buf.getvalue()) / 1024 / 1024:.1f} MB)"
+    )
+    return buf.getvalue()
+
+
+# --- AWS resource creation ---
+
+
+def get_or_create_source_bucket(bucket_name: str, region: str) -> None:
+    """
+    Get or create the source bucket for this deployment run.
+
+    Removed after a successful run, retained on failure. A 1-day object-expiry
+    rule ensures a leftover archive can't linger.
+
+    Args:
+        bucket_name: Name of the bucket
+        region: AWS region for the bucket
+    """
+    # Adopt the bucket if a previous interrupted run already created it.
+    try:
+        run_command(
+            ["aws", "s3api", "head-bucket", "--bucket", bucket_name],
+        )
+        log_success(f"Using existing source bucket: {bucket_name}")
+        return
+    except subprocess.CalledProcessError:
+        pass  # Bucket doesn't exist (or isn't ours yet) — create it.
+
+    log_info(f"Creating source bucket: {bucket_name}")
+    cmd = ["aws", "s3api", "create-bucket", "--bucket", bucket_name, "--output", "json"]
+    # us-east-1 does not accept a LocationConstraint
+    if region != "us-east-1":
+        cmd += ["--create-bucket-configuration", f"LocationConstraint={region}"]
+    run_command(cmd)
+
+    # Expire objects after a day so a leftover archive can't linger.
+    run_command(
+        [
+            "aws",
+            "s3api",
+            "put-bucket-lifecycle-configuration",
+            "--bucket",
+            bucket_name,
+            "--lifecycle-configuration",
+            json.dumps(
+                {
+                    "Rules": [
+                        {
+                            "ID": "expire-source-archives",
+                            "Status": "Enabled",
+                            "Filter": {},
+                            "Expiration": {"Days": 1},
+                            "AbortIncompleteMultipartUpload": {
+                                "DaysAfterInitiation": 1
+                            },
+                        }
+                    ]
+                }
+            ),
+            "--output",
+            "json",
+        ]
+    )
+    log_success(f"Source bucket created: {bucket_name}")
+
+
+def get_or_create_permission_boundary(policy_name: str, account_id: str) -> str:
+    """
+    Get existing permission boundary policy or create it if it doesn't exist.
+
+    Args:
+        policy_name: Name for the IAM boundary policy
+        account_id: AWS account ID
+
+    Returns:
+        The ARN of the permission boundary policy
+    """
+    boundary_arn = f"arn:aws:iam::{account_id}:policy/{policy_name}"
+
+    # Check if policy already exists
+    try:
+        run_command(
+            [
+                "aws",
+                "iam",
+                "get-policy",
+                "--policy-arn",
+                boundary_arn,
+                "--output",
+                "json",
+            ]
+        )
+        log_success(f"Using existing permission boundary: {boundary_arn}")
+        return boundary_arn
+    except subprocess.CalledProcessError:
+        pass  # Policy doesn't exist, create it
+
+    log_info(f"Creating permission boundary: {policy_name}")
+
+    # Deny dangerous actions that a CDK deployment should never need.
+    boundary_policy: Dict[str, Any] = {
+        "Version": "2012-10-17",
+        "Statement": [
+            {
+                "Sid": "DenyDangerousActions",
+                "Effect": "Deny",
+                "Action": [
+                    "iam:CreateUser",
+                    "iam:CreateAccessKey",
+                    "iam:CreateLoginProfile",
+                    "iam:AttachUserPolicy",
+                    "iam:PutUserPolicy",
+                    "organizations:*",
+                    "account:*",
+                    "kms:PutKeyPolicy",
+                    "kms:CreateGrant",
+                ],
+                "Resource": "*",
+            },
+            {
+                "Sid": "AllowEverythingElse",
+                "Effect": "Allow",
+                "Action": "*",
+                "Resource": "*",
+            },
+        ],
+    }
+
+    result = run_command(
+        [
+            "aws",
+            "iam",
+            "create-policy",
+            "--policy-name",
+            policy_name,
+            "--policy-document",
+            json.dumps(boundary_policy),
+            "--output",
+            "json",
+        ]
+    )
+    boundary_arn = json.loads(result.stdout)["Policy"]["Arn"]
+    log_success(f"Permission boundary created: {boundary_arn}")
+    return boundary_arn
+
+
+def get_or_create_codebuild_iam_role(
+    role_name: str, boundary_arn: str, account_id: str
+) -> str:
+    """
+    Get existing IAM role or create it if it doesn't exist.
+
+    The role has AdministratorAccess constrained by a permission boundary
+    that blocks dangerous actions (creating IAM users, access keys, etc.).
+
+    Args:
+        role_name: Name for the IAM role
+        boundary_arn: ARN of the permission boundary policy to attach
+        account_id: AWS account ID
+
+    Returns:
+        The ARN of the role
+    """
+    role_arn = f"arn:aws:iam::{account_id}:role/{role_name}"
+
+    # Check if role already exists
+    try:
+        result = run_command(
+            [
+                "aws",
+                "iam",
+                "get-role",
+                "--role-name",
+                role_name,
+                "--output",
+                "json",
+            ]
+        )
+        log_success(f"Using existing IAM role: {role_arn}")
+        return role_arn
+    except subprocess.CalledProcessError:
+        pass  # Role doesn't exist, create it
+
+    log_info(f"Creating IAM role: {role_name}")
+
+    trust_policy: Dict[str, Any] = {
+        "Version": "2012-10-17",
+        "Statement": [
+            {
+                "Effect": "Allow",
+                "Principal": {"Service": "codebuild.amazonaws.com"},
+                "Action": "sts:AssumeRole",
+            }
+        ],
+    }
+
+    result = run_command(
+        [
+            "aws",
+            "iam",
+            "create-role",
+            "--role-name",
+            role_name,
+            "--assume-role-policy-document",
+            json.dumps(trust_policy),
+            "--permissions-boundary",
+            boundary_arn,
+            "--output",
+            "json",
+        ]
+    )
+    role_arn = json.loads(result.stdout)["Role"]["Arn"]
+
+    run_command(
+        [
+            "aws",
+            "iam",
+            "attach-role-policy",
+            "--role-name",
+            role_name,
+            "--policy-arn",
+            "arn:aws:iam::aws:policy/AdministratorAccess",
+            "--output",
+            "json",
+        ]
+    )
+
+    # IAM is eventually consistent — CodeBuild will fail to assume the role
+    # if we proceed too quickly after creation.
+    log_info("Waiting 10s for IAM role propagation...")
+    time.sleep(10)
+
+    log_success(f"IAM role created: {role_arn}")
+    return role_arn
+
+
+def get_or_create_codebuild_project(
+    project_name: str,
+    role_arn: str,
+    bucket_name: str,
+    source_key: str,
+    stack_name: str,
+    region: str,
+) -> None:
+    """
+    Get existing CodeBuild project or create it if it doesn't exist.
+
+    Args:
+        project_name: Name for the CodeBuild project
+        role_arn: ARN of the IAM service role
+        bucket_name: S3 bucket containing the source zip
+        source_key: S3 key of the source zip
+        stack_name: CDK stack name base (passed as env var)
+        region: AWS region
+    """
+    # Define buildspec once for both create and update paths
+    buildspec: str = (
+        "version: 0.2\n"
+        "phases:\n"
+        "  install:\n"
+        "    runtime-versions:\n"
+        "      python: 3.12\n"
+        "      nodejs: 20\n"
+        "    commands:\n"
+        "      - npm install -g aws-cdk\n"
+        "      - cd $CODEBUILD_SRC_DIR/infra-cdk && npm ci\n"
+        "  build:\n"
+        "    commands:\n"
+        '      - echo "Source dir contents:" && ls -la $CODEBUILD_SRC_DIR/\n'
+        "      - cd $CODEBUILD_SRC_DIR/infra-cdk && cdk bootstrap\n"
+        "      - cd $CODEBUILD_SRC_DIR/infra-cdk && cdk deploy --all --require-approval never\n"
+        "  post_build:\n"
+        "    commands:\n"
+        "      - cd $CODEBUILD_SRC_DIR && python scripts/deploy-frontend.py\n"
+    )
+
+    # Check if project already exists
+    try:
+        result = run_command(
+            [
+                "aws",
+                "codebuild",
+                "batch-get-projects",
+                "--names",
+                project_name,
+                "--output",
+                "json",
+            ]
+        )
+        projects = json.loads(result.stdout).get("projects", [])
+        if projects:
+            # Update source location to point to new temp bucket
+            log_info(f"Updating existing CodeBuild project source: {project_name}")
+            run_command(
+                [
+                    "aws",
+                    "codebuild",
+                    "update-project",
+                    "--name",
+                    project_name,
+                    "--source",
+                    json.dumps(
+                        {
+                            "type": "S3",
+                            "location": f"{bucket_name}/{source_key}",
+                            "buildspec": buildspec,
+                        }
+                    ),
+                    "--output",
+                    "json",
+                ]
+            )
+            log_success(f"Using existing CodeBuild project: {project_name}")
+            return
+    except subprocess.CalledProcessError:
+        pass  # Project doesn't exist, create it
+
+    log_info(f"Creating CodeBuild project: {project_name}")
+
+    project_input: Dict[str, Any] = {
+        "name": project_name,
+        "source": {
+            "type": "S3",
+            "location": f"{bucket_name}/{source_key}",
+            "buildspec": buildspec,
+        },
+        "artifacts": {"type": "NO_ARTIFACTS"},
+        "environment": {
+            "type": "ARM_CONTAINER",
+            "image": "aws/codebuild/amazonlinux2-aarch64-standard:3.0",
+            "computeType": "BUILD_GENERAL1_LARGE",
+            "privilegedMode": True,
+            "environmentVariables": [
+                {"name": "STACK_NAME", "value": stack_name, "type": "PLAINTEXT"},
+                {"name": "AWS_DEFAULT_REGION", "value": region, "type": "PLAINTEXT"},
+            ],
+        },
+        "serviceRole": role_arn,
+        "timeoutInMinutes": 60,
+    }
+
+    run_command(
+        [
+            "aws",
+            "codebuild",
+            "create-project",
+            "--cli-input-json",
+            json.dumps(project_input),
+            "--output",
+            "json",
+        ]
+    )
+    log_success(f"CodeBuild project created: {project_name}")
+
+
+def start_codebuild(project_name: str) -> str:
+    """
+    Start a CodeBuild build and return the build ID.
+
+    Args:
+        project_name: Name of the CodeBuild project
+
+    Returns:
+        The build ID string
+    """
+    log_info("Starting CodeBuild build...")
+    result = run_command(
+        [
+            "aws",
+            "codebuild",
+            "start-build",
+            "--project-name",
+            project_name,
+            "--output",
+            "json",
+        ]
+    )
+    build_id: str = json.loads(result.stdout)["build"]["id"]
+    log_success(f"Build ID: {build_id}")
+    return build_id
+
+
+# --- Log streaming ---
+
+
+def poll_log_events(
+    log_group: str, log_stream: str, next_token: Optional[str]
+) -> Optional[str]:
+    """
+    Fetch and print new CloudWatch log events.
+
+    Args:
+        log_group: CloudWatch log group name
+        log_stream: CloudWatch log stream name
+        next_token: Forward token from previous poll (None for first call)
+
+    Returns:
+        Updated forward token for the next poll
+    """
+    cmd = [
+        "aws",
+        "logs",
+        "get-log-events",
+        "--log-group-name",
+        log_group,
+        "--log-stream-name",
+        log_stream,
+        "--start-from-head",
+        "--output",
+        "json",
+    ]
+    if next_token:
+        cmd += ["--next-token", next_token]
+
+    try:
+        result = run_command(command=cmd, check=True)
+    except subprocess.CalledProcessError:
+        return next_token  # log stream may not exist yet
+
+    data: Dict[str, Any] = json.loads(result.stdout)
+    for event in data.get("events", []):
+        print(event.get("message", "").rstrip("\n"))
+
+    return data.get("nextForwardToken", next_token)
+
+
+def stream_build_logs(build_id: str) -> str:
+    """
+    Poll CodeBuild status and stream CloudWatch logs until completion.
+
+    Args:
+        build_id: The CodeBuild build ID to monitor
+
+    Returns:
+        Final build status string (e.g. 'SUCCEEDED', 'FAILED')
+    """
+    log_group: Optional[str] = None
+    log_stream: Optional[str] = None
+    next_token: Optional[str] = None
+
+    while True:
+        result = run_command(
+            [
+                "aws",
+                "codebuild",
+                "batch-get-builds",
+                "--ids",
+                build_id,
+                "--output",
+                "json",
+            ]
+        )
+        build_info: Dict[str, Any] = json.loads(result.stdout)["builds"][0]
+        status: str = build_info["buildStatus"]
+        phase: str = build_info.get("currentPhase", "UNKNOWN")
+
+        # Discover log group/stream once available
+        if log_group is None:
+            logs_info = build_info.get("logs", {})
+            log_group = logs_info.get("groupName")
+            log_stream = logs_info.get("streamName")
+
+        # Stream new log events
+        if log_group and log_stream:
+            next_token = poll_log_events(
+                log_group=log_group,
+                log_stream=log_stream,
+                next_token=next_token,
+            )
+
+        if status != "IN_PROGRESS":
+            # Final poll to catch remaining lines
+            if log_group and log_stream:
+                poll_log_events(
+                    log_group=log_group,
+                    log_stream=log_stream,
+                    next_token=next_token,
+                )
+            break
+
+        log_info(f"Phase: {phase} | Status: {status}")
+        time.sleep(LOG_POLL_INTERVAL)
+
+    return status
+
+
+# --- Cleanup ---
+
+
+def _delete_codebuild_project(project_name: Optional[str]) -> None:
+    """Best-effort delete of the CodeBuild project. Logged, never raised."""
+    if not project_name:
+        return
+    try:
+        run_command(
+            [
+                "aws",
+                "codebuild",
+                "delete-project",
+                "--name",
+                project_name,
+                "--output",
+                "json",
+            ]
+        )
+        log_success(f"Deleted CodeBuild project: {project_name}")
+    except subprocess.CalledProcessError as exc:
+        log_error(f"Failed to delete CodeBuild project: {exc}")
+
+
+def _delete_iam_role(role_name: Optional[str]) -> None:
+    """Best-effort detach of AdministratorAccess and delete of the role."""
+    if not role_name:
+        return
+    # Detach the managed policy first (ignore if not attached / role absent).
+    try:
+        run_command(
+            [
+                "aws",
+                "iam",
+                "detach-role-policy",
+                "--role-name",
+                role_name,
+                "--policy-arn",
+                "arn:aws:iam::aws:policy/AdministratorAccess",
+                "--output",
+                "json",
+            ]
+        )
+    except subprocess.CalledProcessError:
+        pass
+    try:
+        run_command(
+            ["aws", "iam", "delete-role", "--role-name", role_name, "--output", "json"]
+        )
+        log_success(f"Deleted IAM role: {role_name}")
+    except subprocess.CalledProcessError as exc:
+        log_error(f"Failed to delete IAM role: {exc}")
+
+
+def _delete_permission_boundary(boundary_arn: Optional[str]) -> None:
+    """Best-effort delete of the permission boundary policy."""
+    if not boundary_arn:
+        return
+    try:
+        run_command(
+            [
+                "aws",
+                "iam",
+                "delete-policy",
+                "--policy-arn",
+                boundary_arn,
+                "--output",
+                "json",
+            ]
+        )
+        log_success(f"Deleted permission boundary: {boundary_arn}")
+    except subprocess.CalledProcessError as exc:
+        log_error(f"Failed to delete permission boundary: {exc}")
+
+
+def _delete_source_bucket(bucket_name: Optional[str]) -> None:
+    """Best-effort empty and delete of the source bucket."""
+    if not bucket_name:
+        return
+    try:
+        run_command(["aws", "s3", "rb", f"s3://{bucket_name}", "--force"])
+        log_success(f"Deleted source bucket: {bucket_name}")
+    except subprocess.CalledProcessError as exc:
+        log_error(f"Failed to delete source bucket: {exc}")
+
+
+def teardown(resources: Dict[str, Optional[str]]) -> None:
+    """
+    Remove every resource this run created. Best-effort and idempotent.
+
+    Order matters: the IAM role must be deleted before its permission
+    boundary, since IAM won't delete a policy still attached as a boundary.
+    Deleting a resource that doesn't exist is a no-op.
+
+    Args:
+        resources: Mapping with keys 'project', 'role', 'boundary_arn', 'bucket'
+    """
+    if not any(resources.values()):
+        return
+
+    log_info("Cleaning up deployment resources...")
+    _delete_codebuild_project(resources.get("project"))
+    _delete_iam_role(resources.get("role"))
+    _delete_permission_boundary(resources.get("boundary_arn"))
+    _delete_source_bucket(resources.get("bucket"))
+
+
+# --- Main ---
+
+
+def main() -> int:
+    """
+    Main deployment function.
+
+    Returns:
+        Exit code (0 for success, 1 for failure)
+    """
+    # Track every resource this run creates so we can tear them all down on a
+    # successful build, or report them for debugging if the build fails.
+    resources: Dict[str, Optional[str]] = {
+        "project": None,
+        "role": None,
+        "boundary_arn": None,
+        "bucket": None,
+    }
+    source_key: str = "source.zip"
+
+    config_path = Path(__file__).parent.parent / "infra-cdk" / "config.yaml"
+
+    log_info("🚀 Starting CodeBuild deployment...")
+    print()
+
+    # Verify AWS credentials
+    log_info("Verifying AWS credentials...")
+    try:
+        result = run_command(["aws", "sts", "get-caller-identity", "--output", "json"])
+        account_id: str = json.loads(result.stdout)["Account"]
+        log_success(f"Account: {account_id}")
+    except subprocess.CalledProcessError:
+        log_error("AWS credentials not configured or invalid")
+        return 1
+
+    # Detect region
+    region: str = (
+        os.environ.get("AWS_REGION") or os.environ.get("AWS_DEFAULT_REGION") or ""
+    )
+    if not region:
+        try:
+            region = run_command(["aws", "configure", "get", "region"]).stdout.strip()
+        except subprocess.CalledProcessError:
+            region = ""
+    if not region:
+        log_error("AWS region not configured")
+        return 1
+    log_success(f"Region: {region}")
+
+    # Load stack name
+    stack_name = parse_config_yaml(config_path=config_path).get("stack_name_base")
+    if not stack_name:
+        log_error("'stack_name_base' not found in infra-cdk/config.yaml")
+        return 1
+    log_success(f"Stack name: {stack_name}")
+
+    # Stable resource names. Normalize the stack name for S3 (lowercase, valid
+    # chars) and cap at the 63-char bucket limit.
+    project_name = f"{RESOURCE_PREFIX}-{stack_name}"
+    role_name = f"{RESOURCE_PREFIX}-role-{stack_name}"
+    boundary_name = f"{RESOURCE_PREFIX}-boundary-{stack_name}"
+    safe_stack = re.sub(r"[^a-z0-9-]", "-", stack_name.lower()).strip("-")
+    source_bucket = (f"{RESOURCE_PREFIX}-src-{account_id}-{safe_stack}")[:63].rstrip(
+        "-"
+    )
+
+    # Register names up front so teardown/debug-report works even on partial failure.
+    resources["project"] = project_name
+    resources["role"] = role_name
+    resources["boundary_arn"] = f"arn:aws:iam::{account_id}:policy/{boundary_name}"
+    resources["bucket"] = source_bucket
+
+    # Package source
+    log_info("Packaging source...")
+    zip_bytes: bytes = create_source_zip()
+
+    # Get or create the source bucket and upload
+    get_or_create_source_bucket(bucket_name=source_bucket, region=region)
+    with tempfile.NamedTemporaryFile(suffix=".zip", delete=False) as tmp:
+        tmp.write(zip_bytes)
+        tmp_path = tmp.name
+    try:
+        log_info(f"Uploading source to s3://{source_bucket}/{source_key}")
+        run_command(
+            [
+                "aws",
+                "s3",
+                "cp",
+                tmp_path,
+                f"s3://{source_bucket}/{source_key}",
+                "--no-progress",
+            ]
+        )
+        log_success("Source uploaded")
+    finally:
+        os.unlink(tmp_path)
+
+    # Get or create the IAM role and its permission boundary
+    boundary_arn: str = get_or_create_permission_boundary(
+        policy_name=boundary_name,
+        account_id=account_id,
+    )
+    role_arn: str = get_or_create_codebuild_iam_role(
+        role_name=role_name,
+        boundary_arn=boundary_arn,
+        account_id=account_id,
+    )
+
+    # Get or create CodeBuild project
+    get_or_create_codebuild_project(
+        project_name=project_name,
+        role_arn=role_arn,
+        bucket_name=source_bucket,
+        source_key=source_key,
+        stack_name=stack_name,
+        region=region,
+    )
+
+    # Start build
+    build_id: str = start_codebuild(project_name=project_name)
+
+    # Stream logs
+    final_status: str = stream_build_logs(build_id=build_id)
+
+    # Report result and clean up based on outcome.
+    print()
+    if final_status == "SUCCEEDED":
+        log_success(f"Build finished with status: {final_status}")
+        try:
+            outputs = get_stack_outputs(stack_name=stack_name)
+            app_url = outputs.get("AmplifyUrl")
+            if app_url:
+                log_success(f"App URL: {app_url}")
+        except (subprocess.CalledProcessError, ValueError):
+            log_info("Could not retrieve App URL - check the AWS console")
+
+        # Success: remove all build resources, leaving zero footprint.
+        print()
+        teardown(resources)
+    else:
+        log_error(f"Build finished with status: {final_status}")
+        log_info("Check the build output above for details")
+
+        # Failure: retain resources so the build can be inspected and retried.
+        console_url = (
+            f"https://{region}.console.aws.amazon.com/codesuite/"
+            f"codebuild/projects/{project_name}"
+        )
+        print()
+        log_warn("Build resources retained for debugging:")
+        log_warn(f"  - CodeBuild project: {project_name}")
+        log_warn(f"  - Console: {console_url}")
+        log_warn(f"  - CloudWatch logs: /aws/codebuild/{project_name}")
+        log_info(
+            "Re-run this script after fixing the issue — it reuses these "
+            "resources, and a successful run removes them all."
+        )
+
+    return 0 if final_status == "SUCCEEDED" else 1
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/samples/agentic-knowledge-discovery/scripts/generate_sample_data.py b/samples/agentic-knowledge-discovery/scripts/generate_sample_data.py
new file mode 100644
index 0000000..503bf31
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/scripts/generate_sample_data.py
@@ -0,0 +1,138 @@
+#!/usr/bin/env python3
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Single source of truth for the sample dataset.
+
+The sample uses a few real, multi-domain PDF documents that are U.S. government
+publications in the public domain (see README for sources). The PDFs are NOT
+stored in this repository: this script downloads them from their official .gov
+sources. From one definition this emits:
+
+  1. data/documents/<file>.pdf                 -> downloaded source document
+  2. data/documents/<file>.pdf.metadata.json  -> Bedrock KB metadata sidecar
+  3. infra-cdk/lambdas/db-seed/seed.sql        -> the structured `documents` table
+
+The KB metadata keys equal the Postgres columns and doc_id links the two stores,
+so the same filters (domain, num_pages, doc_type) work across doc_search
+(unstructured) and structured_search (structured). doc_id is the PDF filename stem.
+
+Run this BEFORE `cdk deploy` (the Knowledge Base ingests data/documents at deploy):
+
+    python3 scripts/generate_sample_data.py
+"""
+
+import json
+import os
+import urllib.request
+
+# (pdf_filename, domain, doc_type, num_pages, title, source_url)
+DOCUMENTS = [
+    (
+        "nist_ai_rmf.pdf",
+        "artificial_intelligence",
+        "framework",
+        48,
+        "AI Risk Management Framework (NIST AI 100-1)",
+        "https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-1.pdf",
+    ),
+    (
+        "nist_cybersecurity_framework.pdf",
+        "cybersecurity",
+        "framework",
+        32,
+        "Cybersecurity Framework 2.0 (NIST CSWP 29)",
+        "https://nvlpubs.nist.gov/nistpubs/CSWP/NIST.CSWP.29.pdf",
+    ),
+    (
+        "eia_annual_energy_outlook_2023.pdf",
+        "energy",
+        "report",
+        50,
+        "Annual Energy Outlook 2023 (U.S. EIA)",
+        "https://www.eia.gov/outlooks/aeo/pdf/AEO2023_Narrative.pdf",
+    ),
+    (
+        "nces_education_report_2023.pdf",
+        "education",
+        "report",
+        54,
+        "NCES Education Report 2023-144",
+        "https://nces.ed.gov/pubs2023/2023144.pdf",
+    ),
+]
+
+HERE = os.path.dirname(os.path.abspath(__file__))
+REPO = os.path.dirname(HERE)
+SEED_SQL = os.path.join(REPO, "infra-cdk", "lambdas", "db-seed", "seed.sql")
+DOCS_DIR = os.path.join(REPO, "data", "documents")
+
+
+def doc_id_of(filename: str) -> str:
+    return filename.rsplit(".", 1)[0]
+
+
+def sql_escape(text: str) -> str:
+    return text.replace("'", "''")
+
+
+def write_seed_sql() -> None:
+    lines = [
+        "-- Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.",
+        "-- SPDX-License-Identifier: Apache-2.0",
+        "-- GENERATED by scripts/generate_sample_data.py — do not edit by hand.",
+        "",
+        "INSERT INTO documents (doc_id, domain, doc_type, num_pages, title) VALUES",
+    ]
+    rows = [
+        f"    ('{doc_id_of(f)}', '{domain}', '{doc_type}', {pages}, '{sql_escape(title)}')"
+        for (f, domain, doc_type, pages, title, _url) in DOCUMENTS
+    ]
+    lines.append(",\n".join(rows) + ";")
+    lines.append("")
+    with open(SEED_SQL, "w", encoding="utf-8") as fh:
+        fh.write("\n".join(lines))
+    print(f"wrote {SEED_SQL}")
+
+
+def download_documents() -> None:
+    """Download the source PDFs from their official .gov URLs (skips existing files)."""
+    os.makedirs(DOCS_DIR, exist_ok=True)
+    for filename, _domain, _doc_type, _pages, _title, url in DOCUMENTS:
+        path = os.path.join(DOCS_DIR, filename)
+        if os.path.exists(path) and os.path.getsize(path) > 0:
+            print(f"exists  {filename} (skipping)")
+            continue
+        print(f"downloading {filename} from {url} ...")
+        # Some .gov servers reject requests without a browser-like User-Agent.
+        req = urllib.request.Request(url, headers={"User-Agent": "Mozilla/5.0"})
+        with urllib.request.urlopen(req, timeout=120) as resp:  # nosec B310 - fixed https:// .gov URLs
+            data = resp.read()
+        if not data.startswith(b"%PDF"):
+            raise RuntimeError(f"{url} did not return a PDF (got {data[:16]!r})")
+        with open(path, "wb") as fh:
+            fh.write(data)
+        print(f"wrote   {filename} ({len(data)} bytes)")
+
+
+def write_sidecars() -> None:
+    for filename, domain, doc_type, pages, title, _url in DOCUMENTS:
+        sidecar = {
+            "metadataAttributes": {
+                "doc_id": doc_id_of(filename),
+                "domain": domain,
+                "doc_type": doc_type,
+                "num_pages": pages,
+                "title": title,
+            }
+        }
+        path = os.path.join(DOCS_DIR, f"{filename}.metadata.json")
+        with open(path, "w", encoding="utf-8") as fh:
+            json.dump(sidecar, fh, indent=2)
+    print(f"wrote {len(DOCUMENTS)} metadata sidecars to {DOCS_DIR}")
+
+
+if __name__ == "__main__":
+    download_documents()
+    write_seed_sql()
+    write_sidecars()
diff --git a/samples/agentic-knowledge-discovery/scripts/requirements.txt b/samples/agentic-knowledge-discovery/scripts/requirements.txt
new file mode 100644
index 0000000..f3e775b
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/scripts/requirements.txt
@@ -0,0 +1,5 @@
+# Requirements for test-feedback-api.py
+boto3>=1.34.0
+requests>=2.31.0
+PyYAML>=6.0.1
+colorama>=0.4.6
diff --git a/samples/agentic-knowledge-discovery/scripts/utils.py b/samples/agentic-knowledge-discovery/scripts/utils.py
new file mode 100644
index 0000000..a2d7e62
--- /dev/null
+++ b/samples/agentic-knowledge-discovery/scripts/utils.py
@@ -0,0 +1,240 @@
+#!/usr/bin/env python3
+"""
+Shared utilities for test scripts
+
+Provides essential functions for stack discovery, AWS resource fetching, and authentication.
+"""
+
+import base64
+import json
+import sys
+import uuid
+from pathlib import Path
+from typing import Dict, Optional, Tuple
+
+import boto3
+import yaml
+from botocore.exceptions import ClientError
+from colorama import Fore, Style, init
+
+init(autoreset=True)
+
+
+def get_stack_config(stack_name: Optional[str] = None) -> Dict:
+    """
+    Get complete stack configuration including outputs from main stack.
+
+    Args:
+        stack_name: Base stack name (if None, loads from config.yaml)
+
+    Returns:
+        Dictionary with stack_name, region, account, pattern, and outputs from main stack
+    """
+    # Load config.yaml
+    script_dir = Path(__file__).parent
+    config_path = script_dir.parent / "infra-cdk" / "config.yaml"
+
+    if not config_path.exists():
+        print_msg("Configuration file not found", "error")
+        sys.exit(1)
+
+    with open(config_path, "r") as f:
+        config = yaml.safe_load(f)
+
+    # Get stack name from config if not provided
+    if not stack_name:
+        stack_name = config.get("stack_name_base")
+        if not stack_name:
+            print_msg("'stack_name_base' not found in config.yaml", "error")
+            sys.exit(1)
+
+    # Get pattern from config
+    pattern = config.get("backend", {}).get("pattern", "strands-single-agent")
+
+    cfn = boto3.client("cloudformation")
+
+    try:
+        # Get outputs from main stack (contains Cognito, Runtime ARN, etc.)
+        response = cfn.describe_stacks(StackName=stack_name)
+        stack_info = response["Stacks"][0]
+
+        outputs = {}
+        for output in stack_info.get("Outputs", []):
+            outputs[output["OutputKey"]] = output["OutputValue"]
+
+        # Extract region and account from stack ARN or any ARN in outputs
+        stack_arn = stack_info["StackId"]
+        region = stack_arn.split(":")[3]
+        account = stack_arn.split(":")[4]
+
+        return {
+            "stack_name": stack_name,
+            "region": region,
+            "account": account,
+            "pattern": pattern,
+            "outputs": outputs,
+        }
+
+    except ClientError as e:
+        error_code = e.response.get("Error", {}).get("Code", "Unknown")
+        print_msg(f"CloudFormation error: {error_code}", "error")
+        if error_code == "ValidationError":
+            print_msg(
+                f"Stack '{stack_name}' not found. Make sure you've deployed the CDK stack.",
+                "error",
+            )
+        sys.exit(1)
+    except Exception as e:
+        print_msg(f"Failed to get stack config: {e}", "error")
+        sys.exit(1)
+
+
+def get_ssm_params(stack_name: str, *param_names: str) -> Dict[str, str]:
+    """
+    Fetch multiple SSM parameters for a stack.
+
+    Args:
+        stack_name: Base stack name
+        *param_names: Parameter names (without the /{stack_name}/ prefix)
+
+    Returns:
+        Dictionary mapping parameter names to values
+    """
+    ssm = boto3.client("ssm")
+    results = {}
+
+    try:
+        for param_name in param_names:
+            full_name = f"/{stack_name}/{param_name}"
+            response = ssm.get_parameter(Name=full_name)
+            results[param_name] = response["Parameter"]["Value"]
+
+        return results
+
+    except Exception as e:
+        print_msg(f"Failed to fetch SSM parameters: {e}", "error")
+        sys.exit(1)
+
+
+def authenticate_cognito(
+    user_pool_id: str, client_id: str, username: str, password: str
+) -> Tuple[str, str, str]:
+    """
+    Authenticate with Cognito.
+
+    Args:
+        user_pool_id: Cognito User Pool ID
+        client_id: Cognito Client ID
+        username: Username
+        password: Password
+
+    Returns:
+        Tuple of (access_token, id_token, user_id)
+        - access_token: For AgentCore runtime invocations (JWT authorizer)
+        - id_token: For API Gateway Cognito User Pool authorizers
+        - user_id: User's unique identifier (sub claim)
+    """
+    print("\nAuthenticating...")
+
+    cognito = boto3.client("cognito-idp")
+
+    try:
+        # Check if user exists
+        try:
+            cognito.admin_get_user(UserPoolId=user_pool_id, Username=username)
+        except cognito.exceptions.UserNotFoundException:
+            print_msg(f"User '{username}' does not exist", "error")
+            sys.exit(1)
+
+        # Authenticate
+        response = cognito.initiate_auth(
+            AuthFlow="USER_PASSWORD_AUTH",
+            ClientId=client_id,
+            AuthParameters={"USERNAME": username, "PASSWORD": password},
+        )
+
+        access_token = response["AuthenticationResult"]["AccessToken"]
+        id_token = response["AuthenticationResult"]["IdToken"]
+
+        # Decode ID token to get user ID
+        import base64
+        import json
+
+        payload = id_token.split(".")[1]
+        payload += "=" * (4 - len(payload) % 4)
+        decoded = base64.b64decode(payload)
+        token_data = json.loads(decoded)
+        user_id = token_data.get("sub")
+
+        print_msg("Authentication successful")
+        print(f"  User ID: {user_id}")
+
+        return access_token, id_token, user_id
+
+    except Exception as e:
+        print_msg(f"Authentication failed: {e}", "error")
+        sys.exit(1)
+
+
+def create_bedrock_client(region: str) -> boto3.client:
+    """Create bedrock-agentcore client."""
+    return boto3.client("bedrock-agentcore", region_name=region)
+
+
+def generate_session_id() -> str:
+    """Generate UUID4 session ID."""
+    return str(uuid.uuid4())
+
+
+def print_msg(message: str, level: str = "info") -> None:
+    """
+    Print formatted message.
+
+    Args:
+        message: Message to print
+        level: 'success', 'error', 'info', or 'section'
+    """
+    if level == "success":
+        print(f"{Fore.GREEN}✓ {message}{Style.RESET_ALL}")
+    elif level == "error":
+        print(f"{Fore.RED}✗ {message}{Style.RESET_ALL}")
+    elif level == "info":
+        print(f"{Fore.YELLOW}ℹ {message}{Style.RESET_ALL}")
+    elif level == "section":
+        print("\n" + "=" * 60)
+        print(message)
+        print("=" * 60 + "\n")
+
+
+def print_section(title: str, width: int = 60) -> None:
+    """Print section header."""
+    print("\n" + "=" * width)
+    print(title)
+    print("=" * width + "\n")
+
+
+def create_mock_jwt(user_id: str) -> str:
+    """
+    Create a mock unsigned JWT token with the given user_id as the 'sub' claim.
+
+    The agent's extract_user_id_from_context() decodes the JWT without signature
+    verification (since AgentCore Runtime validates it in production). This allows
+    local testing to pass a user identity the same way production does.
+
+    Args:
+        user_id (str): The user ID to embed as the 'sub' claim.
+
+    Returns:
+        str: A mock JWT string (header.payload.signature).
+    """
+    header = (
+        base64.urlsafe_b64encode(json.dumps({"alg": "none", "typ": "JWT"}).encode())
+        .rstrip(b"=")
+        .decode()
+    )
+    payload = (
+        base64.urlsafe_b64encode(json.dumps({"sub": user_id}).encode())
+        .rstrip(b"=")
+        .decode()
+    )
+    return f"{header}.{payload}."