diff --git a/.dockerignore b/.dockerignore
index f34f03467..cbd3c7573 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -96,4 +96,6 @@ memory-bank/
 # Keep only source code and requirements
 !patterns/*/src/**
 !lib/idp_common_pkg/**
-!src/lambda/**
\ No newline at end of file
+!src/lambda/**
+!pyproject.toml
+!uv.lock
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index cb2c03020..94a161675 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,26 +1,50 @@
+# Environment
 .env
+.venv/
+venv/
+
+# AWS SAM
 .aws-sam
 build.toml
+
+# Build artifacts
 model.tar.gz
 .checksum
 .checksums/
 .build_checksum
 .lib_checksum
+dist/
+build/
+*.egg-info/
+
+# Python
+__pycache__
+*.py[cod]
+*$py.class
+*.so
+.Python
+
+# UV specific
+.python-version
+
+# Ruff
+.ruff_cache
+
+# IDEs
 .vscode/
+.idea/
+*.code-workspace
+
+# OS
 .DS_Store
-dist/
+
+# Project specific
 .sav/
 .delete/
 .data/
-*.egg-info/
-build/
-__pycache__
-*.code-workspace
-.ruff_cache
 .kiro
 rvl_cdip_*
 notebooks/examples/data
-.idea/
 .dsr/
 *tmp-dev-assets*
 scratch/
\ No newline at end of file
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 75cdcc7fb..a021c1dd7 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -31,12 +31,12 @@ developer_tests:
   before_script:
     - python --version
     - apt-get update -y
-    - apt-get install make -y
-    - pip install ruff
-    # Install dependencies needed by publish.py for test imports
-    - pip install typer rich boto3
-    # Install test dependencies
-    - cd lib/idp_common_pkg && pip install -e ".[test]" && cd ../..
+    - apt-get install make curl -y
+    # Install UV
+    - curl -LsSf https://astral.sh/uv/install.sh | sh
+    - export PATH="$HOME/.local/bin:$PATH"
+    # Sync all dependencies (includes ruff, pytest, publish deps, etc.)
+    - uv sync --all-extras --group dev
 
   script:
     - make lint-cicd
@@ -65,8 +65,10 @@ deployment_validation:
     - curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip"
     - unzip awscliv2.zip
     - ./aws/install
-    # Install PyYAML for template analysis
-    - pip install PyYAML
+    # Install UV and PyYAML for template analysis
+    - curl -LsSf https://astral.sh/uv/install.sh | sh
+    - export PATH="$HOME/.local/bin:$PATH"
+    - uv pip install PyYAML
 
   script:
     # Check if service role has sufficient permissions for main stack deployment
@@ -97,13 +99,15 @@ integration_tests:
 
   before_script:
     - apt-get update -y
-    - apt-get install zip unzip curl python3-pip -y
+    - apt-get install zip unzip curl -y
     # Install AWS CLI
     - curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip"
     - unzip awscliv2.zip
     - ./aws/install
-    # Install boto3 for Python script
-    - pip install boto3
+    # Install UV and boto3 for Python script
+    - curl -LsSf https://astral.sh/uv/install.sh | sh
+    - export PATH="$HOME/.local/bin:$PATH"
+    - uv pip install boto3
 
   script:
     - aws --version
diff --git a/Dockerfile.optimized b/Dockerfile.optimized
index 55ec79f25..a43ef9d64 100644
--- a/Dockerfile.optimized
+++ b/Dockerfile.optimized
@@ -1,5 +1,5 @@
-# Optimized Dockerfile for Lambda functions with minimal dependencies
-# This builds each function with ONLY the dependencies it needs
+# Optimized Dockerfile for Lambda functions with UV and pyproject.toml dependency groups
+# This builds each function with ONLY the dependencies it needs from the root pyproject.toml
 
 # checkov:skip=CKV_DOCKER_3: "The Dockerfile uses the official AWS Lambda Python base image (public.ecr.aws/lambda/python:3.12-arm64), which already configures the appropriate non-root user for Lambda execution"
 # checkov:skip=CKV_DOCKER_2: "The Dockerfile.optimized is specifically designed for AWS Lambda container images, which don't use Docker HEALTHCHECK instructions."
@@ -10,25 +10,25 @@ FROM public.ecr.aws/lambda/python:3.12-arm64 AS builder
 # Copy uv from official distroless image
 COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
-# Build argument for function path
+# Build argument for dependency group from root pyproject.toml
+ARG DEPENDENCY_GROUP
 ARG FUNCTION_PATH
-ARG INSTALL_IDP_COMMON=true
 
 # Create working directory
 WORKDIR /build
 
-# Copy idp_common_pkg and requirements for installation
-COPY lib/idp_common_pkg /tmp/idp_common_pkg
-COPY ${FUNCTION_PATH}/requirements.txt* /build/
+# Copy root pyproject.toml, uv.lock, and idp_common_pkg
+COPY pyproject.toml uv.lock /build/
+COPY lib/idp_common_pkg /build/lib/idp_common_pkg
 
-# Install all dependencies including idp_common_pkg in one step
+# Install dependencies from the specified dependency group
 RUN --mount=type=cache,target=/root/.cache/uv \
-    if [ -f /build/requirements.txt ]; then \
-        sed 's|^\.\./\.\.\(/\.\.\)\?/lib/idp_common_pkg|/tmp/idp_common_pkg|' /build/requirements.txt > /tmp/requirements.txt && \
-        uv pip install --python python3.12 --target /opt/python -r /tmp/requirements.txt && \
-        rm /tmp/requirements.txt; \
-    fi && \
-    rm -rf /tmp/idp_common_pkg
+  if [ -n "$DEPENDENCY_GROUP" ]; then \
+  uv export --frozen --no-dev --no-editable --group "${DEPENDENCY_GROUP}" -o "requirements.txt"; \
+  uv pip install --target /opt/python --python 3.12 -r requirements.txt; \
+  else \
+  echo "ERROR: DEPENDENCY_GROUP not specified" && exit 1; \
+  fi
 
 # Final stage - minimal runtime
 FROM public.ecr.aws/lambda/python:3.12-arm64
@@ -44,4 +44,4 @@ COPY ${FUNCTION_PATH}/*.py ${LAMBDA_TASK_ROOT}/
 ENV PYTHONPATH=/opt/python:${LAMBDA_TASK_ROOT}
 
 # Set handler
-CMD ["index.handler"]
\ No newline at end of file
+CMD ["index.handler"]
diff --git a/Makefile b/Makefile
index d53e596fc..0000cce0e 100644
--- a/Makefile
+++ b/Makefile
@@ -1,49 +1,134 @@
-# Makefile for code quality and formatting
+# Makefile for IDP Accelerator - UV + Hatchling build system
 
 # Define color codes
 RED := \033[0;31m
 GREEN := \033[0;32m
 YELLOW := \033[1;33m
+BLUE := \033[0;34m
 NC := \033[0m  # No Color
 
-# Default target - run both lint and test
-all: lint test
+# Virtual environment and UV paths
+VENV := .venv
+UV := $(shell command -v uv 2> /dev/null)
 
-# Run tests in idp_common_pkg and idp_cli directories
-test:
-	$(MAKE) -C lib/idp_common_pkg test
-	cd idp_cli && python -m pytest -v
+# Default target - ensure UV and venv, then run lint and test
+all: setup lint test
 
-# Run both linting and formatting in one command
-lint: ruff-lint format check-arn-partitions
+# Install UV if not present
+install-uv:
+ifndef UV
+	@printf "$(YELLOW)📦 UV not found. Installing UV...$(NC)\n"
+	@curl -LsSf https://astral.sh/uv/install.sh | sh
+	@printf "$(GREEN)✅ UV installed!$(NC)\n"
+	@printf "$(YELLOW)⚠️  Please restart your shell or run: source ~/.bashrc (or ~/.zshrc)$(NC)\n"
+	@printf "$(YELLOW)⚠️  Then re-run make$(NC)\n"
+	@exit 1
+else
+	@printf "$(GREEN)✅ UV is already installed: $(UV)$(NC)\n"
+endif
+
+# Create .venv using UV if it doesn't exist
+$(VENV):
+	@printf "$(BLUE)🏗️  Creating virtual environment with UV...$(NC)\n"
+	@$(UV) venv
+	@printf "$(GREEN)✅ Virtual environment created at $(VENV)$(NC)\n"
+
+# Setup: ensure UV is installed and create venv
+setup: install-uv $(VENV)
+	@printf "$(GREEN)✅ Setup complete!$(NC)\n"
+
+# Initialize UV environment (creates .venv and syncs all dependencies)
+init: setup
+	@printf "$(BLUE)🚀 Initializing UV workspace...$(NC)\n"
+	@$(UV) sync --all-extras --group dev
+	@printf "$(GREEN)✅ Workspace initialized with all features + dev dependencies$(NC)\n"
+
+# Lock dependencies
+lock: install-uv
+	@printf "$(BLUE)🔒 Locking dependencies...$(NC)\n"
+	@$(UV) lock
+	@printf "$(GREEN)✅ Dependencies locked (uv.lock updated)$(NC)\n"
+
+# Sync local development environment
+sync: setup
+	@printf "$(BLUE)📦 Syncing development environment...$(NC)\n"
+	@$(UV) sync --all-extras --group dev
+	@printf "$(GREEN)✅ Environment synced with all features$(NC)\n"
+
+# Update dependencies
+update: setup
+	@printf "$(BLUE)⬆️  Updating dependencies...$(NC)\n"
+	@$(UV) lock --upgrade
+	@printf "$(GREEN)✅ Dependencies updated$(NC)\n"
+
+# Update specific package
+update-package: setup
+ifndef PKG
+	@printf "$(RED)❌ ERROR: PKG variable not set$(NC)\n"
+	@echo "Usage: make update-package PKG=boto3"
+	@exit 1
+endif
+	@printf "$(BLUE)⬆️  Updating $(PKG)...$(NC)\n"
+	@$(UV) lock --upgrade-package $(PKG)
+	@printf "$(GREEN)✅ $(PKG) updated$(NC)\n"
+
+# Build idp_common package
+build-idp-common: setup
+	@printf "$(BLUE)🔨 Building idp_common package...$(NC)\n"
+	@cd lib/idp_common_pkg && $(UV) build
+	@printf "$(GREEN)✅ idp_common built$(NC)\n"
+
+# Build idp_cli package
+build-idp-cli: setup
+	@printf "$(BLUE)🔨 Building idp_cli package...$(NC)\n"
+	@cd idp_cli && $(UV) build
+	@printf "$(GREEN)✅ idp_cli built$(NC)\n"
+
+# Build all Python packages
+build-packages: build-idp-common build-idp-cli
+	@printf "$(GREEN)✅ All packages built$(NC)\n"
+
+# Run tests in idp_common_pkg and idp_cli directories
+test: setup
+	@printf "$(BLUE)🧪 Running tests...$(NC)\n"
+	@cd lib/idp_common_pkg && $(UV) run --all-extras --group dev pytest -m "unit"
+	@cd idp_cli && $(UV) run --group dev pytest -v
+	@printf "$(GREEN)✅ All tests passed$(NC)\n"
 
 # Run linting checks and fix issues automatically
-ruff-lint:
-	ruff check --fix
+ruff-lint: setup
+	@printf "$(BLUE)🔍 Running ruff linting...$(NC)\n"
+	@$(UV) run --group dev ruff check --fix
+	@printf "$(GREEN)✅ Linting complete$(NC)\n"
 
 # Format code according to project standards
-format:
-	ruff format
+format: setup
+	@printf "$(BLUE)✨ Formatting code...$(NC)\n"
+	@$(UV) run --group dev ruff format
+	@printf "$(GREEN)✅ Formatting complete$(NC)\n"
+
+# Run both linting and formatting in one command
+lint: ruff-lint format check-arn-partitions
 
 # CI/CD version of lint that only checks but doesn't modify files
 # Used in CI pipelines to verify code quality without making changes
-lint-cicd:
-	@echo "Running code quality checks..."
-	@if ! ruff check; then \
-		echo -e "$(RED)ERROR: Ruff linting failed!$(NC)"; \
-		echo -e "$(YELLOW)Please run 'make ruff-lint' locally to fix these issues.$(NC)"; \
+lint-cicd: setup
+	@printf "$(BLUE)Running code quality checks...$(NC)\n"
+	@if ! $(UV) run --group dev ruff check; then \
+		printf "$(RED)ERROR: Ruff linting failed!$(NC)\n"; \
+		printf "$(YELLOW)Please run 'make ruff-lint' locally to fix these issues.$(NC)\n"; \
 		exit 1; \
 	fi
-	@if ! ruff format --check; then \
-		echo -e "$(RED)ERROR: Code formatting check failed!$(NC)"; \
-		echo -e "$(YELLOW)Please run 'make format' locally to fix these issues.$(NC)"; \
+	@if ! $(UV) run --group dev ruff format --check; then \
+		printf "$(RED)ERROR: Code formatting check failed!$(NC)\n"; \
+		printf "$(YELLOW)Please run 'make format' locally to fix these issues.$(NC)\n"; \
 		exit 1; \
 	fi
-	@echo -e "$(GREEN)All code quality checks passed!$(NC)"
+	@printf "$(GREEN)All code quality checks passed!$(NC)\n"
 
 # Check CloudFormation templates for hardcoded AWS partition ARNs and service principals
 check-arn-partitions:
-	@echo "Checking CloudFormation templates for hardcoded ARN partitions and service principals..."
+	@printf "$(BLUE)Checking CloudFormation templates for hardcoded ARN partitions and service principals...$(NC)\n"
 	@FOUND_ISSUES=0; \
 	for template in template.yaml patterns/*/template.yaml patterns/*/sagemaker_classifier_endpoint.yaml options/*/template.yaml; do \
 		if [ -f "$$template" ]; then \
@@ -72,6 +157,58 @@ check-arn-partitions:
 		exit 1; \
 	fi
 
+# Clean up build artifacts and caches
+clean:
+	@printf "$(BLUE)🧹 Cleaning build artifacts...$(NC)\n"
+	@rm -rf .venv
+	@rm -rf lib/idp_common_pkg/dist lib/idp_common_pkg/build lib/idp_common_pkg/*.egg-info
+	@rm -rf idp_cli/dist idp_cli/build idp_cli/*.egg-info
+	@find . -type d -name "__pycache__" -exec rm -rf {} + 2>/dev/null || true
+	@find . -type d -name ".pytest_cache" -exec rm -rf {} + 2>/dev/null || true
+	@find . -type d -name ".ruff_cache" -exec rm -rf {} + 2>/dev/null || true
+	@find . -type f -name "*.pyc" -delete 2>/dev/null || true
+	@printf "$(GREEN)✅ Cleanup complete$(NC)\n"
+
+# Clean everything including uv.lock (use with caution)
+clean-all: clean
+	@printf "$(YELLOW)⚠️  Removing uv.lock...$(NC)\n"
+	@rm -f uv.lock
+	@printf "$(GREEN)✅ Deep cleanup complete$(NC)\n"
+
+# Show help
+help:
+	@printf "$(BLUE)IDP Accelerator Makefile - UV-based Python Development$(NC)\n"
+	@echo ""
+	@printf "$(YELLOW)Setup Targets:$(NC)"
+	@echo "  make setup          - Install UV and create .venv (automatically done by other targets)"
+	@echo "  make init           - Initialize workspace with dev dependencies"
+	@echo "  make sync           - Sync development environment"
+	@echo ""
+	@printf "$(YELLOW)Development Targets:$(NC)"
+	@echo "  make lint           - Run linting and formatting"
+	@echo "  make ruff-lint      - Run ruff linting with auto-fix"
+	@echo "  make format         - Format code with ruff"
+	@echo "  make test           - Run all tests"
+	@echo ""
+	@printf "$(YELLOW)Dependency Management:$(NC)"
+	@echo "  make lock           - Lock dependencies (update uv.lock)"
+	@echo "  make update         - Update all dependencies"
+	@echo "  make update-package PKG=<name>  - Update specific package"
+	@echo ""
+	@printf "$(YELLOW)Build Targets:$(NC)"
+	@echo "  make build-idp-common  - Build idp_common package"
+	@echo "  make build-idp-cli     - Build idp_cli package"
+	@echo "  make build-packages    - Build all packages"
+	@echo ""
+	@printf "$(YELLOW)Cleanup Targets:$(NC)"
+	@echo "  make clean          - Remove .venv and build artifacts"
+	@echo "  make clean-all      - Remove .venv, build artifacts, and uv.lock"
+	@echo ""
+	@printf "$(YELLOW)Other Targets:$(NC)"
+	@echo "  make all            - Run setup, lint, and test"
+	@echo "  make check-arn-partitions  - Check CFN templates for GovCloud compatibility"
+	@echo "  make help           - Show this help message"
+
 # A convenience Makefile target that runs 
 commit: lint test
 	$(info Generating commit message...)
@@ -79,3 +216,7 @@ commit: lint test
 	git add . && \
 	git commit -am "$${COMMIT_MESSAGE}" && \
 	git push
+
+.PHONY: all setup install-uv init lock sync update update-package \
+        build-idp-common build-idp-cli build-packages test ruff-lint format \
+        lint lint-cicd check-arn-partitions clean clean-all help commit
diff --git a/README.md b/README.md
index 7ecdfc9a7..d5e34b34b 100644
--- a/README.md
+++ b/README.md
@@ -13,6 +13,12 @@ SPDX-License-Identifier: MIT-0
 - [Quick Start](#quick-start)
   - [Processing Your First Document](#processing-your-first-document)
 - [Updating an Existing Deployment](#updating-an-existing-deployment)
+- [Dependency Management with UV](#dependency-management-with-uv)
+  - [Quick Start with UV](#quick-start-with-uv)
+  - [Working with Dependencies](#working-with-dependencies)
+  - [Lambda Function Dependencies](#lambda-function-dependencies)
+  - [Development Workflows](#development-workflows)
+  - [Publishing and Deployment](#publishing-and-deployment)
 - [Detailed Documentation](#detailed-documentation)
   - [Core Documentation](#core-documentation)
   - [Processing Patterns](#processing-patterns)
@@ -99,7 +105,10 @@ After deployment, choose the processing method that fits your use case:
 For batch processing, automation, or evaluation workflows:
 
 ```bash
-# Install CLI
+# Install CLI (with UV - recommended)
+cd idp_cli && uv sync
+
+# Or with pip
 cd idp_cli && pip install -e .
 
 # Process documents
@@ -149,6 +158,105 @@ For testing, use these sample files:
 
 For detailed deployment and testing instructions, see the [Deployment Guide](./docs/deployment.md).
 
+## Dependency Management with UV
+
+This project uses [UV](https://github.com/astral-sh/uv) for fast, reliable Python dependency management. UV provides deterministic builds, improved caching, and significantly faster installation times compared to traditional pip.
+
+### Quick Start with UV
+
+```bash
+# Install UV (if not already installed)
+curl -LsSf https://astral.sh/uv/install.sh | sh
+
+# Install all dependencies
+uv sync
+
+# Activate the virtual environment
+source .venv/bin/activate  # On macOS/Linux
+# or
+.venv\Scripts\activate     # On Windows
+```
+
+### Working with Dependencies
+
+The project uses a centralized dependency management system:
+
+- **`pyproject.toml`** - Root project configuration with 20+ dependency groups for different Lambda functions
+- **`uv.lock`** - Lockfile with 234+ resolved packages for reproducible builds
+- **Dependency Groups** - Organized by Lambda function (e.g., `lambda-ocr`, `lambda-extraction`, `lambda-classification`)
+
+#### Common Commands
+
+```bash
+# Add a new dependency to a specific group
+uv add --group lambda-ocr boto3
+
+# Update all dependencies
+uv lock --upgrade
+
+# Install a specific dependency group
+uv sync --group lambda-ocr
+
+# Build for deployment (used by SAM)
+uv pip install --project . --group lambda-extraction --target ./build
+```
+
+### Lambda Function Dependencies
+
+Each Lambda function uses a specific dependency group defined in `pyproject.toml`:
+
+```toml
+[dependency-groups]
+lambda-ocr = ["boto3", "idp-common", "pillow", ...]
+lambda-extraction = ["boto3", "idp-common", "anthropic", ...]
+lambda-classification = ["boto3", "idp-common", "pydantic", ...]
+```
+
+SAM automatically uses UV to build Lambda functions via Makefiles in each function directory. See [Lambda Dependency Groups](./docs/lambda-dependency-groups.md) for the complete dependency mapping.
+
+### Development Workflows
+
+```bash
+# For local development
+uv sync                              # Install all dependencies
+
+# For notebook development  
+uv sync --group notebooks            # Install with Jupyter dependencies
+
+# For CLI development
+cd idp_cli && uv sync                # Install CLI dependencies
+
+# For testing
+uv sync --group dev                  # Install with test dependencies
+pytest
+```
+
+### Publishing and Deployment
+
+The publish script automatically syncs all required dependencies using UV:
+
+```bash
+# One-time setup: sync development dependencies
+uv sync --group dev
+
+# Publish with parallel builds (faster with UV!)
+./publish.sh my-bucket prefix us-east-1 --max-workers 4
+
+# UV enables safe parallel builds with built-in locking
+# Typical speedup: 4x faster than sequential builds
+```
+
+The `publish.sh` script automatically:
+- Validates Python 3.12+, UV, and Node.js are installed
+- Syncs all required Python dependencies (boto3, PyYAML, rich, ruff, etc.)
+- Builds and packages Lambda functions
+- Uploads artifacts to S3
+
+For more details on the UV migration and dependency management, see:
+- [Setup Development Environment (macOS)](./docs/setup-development-env-macos.md)
+- [Setup Development Environment (Linux)](./docs/setup-development-env-linux.md)
+- [Setup Development Environment (WSL)](./docs/setup-development-env-WSL.md)
+- [Lambda Dependency Groups](./docs/lambda-dependency-groups.md)
 
 ## Detailed Documentation
 
diff --git a/docs/lambda-dependency-groups.md b/docs/lambda-dependency-groups.md
new file mode 100644
index 000000000..f212e2bef
--- /dev/null
+++ b/docs/lambda-dependency-groups.md
@@ -0,0 +1,94 @@
+# Lambda Dependency Groups
+
+## Overview
+
+Lambda functions use **dependency groups** defined in the root `/pyproject.toml` to manage their Python dependencies. This approach provides:
+
+- **Centralized dependency management** - All Lambda dependencies in one place
+- **Minimal package sizes** - Each Lambda only gets what it needs
+- **Consistent versions** - UV lock file ensures reproducible builds
+- **Fast builds** - UV's parallel resolver and caching
+
+## How It Works
+
+1. **Dependency groups** are defined in `/pyproject.toml` under `[dependency-groups]`
+2. Each Lambda has a **Makefile** that references its dependency group
+3. **SAM Build** uses the Makefile to install dependencies with `uv pip install --target`
+4. Dependencies are **locked** via `uv.lock` for reproducibility
+
+## Dependency Group Naming
+
+Groups follow this pattern:
+
+- `lambda-<feature>` - Feature-specific functions (e.g., `lambda-ocr`, `lambda-classification`)
+- `lambda-<component>` - Component-specific functions (e.g., `lambda-agent-processor`, `lambda-queue`)
+- `lambda-minimal` - Functions with minimal dependencies (boto3 only)
+- `lambda-document-resolver` - GraphQL resolvers for document operations
+
+## Lambda Makefile Template
+
+Each Lambda directory contains a `Makefile`:
+
+```makefile
+build-<FunctionName>:
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "<path-to-root>[<dependency-group>]"
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-<FunctionName>
+```
+
+**Example** (OCR function at `patterns/pattern-2/src/ocr_function/`):
+
+```makefile
+build-OCRFunction:
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "../../../../[lambda-ocr]"
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+```
+
+## SAM Template Configuration
+
+Each Lambda must include this metadata:
+
+```yaml
+Metadata:
+  BuildMethod: makefile
+```
+
+## Adding a New Lambda
+
+1. **Define dependency group** in `/pyproject.toml`:
+   ```toml
+   [dependency-groups]
+   lambda-my-feature = [
+       "idp_common[core,my-feature]",
+       "other-dependency>=1.0.0",
+   ]
+   ```
+
+2. **Lock dependencies**: `uv lock`
+
+3. **Create Makefile** in lambda directory with build target
+
+4. **Update SAM template** with `BuildMethod: makefile` metadata
+
+5. **Build**: `sam build MyFunction`
+
+## Updating Dependencies
+
+1. Edit dependency group in `/pyproject.toml`
+2. Run `uv lock`
+3. Rebuild: `sam build <FunctionName>`
+
+## Finding Lambda Mappings
+
+To find which dependency group a Lambda uses:
+
+```bash
+# Find the Lambda's Makefile
+find patterns/ src/lambda/ -name "Makefile" -path "*/<lambda-dir>/Makefile"
+
+# Check the dependency group in the uv pip install line
+grep "uv pip install" <lambda-dir>/Makefile
+```
diff --git a/idp_cli/README.md b/idp_cli/README.md
new file mode 100644
index 000000000..313b528e9
--- /dev/null
+++ b/idp_cli/README.md
@@ -0,0 +1,91 @@
+# IDP CLI
+
+Command-line interface for the AWS GenAI IDP Accelerator.
+
+## Overview
+
+The IDP CLI provides a programmatic interface for batch document processing, evaluation workflows, and analytics integration.
+
+## Installation
+
+### Using UV (Recommended)
+
+```bash
+# Install UV if you haven't already
+curl -LsSf https://astral.sh/uv/install.sh | sh
+
+# Install idp-cli
+uv pip install idp-cli
+```
+
+### Using pip
+
+```bash
+pip install idp-cli
+```
+
+## Documentation
+
+For detailed documentation, see [IDP CLI Documentation](../docs/idp-cli.md).
+
+## Usage
+
+```bash
+# If installed with UV
+uv run idp-cli --help
+
+# If installed with pip
+idp-cli --help
+```
+
+## Development
+
+### Quick Start
+
+```bash
+# Clone the repository and navigate to idp_cli
+cd idp_cli
+
+# Install development dependencies with UV (includes testing and linting)
+uv sync --group dev
+
+# Run tests
+uv run --group dev pytest
+
+# Run linting
+uv run --group dev ruff check
+
+# Format code
+uv run --group dev ruff format
+```
+
+### From Project Root
+
+```bash
+# Run all tests (including idp_cli tests)
+make test
+
+# Run linting and formatting
+make lint
+
+# Full workflow: setup + lint + test
+make all
+```
+
+### Dependency Groups
+
+The `dev` group includes everything needed for development: testing, linting, and dev tools.
+
+For `idp_common` package testing, use `--all-extras` to install all optional features:
+
+```bash
+# For idp_common development/testing (includes all optional features)
+cd lib/idp_common_pkg
+uv sync --all-extras --group dev
+
+# For idp_cli development/testing
+cd idp_cli
+uv sync --group dev
+```
+
+Note: `--all-extras` installs all optional features (ocr, classification, extraction, etc.) needed for comprehensive testing.
diff --git a/idp_cli/pyproject.toml b/idp_cli/pyproject.toml
index b3162dddd..7ab2ce930 100644
--- a/idp_cli/pyproject.toml
+++ b/idp_cli/pyproject.toml
@@ -2,14 +2,15 @@
 # SPDX-License-Identifier: MIT-0
 
 [build-system]
-requires = ["setuptools>=64", "wheel"]
-build-backend = "setuptools.build_meta"
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
 [project]
 name = "idp-cli"
 version = "1.0.0"
 description = "Command-line interface for IDP Accelerator batch document processing"
-authors = [{name = "AWS"}]
+authors = [{name = "AWS", email = "noreply@amazon.com"}]
+readme = "README.md"
 license = {text = "MIT-0"}
 requires-python = ">=3.9"
 classifiers = [
@@ -29,18 +30,31 @@ dependencies = [
     "botocore>=1.31.0",
 ]
 
-[project.optional-dependencies]
-test = [
-    "pytest>=7.4.0",
-    "pytest-mock>=3.11.0",
-    "moto>=4.2.0",
-]
-
 [project.scripts]
 idp-cli = "idp_cli.cli:main"
 
-[tool.setuptools]
+[project.urls]
+Homepage = "https://github.com/aws-samples/accelerated-intelligent-document-processing-on-aws"
+
+# Hatchling configuration
+[tool.hatch.build.targets.wheel]
 packages = ["idp_cli"]
 
-[tool.setuptools.package-dir]
-idp_cli = "idp_cli"
\ No newline at end of file
+# UV configuration
+[tool.uv]
+package = true
+
+# Modern PEP 735 dependency groups
+[dependency-groups]
+# Development dependencies (testing + linting + dev tools)
+# Note: CI/CD uses this same group since it runs both tests and linting
+dev = [
+    # Testing
+    "pytest>=7.4.0",
+    "pytest-mock>=3.11.0",
+    "moto>=4.2.0",
+    # Linting
+    "ruff>=0.14.0",
+    # Development tools
+    "python-dotenv>=1.1.0",
+]
\ No newline at end of file
diff --git a/lib/idp_common_pkg/Makefile b/lib/idp_common_pkg/Makefile
index 5745f1627..bb2c62d24 100644
--- a/lib/idp_common_pkg/Makefile
+++ b/lib/idp_common_pkg/Makefile
@@ -1,18 +1,21 @@
-.PHONY: test test-cicd clean
+.PHONY: test test-cicd clean dev
+
+# Use UV for all operations
+UV := $(shell command -v uv 2> /dev/null)
 
 test: test-unit
 
 test-unit:
-	pytest -m "unit"
+	$(UV) run --all-extras --group dev pytest -m "unit"
 
 test-integration:
-	pytest -m "integration"
+	$(UV) run --all-extras --group dev pytest -m "integration"
 
 test-cicd: test-unit-cicd
 
 test-unit-cicd:
-	pip install -e ".[test]"
-	pytest -m "unit" --cov=idp_common --cov-report=xml:test-reports/coverage.xml --cov-report=term --junitxml=test-reports/test-results.xml tests/
+	$(UV) sync --all-extras --group dev
+	$(UV) run --all-extras --group dev pytest -m "unit" --cov=idp_common --cov-report=xml:test-reports/coverage.xml --cov-report=term --junitxml=test-reports/test-results.xml tests/
 
 clean:
 	rm -rf .pytest_cache
@@ -25,6 +28,6 @@ clean:
 	rm -rf build
 	rm -rf *.egg-info
 	
-# A convenience target to install the idp_common library with all, dev dependencies in edit mode
+# A convenience target to sync all features and dev dependencies
 dev:
-	pip install -e ".[all, dev]"
+	$(UV) sync --all-extras --group dev
diff --git a/lib/idp_common_pkg/clean_build.sh b/lib/idp_common_pkg/clean_build.sh
index c302ab185..2904b9901 100755
--- a/lib/idp_common_pkg/clean_build.sh
+++ b/lib/idp_common_pkg/clean_build.sh
@@ -8,7 +8,7 @@ rm -rf *.egg-info/
 find . -name "__pycache__" -type d -exec rm -rf {} +
 find . -name "*.pyc" -delete
 
-echo "Building package..."
-pip install -e .
+echo "Syncing package with UV..."
+cd ../.. && uv sync --all-extras --group dev
 
 echo "Done!"
diff --git a/lib/idp_common_pkg/pyproject.toml b/lib/idp_common_pkg/pyproject.toml
index bda020f47..fd56ed4bf 100644
--- a/lib/idp_common_pkg/pyproject.toml
+++ b/lib/idp_common_pkg/pyproject.toml
@@ -1,18 +1,6 @@
 [build-system]
-requires = ["setuptools", "wheel"]
-build-backend = "setuptools.build_meta"
-
-[tool.setuptools.packages.find]
-where = ["."]
-exclude = [
-  "build",
-  "build.*",
-  "*build",
-  "*build.*",
-  "*.build",
-  "*.build.*",
-  "**build**",
-]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
 [project]
 name = "idp_common"
@@ -37,13 +25,6 @@ classifiers = [
 # Core utilities only - minimal dependencies
 core = []
 
-# Development only dependencies
-dev = [
-  "python-dotenv (>=1.1.0,<2.0.0)",
-  "ipykernel (>=6.29.5,<7.0.0)",
-  "jupyter (>=1.1.1,<2.0.0)",
-]
-
 # Image handling dependencies
 image = ["Pillow==11.2.1"]
 
@@ -107,45 +88,21 @@ docs_service = [
   "aws-xray-sdk>=2.14.0", # Required for X-Ray tracing
 ]
 
-# Testing dependencies
-test = [
-  "pytest>=7.4.0",
-  "pytest-cov>=4.1.0",
-  "pytest-xdist>=3.3.1",            # For parallel test execution
-  "requests (>=2.32.3,<3.0.0)",
-  "pyarrow==20.0.0",
-  "PyYAML==6.0.2",
-  "openpyxl==3.1.5",
-  "python-docx==1.2.0",
-  "moto[s3]==5.1.8",                # For mocking AWS services in tests
-  "Pillow==11.2.1",                 # Required for image processing in assessment tests
-  "rich>=13.0.0",                   # Required for publish tests
-  "idp_common[agentic-extraction]", # Required for agentic_idp tests
-  # "s3fs==2023.12.2",  # Required for criteria validation tests - disabled till we fix package dependencies
-  "moto>=5.1.8",
-  "pytest-asyncio>=1.1.0",
-  "typer>=0.19.2",
-  "ruff>=0.14.0",
-  "deepdiff>=6.0.0",                    # Required for BDA blueprint service tests
-  "datamodel-code-generator>=0.25.0",   # Required for schema/pydantic generator tests
-]
-
-# Full package with all dependencies
+# Full package with all dependencies - references all other extras
 all = [
-  "Pillow==11.2.1",
-  "PyMuPDF==1.25.5",
-  "amazon-textract-textractor[pandas]==1.9.2",
-  "munkres>=1.1.4",
-  "numpy==1.26.4",
-  "pandas==2.2.3",
-  "requests==2.32.4",
-  "pyarrow==20.0.0",
-  "openpyxl==3.1.5",
-  "python-docx==1.2.0",
-  "strands-agents>=1.0.0; python_version>='3.10'",
-  "strands-agents-tools>=0.2.2; python_version>='3.10'",
-  "bedrock-agentcore>=0.1.1; python_version>='3.10'",
-  # "s3fs==2023.12.2" - - disabled till we fix package dependencies
+  "idp_common[core]",
+  "idp_common[image]",
+  "idp_common[ocr]",
+  "idp_common[classification]",
+  "idp_common[extraction]",
+  "idp_common[assessment]",
+  "idp_common[evaluation]",
+  "idp_common[criteria_validation]",
+  "idp_common[reporting]",
+  "idp_common[appsync]",
+  "idp_common[agents]",
+  "idp_common[docs_service]",
+  "idp_common[agentic-extraction]",
 ]
 agentic-extraction = [
   "jsonpatch==1.33",
@@ -159,6 +116,37 @@ agentic-extraction = [
 ]
 
 [project.urls]
-"Homepage" = "https://github.com/aws-samples/sample-genai-idp"
+Homepage = "https://github.com/aws-samples/accelerated-intelligent-document-processing-on-aws"
+
+# Hatchling build configuration
+[tool.hatch.build.targets.sdist]
+include = ["/idp_common", "/tests", "/README.md"]
+
+[tool.hatch.build.targets.wheel]
+packages = ["idp_common"]
 
+# UV configuration for this package
+[tool.uv]
+package = true
+
+# Modern PEP 735 dependency groups
 [dependency-groups]
+# Development dependencies (testing + linting + dev tools)
+# Use with: uv sync --all-extras --group dev
+# This installs all optional features for comprehensive testing
+dev = [
+  # Testing
+  "pytest>=7.4.0",
+  "pytest-cov>=4.1.0",
+  "pytest-xdist>=3.3.1",
+  "pytest-mock>=3.11.0",
+  "pytest-asyncio>=1.1.0",
+  "moto[s3]>=5.1.8",
+  # Linting
+  "ruff>=0.14.0",
+  # Development tools
+  "python-dotenv>=1.1.0",
+  # Notebook development
+  "ipykernel>=6.29.5",
+  "jupyter>=1.1.1",
+]
diff --git a/options/bda-lending-project/src/bda_project_lambda/Makefile b/options/bda-lending-project/src/bda_project_lambda/Makefile
new file mode 100644
index 000000000..6ebf258e4
--- /dev/null
+++ b/options/bda-lending-project/src/bda_project_lambda/Makefile
@@ -0,0 +1,12 @@
+# Makefile for BDAProjectLambda
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-BDAProjectLambda:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --project "$(PROJECT_ROOT)" --group lambda-bda-project
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-BDAProjectLambda
diff --git a/options/bda-lending-project/src/bda_project_lambda/requirements.txt b/options/bda-lending-project/src/bda_project_lambda/requirements.txt
deleted file mode 100644
index 1278de8d4..000000000
--- a/options/bda-lending-project/src/bda_project_lambda/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-boto3>=1.37.4
-cfnresponse
\ No newline at end of file
diff --git a/options/bda-lending-project/template.yaml b/options/bda-lending-project/template.yaml
index 23be1589f..d289088f0 100644
--- a/options/bda-lending-project/template.yaml
+++ b/options/bda-lending-project/template.yaml
@@ -86,6 +86,7 @@ Resources:
   BDAProjectLambda:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
diff --git a/options/bedrockkb/src/get_adjusted_stackname/Makefile b/options/bedrockkb/src/get_adjusted_stackname/Makefile
new file mode 100644
index 000000000..322ed0131
--- /dev/null
+++ b/options/bedrockkb/src/get_adjusted_stackname/Makefile
@@ -0,0 +1,12 @@
+# Makefile for GetAdjustedStackNameFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-GetAdjustedStackNameFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --project "$(PROJECT_ROOT)" --group lambda-minimal
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-GetAdjustedStackNameFunction
diff --git a/options/bedrockkb/src/get_adjusted_stackname/index.py b/options/bedrockkb/src/get_adjusted_stackname/index.py
new file mode 100644
index 000000000..316486877
--- /dev/null
+++ b/options/bedrockkb/src/get_adjusted_stackname/index.py
@@ -0,0 +1,19 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+
+import cfnresponse
+import logging
+import os
+
+# Get logging level from environment variable with INFO as default
+log_level = os.environ.get("LOG_LEVEL", "INFO")
+logger = logging.getLogger()
+logger.setLevel(getattr(logging, log_level))
+
+
+def handler(event, context):
+    logger.info(event)
+    output = event["ResourceProperties"].get("InputString", "").lower()
+    output = output[:32]
+    responseData = {"OutputString": output}
+    cfnresponse.send(event, context, cfnresponse.SUCCESS, responseData)
diff --git a/options/bedrockkb/src/get_seed_urls/Makefile b/options/bedrockkb/src/get_seed_urls/Makefile
new file mode 100644
index 000000000..8ce2bd33b
--- /dev/null
+++ b/options/bedrockkb/src/get_seed_urls/Makefile
@@ -0,0 +1,12 @@
+# Makefile for GetSeedUrlsFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-GetSeedUrlsFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --project "$(PROJECT_ROOT)" --group lambda-minimal
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-GetSeedUrlsFunction
diff --git a/options/bedrockkb/src/get_seed_urls/index.py b/options/bedrockkb/src/get_seed_urls/index.py
new file mode 100644
index 000000000..1501750bd
--- /dev/null
+++ b/options/bedrockkb/src/get_seed_urls/index.py
@@ -0,0 +1,19 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+
+import cfnresponse
+import logging
+import os
+
+# Get logging level from environment variable with INFO as default
+log_level = os.environ.get("LOG_LEVEL", "INFO")
+logger = logging.getLogger()
+logger.setLevel(getattr(logging, log_level))
+
+
+def handler(event, context):
+    logger.info(event)
+    urls = event["ResourceProperties"].get("WebCrawlerURLs", "").split(",")
+    seedUrls = [{"Url": url.strip()} for url in urls]
+    responseData = {"SeedUrls": seedUrls}
+    cfnresponse.send(event, context, cfnresponse.SUCCESS, responseData)
diff --git a/options/bedrockkb/src/opensearch_index_custom_resource/Makefile b/options/bedrockkb/src/opensearch_index_custom_resource/Makefile
new file mode 100644
index 000000000..faa03ed3f
--- /dev/null
+++ b/options/bedrockkb/src/opensearch_index_custom_resource/Makefile
@@ -0,0 +1,12 @@
+# Makefile for CreateOSSIndexLambdaFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-CreateOSSIndexLambdaFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --project "$(PROJECT_ROOT)" --group lambda-kb-opensearch
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-CreateOSSIndexLambdaFunction
diff --git a/options/bedrockkb/src/opensearch_index_custom_resource/requirements.txt b/options/bedrockkb/src/opensearch_index_custom_resource/requirements.txt
deleted file mode 100644
index 0a836cc12..000000000
--- a/options/bedrockkb/src/opensearch_index_custom_resource/requirements.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-opensearch-py==2.8.0
-requests==2.32.4
-requests-aws4auth==1.3.1
-aws-lambda-powertools==2.43.0
-cfnresponse
\ No newline at end of file
diff --git a/options/bedrockkb/src/s3_vectors_manager/Makefile b/options/bedrockkb/src/s3_vectors_manager/Makefile
new file mode 100644
index 000000000..68dd342be
--- /dev/null
+++ b/options/bedrockkb/src/s3_vectors_manager/Makefile
@@ -0,0 +1,12 @@
+# Makefile for S3VectorManagerFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-S3VectorManagerFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --project "$(PROJECT_ROOT)" --group lambda-kb-s3-vectors
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-S3VectorManagerFunction
diff --git a/options/bedrockkb/src/s3_vectors_manager/requirements.txt b/options/bedrockkb/src/s3_vectors_manager/requirements.txt
deleted file mode 100644
index ae60a9b88..000000000
--- a/options/bedrockkb/src/s3_vectors_manager/requirements.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-# AWS SDK for Python - Use latest version for S3 Vectors support
-boto3>=1.40.25
-
-# CloudFormation response helper (built into Lambda runtime but useful for local testing)
-cfnresponse
-
-# Optional: For enhanced error handling and logging  
-botocore>=1.40.25
diff --git a/options/bedrockkb/src/start_ingestion_job_custom_resource/Makefile b/options/bedrockkb/src/start_ingestion_job_custom_resource/Makefile
new file mode 100644
index 000000000..f4e71aa01
--- /dev/null
+++ b/options/bedrockkb/src/start_ingestion_job_custom_resource/Makefile
@@ -0,0 +1,12 @@
+# Makefile for StartIngestionJobFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-StartIngestionJobFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --project "$(PROJECT_ROOT)" --group lambda-kb-ingestion
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-StartIngestionJobFunction
diff --git a/options/bedrockkb/src/start_ingestion_job_custom_resource/requirements.txt b/options/bedrockkb/src/start_ingestion_job_custom_resource/requirements.txt
deleted file mode 100644
index 60f13dcb1..000000000
--- a/options/bedrockkb/src/start_ingestion_job_custom_resource/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-cfnresponse
\ No newline at end of file
diff --git a/options/bedrockkb/template.yaml b/options/bedrockkb/template.yaml
index 08a9f86ea..087e8b9bf 100644
--- a/options/bedrockkb/template.yaml
+++ b/options/bedrockkb/template.yaml
@@ -281,6 +281,7 @@ Resources:
   GetAdjustedStackNameFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -296,23 +297,7 @@ Resources:
       Handler: index.handler
       Runtime: python3.12
       Timeout: 30
-      InlineCode: |
-        import cfnresponse
-        import time
-        import os
-        import logging
-        
-        # Get logging level from environment variable with INFO as default
-        log_level = os.environ.get('LOG_LEVEL', 'INFO')
-        logger = logging.getLogger()
-        logger.setLevel(getattr(logging, log_level))
-        
-        def handler(event, context):
-            logger.info(event)  
-            output = event['ResourceProperties'].get('InputString', '').lower()
-            output = output[:32]
-            responseData = {'OutputString': output}                                            
-            cfnresponse.send(event, context, cfnresponse.SUCCESS, responseData)
+      CodeUri: ./src/get_adjusted_stackname
       Environment:
         Variables:
           LOG_LEVEL: !Ref LogLevel
@@ -327,6 +312,7 @@ Resources:
   GetSeedUrlsFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -342,23 +328,7 @@ Resources:
       Handler: index.handler
       Runtime: python3.12
       Timeout: 30
-      InlineCode: |
-        import cfnresponse
-        import time
-        import os
-        import logging
-        
-        # Get logging level from environment variable with INFO as default
-        log_level = os.environ.get('LOG_LEVEL', 'INFO')
-        logger = logging.getLogger()
-        logger.setLevel(getattr(logging, log_level))
-        
-        def handler(event, context):
-          logger.info(event)
-          urls = event['ResourceProperties'].get('WebCrawlerURLs', '').split(',')
-          seedUrls = [{'Url': url.strip()} for url in urls]
-          responseData = {'SeedUrls': seedUrls}
-          cfnresponse.send(event, context, cfnresponse.SUCCESS, responseData)
+      CodeUri: ./src/get_seed_urls
       Environment:
         Variables:
           LOG_LEVEL: !Ref LogLevel
@@ -447,6 +417,7 @@ Resources:
     Type: AWS::Serverless::Function
     Condition: UseS3Vectors
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -628,6 +599,7 @@ Resources:
     Type: AWS::Serverless::Function
     Condition: UseOpenSearchServerless
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -954,8 +926,9 @@ Resources:
           PolicyName: BedrockPolicy
 
   StartIngestionJobFunction:
-    Type: AWS::Lambda::Function
+    Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -974,7 +947,7 @@ Resources:
       Runtime: python3.12
       Timeout: 600
       MemorySize: 128
-      Code: ./src/start_ingestion_job_custom_resource
+      CodeUri: ./src/start_ingestion_job_custom_resource
       Environment:
         Variables:
           LOG_LEVEL: !Ref LogLevel
diff --git a/patterns/pattern-1/src/bda_completion_function/Makefile b/patterns/pattern-1/src/bda_completion_function/Makefile
new file mode 100644
index 000000000..21500e893
--- /dev/null
+++ b/patterns/pattern-1/src/bda_completion_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for BDACompletionFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-BDACompletionFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-bda-completion -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-BDACompletionFunction
diff --git a/patterns/pattern-1/src/bda_completion_function/requirements.txt b/patterns/pattern-1/src/bda_completion_function/requirements.txt
deleted file mode 100644
index 2444cec84..000000000
--- a/patterns/pattern-1/src/bda_completion_function/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-boto3
-../../lib/idp_common_pkg  # common utilities package
\ No newline at end of file
diff --git a/patterns/pattern-1/src/bda_discovery_function/Makefile b/patterns/pattern-1/src/bda_discovery_function/Makefile
new file mode 100644
index 000000000..eb2809453
--- /dev/null
+++ b/patterns/pattern-1/src/bda_discovery_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for BDADiscoveryFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-BDADiscoveryFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-bda-discovery -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-BDADiscoveryFunction
diff --git a/patterns/pattern-1/src/bda_discovery_function/requirements.txt b/patterns/pattern-1/src/bda_discovery_function/requirements.txt
deleted file mode 100644
index a231d5218..000000000
--- a/patterns/pattern-1/src/bda_discovery_function/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-boto3>=1.37.4
-../../lib/idp_common_pkg
\ No newline at end of file
diff --git a/patterns/pattern-1/src/bda_invoke_function/Makefile b/patterns/pattern-1/src/bda_invoke_function/Makefile
new file mode 100644
index 000000000..ff8f7ec43
--- /dev/null
+++ b/patterns/pattern-1/src/bda_invoke_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for InvokeBDAFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-InvokeBDAFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-bda-invoke -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-InvokeBDAFunction
diff --git a/patterns/pattern-1/src/bda_invoke_function/requirements.txt b/patterns/pattern-1/src/bda_invoke_function/requirements.txt
deleted file mode 100644
index f18fb007e..000000000
--- a/patterns/pattern-1/src/bda_invoke_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg  # common utilities package
\ No newline at end of file
diff --git a/patterns/pattern-1/src/hitl-process-function/Makefile b/patterns/pattern-1/src/hitl-process-function/Makefile
new file mode 100644
index 000000000..ffef85746
--- /dev/null
+++ b/patterns/pattern-1/src/hitl-process-function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for HITLProcessLambdaFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-HITLProcessLambdaFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-hitl -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-HITLProcessLambdaFunction
diff --git a/patterns/pattern-1/src/hitl-process-function/requirements.txt b/patterns/pattern-1/src/hitl-process-function/requirements.txt
deleted file mode 100644
index f18fb007e..000000000
--- a/patterns/pattern-1/src/hitl-process-function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg  # common utilities package
\ No newline at end of file
diff --git a/patterns/pattern-1/src/hitl-status-update-function/Makefile b/patterns/pattern-1/src/hitl-status-update-function/Makefile
new file mode 100644
index 000000000..c085a0ea0
--- /dev/null
+++ b/patterns/pattern-1/src/hitl-status-update-function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for HITLStatusUpdateFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-HITLStatusUpdateFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-hitl -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-HITLStatusUpdateFunction
diff --git a/patterns/pattern-1/src/hitl-status-update-function/requirements.txt b/patterns/pattern-1/src/hitl-status-update-function/requirements.txt
deleted file mode 100644
index d66be294c..000000000
--- a/patterns/pattern-1/src/hitl-status-update-function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-boto3>=1.37.4
\ No newline at end of file
diff --git a/patterns/pattern-1/src/hitl-wait-function/Makefile b/patterns/pattern-1/src/hitl-wait-function/Makefile
new file mode 100644
index 000000000..9a181e692
--- /dev/null
+++ b/patterns/pattern-1/src/hitl-wait-function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for HITLWaitFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-HITLWaitFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-hitl -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-HITLWaitFunction
diff --git a/patterns/pattern-1/src/hitl-wait-function/requirements.txt b/patterns/pattern-1/src/hitl-wait-function/requirements.txt
deleted file mode 100644
index e14ed447f..000000000
--- a/patterns/pattern-1/src/hitl-wait-function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg
\ No newline at end of file
diff --git a/patterns/pattern-1/src/processresults_function/Makefile b/patterns/pattern-1/src/processresults_function/Makefile
new file mode 100644
index 000000000..d89abc1d6
--- /dev/null
+++ b/patterns/pattern-1/src/processresults_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ProcessResultsFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-ProcessResultsFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-process-results -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ProcessResultsFunction
diff --git a/patterns/pattern-1/src/processresults_function/requirements.txt b/patterns/pattern-1/src/processresults_function/requirements.txt
deleted file mode 100644
index 2a1ce53e2..000000000
--- a/patterns/pattern-1/src/processresults_function/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-PyMuPDF==1.25.5
-boto3
-../../lib/idp_common_pkg[core,docs_service]  # core utilities and document service with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-1/src/summarization_function/Makefile b/patterns/pattern-1/src/summarization_function/Makefile
new file mode 100644
index 000000000..fb4dbea6b
--- /dev/null
+++ b/patterns/pattern-1/src/summarization_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for SummarizationFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-SummarizationFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-summarization -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-SummarizationFunction
diff --git a/patterns/pattern-1/src/summarization_function/requirements.txt b/patterns/pattern-1/src/summarization_function/requirements.txt
deleted file mode 100644
index d3b835192..000000000
--- a/patterns/pattern-1/src/summarization_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[summarization,docs_service]  # summarization and AppSync modules with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-1/template.yaml b/patterns/pattern-1/template.yaml
index 4289d96b8..5675cbd90 100644
--- a/patterns/pattern-1/template.yaml
+++ b/patterns/pattern-1/template.yaml
@@ -1,13 +1,11 @@
 # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
 # SPDX-License-Identifier: MIT-0
 
-
-AWSTemplateFormatVersion: '2010-09-09'
+AWSTemplateFormatVersion: "2010-09-09"
 Transform: AWS::Serverless-2016-10-31
 Description: AWS GenAI IDP Accelerator - resources for IDP Pattern 1 (BDA)
 
 Parameters:
-
   StackName:
     Type: String
 
@@ -40,7 +38,7 @@ Parameters:
 
   LogRetentionDays:
     Type: Number
-  
+
   LogLevel:
     Type: String
     Default: WARN
@@ -51,14 +49,14 @@ Parameters:
       - ERROR
       - CRITICAL
     Description: Default logging level for all Lambda functions
-  
+
   ExecutionTimeThresholdMs:
     Type: Number
     Default: 30000
 
   BDAProjectArn:
     Type: String
-    Default: ''
+    Default: ""
     Description: Bedrock Data Automation (BDA) project ARN
 
   UpdateConfigurationFunctionArn:
@@ -66,22 +64,22 @@ Parameters:
 
   ConfigurationTable:
     Type: String
-    
+
   BedrockGuardrailId:
     Type: String
     Default: ""
     Description: "Optionally provide the Id (not name) of an existing Bedrock Guardrail to be used for Bedrock interactions"
-    
+
   BedrockGuardrailVersion:
     Type: String
     Default: ""
     Description: "If you provided a Bedrock Guardrail Id above, provide the corresponding Guardrail version here"
-    
+
   AppSyncApiUrl:
     Type: String
     Default: ""
     Description: "URL of the AppSync GraphQL API for document status updates"
-    
+
   AppSyncApiArn:
     Type: String
     Default: ""
@@ -98,12 +96,12 @@ Parameters:
   EvaluationFunctionArn:
     Type: String
     Description: "ARN of the Evaluation Lambda function"
-    
+
   EnableHITL:
     Type: String
     Default: "true"
     Description: "Enable Human In The Loop?"
-    
+
   SageMakerA2IReviewPortalURL:
     Type: String
     Description: "SageMaker A2I Review Portal URL for HITL tasks"
@@ -115,8 +113,8 @@ Parameters:
 
   EnableXRayTracing:
     Type: String
-    Default: 'false'
-    AllowedValues: ['true', 'false']
+    Default: "false"
+    AllowedValues: ["true", "false"]
     Description: Enable X-Ray tracing
 
   PermissionsBoundaryArn:
@@ -131,12 +129,15 @@ Parameters:
     ConstraintDescription: Must be empty or a valid IAM policy ARN
 
 Conditions:
-  HasGuardrailConfig: !And [!Not [!Equals [!Ref BedrockGuardrailId, ""]], !Not [!Equals [!Ref BedrockGuardrailVersion, ""]]]
+  HasGuardrailConfig:
+    !And [
+      !Not [!Equals [!Ref BedrockGuardrailId, ""]],
+      !Not [!Equals [!Ref BedrockGuardrailVersion, ""]],
+    ]
   HasPermissionsBoundary: !Not [!Equals [!Ref PermissionsBoundaryArn, ""]]
   HasAppSyncApi: !Not [!Equals [!Ref AppSyncApiArn, ""]]
 
 Resources:
-
   # JSON Schema which defines the structure of the pattern configuration settings
   # used by the UI to allow the configuration to be inspected and customized.
   # For BDA, this is a no-op, since project configuration is contained in BDA project settings.
@@ -230,42 +231,42 @@ Resources:
                       evaluation_method:
                         type: string
                         description: Evaluation Method
-                        enum: ["", "LLM", "SEMANTIC", "FUZZY", "NUMERIC_EXACT", "EXACT"]
+                        enum:
+                          [
+                            "",
+                            "LLM",
+                            "SEMANTIC",
+                            "FUZZY",
+                            "NUMERIC_EXACT",
+                            "EXACT",
+                          ]
                         order: 3
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "simple"
-                        }
+                        dependsOn: { field: "attributeType", value: "simple" }
                       evaluation_threshold:
                         type: number
                         description: Evaluation Threshold - used for SEMANTIC, and FUZZY methods
                         minimum: 0
                         maximum: 1
                         order: 5
-                        dependsOn: {
-                          field: "evaluation_method",
-                          values: ["SEMANTIC", "FUZZY"]
-                        }
+                        dependsOn:
+                          {
+                            field: "evaluation_method",
+                            values: ["SEMANTIC", "FUZZY"],
+                          }
                       confidence_threshold:
                         type: number
                         description: Confidence threshold for this specific attribute (0.0 to 1.0). If not set, the default confidence threshold from assessment section will be used.
                         minimum: 0
                         maximum: 1
                         order: 6
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "simple"
-                        }
+                        dependsOn: { field: "attributeType", value: "simple" }
                       # Group-specific properties
                       groupAttributes:
                         type: array
                         listLabel: Group Attributes
                         itemLabel: Attribute
                         order: 7
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "group"
-                        }
+                        dependsOn: { field: "attributeType", value: "group" }
                         items:
                           type: object
                           required:
@@ -283,7 +284,15 @@ Resources:
                             evaluation_method:
                               type: string
                               description: Evaluation Method
-                              enum: ["", "LLM", "SEMANTIC", "FUZZY", "NUMERIC_EXACT", "EXACT"]
+                              enum:
+                                [
+                                  "",
+                                  "LLM",
+                                  "SEMANTIC",
+                                  "FUZZY",
+                                  "NUMERIC_EXACT",
+                                  "EXACT",
+                                ]
                               order: 2
                             evaluation_threshold:
                               type: number
@@ -291,10 +300,11 @@ Resources:
                               minimum: 0
                               maximum: 1
                               order: 4
-                              dependsOn: {
-                                field: "evaluation_method",
-                                values: ["SEMANTIC", "FUZZY"]
-                              }
+                              dependsOn:
+                                {
+                                  field: "evaluation_method",
+                                  values: ["SEMANTIC", "FUZZY"],
+                                }
                             confidence_threshold:
                               type: number
                               description: Confidence threshold for this specific attribute (0.0 to 1.0). If not set, the default confidence threshold from assessment section will be used.
@@ -307,10 +317,7 @@ Resources:
                         type: object
                         sectionLabel: List Item Template
                         order: 8
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "list"
-                        }
+                        dependsOn: { field: "attributeType", value: "list" }
                         required:
                           - itemAttributes
                         properties:
@@ -340,7 +347,15 @@ Resources:
                                 evaluation_method:
                                   type: string
                                   description: Evaluation Method
-                                  enum: ["", "LLM", "SEMANTIC", "FUZZY", "NUMERIC_EXACT", "EXACT"]
+                                  enum:
+                                    [
+                                      "",
+                                      "LLM",
+                                      "SEMANTIC",
+                                      "FUZZY",
+                                      "NUMERIC_EXACT",
+                                      "EXACT",
+                                    ]
                                   order: 2
                                 evaluation_threshold:
                                   type: number
@@ -348,10 +363,11 @@ Resources:
                                   minimum: 0
                                   maximum: 1
                                   order: 4
-                                  dependsOn: {
-                                    field: "evaluation_method",
-                                    values: ["SEMANTIC", "FUZZY"]
-                                  }
+                                  dependsOn:
+                                    {
+                                      field: "evaluation_method",
+                                      values: ["SEMANTIC", "FUZZY"],
+                                    }
                                 confidence_threshold:
                                   type: number
                                   description: Confidence threshold for this specific attribute (0.0 to 1.0). If not set, the default confidence threshold from assessment section will be used.
@@ -377,7 +393,31 @@ Resources:
                   model:
                     type: string
                     description: Bedrock model ID
-                    enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                    enum:
+                      [
+                        "us.amazon.nova-lite-v1:0",
+                        "us.amazon.nova-pro-v1:0",
+                        "us.amazon.nova-premier-v1:0",
+                        "us.anthropic.claude-3-haiku-20240307-v1:0",
+                        "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                        "us.anthropic.claude-opus-4-20250514-v1:0",
+                        "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                        "eu.amazon.nova-lite-v1:0",
+                        "eu.amazon.nova-pro-v1:0",
+                        "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                        "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                      ]
                     order: 1
                   temperature:
                     type: number
@@ -429,7 +469,31 @@ Resources:
               model:
                 type: string
                 description: Bedrock model ID
-                enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                enum:
+                  [
+                    "us.amazon.nova-lite-v1:0",
+                    "us.amazon.nova-pro-v1:0",
+                    "us.amazon.nova-premier-v1:0",
+                    "us.anthropic.claude-3-haiku-20240307-v1:0",
+                    "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                    "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                    "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                    "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                    "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                    "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                    "us.anthropic.claude-opus-4-20250514-v1:0",
+                    "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                    "eu.amazon.nova-lite-v1:0",
+                    "eu.amazon.nova-pro-v1:0",
+                    "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                    "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                    "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                    "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                    "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                    "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                  ]
                 order: 1
               temperature:
                 type: number
@@ -472,7 +536,31 @@ Resources:
                   model_id:
                     type: string
                     description: Bedrock model ID for discovery without ground truth
-                    enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                    enum:
+                      [
+                        "us.amazon.nova-lite-v1:0",
+                        "us.amazon.nova-pro-v1:0",
+                        "us.amazon.nova-premier-v1:0",
+                        "us.anthropic.claude-3-haiku-20240307-v1:0",
+                        "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                        "us.anthropic.claude-opus-4-20250514-v1:0",
+                        "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                        "eu.amazon.nova-lite-v1:0",
+                        "eu.amazon.nova-pro-v1:0",
+                        "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                        "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                      ]
                     default: "us.amazon.nova-pro-v1:0"
                     order: 0
                   temperature:
@@ -506,7 +594,7 @@ Resources:
                     type: string
                     format: textarea
                     description: User prompt template for discovery without ground truth
-                    default: "This image contains forms data. Analyze the form line by line. Image may contains multiple pages, process all the pages. Form may contain multiple name value pair in one line. Extract all the names in the form including the name value pair which doesn't have value. Organize them into groups, extract field_name, data_type and field description. Field_name should be less than 60 characters, should not have space use '-' instead of space. field_description is a brief description of the field and the location of the field like box number or line number in the form and section of the form. Field_name should be unique within the group. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. Group the fields based on the section they are grouped in the form. Group should have attributeType as \"group\". If the group repeats, add an additional field groupType and set the value as \"Table\". Do not extract the values. Return the extracted data in JSON format."
+                    default: 'This image contains forms data. Analyze the form line by line. Image may contains multiple pages, process all the pages. Form may contain multiple name value pair in one line. Extract all the names in the form including the name value pair which doesn''t have value. Organize them into groups, extract field_name, data_type and field description. Field_name should be less than 60 characters, should not have space use ''-'' instead of space. field_description is a brief description of the field and the location of the field like box number or line number in the form and section of the form. Field_name should be unique within the group. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. Group the fields based on the section they are grouped in the form. Group should have attributeType as "group". If the group repeats, add an additional field groupType and set the value as "Table". Do not extract the values. Return the extracted data in JSON format.'
                     order: 5
               with_ground_truth:
                 order: 1
@@ -517,7 +605,31 @@ Resources:
                   model_id:
                     type: string
                     description: Bedrock model ID for discovery with ground truth
-                    enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                    enum:
+                      [
+                        "us.amazon.nova-lite-v1:0",
+                        "us.amazon.nova-pro-v1:0",
+                        "us.amazon.nova-premier-v1:0",
+                        "us.anthropic.claude-3-haiku-20240307-v1:0",
+                        "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                        "us.anthropic.claude-opus-4-20250514-v1:0",
+                        "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                        "eu.amazon.nova-lite-v1:0",
+                        "eu.amazon.nova-pro-v1:0",
+                        "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                        "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                      ]
                     default: "us.amazon.nova-pro-v1:0"
                     order: 0
                   temperature:
@@ -551,7 +663,7 @@ Resources:
                     type: string
                     format: textarea
                     description: User prompt template for discovery with ground truth (use {ground_truth_json} placeholder)
-                    default: "This image contains unstructured data. Analyze the data line by line using the provided ground truth as reference. <GROUND_TRUTH_REFERENCE>{ground_truth_json}</GROUND_TRUTH_REFERENCE> Ground truth reference JSON has the fields we are interested in extracting from the document/image. Use the ground truth to optimize field extraction. Match field names, data types, and groupings from the reference. Image may contain multiple pages, process all pages. Extract all field names including those without values. Do not change the group name and field name from ground truth in the extracted data json. Add field_description field for every field which will contain instruction to LLM to extract the field data from the image/document. Add data_type field for every field. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. If the group repeats and follows table format, add a special field group_type with value \"Table\" and description field for the group. Do not extract the values."
+                    default: 'This image contains unstructured data. Analyze the data line by line using the provided ground truth as reference. <GROUND_TRUTH_REFERENCE>{ground_truth_json}</GROUND_TRUTH_REFERENCE> Ground truth reference JSON has the fields we are interested in extracting from the document/image. Use the ground truth to optimize field extraction. Match field names, data types, and groupings from the reference. Image may contain multiple pages, process all pages. Extract all field names including those without values. Do not change the group name and field name from ground truth in the extracted data json. Add field_description field for every field which will contain instruction to LLM to extract the field data from the image/document. Add data_type field for every field. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. If the group repeats and follows table format, add a special field group_type with value "Table" and description field for the group. Do not extract the values.'
                     order: 5
               output_format:
                 order: 2
@@ -579,7 +691,16 @@ Resources:
                   model_id:
                     type: string
                     description: Model ID for the error analysis agent
-                    enum: ["anthropic.claude-3-sonnet-20240229-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0"]
+                    enum:
+                      [
+                        "anthropic.claude-3-sonnet-20240229-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                      ]
                     default: "us.anthropic.claude-sonnet-4-20250514-v1:0"
                     order: 0
                   system_prompt:
@@ -653,11 +774,15 @@ Resources:
       Default: !Ref ConfigurationDefaultS3Uri
       ConfigLibraryHash: !Ref ConfigLibraryHash
 
-
   DocumentProcessingStateMachine:
     Type: AWS::Serverless::StateMachine
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       Name: !Sub "${AWS::StackName}-DocumentProcessingWorkflow"
       DefinitionUri: statemachine/workflow.asl.json
       DefinitionSubstitutions:
@@ -675,7 +800,8 @@ Resources:
         Level: ALL
         IncludeExecutionData: true
         Destinations:
-          - CloudWatchLogsLogGroup: !GetAtt StateMachineLogGroup.Arn
+          - CloudWatchLogsLogGroup:
+              LogGroupArn: !GetAtt StateMachineLogGroup.Arn
       Tracing:
         Enabled: !Ref EnableXRayTracing
       Policies:
@@ -699,12 +825,13 @@ Resources:
     Type: AWS::Logs::LogGroup
     Properties:
       KmsKeyId: !Ref CustomerManagedEncryptionKeyArn
-      LogGroupName: !Sub "/aws/vendedlogs/states/${AWS::StackName}/workflow"  # required prefix
+      LogGroupName: !Sub "/aws/vendedlogs/states/${AWS::StackName}/workflow" # required prefix
       RetentionInDays: !Ref LogRetentionDays
 
   InvokeBDAFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -718,7 +845,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/bda_invoke_function/
       Handler: index.handler
       Runtime: python3.12
@@ -741,35 +873,36 @@ Resources:
         - S3CrudPolicy:
             BucketName: !Ref OutputBucket
         - DynamoDBCrudPolicy:
-           TableName: !Ref TrackingTable
+            TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          - Effect: Allow
-            Action: bedrock:InvokeDataAutomationAsync
-            Resource: 
-              - !Ref BDAProjectArn
-              - !Sub "arn:${AWS::Partition}:bedrock:*:${AWS::AccountId}:data-automation-profile/*.data-automation-v1"
-  
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
+            - Effect: Allow
+              Action:
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            - Effect: Allow
+              Action: bedrock:InvokeDataAutomationAsync
+              Resource:
+                - !Ref BDAProjectArn
+                - !Sub "arn:${AWS::Partition}:bedrock:*:${AWS::AccountId}:data-automation-profile/*.data-automation-v1"
+
   InvokeBDAFunctionLogGroup:
     Type: AWS::Logs::LogGroup
     Properties:
       KmsKeyId: !Ref CustomerManagedEncryptionKeyArn
       LogGroupName: !Sub "/${AWS::StackName}/lambda/InvokeBDAFunction"
       RetentionInDays: !Ref LogRetentionDays
-  
+
   BDADiscoveryFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -783,7 +916,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/bda_discovery_function/
       Handler: index.handler
       Runtime: python3.12
@@ -824,7 +962,7 @@ Resources:
         - Statement:
             - Effect: Allow
               Action: cloudwatch:PutMetricData
-              Resource: '*'
+              Resource: "*"
             - Effect: Allow
               Action:
                 - kms:Encrypt
@@ -861,6 +999,7 @@ Resources:
   ProcessResultsFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -870,11 +1009,16 @@ Resources:
           - id: W92
             reason: "Function does not require concurrent execution limits as it is designed to scale based on demand"
     # checkov:skip=CKV_AWS_116: "DLQ not required for this function as StepFunctions will handle retries"
-    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"    
+    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/processresults_function/
       Handler: index.handler
       Runtime: python3.12
@@ -886,7 +1030,7 @@ Resources:
           LOG_LEVEL: !Ref LogLevel
           APPSYNC_API_URL: !Ref AppSyncApiUrl
           TRACKING_TABLE: !Ref TrackingTable
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
           ENABLE_HITL: !Ref EnableHITL
           DB_NAME: !Ref BDAMetadataTable
           BDA_PROJECT_ARN: !Ref BDAProjectArn
@@ -910,45 +1054,44 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          # AppSync permissions for updating document status (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
-          - Effect: Allow
-            Action:
-              - sagemaker:StartHumanLoop
-            Resource: !Sub "arn:${AWS::Partition}:sagemaker:*:*:flow-definition/*"
-          - Effect: Allow
-            Action:
-              - ssm:GetParameter
-              - ssm:PutParameter
-              - ssm:GetParametersByPath
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - bedrock:GetDataAutomationProject
-              - bedrock:ListDataAutomationProjects
-              - bedrock:GetBlueprint
-              - bedrock:GetBlueprintRecommendation
-            Resource: '*'
-
-  
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            # AppSync permissions for updating document status (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
+            - Effect: Allow
+              Action:
+                - sagemaker:StartHumanLoop
+              Resource: !Sub "arn:${AWS::Partition}:sagemaker:*:*:flow-definition/*"
+            - Effect: Allow
+              Action:
+                - ssm:GetParameter
+                - ssm:PutParameter
+                - ssm:GetParametersByPath
+              Resource: "*"
+            - Effect: Allow
+              Action:
+                - bedrock:GetDataAutomationProject
+                - bedrock:ListDataAutomationProjects
+                - bedrock:GetBlueprint
+                - bedrock:GetBlueprintRecommendation
+              Resource: "*"
+
   ProcessResultsFunctionLogGroup:
     Type: AWS::Logs::LogGroup
     Properties:
@@ -959,6 +1102,7 @@ Resources:
   SummarizationFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -968,11 +1112,16 @@ Resources:
           - id: W92
             reason: "Function does not require concurrent execution limits as it is designed to scale based on demand"
     # checkov:skip=CKV_AWS_116: "DLQ not required for this function as StepFunctions will handle retries"
-    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"    
+    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/summarization_function/
       Handler: index.handler
       Runtime: python3.12
@@ -982,11 +1131,16 @@ Resources:
         Variables:
           METRIC_NAMESPACE: !Ref StackName
           CONFIGURATION_TABLE_NAME: !Ref ConfigurationTable
-          GUARDRAIL_ID_AND_VERSION: !If [HasGuardrailConfig, !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}", ""]
+          GUARDRAIL_ID_AND_VERSION:
+            !If [
+              HasGuardrailConfig,
+              !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}",
+              "",
+            ]
           LOG_LEVEL: !Ref LogLevel
           APPSYNC_API_URL: !Ref AppSyncApiUrl
           TRACKING_TABLE: !Ref TrackingTable
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
           WORKING_BUCKET: !Ref WorkingBucket
       LoggingConfig:
         LogGroup: !Ref SummarizationFunctionLogGroup
@@ -1003,37 +1157,37 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          # AppSync permissions for updating document status (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
-          - Effect: Allow
-            Action: bedrock:InvokeModel
-            Resource: 
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            # AppSync permissions for updating document status (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
+            - Effect: Allow
+              Action: bedrock:InvokeModel
+              Resource:
                 - !Sub "arn:${AWS::Partition}:bedrock:*::foundation-model/*"
                 - !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:inference-profile/*"
-          - !If
-            - HasGuardrailConfig
-            - Effect: Allow
-              Action: bedrock:ApplyGuardrail
-              Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
-            - !Ref AWS::NoValue
+            - !If
+              - HasGuardrailConfig
+              - Effect: Allow
+                Action: bedrock:ApplyGuardrail
+                Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
+              - !Ref AWS::NoValue
 
   SummarizationFunctionLogGroup:
     Type: AWS::Logs::LogGroup
@@ -1052,6 +1206,7 @@ Resources:
   BDACompletionFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -1064,7 +1219,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/bda_completion_function/
       Handler: index.handler
       Runtime: python3.12
@@ -1076,33 +1236,32 @@ Resources:
           METRIC_NAMESPACE: !Ref StackName
           LOG_LEVEL: !Ref LogLevel
       DeadLetterQueue:
-       Type: SQS
-       TargetArn: !GetAtt BDACompletionFunctionDLQ.Arn
+        Type: SQS
+        TargetArn: !GetAtt BDACompletionFunctionDLQ.Arn
       LoggingConfig:
         LogGroup: !Ref BDACompletionFunctionLogGroup
       Policies:
         - AWSLambdaBasicExecutionRole
         - DynamoDBReadPolicy:
-           TableName: !Ref TrackingTable
+            TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action: 
-              - states:SendTaskSuccess
-              - states:SendTaskFailure
-            Resource: !GetAtt DocumentProcessingStateMachine.Arn
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-
-  
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
+            - Effect: Allow
+              Action:
+                - states:SendTaskSuccess
+                - states:SendTaskFailure
+              Resource: !GetAtt DocumentProcessingStateMachine.Arn
+            - Effect: Allow
+              Action:
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+
   BDACompletionFunctionLogGroup:
     Type: AWS::Logs::LogGroup
     Properties:
@@ -1159,26 +1318,26 @@ Resources:
         SSEEnabled: true
         SSEType: KMS
         KMSMasterKeyId: !Ref CustomerManagedEncryptionKeyArn
-  
+
   #EventBridge Rule to check Human In the Loop Status change
   HITLEventRule:
     Type: AWS::Events::Rule
     Properties:
-      Description: 'Rule for SageMaker A2I HumanLoop Status Change'
+      Description: "Rule for SageMaker A2I HumanLoop Status Change"
       EventPattern:
         detail-type:
-          - 'SageMaker A2I HumanLoop Status Change'
+          - "SageMaker A2I HumanLoop Status Change"
         source:
-          - 'aws.sagemaker'
+          - "aws.sagemaker"
         detail:
           humanLoopStatus:
-            - 'Completed'
-            - 'Failed'
-            - 'Stopped'
-      State: 'ENABLED'
+            - "Completed"
+            - "Failed"
+            - "Stopped"
+      State: "ENABLED"
       Targets:
         - Arn: !GetAtt HITLProcessLambdaFunction.Arn
-          Id: 'HITLProcessLambdaTarget'
+          Id: "HITLProcessLambdaTarget"
 
   HITLProcessLambdaLogGroup:
     Type: AWS::Logs::LogGroup
@@ -1190,6 +1349,7 @@ Resources:
   HITLProcessLambdaFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -1203,7 +1363,12 @@ Resources:
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       Handler: index.lambda_handler
       LoggingConfig:
         LogGroup: !Ref HITLProcessLambdaLogGroup
@@ -1221,7 +1386,7 @@ Resources:
     Type: AWS::IAM::Role
     Properties:
       AssumeRolePolicyDocument:
-        Version: '2012-10-17'
+        Version: "2012-10-17"
         Statement:
           - Effect: Allow
             Principal:
@@ -1229,11 +1394,16 @@ Resources:
             Action: sts:AssumeRole
       ManagedPolicyArns:
         - !Sub "arn:${AWS::Partition}:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole"
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       Policies:
         - PolicyName: HITLProcessLambdaPolicy
           PolicyDocument:
-            Version: '2012-10-17'
+            Version: "2012-10-17"
             Statement:
               - Effect: Allow
                 Action:
@@ -1245,7 +1415,7 @@ Resources:
                   - dynamodb:DeleteItem
                   - dynamodb:Scan
                   - dynamodb:Query
-                Resource: !Sub 'arn:${AWS::Partition}:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${BDAMetadataTable}'
+                Resource: !Sub "arn:${AWS::Partition}:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${BDAMetadataTable}"
               - Effect: Allow
                 Action:
                   - dynamodb:PutItem
@@ -1256,7 +1426,7 @@ Resources:
                   - dynamodb:DeleteItem
                   - dynamodb:Scan
                   - dynamodb:Query
-                Resource: !Sub 'arn:${AWS::Partition}:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${TrackingTable}'
+                Resource: !Sub "arn:${AWS::Partition}:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${TrackingTable}"
               - Effect: Allow
                 Action:
                   - s3:GetObject
@@ -1274,7 +1444,7 @@ Resources:
                   - !Sub "arn:${AWS::Partition}:s3:::${OutputBucket}"
                   - !Sub "arn:${AWS::Partition}:s3:::${OutputBucket}/*"
               - Effect: Allow
-                Action: 
+                Action:
                   - states:SendTaskSuccess
                   - states:SendTaskFailure
                 Resource: !GetAtt DocumentProcessingStateMachine.Arn
@@ -1290,6 +1460,7 @@ Resources:
   HITLWaitFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -1303,7 +1474,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/hitl-wait-function/
       Handler: index.lambda_handler
       Runtime: python3.12
@@ -1327,14 +1503,14 @@ Resources:
         - S3ReadPolicy:
             BucketName: !Ref WorkingBucket
         - Statement:
-          - Effect: Allow
-            Action:
-              - kms:Decrypt
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-  
+            - Effect: Allow
+              Action:
+                - kms:Decrypt
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
+
   HITLWaitFunctionLogGroup:
     Type: AWS::Logs::LogGroup
     Properties:
@@ -1345,6 +1521,7 @@ Resources:
   HITLStatusUpdateFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -1360,7 +1537,12 @@ Resources:
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/hitl-status-update-function/
       Handler: index.handler
       Runtime: python3.12
@@ -1377,14 +1559,14 @@ Resources:
         - S3CrudPolicy:
             BucketName: !Ref WorkingBucket
         - Statement:
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
+            - Effect: Allow
+              Action:
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
 
   HITLStatusUpdateFunctionLogGroup:
     Type: AWS::Logs::LogGroup
@@ -1393,16 +1575,15 @@ Resources:
       LogGroupName: !Sub "/${AWS::StackName}/lambda/HITLStatusUpdateFunction"
       RetentionInDays: !Ref LogRetentionDays
 
-  #Event Bridge permissions to invoke Lambda function during HITL change 
+  #Event Bridge permissions to invoke Lambda function during HITL change
   EventBridgeInvokeLambdaPermission:
     Type: AWS::Lambda::Permission
     Properties:
       FunctionName: !Ref HITLProcessLambdaFunction
-      Action: 'lambda:InvokeFunction'
+      Action: "lambda:InvokeFunction"
       Principal: !Sub "events.${AWS::URLSuffix}"
       SourceArn: !GetAtt HITLEventRule.Arn
 
-
   Dashboard:
     Type: AWS::CloudWatch::Dashboard
     Properties:
@@ -1795,7 +1976,6 @@ Resources:
         }
 
 Outputs:
-
   # Outputs required by main template
 
   StateMachineName:
@@ -1805,7 +1985,7 @@ Outputs:
   StateMachineArn:
     Description: Step Functions State machine ARN
     Value: !GetAtt DocumentProcessingStateMachine.Arn
-  
+
   StateMachineLogGroup:
     Description: Step Functions State machine LogGroup
     Value: !Ref StateMachineLogGroup
diff --git a/patterns/pattern-2/buildspec.yml b/patterns/pattern-2/buildspec.yml
index 88d092134..1cf8a2fd3 100644
--- a/patterns/pattern-2/buildspec.yml
+++ b/patterns/pattern-2/buildspec.yml
@@ -23,31 +23,31 @@ phases:
       - export FUNCTION_hitl_status_update="patterns/pattern-2/src/hitl-status-update-function"
       - export FUNCTION_hitl_process="patterns/pattern-2/src/hitl-process-function"
       - export FUNCTION_summarization="patterns/pattern-2/src/summarization_function"
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_ocr -t $ECR_URI:ocr-function-$IMAGE_VERSION -t $ECR_URI:ocr-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_ocr --build-arg DEPENDENCY_GROUP=lambda-ocr -t $ECR_URI:ocr-function-$IMAGE_VERSION -t $ECR_URI:ocr-function --platform linux/arm64 --load .
       - docker push $ECR_URI:ocr-function-$IMAGE_VERSION
       - docker push $ECR_URI:ocr-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_classification -t $ECR_URI:classification-function-$IMAGE_VERSION -t $ECR_URI:classification-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_classification --build-arg DEPENDENCY_GROUP=lambda-classification -t $ECR_URI:classification-function-$IMAGE_VERSION -t $ECR_URI:classification-function --platform linux/arm64 --load .
       - docker push $ECR_URI:classification-function-$IMAGE_VERSION
       - docker push $ECR_URI:classification-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_extraction -t $ECR_URI:extraction-function-$IMAGE_VERSION -t $ECR_URI:extraction-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_extraction --build-arg DEPENDENCY_GROUP=lambda-extraction -t $ECR_URI:extraction-function-$IMAGE_VERSION -t $ECR_URI:extraction-function --platform linux/arm64 --load .
       - docker push $ECR_URI:extraction-function-$IMAGE_VERSION
       - docker push $ECR_URI:extraction-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_assessment -t $ECR_URI:assessment-function-$IMAGE_VERSION -t $ECR_URI:assessment-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_assessment --build-arg DEPENDENCY_GROUP=lambda-assessment -t $ECR_URI:assessment-function-$IMAGE_VERSION -t $ECR_URI:assessment-function --platform linux/arm64 --load .
       - docker push $ECR_URI:assessment-function-$IMAGE_VERSION
       - docker push $ECR_URI:assessment-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_processresults -t $ECR_URI:processresults-function-$IMAGE_VERSION -t $ECR_URI:processresults-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_processresults --build-arg DEPENDENCY_GROUP=lambda-process-results -t $ECR_URI:processresults-function-$IMAGE_VERSION -t $ECR_URI:processresults-function --platform linux/arm64 --load .
       - docker push $ECR_URI:processresults-function-$IMAGE_VERSION
       - docker push $ECR_URI:processresults-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_hitl_wait -t $ECR_URI:hitl-wait-function-$IMAGE_VERSION -t $ECR_URI:hitl-wait-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_hitl_wait --build-arg DEPENDENCY_GROUP=lambda-hitl -t $ECR_URI:hitl-wait-function-$IMAGE_VERSION -t $ECR_URI:hitl-wait-function --platform linux/arm64 --load .
       - docker push $ECR_URI:hitl-wait-function-$IMAGE_VERSION
       - docker push $ECR_URI:hitl-wait-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_hitl_status_update -t $ECR_URI:hitl-status-update-function-$IMAGE_VERSION -t $ECR_URI:hitl-status-update-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_hitl_status_update --build-arg DEPENDENCY_GROUP=lambda-hitl -t $ECR_URI:hitl-status-update-function-$IMAGE_VERSION -t $ECR_URI:hitl-status-update-function --platform linux/arm64 --load .
       - docker push $ECR_URI:hitl-status-update-function-$IMAGE_VERSION
       - docker push $ECR_URI:hitl-status-update-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_hitl_process -t $ECR_URI:hitl-process-function-$IMAGE_VERSION -t $ECR_URI:hitl-process-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_hitl_process --build-arg DEPENDENCY_GROUP=lambda-hitl -t $ECR_URI:hitl-process-function-$IMAGE_VERSION -t $ECR_URI:hitl-process-function --platform linux/arm64 --load .
       - docker push $ECR_URI:hitl-process-function-$IMAGE_VERSION
       - docker push $ECR_URI:hitl-process-function
-      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_summarization -t $ECR_URI:summarization-function-$IMAGE_VERSION -t $ECR_URI:summarization-function --platform linux/arm64 --load .
+      - docker buildx build -f Dockerfile.optimized --build-arg FUNCTION_PATH=$FUNCTION_summarization --build-arg DEPENDENCY_GROUP=lambda-summarization -t $ECR_URI:summarization-function-$IMAGE_VERSION -t $ECR_URI:summarization-function --platform linux/arm64 --load .
       - docker push $ECR_URI:summarization-function-$IMAGE_VERSION
       - docker push $ECR_URI:summarization-function
   post_build:
diff --git a/patterns/pattern-2/src/assessment_function/requirements.txt b/patterns/pattern-2/src/assessment_function/requirements.txt
deleted file mode 100644
index 304d857ec..000000000
--- a/patterns/pattern-2/src/assessment_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[assessment,docs_service]  # assessment module and document service with dependencies
diff --git a/patterns/pattern-2/src/classification_function/requirements.txt b/patterns/pattern-2/src/classification_function/requirements.txt
deleted file mode 100644
index 2bfefc157..000000000
--- a/patterns/pattern-2/src/classification_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[classification,docs_service]  # classification module and document service with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-2/src/extraction_function/requirements.txt b/patterns/pattern-2/src/extraction_function/requirements.txt
deleted file mode 100644
index e9aff69dc..000000000
--- a/patterns/pattern-2/src/extraction_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[extraction,docs_service,agentic-extraction]  # extraction module and document service with dependencies
diff --git a/patterns/pattern-2/src/hitl-process-function/requirements.txt b/patterns/pattern-2/src/hitl-process-function/requirements.txt
deleted file mode 100644
index aef35a141..000000000
--- a/patterns/pattern-2/src/hitl-process-function/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-boto3>=1.34.0
-botocore>=1.34.0
diff --git a/patterns/pattern-2/src/hitl-status-update-function/requirements.txt b/patterns/pattern-2/src/hitl-status-update-function/requirements.txt
deleted file mode 100644
index aef35a141..000000000
--- a/patterns/pattern-2/src/hitl-status-update-function/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-boto3>=1.34.0
-botocore>=1.34.0
diff --git a/patterns/pattern-2/src/hitl-wait-function/requirements.txt b/patterns/pattern-2/src/hitl-wait-function/requirements.txt
deleted file mode 100644
index f18fb007e..000000000
--- a/patterns/pattern-2/src/hitl-wait-function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg  # common utilities package
\ No newline at end of file
diff --git a/patterns/pattern-2/src/ocr_function/Makefile b/patterns/pattern-2/src/ocr_function/Makefile
new file mode 100644
index 000000000..0f0f46332
--- /dev/null
+++ b/patterns/pattern-2/src/ocr_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for OCRFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-OCRFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-ocr -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-OCRFunction
diff --git a/patterns/pattern-2/src/ocr_function/requirements.txt b/patterns/pattern-2/src/ocr_function/requirements.txt
deleted file mode 100644
index 9296e18a5..000000000
--- a/patterns/pattern-2/src/ocr_function/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-../../lib/idp_common_pkg[ocr,docs_service]  # OCR module and document service with dependencies
-numpy>=1.24.0,<2.0.0  # Pin numpy to stable version
-pandas>=1.5.0,<3.0.0  # Pin pandas to stable version
\ No newline at end of file
diff --git a/patterns/pattern-2/src/processresults_function/requirements.txt b/patterns/pattern-2/src/processresults_function/requirements.txt
deleted file mode 100644
index c39c09e6d..000000000
--- a/patterns/pattern-2/src/processresults_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[core,docs_service]  # core utilities and document service with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-2/src/summarization_function/requirements.txt b/patterns/pattern-2/src/summarization_function/requirements.txt
deleted file mode 100644
index d3b835192..000000000
--- a/patterns/pattern-2/src/summarization_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[summarization,docs_service]  # summarization and AppSync modules with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-2/template.yaml b/patterns/pattern-2/template.yaml
index e818f820d..f18c9f876 100644
--- a/patterns/pattern-2/template.yaml
+++ b/patterns/pattern-2/template.yaml
@@ -255,7 +255,7 @@ Resources:
             Value: !Ref ImageVersion
           - Name: AWS_REGION
             Value: !Ref AWS::Region
-      TimeoutInMinutes: 90
+      TimeoutInMinutes: 15
 
   Pattern2CodeBuildExecutionRole:
     Type: AWS::IAM::Role
@@ -329,6 +329,7 @@ Resources:
   Pattern2CodeBuildTrigger:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -2419,7 +2420,8 @@ Resources:
         Level: ALL
         IncludeExecutionData: true
         Destinations:
-          - CloudWatchLogsLogGroup: !GetAtt StateMachineLogGroup.Arn
+          - CloudWatchLogsLogGroup:
+              LogGroupArn: !GetAtt StateMachineLogGroup.Arn
       Tracing:
         Enabled: !Ref EnableXRayTracing
       Policies:
diff --git a/patterns/pattern-3/fine-tune-sm-udop-classification/code/requirements.txt b/patterns/pattern-3/fine-tune-sm-udop-classification/code/requirements.txt
index 2011c576e..181253d60 100644
--- a/patterns/pattern-3/fine-tune-sm-udop-classification/code/requirements.txt
+++ b/patterns/pattern-3/fine-tune-sm-udop-classification/code/requirements.txt
@@ -1,5 +1,13 @@
+# SageMaker Training Job Dependencies
+# =====================================
+# This file is used by SageMaker training jobs (not Lambda).
+# SageMaker automatically installs these dependencies in the training container.
+# See: sagemaker_train.py (uses source_dir="./code")
+#
+# DO NOT convert to dependency groups - SageMaker requires requirements.txt
+
 transformers>=4.53.0
 lightning
 sentencepiece
 protobuf
-amazon-textract-textractor
\ No newline at end of file
+amazon-textract-textractor
diff --git a/patterns/pattern-3/fine-tune-sm-udop-classification/requirements.txt b/patterns/pattern-3/fine-tune-sm-udop-classification/requirements.txt
index 2c84778c0..1bd16271c 100644
--- a/patterns/pattern-3/fine-tune-sm-udop-classification/requirements.txt
+++ b/patterns/pattern-3/fine-tune-sm-udop-classification/requirements.txt
@@ -1,2 +1,13 @@
+# Local Development Dependencies for UDOP Fine-Tuning Scripts
+# ==============================================================
+# This file is for LOCAL development (generate_demo_data.py, sagemaker_train.py, etc.)
+# Not used by SageMaker - see code/requirements.txt for training job dependencies
+#
+# Installation:
+#   uv sync --group udop-finetuning-dev
+#
+# Or install from this file:
+#   uv pip install -r requirements.txt
+
 pillow
-dataset
\ No newline at end of file
+datasets
diff --git a/patterns/pattern-3/src/assessment_function/Makefile b/patterns/pattern-3/src/assessment_function/Makefile
new file mode 100644
index 000000000..4d567d788
--- /dev/null
+++ b/patterns/pattern-3/src/assessment_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for AssessmentFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-AssessmentFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-assessment -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-AssessmentFunction
diff --git a/patterns/pattern-3/src/assessment_function/requirements.txt b/patterns/pattern-3/src/assessment_function/requirements.txt
deleted file mode 100644
index 304d857ec..000000000
--- a/patterns/pattern-3/src/assessment_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[assessment,docs_service]  # assessment module and document service with dependencies
diff --git a/patterns/pattern-3/src/classification_function/Makefile b/patterns/pattern-3/src/classification_function/Makefile
new file mode 100644
index 000000000..a732a0747
--- /dev/null
+++ b/patterns/pattern-3/src/classification_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ClassificationFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-ClassificationFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-classification -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ClassificationFunction
diff --git a/patterns/pattern-3/src/classification_function/requirements.txt b/patterns/pattern-3/src/classification_function/requirements.txt
deleted file mode 100644
index 2bfefc157..000000000
--- a/patterns/pattern-3/src/classification_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[classification,docs_service]  # classification module and document service with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-3/src/extraction_function/Makefile b/patterns/pattern-3/src/extraction_function/Makefile
new file mode 100644
index 000000000..820399303
--- /dev/null
+++ b/patterns/pattern-3/src/extraction_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ExtractionFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-ExtractionFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-extraction -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ExtractionFunction
diff --git a/patterns/pattern-3/src/extraction_function/requirements.txt b/patterns/pattern-3/src/extraction_function/requirements.txt
deleted file mode 100644
index f4fdd9ead..000000000
--- a/patterns/pattern-3/src/extraction_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[extraction,docs_service]  # extraction module and document service with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-3/src/ocr_function/Makefile b/patterns/pattern-3/src/ocr_function/Makefile
new file mode 100644
index 000000000..0f0f46332
--- /dev/null
+++ b/patterns/pattern-3/src/ocr_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for OCRFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-OCRFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-ocr -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-OCRFunction
diff --git a/patterns/pattern-3/src/ocr_function/requirements.txt b/patterns/pattern-3/src/ocr_function/requirements.txt
deleted file mode 100644
index d88279280..000000000
--- a/patterns/pattern-3/src/ocr_function/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-../../lib/idp_common_pkg[ocr,docs_service]  # OCR module and document service with dependencies
-numpy>=1.24.0,<2.0.0  # Pin numpy to stable version
-pandas>=1.5.0,<3.0.0  # Pin pandas to stable version
diff --git a/patterns/pattern-3/src/processresults_function/Makefile b/patterns/pattern-3/src/processresults_function/Makefile
new file mode 100644
index 000000000..d89abc1d6
--- /dev/null
+++ b/patterns/pattern-3/src/processresults_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ProcessResultsFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-ProcessResultsFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-process-results -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ProcessResultsFunction
diff --git a/patterns/pattern-3/src/processresults_function/requirements.txt b/patterns/pattern-3/src/processresults_function/requirements.txt
deleted file mode 100644
index c39c09e6d..000000000
--- a/patterns/pattern-3/src/processresults_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[core,docs_service]  # core utilities and document service with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-3/src/summarization_function/Makefile b/patterns/pattern-3/src/summarization_function/Makefile
new file mode 100644
index 000000000..fb4dbea6b
--- /dev/null
+++ b/patterns/pattern-3/src/summarization_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for SummarizationFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../../)
+
+build-SummarizationFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-summarization -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-SummarizationFunction
diff --git a/patterns/pattern-3/src/summarization_function/requirements.txt b/patterns/pattern-3/src/summarization_function/requirements.txt
deleted file mode 100644
index d3b835192..000000000
--- a/patterns/pattern-3/src/summarization_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/idp_common_pkg[summarization,docs_service]  # summarization and AppSync modules with dependencies
\ No newline at end of file
diff --git a/patterns/pattern-3/template.yaml b/patterns/pattern-3/template.yaml
index f4465883b..6305b9c70 100644
--- a/patterns/pattern-3/template.yaml
+++ b/patterns/pattern-3/template.yaml
@@ -1,20 +1,18 @@
 # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
 # SPDX-License-Identifier: MIT-0
 
-
-AWSTemplateFormatVersion: '2010-09-09'
+AWSTemplateFormatVersion: "2010-09-09"
 Transform: AWS::Serverless-2016-10-31
 Description: AWS GenAI IDP Accelerator - resources for IDP Pattern 3 (UDOP)
 
 Parameters:
-
   StackName:
     Type: String
 
   EnableXRayTracing:
     Type: String
-    Default: 'false'
-    AllowedValues: ['true', 'false']
+    Default: "false"
+    AllowedValues: ["true", "false"]
     Description: Enable X-Ray tracing
 
   InputBucket:
@@ -37,7 +35,7 @@ Parameters:
 
   LogRetentionDays:
     Type: Number
-  
+
   LogLevel:
     Type: String
     Default: WARN
@@ -48,7 +46,7 @@ Parameters:
       - ERROR
       - CRITICAL
     Description: Default logging level for all Lambda functions
-  
+
   ExecutionTimeThresholdMs:
     Type: Number
     Default: 30000
@@ -57,28 +55,27 @@ Parameters:
     Type: String
     AllowedPattern: "^(|s3://.*)$"
 
-
   UpdateConfigurationFunctionArn:
     Type: String
-  
+
   ConfigurationTable:
     Type: String
-    
+
   AppSyncApiUrl:
     Type: String
     Default: ""
     Description: The AppSync API URL for status updates
-    
+
   AppSyncApiArn:
     Type: String
     Default: ""
     Description: The AppSync API ARN for IAM permissions
-    
+
   BedrockGuardrailId:
     Type: String
     Default: ""
     Description: "Optionally provide the Id (not name) of an existing Bedrock Guardrail to be used for Bedrock interactions"
-    
+
   BedrockGuardrailVersion:
     Type: String
     Default: ""
@@ -121,13 +118,16 @@ Parameters:
     Description: "SageMaker A2I Review Portal URL for HITL workflows"
 
 Conditions:
-  HasGuardrailConfig: !And [!Not [!Equals [!Ref BedrockGuardrailId, ""]], !Not [!Equals [!Ref BedrockGuardrailVersion, ""]]]
+  HasGuardrailConfig:
+    !And [
+      !Not [!Equals [!Ref BedrockGuardrailId, ""]],
+      !Not [!Equals [!Ref BedrockGuardrailVersion, ""]],
+    ]
   HasPermissionsBoundary: !Not [!Equals [!Ref PermissionsBoundaryArn, ""]]
   HasAppSyncApi: !Not [!Equals [!Ref AppSyncApiArn, ""]]
   IsHITLEnabled: !Equals [!Ref EnableHITL, "true"]
 
 Resources:
-
   SAGEMAKERCLASSIFIERSTACK:
     Type: AWS::CloudFormation::Stack
     Properties:
@@ -204,7 +204,7 @@ Resources:
               model_id:
                 type: string
                 description: "Bedrock model ID (only used if backend is 'bedrock')"
-                enum: 
+                enum:
                   - "us.amazon.nova-lite-v1:0"
                   - "us.amazon.nova-pro-v1:0"
                   - "us.amazon.nova-premier-v1:0"
@@ -228,47 +228,35 @@ Resources:
                   - "eu.anthropic.claude-sonnet-4-5-20250929-v1:0"
                   - "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"
                 order: 2
-                dependsOn: {
-                  field: "backend",
-                  value: "bedrock"
-                }
+                dependsOn: { field: "backend", value: "bedrock" }
               system_prompt:
                 type: string
                 description: "System prompt for Bedrock OCR (only used if backend is 'bedrock')"
                 default: "You are an expert OCR system. Extract all text from the provided image accurately, preserving layout where possible."
                 order: 3
-                dependsOn: {
-                  field: "backend",
-                  value: "bedrock"
-                }
+                dependsOn: { field: "backend", value: "bedrock" }
               task_prompt:
                 type: string
                 description: "Task prompt for Bedrock OCR (only used if backend is 'bedrock')"
                 default: "Extract all text from this document image. Preserve the layout, including paragraphs, tables, and formatting."
                 order: 4
-                dependsOn: {
-                  field: "backend",
-                  value: "bedrock"
-                }
+                dependsOn: { field: "backend", value: "bedrock" }
               features:
-                  type: array
-                  listLabel: "Textract Features"
-                  itemLabel: "Feature"
-                  description: "Textract features (only used if backend is 'textract')"
-                  order: 5
-                  dependsOn: {
-                    field: "backend",
-                    values: ["textract"]
-                  }
-                  items:
-                    type: object
-                    required:
-                      - name
-                    properties:
-                      name:
-                        type: string
-                        description: "Feature - select one of the supported OCR feature types"
-                        enum: ["TABLES", "FORMS", "SIGNATURES", "LAYOUT"]
+                type: array
+                listLabel: "Textract Features"
+                itemLabel: "Feature"
+                description: "Textract features (only used if backend is 'textract')"
+                order: 5
+                dependsOn: { field: "backend", values: ["textract"] }
+                items:
+                  type: object
+                  required:
+                    - name
+                  properties:
+                    name:
+                      type: string
+                      description: "Feature - select one of the supported OCR feature types"
+                      enum: ["TABLES", "FORMS", "SIGNATURES", "LAYOUT"]
           classes:
             order: 2
             type: array
@@ -346,42 +334,42 @@ Resources:
                       evaluation_method:
                         type: string
                         description: Evaluation Method
-                        enum: ["", "LLM", "SEMANTIC", "FUZZY", "NUMERIC_EXACT", "EXACT"]
+                        enum:
+                          [
+                            "",
+                            "LLM",
+                            "SEMANTIC",
+                            "FUZZY",
+                            "NUMERIC_EXACT",
+                            "EXACT",
+                          ]
                         order: 3
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "simple"
-                        }
+                        dependsOn: { field: "attributeType", value: "simple" }
                       evaluation_threshold:
                         type: number
                         description: Evaluation Threshold - used for SEMANTIC, and FUZZY methods
                         minimum: 0
                         maximum: 1
                         order: 5
-                        dependsOn: {
-                          field: "evaluation_method",
-                          values: ["SEMANTIC", "FUZZY"]
-                        }
+                        dependsOn:
+                          {
+                            field: "evaluation_method",
+                            values: ["SEMANTIC", "FUZZY"],
+                          }
                       confidence_threshold:
                         type: number
                         description: Confidence threshold for this specific attribute (0.0 to 1.0). If not set, the default confidence threshold from assessment section will be used.
                         minimum: 0
                         maximum: 1
                         order: 6
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "simple"
-                        }
+                        dependsOn: { field: "attributeType", value: "simple" }
                       # Group-specific properties
                       groupAttributes:
                         type: array
                         listLabel: Group Attributes
                         itemLabel: Attribute
                         order: 7
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "group"
-                        }
+                        dependsOn: { field: "attributeType", value: "group" }
                         items:
                           type: object
                           required:
@@ -399,7 +387,15 @@ Resources:
                             evaluation_method:
                               type: string
                               description: Evaluation Method
-                              enum: ["", "LLM", "SEMANTIC", "FUZZY", "NUMERIC_EXACT", "EXACT"]
+                              enum:
+                                [
+                                  "",
+                                  "LLM",
+                                  "SEMANTIC",
+                                  "FUZZY",
+                                  "NUMERIC_EXACT",
+                                  "EXACT",
+                                ]
                               order: 2
                             evaluation_threshold:
                               type: number
@@ -407,10 +403,11 @@ Resources:
                               minimum: 0
                               maximum: 1
                               order: 4
-                              dependsOn: {
-                                field: "evaluation_method",
-                                values: ["SEMANTIC", "FUZZY"]
-                              }
+                              dependsOn:
+                                {
+                                  field: "evaluation_method",
+                                  values: ["SEMANTIC", "FUZZY"],
+                                }
                             confidence_threshold:
                               type: number
                               description: Confidence threshold for this specific attribute (0.0 to 1.0). If not set, the default confidence threshold from assessment section will be used.
@@ -423,16 +420,13 @@ Resources:
                         type: object
                         sectionLabel: List Item Template
                         order: 8
-                        dependsOn: {
-                          field: "attributeType",
-                          value: "list"
-                        }
+                        dependsOn: { field: "attributeType", value: "list" }
                         required:
                           - itemAttributes
                         properties:
                           itemDescription:
                             type: string
-                            description: Description of each list item. Instruct the LLM how to identify the list item (e.g. a transaction in a bank statement). 
+                            description: Description of each list item. Instruct the LLM how to identify the list item (e.g. a transaction in a bank statement).
                             order: 0
                           itemAttributes:
                             type: array
@@ -456,7 +450,15 @@ Resources:
                                 evaluation_method:
                                   type: string
                                   description: Evaluation Method
-                                  enum: ["", "LLM", "SEMANTIC", "FUZZY", "NUMERIC_EXACT", "EXACT"]
+                                  enum:
+                                    [
+                                      "",
+                                      "LLM",
+                                      "SEMANTIC",
+                                      "FUZZY",
+                                      "NUMERIC_EXACT",
+                                      "EXACT",
+                                    ]
                                   order: 2
                                 evaluation_threshold:
                                   type: number
@@ -464,10 +466,11 @@ Resources:
                                   minimum: 0
                                   maximum: 1
                                   order: 4
-                                  dependsOn: {
-                                    field: "evaluation_method",
-                                    values: ["SEMANTIC", "FUZZY"]
-                                  }
+                                  dependsOn:
+                                    {
+                                      field: "evaluation_method",
+                                      values: ["SEMANTIC", "FUZZY"],
+                                    }
                                 confidence_threshold:
                                   type: number
                                   description: Confidence threshold for this specific attribute (0.0 to 1.0). If not set, the default confidence threshold from assessment section will be used.
@@ -512,7 +515,7 @@ Resources:
               model:
                 type: string
                 description: Model identifier
-                enum: 
+                enum:
                   - "us.amazon.nova-lite-v1:0"
                   - "us.amazon.nova-pro-v1:0"
                   - "us.amazon.nova-premier-v1:0"
@@ -613,10 +616,7 @@ Resources:
                     maximum: 20
                     default: 4
                     order: 1
-                    dependsOn: {
-                      field: "enabled",
-                      value: true
-                    }
+                    dependsOn: { field: "enabled", value: true }
                   simple_batch_size:
                     type: integer
                     description: Number of simple attributes to group together in each assessment task. Smaller batches provide more focused assessments.
@@ -624,10 +624,7 @@ Resources:
                     maximum: 10
                     default: 3
                     order: 2
-                    dependsOn: {
-                      field: "enabled",
-                      value: true
-                    }
+                    dependsOn: { field: "enabled", value: true }
                   list_batch_size:
                     type: integer
                     description: Number of list items to process in each assessment task. Usually 1 for best accuracy, can be increased for speed.
@@ -635,10 +632,7 @@ Resources:
                     maximum: 5
                     default: 1
                     order: 3
-                    dependsOn: {
-                      field: "enabled",
-                      value: true
-                    }
+                    dependsOn: { field: "enabled", value: true }
               default_confidence_threshold:
                 type: number
                 description: Default confidence threshold for all attributes (0.0 to 1.0). If an attribute doesn't have its own threshold, this default will be used for confidence threshold alerts.
@@ -648,7 +642,31 @@ Resources:
               model:
                 type: string
                 description: Bedrock model ID
-                enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                enum:
+                  [
+                    "us.amazon.nova-lite-v1:0",
+                    "us.amazon.nova-pro-v1:0",
+                    "us.amazon.nova-premier-v1:0",
+                    "us.anthropic.claude-3-haiku-20240307-v1:0",
+                    "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                    "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                    "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                    "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                    "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                    "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                    "us.anthropic.claude-opus-4-20250514-v1:0",
+                    "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                    "eu.amazon.nova-lite-v1:0",
+                    "eu.amazon.nova-pro-v1:0",
+                    "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                    "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                    "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                    "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                    "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                    "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                  ]
                 order: 3
               temperature:
                 type: number
@@ -689,7 +707,31 @@ Resources:
               model:
                 type: string
                 description: Bedrock model ID
-                enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                enum:
+                  [
+                    "us.amazon.nova-lite-v1:0",
+                    "us.amazon.nova-pro-v1:0",
+                    "us.amazon.nova-premier-v1:0",
+                    "us.anthropic.claude-3-haiku-20240307-v1:0",
+                    "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                    "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                    "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                    "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                    "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                    "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                    "us.anthropic.claude-opus-4-20250514-v1:0",
+                    "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                    "eu.amazon.nova-lite-v1:0",
+                    "eu.amazon.nova-pro-v1:0",
+                    "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                    "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                    "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                    "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                    "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                    "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                  ]
                 order: 1
               temperature:
                 type: number
@@ -733,7 +775,31 @@ Resources:
                   model:
                     type: string
                     description: Bedrock model ID
-                    enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                    enum:
+                      [
+                        "us.amazon.nova-lite-v1:0",
+                        "us.amazon.nova-pro-v1:0",
+                        "us.amazon.nova-premier-v1:0",
+                        "us.anthropic.claude-3-haiku-20240307-v1:0",
+                        "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                        "us.anthropic.claude-opus-4-20250514-v1:0",
+                        "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                        "eu.amazon.nova-lite-v1:0",
+                        "eu.amazon.nova-pro-v1:0",
+                        "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                        "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                      ]
                     order: 1
                   temperature:
                     type: number
@@ -778,7 +844,31 @@ Resources:
                   model_id:
                     type: string
                     description: Bedrock model ID for discovery without ground truth
-                    enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                    enum:
+                      [
+                        "us.amazon.nova-lite-v1:0",
+                        "us.amazon.nova-pro-v1:0",
+                        "us.amazon.nova-premier-v1:0",
+                        "us.anthropic.claude-3-haiku-20240307-v1:0",
+                        "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                        "us.anthropic.claude-opus-4-20250514-v1:0",
+                        "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                        "eu.amazon.nova-lite-v1:0",
+                        "eu.amazon.nova-pro-v1:0",
+                        "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                        "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                      ]
                     default: "us.amazon.nova-pro-v1:0"
                     order: 0
                   temperature:
@@ -812,7 +902,7 @@ Resources:
                     type: string
                     format: textarea
                     description: User prompt template for discovery without ground truth
-                    default: "This image contains forms data. Analyze the form line by line. Image may contains multiple pages, process all the pages. Form may contain multiple name value pair in one line. Extract all the names in the form including the name value pair which doesn't have value. Organize them into groups, extract field_name, data_type and field description. Field_name should be less than 60 characters, should not have space use '-' instead of space. field_description is a brief description of the field and the location of the field like box number or line number in the form and section of the form. Field_name should be unique within the group. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. Group the fields based on the section they are grouped in the form. Group should have attributeType as \"group\". If the group repeats, add an additional field groupType and set the value as \"Table\". Do not extract the values. Return the extracted data in JSON format."
+                    default: 'This image contains forms data. Analyze the form line by line. Image may contains multiple pages, process all the pages. Form may contain multiple name value pair in one line. Extract all the names in the form including the name value pair which doesn''t have value. Organize them into groups, extract field_name, data_type and field description. Field_name should be less than 60 characters, should not have space use ''-'' instead of space. field_description is a brief description of the field and the location of the field like box number or line number in the form and section of the form. Field_name should be unique within the group. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. Group the fields based on the section they are grouped in the form. Group should have attributeType as "group". If the group repeats, add an additional field groupType and set the value as "Table". Do not extract the values. Return the extracted data in JSON format.'
                     order: 5
               with_ground_truth:
                 order: 1
@@ -823,7 +913,31 @@ Resources:
                   model_id:
                     type: string
                     description: Bedrock model ID for discovery with ground truth
-                    enum: ["us.amazon.nova-lite-v1:0", "us.amazon.nova-pro-v1:0", "us.amazon.nova-premier-v1:0", "us.anthropic.claude-3-haiku-20240307-v1:0", "us.anthropic.claude-haiku-4-5-20251001-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0:1m", "us.anthropic.claude-sonnet-4-5-20250929-v1:0", "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m", "us.anthropic.claude-opus-4-20250514-v1:0", "us.anthropic.claude-opus-4-1-20250805-v1:0", "eu.amazon.nova-lite-v1:0", "eu.amazon.nova-pro-v1:0", "eu.anthropic.claude-3-haiku-20240307-v1:0", "eu.anthropic.claude-haiku-4-5-20251001-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0",  "eu.anthropic.claude-sonnet-4-5-20250929-v1:0", "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m"]
+                    enum:
+                      [
+                        "us.amazon.nova-lite-v1:0",
+                        "us.amazon.nova-pro-v1:0",
+                        "us.amazon.nova-premier-v1:0",
+                        "us.anthropic.claude-3-haiku-20240307-v1:0",
+                        "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0:1m",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "us.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                        "us.anthropic.claude-opus-4-20250514-v1:0",
+                        "us.anthropic.claude-opus-4-1-20250805-v1:0",
+                        "eu.amazon.nova-lite-v1:0",
+                        "eu.amazon.nova-pro-v1:0",
+                        "eu.anthropic.claude-3-haiku-20240307-v1:0",
+                        "eu.anthropic.claude-haiku-4-5-20251001-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0",
+                        "eu.anthropic.claude-sonnet-4-5-20250929-v1:0:1m",
+                      ]
                     default: "us.amazon.nova-pro-v1:0"
                     order: 0
                   temperature:
@@ -857,7 +971,7 @@ Resources:
                     type: string
                     format: textarea
                     description: User prompt template for discovery with ground truth (use {ground_truth_json} placeholder)
-                    default: "This image contains unstructured data. Analyze the data line by line using the provided ground truth as reference. <GROUND_TRUTH_REFERENCE>{ground_truth_json}</GROUND_TRUTH_REFERENCE> Ground truth reference JSON has the fields we are interested in extracting from the document/image. Use the ground truth to optimize field extraction. Match field names, data types, and groupings from the reference. Image may contain multiple pages, process all pages. Extract all field names including those without values. Do not change the group name and field name from ground truth in the extracted data json. Add field_description field for every field which will contain instruction to LLM to extract the field data from the image/document. Add data_type field for every field. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. If the group repeats and follows table format, add a special field group_type with value \"Table\" and description field for the group. Do not extract the values."
+                    default: 'This image contains unstructured data. Analyze the data line by line using the provided ground truth as reference. <GROUND_TRUTH_REFERENCE>{ground_truth_json}</GROUND_TRUTH_REFERENCE> Ground truth reference JSON has the fields we are interested in extracting from the document/image. Use the ground truth to optimize field extraction. Match field names, data types, and groupings from the reference. Image may contain multiple pages, process all pages. Extract all field names including those without values. Do not change the group name and field name from ground truth in the extracted data json. Add field_description field for every field which will contain instruction to LLM to extract the field data from the image/document. Add data_type field for every field. Add two fields document_class and document_description. For document_class generate a short name based on the document content like W4, I-9, Paystub. For document_description generate a description about the document in less than 50 words. If the group repeats and follows table format, add a special field group_type with value "Table" and description field for the group. Do not extract the values.'
                     order: 5
               output_format:
                 order: 2
@@ -885,7 +999,16 @@ Resources:
                   model_id:
                     type: string
                     description: Model ID for the error analysis agent
-                    enum: ["anthropic.claude-3-sonnet-20240229-v1:0", "us.anthropic.claude-3-5-sonnet-20241022-v2:0", "us.anthropic.claude-3-7-sonnet-20250219-v1:0", "us.anthropic.claude-sonnet-4-20250514-v1:0", "eu.anthropic.claude-3-5-sonnet-20241022-v2:0", "eu.anthropic.claude-3-7-sonnet-20250219-v1:0", "eu.anthropic.claude-sonnet-4-20250514-v1:0"]
+                    enum:
+                      [
+                        "anthropic.claude-3-sonnet-20240229-v1:0",
+                        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "us.anthropic.claude-sonnet-4-20250514-v1:0",
+                        "eu.anthropic.claude-3-5-sonnet-20241022-v2:0",
+                        "eu.anthropic.claude-3-7-sonnet-20250219-v1:0",
+                        "eu.anthropic.claude-sonnet-4-20250514-v1:0",
+                      ]
                     default: "us.anthropic.claude-sonnet-4-20250514-v1:0"
                     order: 0
                   system_prompt:
@@ -959,10 +1082,10 @@ Resources:
       Default: !Ref ConfigurationDefaultS3Uri
       ConfigLibraryHash: !Ref ConfigLibraryHash
 
-  
   OCRFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -976,7 +1099,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/ocr_function/
       Handler: index.handler
       Runtime: python3.12
@@ -990,7 +1118,7 @@ Resources:
           LOG_LEVEL: !Ref LogLevel
           APPSYNC_API_URL: !Ref AppSyncApiUrl
           TRACKING_TABLE: !Ref TrackingTable
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
           WORKING_BUCKET: !Ref WorkingBucket
       LoggingConfig:
         LogGroup: !Ref OCRFunctionLogGroup
@@ -1007,34 +1135,33 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          # Textract APIs require '*' as they don't support resource-level permissions
-          - Effect: Allow
-            Action: 
-              - textract:DetectDocumentText
-              - textract:AnalyzeDocument
-            Resource: '*'
-          # AppSync permissions for updating document status (only if AppSync API is available) (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
+            - Effect: Allow
+              Action:
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            # Textract APIs require '*' as they don't support resource-level permissions
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
+                - textract:DetectDocumentText
+                - textract:AnalyzeDocument
+              Resource: "*"
+            # AppSync permissions for updating document status (only if AppSync API is available) (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
 
-  
   OCRFunctionLogGroup:
     Type: AWS::Logs::LogGroup
     Properties:
@@ -1045,6 +1172,7 @@ Resources:
   ClassificationFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -1058,7 +1186,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/classification_function/
       Handler: index.handler
       Runtime: python3.12
@@ -1072,8 +1205,13 @@ Resources:
           SAGEMAKER_ENDPOINT_NAME: !GetAtt SAGEMAKERCLASSIFIERSTACK.Outputs.EndpointName
           CONFIGURATION_TABLE_NAME: !Ref ConfigurationTable
           APPSYNC_API_URL: !Ref AppSyncApiUrl
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
-          GUARDRAIL_ID_AND_VERSION: !If [HasGuardrailConfig, !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}", ""]
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
+          GUARDRAIL_ID_AND_VERSION:
+            !If [
+              HasGuardrailConfig,
+              !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}",
+              "",
+            ]
           LOG_LEVEL: !Ref LogLevel
           WORKING_BUCKET: !Ref WorkingBucket
       LoggingConfig:
@@ -1095,46 +1233,47 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          - Effect: Allow
-            Action: sagemaker:InvokeEndpoint
-            Resource: !GetAtt SAGEMAKERCLASSIFIERSTACK.Outputs.EndpointArn
-          # AppSync permissions for updating document status (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
-          - !If
-            - HasGuardrailConfig
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
             - Effect: Allow
-              Action: bedrock:ApplyGuardrail
-              Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
-            - !Ref AWS::NoValue
-  
+              Action: sagemaker:InvokeEndpoint
+              Resource: !GetAtt SAGEMAKERCLASSIFIERSTACK.Outputs.EndpointArn
+            # AppSync permissions for updating document status (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
+            - !If
+              - HasGuardrailConfig
+              - Effect: Allow
+                Action: bedrock:ApplyGuardrail
+                Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
+              - !Ref AWS::NoValue
+
   ClassificationFunctionLogGroup:
     Type: AWS::Logs::LogGroup
     Properties:
       KmsKeyId: !Ref CustomerManagedEncryptionKeyArn
       LogGroupName: !Sub "/${AWS::StackName}/lambda/ClassificationFunction"
       RetentionInDays: !Ref LogRetentionDays
-  
+
   ExtractionFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -1148,7 +1287,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/extraction_function/
       Handler: index.handler
       Runtime: python3.12
@@ -1158,11 +1302,16 @@ Resources:
         Variables:
           METRIC_NAMESPACE: !Ref StackName
           CONFIGURATION_TABLE_NAME: !Ref ConfigurationTable
-          GUARDRAIL_ID_AND_VERSION: !If [HasGuardrailConfig, !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}", ""]
+          GUARDRAIL_ID_AND_VERSION:
+            !If [
+              HasGuardrailConfig,
+              !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}",
+              "",
+            ]
           LOG_LEVEL: !Ref LogLevel
           APPSYNC_API_URL: !Ref AppSyncApiUrl
           TRACKING_TABLE: !Ref TrackingTable
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
           WORKING_BUCKET: !Ref WorkingBucket
       LoggingConfig:
         LogGroup: !Ref ExtractionFunctionLogGroup
@@ -1181,44 +1330,44 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          - Effect: Allow
-            Action: bedrock:InvokeModel
-            Resource: 
-                - !Sub "arn:${AWS::Partition}:bedrock:*::foundation-model/*"
-                - !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:inference-profile/*"
-          - Effect: Allow
-            Action: lambda:InvokeFunction
-            Resource: 
-              - !Sub "arn:${AWS::Partition}:lambda:${AWS::Region}:${AWS::AccountId}:function:GENAIIDP-*"
-            Condition:
-              StringLike:
-                "lambda:FunctionName": "GENAIIDP-*"
-          # AppSync permissions for updating document status (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
-          - !If
-            - HasGuardrailConfig
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            - Effect: Allow
+              Action: bedrock:InvokeModel
+              Resource:
+                - !Sub "arn:${AWS::Partition}:bedrock:*::foundation-model/*"
+                - !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:inference-profile/*"
             - Effect: Allow
-              Action: bedrock:ApplyGuardrail
-              Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
-            - !Ref AWS::NoValue
+              Action: lambda:InvokeFunction
+              Resource:
+                - !Sub "arn:${AWS::Partition}:lambda:${AWS::Region}:${AWS::AccountId}:function:GENAIIDP-*"
+              Condition:
+                StringLike:
+                  "lambda:FunctionName": "GENAIIDP-*"
+            # AppSync permissions for updating document status (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
+            - !If
+              - HasGuardrailConfig
+              - Effect: Allow
+                Action: bedrock:ApplyGuardrail
+                Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
+              - !Ref AWS::NoValue
 
   ExtractionFunctionLogGroup:
     Type: AWS::Logs::LogGroup
@@ -1230,6 +1379,7 @@ Resources:
   AssessmentFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -1243,7 +1393,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/assessment_function/
       Handler: index.handler
       Runtime: python3.12
@@ -1257,7 +1412,7 @@ Resources:
           LOG_LEVEL: !Ref LogLevel
           APPSYNC_API_URL: !Ref AppSyncApiUrl
           TRACKING_TABLE: !Ref TrackingTable
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
           WORKING_BUCKET: !Ref WorkingBucket
       LoggingConfig:
         LogGroup: !Ref AssessmentFunctionLogGroup
@@ -1276,37 +1431,37 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          # AppSync permissions for updating document status (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
-          - Effect: Allow
-            Action: bedrock:InvokeModel
-            Resource: 
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            # AppSync permissions for updating document status (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
+            - Effect: Allow
+              Action: bedrock:InvokeModel
+              Resource:
                 - !Sub "arn:${AWS::Partition}:bedrock:*::foundation-model/*"
                 - !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:inference-profile/*"
-          - !If
-            - HasGuardrailConfig
-            - Effect: Allow
-              Action: bedrock:ApplyGuardrail
-              Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
-            - !Ref AWS::NoValue
+            - !If
+              - HasGuardrailConfig
+              - Effect: Allow
+                Action: bedrock:ApplyGuardrail
+                Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
+              - !Ref AWS::NoValue
 
   AssessmentFunctionLogGroup:
     Type: AWS::Logs::LogGroup
@@ -1318,6 +1473,7 @@ Resources:
   ProcessResultsFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -1331,7 +1487,12 @@ Resources:
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/processresults_function/
       Handler: index.handler
       Runtime: python3.12
@@ -1343,7 +1504,7 @@ Resources:
           LOG_LEVEL: !Ref LogLevel
           APPSYNC_API_URL: !Ref AppSyncApiUrl
           TRACKING_TABLE: !Ref TrackingTable
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
           WORKING_BUCKET: !Ref WorkingBucket
       LoggingConfig:
         LogGroup: !Ref ProcessResultsFunctionLogGroup
@@ -1358,28 +1519,27 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          # AppSync permissions for updating document status (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
+            # AppSync permissions for updating document status (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
 
-  
   ProcessResultsFunctionLogGroup:
     Type: AWS::Logs::LogGroup
     Properties:
@@ -1390,6 +1550,7 @@ Resources:
   SummarizationFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -1399,11 +1560,16 @@ Resources:
           - id: W92
             reason: "Function does not require concurrent execution limits as it is designed to scale based on demand"
     # checkov:skip=CKV_AWS_116: "DLQ not required for this function as StepFunctions will handle retries"
-    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"    
+    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       CodeUri: src/summarization_function/
       Handler: index.handler
       Runtime: python3.12
@@ -1413,11 +1579,16 @@ Resources:
         Variables:
           METRIC_NAMESPACE: !Ref StackName
           CONFIGURATION_TABLE_NAME: !Ref ConfigurationTable
-          GUARDRAIL_ID_AND_VERSION: !If [HasGuardrailConfig, !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}", ""]
+          GUARDRAIL_ID_AND_VERSION:
+            !If [
+              HasGuardrailConfig,
+              !Sub "${BedrockGuardrailId}:${BedrockGuardrailVersion}",
+              "",
+            ]
           LOG_LEVEL: !Ref LogLevel
           APPSYNC_API_URL: !Ref AppSyncApiUrl
           TRACKING_TABLE: !Ref TrackingTable
-          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, 'appsync', 'dynamodb']
+          DOCUMENT_TRACKING_MODE: !If [HasAppSyncApi, "appsync", "dynamodb"]
           WORKING_BUCKET: !Ref WorkingBucket
       LoggingConfig:
         LogGroup: !Ref SummarizationFunctionLogGroup
@@ -1434,37 +1605,37 @@ Resources:
         - DynamoDBCrudPolicy:
             TableName: !Ref TrackingTable
         - Statement:
-          - Effect: Allow
-            Action: cloudwatch:PutMetricData
-            Resource: '*'
-          - Effect: Allow
-            Action:
-              - kms:Encrypt
-              - kms:Decrypt
-              - kms:ReEncrypt*
-              - kms:GenerateDataKey*
-              - kms:DescribeKey
-            Resource: !Ref CustomerManagedEncryptionKeyArn
-          - Effect: Allow
-            Action: bedrock:InvokeModel
-            Resource: 
-                - !Sub "arn:${AWS::Partition}:bedrock:*::foundation-model/*"
-                - !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:inference-profile/*"
-          # AppSync permissions for updating document status (only if AppSync API is available)
-          - !If
-            - HasAppSyncApi
+            - Effect: Allow
+              Action: cloudwatch:PutMetricData
+              Resource: "*"
             - Effect: Allow
               Action:
-                - appsync:GraphQL
-              Resource: 
-                - !Sub "${AppSyncApiArn}/types/Mutation/*"
-            - !Ref AWS::NoValue
-          - !If
-            - HasGuardrailConfig
+                - kms:Encrypt
+                - kms:Decrypt
+                - kms:ReEncrypt*
+                - kms:GenerateDataKey*
+                - kms:DescribeKey
+              Resource: !Ref CustomerManagedEncryptionKeyArn
             - Effect: Allow
-              Action: bedrock:ApplyGuardrail
-              Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
-            - !Ref AWS::NoValue
+              Action: bedrock:InvokeModel
+              Resource:
+                - !Sub "arn:${AWS::Partition}:bedrock:*::foundation-model/*"
+                - !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:inference-profile/*"
+            # AppSync permissions for updating document status (only if AppSync API is available)
+            - !If
+              - HasAppSyncApi
+              - Effect: Allow
+                Action:
+                  - appsync:GraphQL
+                Resource:
+                  - !Sub "${AppSyncApiArn}/types/Mutation/*"
+              - !Ref AWS::NoValue
+            - !If
+              - HasGuardrailConfig
+              - Effect: Allow
+                Action: bedrock:ApplyGuardrail
+                Resource: !Sub "arn:${AWS::Partition}:bedrock:${AWS::Region}:${AWS::AccountId}:guardrail/${BedrockGuardrailId}"
+              - !Ref AWS::NoValue
 
   SummarizationFunctionLogGroup:
     Type: AWS::Logs::LogGroup
@@ -1476,7 +1647,12 @@ Resources:
   DocumentProcessingStateMachine:
     Type: AWS::Serverless::StateMachine
     Properties:
-      PermissionsBoundary: !If [HasPermissionsBoundary, !Ref PermissionsBoundaryArn, !Ref AWS::NoValue]
+      PermissionsBoundary:
+        !If [
+          HasPermissionsBoundary,
+          !Ref PermissionsBoundaryArn,
+          !Ref AWS::NoValue,
+        ]
       Name: !Sub "${AWS::StackName}-DocumentProcessingWorkflow"
       Tracing:
         Enabled: !Ref EnableXRayTracing
@@ -1494,7 +1670,8 @@ Resources:
         Level: ALL
         IncludeExecutionData: true
         Destinations:
-          - CloudWatchLogsLogGroup: !GetAtt StateMachineLogGroup.Arn
+          - CloudWatchLogsLogGroup:
+              LogGroupArn: !GetAtt StateMachineLogGroup.Arn
       Policies:
         - LambdaInvokePolicy:
             FunctionName: !Ref OCRFunction
@@ -1518,7 +1695,7 @@ Resources:
     Type: AWS::Logs::LogGroup
     Properties:
       KmsKeyId: !Ref CustomerManagedEncryptionKeyArn
-      LogGroupName: !Sub "/aws/vendedlogs/states/${AWS::StackName}/workflow"  # required prefix
+      LogGroupName: !Sub "/aws/vendedlogs/states/${AWS::StackName}/workflow" # required prefix
       RetentionInDays: !Ref LogRetentionDays
 
   Dashboard:
@@ -1996,7 +2173,6 @@ Resources:
         }
 
 Outputs:
-
   # Outputs required by main template
 
   StateMachineName:
@@ -2006,7 +2182,7 @@ Outputs:
   StateMachineArn:
     Description: Step Functions State machine ARN
     Value: !GetAtt DocumentProcessingStateMachine.Arn
-  
+
   StateMachineLogGroup:
     Description: Step Functions State machine LogGroup
     Value: !Ref StateMachineLogGroup
diff --git a/publish.py b/publish.py
index b1ba728a0..2e0d59c70 100755
--- a/publish.py
+++ b/publish.py
@@ -756,24 +756,14 @@ def build_components_with_smart_detection(
         components_to_build = []
         for item in components_needing_rebuild:
             if component_type in item["component"]:
-                if (
-                    self._is_lib_changed
-                    and LIB_DEPENDENCY in item["dependencies"]
-                    and max_workers != 1
-                ):
-                    max_workers = 1
+                # UV handles locking properly, no need to force sequential builds
+                # even when lib changes - parallel builds are safe with UV
                 components_to_build.append(item["component"])
 
         if not components_to_build:
             self.console.print(f"[green]✅ All {component_type} are up to date[/green]")
             return True
 
-        # Force sequential builds if lib changed
-        if self._is_lib_changed and max_workers == 1:
-            self.console.print(
-                f"[yellow]⚠️  lib dependencies detected - using sequential builds for {component_type}[/yellow]"
-            )
-
         if max_workers == 1:
             self.console.print(
                 f"[cyan]Building {len(components_to_build)} {component_type} with 1 worker...[/cyan]"
@@ -1431,6 +1421,9 @@ def package_pattern2_source(self):
         # Calculate content hash for versioning
         paths_to_hash = [
             "Dockerfile.optimized",
+            "pyproject.toml",
+            "uv.lock",
+            ".dockerignore",
             "patterns/pattern-2/buildspec.yml",
             "lib/idp_common_pkg",
             "patterns/pattern-2/src",
@@ -1462,6 +1455,11 @@ def package_pattern2_source(self):
                 # Add Dockerfile
                 zipf.write("Dockerfile.optimized", "Dockerfile.optimized")
 
+                # Add root dependency files for UV
+                zipf.write("pyproject.toml", "pyproject.toml")
+                zipf.write("uv.lock", "uv.lock")
+                zipf.write(".dockerignore", ".dockerignore")
+
                 # Add buildspec.yml
                 zipf.write(
                     "patterns/pattern-2/buildspec.yml",
diff --git a/publish.sh b/publish.sh
index f656a9647..2e5161e33 100755
--- a/publish.sh
+++ b/publish.sh
@@ -86,6 +86,27 @@ check_python_version() {
   exit 1
 }
 
+# Check if UV is available for Lambda dependency management
+check_uv() {
+  print_info "Checking UV (Python package manager)..."
+
+  if ! command -v uv >/dev/null 2>&1; then
+    print_error "UV not found but is required for Lambda dependency management"
+    print_info "Install UV with: curl -LsSf https://astral.sh/uv/install.sh | sh"
+    print_info "Or visit: https://github.com/astral-sh/uv"
+    exit 1
+  fi
+
+  # Get UV version
+  uv_version=$(uv --version 2>/dev/null | awk '{print $2}')
+  
+  if [[ -n "$uv_version" ]]; then
+    print_success "Found UV $uv_version at $(which uv)"
+  else
+    print_success "Found UV at $(which uv)"
+  fi
+}
+
 # Check if Node.js and npm are available for UI validation
 check_nodejs_dependencies() {
   print_info "Checking Node.js dependencies for UI validation..."
@@ -117,51 +138,19 @@ check_nodejs_dependencies() {
   fi
 }
 
-# Check if required packages are installed and install them if missing
-check_and_install_packages() {
-  print_info "Checking required Python packages..."
-
-  # List of required packages (import_name:package_name pairs)
-  required_packages=(
-    "typer:typer"
-    "rich:rich"
-    "boto3:boto3"
-    "yaml:PyYAML"
-    "ruff:ruff"
-  )
-  missing_packages=()
-
-  # Check each package
-  for package_pair in "${required_packages[@]}"; do
-    import_name="${package_pair%%:*}"
-    package_name="${package_pair##*:}"
-    if ! $PYTHON_CMD -c "import $import_name" >/dev/null 2>&1; then
-      missing_packages+=("$package_name")
-    fi
-  done
-
-  # Check ruff separately (command-line tool)
-  if ! command -v ruff >/dev/null 2>&1; then
-    missing_packages+=("ruff")
-  fi
+# Sync dependencies using UV
+sync_dependencies() {
+  print_info "Syncing Python dependencies with UV..."
 
-  # Install missing packages if any
-  if [[ ${#missing_packages[@]} -gt 0 ]]; then
-    print_warning "Missing packages: ${missing_packages[*]}"
-    print_info "Installing missing packages..."
-
-    for package in "${missing_packages[@]}"; do
-      print_info "Installing $package..."
-      if $PYTHON_CMD -m pip install "$package" --quiet; then
-        print_success "Installed $package"
-      else
-        print_error "Failed to install $package"
-        print_info "Please install manually: $PYTHON_CMD -m pip install $package"
-        exit 1
-      fi
-    done
+  # Run uv sync and capture output
+  if uv sync --group dev 2>&1 | grep -E "(Resolved|Installed|Audited|already installed)" | while read -r line; do
+    echo -e "${BLUE}  $line${NC}"
+  done; [ "${PIPESTATUS[0]}" -eq 0 ]; then
+    print_success "All dependencies synced successfully"
   else
-    print_success "All required packages are installed"
+    print_error "Failed to sync dependencies with UV"
+    print_info "Please run manually: uv sync --group dev"
+    exit 1
   fi
 }
 
@@ -206,11 +195,14 @@ main() {
   # Check Python version
   check_python_version
 
+  # Check UV for Lambda dependency management
+  check_uv
+
   # Check Node.js dependencies for UI validation
   check_nodejs_dependencies
 
-  # Check and install required packages
-  check_and_install_packages
+  # Sync dependencies using UV
+  sync_dependencies
 
   # Check if publish.py exists
   if [[ ! -f "publish.py" ]]; then
@@ -223,8 +215,9 @@ main() {
   print_info "Launching publish.py..."
   print_info "Arguments: $*"
 
-  # Execute publish.py with all arguments
-  exec $PYTHON_CMD publish.py "$@"
+  # Execute publish.py with all arguments using UV's managed environment
+  # Include dev group to ensure publish dependencies (rich, PyYAML, etc.) are available
+  exec uv run --group dev python publish.py "$@"
 }
 
 # Handle help flag
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..8402e7929
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,213 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[project]
+name = "idp-accelerator"
+version = "1.0.0"
+description = "AWS GenAI IDP Accelerator - Intelligent Document Processing"
+authors = [{ name = "AWS", email = "noreply@amazon.com" }]
+readme = "README.md"
+requires-python = ">=3.9,<3.14"
+license = { text = "MIT-0" }
+
+classifiers = [
+  "Development Status :: 4 - Beta",
+  "Intended Audience :: Developers",
+  "License :: OSI Approved :: MIT License",
+  "Programming Language :: Python :: 3",
+  "Programming Language :: Python :: 3.9",
+  "Programming Language :: Python :: 3.10",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+]
+
+# Core dependencies shared across all lambdas
+dependencies = ["boto3==1.39.7"]
+
+# Development dependencies
+[project.optional-dependencies]
+dev = [
+  # Testing
+  "pytest>=7.4.0",
+  "pytest-cov>=4.1.0",
+  "pytest-mock>=3.11.0",
+  "pytest-asyncio>=1.1.0",
+  "moto[s3]>=5.1.8",
+  # Linting and formatting
+  "ruff>=0.14.0",
+  # Development tools
+  "python-dotenv>=1.1.0",
+  "ipykernel>=6.29.5",
+  "jupyter>=1.1.1",
+  # Publish script dependencies (publish.py/publish.sh)
+  "rich>=13.0.0",
+  "PyYAML>=6.0.0",
+]
+
+# Build dependencies
+build = ["hatchling", "build"]
+
+[project.urls]
+Homepage = "https://github.com/aws-samples/accelerated-intelligent-document-processing-on-aws"
+Documentation = "https://github.com/aws-samples/accelerated-intelligent-document-processing-on-aws/tree/main/docs"
+Issues = "https://github.com/aws-samples/accelerated-intelligent-document-processing-on-aws/issues"
+
+# Hatchling configuration
+[tool.hatch.build]
+exclude = [
+  "/.github",
+  "/.aws-sam",
+  "/tests",
+  "**/__pycache__",
+  "**/*.pyc",
+  "**/*.pyo",
+  "**/.pytest_cache",
+  "**/.ruff_cache",
+]
+
+[tool.hatch.build.targets.wheel]
+packages = [] # Root project is not a package, just dependency management
+
+# UV workspace configuration
+[tool.uv.workspace]
+members = ["lib/idp_common_pkg", "idp_cli"]
+
+# UV-specific configuration
+[tool.uv]
+package = false
+
+# Dependency resolution preferences
+[tool.uv.sources]
+idp-common = { workspace = true }
+
+# Modern PEP 735 dependency groups for Lambda functions
+[dependency-groups]
+# ============================================================================
+# DEVELOPMENT DEPENDENCIES
+# ============================================================================
+# Includes testing, linting, notebooks, and publish script dependencies
+dev = [
+  # Testing
+  "pytest>=7.4.0",
+  "pytest-cov>=4.1.0",
+  "pytest-mock>=3.11.0",
+  "pytest-asyncio>=1.1.0",
+  "moto[s3]>=5.1.8",
+  # Linting and formatting
+  "ruff>=0.14.0",
+  # Development tools
+  "python-dotenv>=1.1.0",
+  "ipykernel>=6.29.5",
+  "jupyter>=1.1.1",
+  # Publish script dependencies (publish.py/publish.sh)
+  "rich>=13.0.0",
+  "PyYAML>=6.0.0",
+]
+
+# Common/shared groups
+common-idp = ["jsonschema>=4.25.1", "pydantic>=2.12.0"]
+
+# ============================================================================
+# PATTERN 1: BEDROCK DATA AUTOMATION (BDA)
+# ============================================================================
+# Uses AWS Bedrock Data Automation for document processing
+# Located in: patterns/pattern-1/
+
+lambda-bda-discovery = ["idp-common[docs_service]"]
+lambda-bda-invoke = ["idp-common[docs_service]"]
+lambda-bda-completion = ["idp-common[docs_service]"]
+
+# ============================================================================
+# PATTERN 2 & 3: BEDROCK FOUNDATION MODELS / UDOP
+# ============================================================================
+# Pattern 2: Uses Bedrock Foundation Models for classification/extraction
+# Pattern 3: Uses UDOP (SageMaker) for classification, Bedrock for extraction
+# Located in: patterns/pattern-2/ and patterns/pattern-3/
+
+lambda-ocr = [
+  "idp-common[ocr,docs_service]",
+  "numpy>=1.24.0,<2.0.0",
+  "pandas>=1.5.0,<3.0.0",
+]
+lambda-classification = ["idp-common[classification,docs_service]"]
+lambda-extraction = ["idp-common[extraction,docs_service,agentic-extraction]"]
+lambda-assessment = ["idp-common[assessment,docs_service]"]
+
+# ============================================================================
+# SHARED ACROSS ALL PATTERNS
+# ============================================================================
+# These Lambda functions are used by all patterns (1, 2, and 3)
+
+lambda-summarization = ["idp-common[docs_service]"]
+lambda-process-results = ["idp-common[reporting,docs_service]"]
+lambda-hitl = ["idp-common[docs_service]"]
+
+# ============================================================================
+# MAIN STACK LAMBDAS (template.yaml root)
+# ============================================================================
+# Core infrastructure Lambda functions in src/lambda/
+
+# Workflow and processing
+lambda-evaluation = ["idp-common[evaluation,docs_service]"]
+lambda-queue = ["idp-common[docs_service]"]
+lambda-save-reporting = ["idp-common[reporting]"]
+
+# Agent and AI capabilities
+lambda-agent-processor = [
+  "aws-requests-auth==0.4.3",
+  "requests==2.32.4",
+  "idp-common[agents]",
+]
+lambda-agent-request = ["idp-common[docs_service]"]
+lambda-chat-document = ["idp-common[docs_service]"]
+
+# Discovery and document upload
+lambda-discovery-processor = [
+  "requests==2.32.4",
+  "aws-requests-auth==0.4.3",
+  "idp-common[image]",
+]
+
+# GraphQL resolvers (AppSync)
+lambda-document-resolver = ["idp-common[docs_service]"]
+
+# Infrastructure and configuration
+lambda-cognito = ["cfnresponse"]
+lambda-counter = ["cfnresponse"]
+lambda-workforce = ["cfnresponse"]
+lambda-dashboard = ["PyYAML>=6.0.0", "cfnresponse"]
+lambda-ipset = ["cfnresponse", "urllib3>=1.26.0"]
+lambda-minimal = ["cfnresponse"]
+lambda-start-codebuild = ["crhelper~=2.0.10"]
+lambda-update-configuration = ["cfnresponse", "PyYAML", "idp-common"]
+lambda-update-settings = ["cfnresponse"]
+
+# ============================================================================
+# OPTIONAL COMPONENTS (options/)
+# ============================================================================
+# Additional features that can be enabled
+
+# Bedrock Knowledge Base (options/bedrockkb)
+lambda-kb-opensearch = [
+    "opensearch-py==2.8.0",
+    "requests==2.32.4",
+    "requests-aws4auth==1.3.1",
+    "aws-lambda-powertools>=3.2.0",
+    "cfnresponse",
+]
+lambda-kb-s3-vectors = ["cfnresponse"]  # boto3 already available in Lambda runtime
+lambda-kb-ingestion = ["cfnresponse"]
+
+# BDA Lending Project (options/bda-lending-project)
+lambda-bda-project = ["cfnresponse"]  # boto3 already available in Lambda runtime
+
+# ============================================================================
+# LOCAL DEVELOPMENT TOOLS
+# ============================================================================
+# UDOP Fine-Tuning (patterns/pattern-3/fine-tune-sm-udop-classification)
+# For running generate_demo_data.py, sagemaker_train.py, etc. locally
+udop-finetuning-dev = ["pillow", "datasets"]
diff --git a/scripts/dev_setup_al2023.sh b/scripts/dev_setup_al2023.sh
index 70a73aa4a..d06dd9ff6 100644
--- a/scripts/dev_setup_al2023.sh
+++ b/scripts/dev_setup_al2023.sh
@@ -32,8 +32,11 @@ sudo dnf install python3.12 -y
 sudo alternatives --install /usr/bin/python3 python3 /usr/bin/python3.12 1
 sudo alternatives --install /usr/bin/python python /usr/bin/python3.12 1
 python3.12 -m ensurepip --upgrade
-pip3 install --upgrade pip
-pip3 install virtualenv
+
+# Install UV for dependency management
+curl -LsSf https://astral.sh/uv/install.sh | sh
+export PATH="$HOME/.local/bin:$PATH"
+
 curl -LO https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
 bash Miniconda3-latest-Linux-x86_64.sh -b -p $HOME/miniconda || bash Miniconda3-latest-Linux-x86_64.sh -b -p $HOME/miniconda -u
 
@@ -89,8 +92,10 @@ if [ "\$PS1" != "" ]; then
     PS1='\[\033[01;32m\]\$(_prompt_user)\[\033[00m\]:\[\033[01;34m\]\w\[\033[00m\]\$(__git_ps1 " (%s)" 2>/dev/null) \$ '
  
     alias python=python3
-    alias pip=pip3
     alias interpreter="interpreter --model bedrock/us.anthropic.claude-3-haiku-20240307-v1:0"
+    
+    # Add UV to PATH
+    export PATH="\$HOME/.local/bin:\$PATH"
 fi
 _EOF
 
diff --git a/scripts/mac_setup.sh b/scripts/mac_setup.sh
index 9b7fc6669..a55e8e08f 100644
--- a/scripts/mac_setup.sh
+++ b/scripts/mac_setup.sh
@@ -60,8 +60,14 @@ if ! pyenv versions --bare | grep -q "^${PYVER}$"; then
   pyenv install -s "${PYVER}"
 fi
 pyenv global "${PYVER}"
-python -m pip install --upgrade pip
-python -m pip install virtualenv
+
+echo "==> Installing UV (if needed)..."
+if ! command -v uv >/dev/null 2>&1; then
+  curl -LsSf https://astral.sh/uv/install.sh | sh
+  echo "UV installed!"
+else
+  echo "UV already installed."
+fi
 
 echo "==> Installing AWS CLI v2 (if needed)..."
 if ! command -v aws >/dev/null 2>&1; then
@@ -100,8 +106,9 @@ else
 fi
 
 echo "==> Installing Open Interpreter (if needed)..."
-if ! python -m pip show open-interpreter >/dev/null 2>&1; then
-  python -m pip install --upgrade open-interpreter || true
+if ! command -v uv >/dev/null 2>&1 || ! uv pip list | grep -q open-interpreter; then
+  uv pip install --system open-interpreter || true
+  echo "open-interpreter installed!"
 else
   echo "open-interpreter already installed."
 fi
@@ -131,7 +138,9 @@ PROMPT='%F{green}%n@%m%f:%F{blue}%~%f$(git_prompt_info) $ '
 
 # Aliases
 alias python=python3
-alias pip=pip3
+
+# UV path
+export PATH="$HOME/.local/bin:$PATH"
 
 # nvm autoload
 export NVM_DIR="$HOME/.nvm"
diff --git a/scripts/sdlc/cfn/codepipeline-s3.yml b/scripts/sdlc/cfn/codepipeline-s3.yml
index 61a9c1760..504aeb7aa 100644
--- a/scripts/sdlc/cfn/codepipeline-s3.yml
+++ b/scripts/sdlc/cfn/codepipeline-s3.yml
@@ -159,6 +159,10 @@ Resources:
               commands:
                 - n 22 && node --version || { echo "Node setup failed"; exit 1; }
                 - npm install -g aws-cdk || { echo "CDK installation failed"; exit 1; }
+                # Install UV package manager
+                - curl -LsSf https://astral.sh/uv/install.sh | sh || { echo "UV installation failed"; exit 1; }
+                - export PATH="$HOME/.local/bin:$PATH"
+                - uv --version || { echo "UV not in PATH"; exit 1; }
                 # Check which deployment method to use
                 - |
                   if [ -d "./scripts/sdlc/idp-cli" ]; then
@@ -169,8 +173,8 @@ Resources:
                     poetry install || { echo "Poetry dependencies installation failed"; exit 1; }
                     cd ../../..
                   else
-                    echo "Using new idp-cli deployment"
-                    cd idp_cli && pip install -e . && cd .. || { echo "IDP CLI installation failed"; exit 1; }
+                    echo "Using UV-based idp-cli deployment"
+                    cd idp_cli && uv sync --no-dev && cd .. || { echo "IDP CLI installation failed"; exit 1; }
                   fi
             build:
               commands:
diff --git a/scripts/sdlc/idp-cli/pyproject.toml b/scripts/sdlc/idp-cli/pyproject.toml
new file mode 100644
index 000000000..84a41c3f9
--- /dev/null
+++ b/scripts/sdlc/idp-cli/pyproject.toml
@@ -0,0 +1,44 @@
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[project]
+name = "idpcli"
+version = "0.1.0"
+description = "IDP CLI for SDLC operations"
+authors = [
+    {name = "Vincil Bishop", email = "vincilb@amazon.com"}
+]
+readme = "README.md"
+requires-python = ">=3.10,<3.15"
+dependencies = [
+    "python-dotenv>=1.0.1,<2.0.0",
+    "boto3>=1.37.1,<2.0.0",
+    "typer>=0.15.1,<0.16.0",
+    "loguru>=0.7.3,<0.8.0",
+    "python-slugify>=8.0.4,<9.0.0",
+    "pytest>=8.3.4,<9.0.0",
+    "urllib3>=2.5.0,<3.0.0",
+    "setuptools",
+]
+
+[project.scripts]
+idpcli = "idpcli.cli.main:app"
+
+# Hatchling configuration
+[tool.hatch.build.targets.wheel]
+packages = ["src/idpcli"]
+
+[tool.hatch.build.targets.wheel.sources]
+"src" = ""
+
+# UV configuration
+[tool.uv]
+package = true
+
+# Modern PEP 735 dependency groups
+[dependency-groups]
+dev = [
+    "ipykernel>=6.29.5",
+    "tornado>=6.5,<7.0",
+]
diff --git a/scripts/wsl_setup.sh b/scripts/wsl_setup.sh
index 6afddf0f0..f0daf6b7d 100755
--- a/scripts/wsl_setup.sh
+++ b/scripts/wsl_setup.sh
@@ -50,10 +50,26 @@ rm -rf sam-installation aws-sam-cli-linux-x86_64.zip
 # Verify SAM installation
 sam --version
 
+echo "==> Installing UV..."
+curl -LsSf https://astral.sh/uv/install.sh | sh
+export PATH="$HOME/.local/bin:$PATH"
+
+# Verify UV installation
+if command -v uv >/dev/null 2>&1; then
+  echo "UV installed successfully: $(uv --version)"
+else
+  echo "WARNING: UV installation may require shell restart"
+  echo "Run: export PATH=\"\$HOME/.local/bin:\$PATH\""
+fi
+
+echo ""
 echo "DONE - WSL development environment setup complete."
+echo ""
 echo "Next steps:"
-echo "1. Create Python virtual environment: python3 -m venv venv"
-echo "2. Activate virtual environment: source venv/bin/activate"
-echo "3. Install Python packages: pip install setuptools wheel boto3 rich PyYAML botocore ruff pytest"
-echo "4. Install IDP common package: pip install -e lib/idp_common_pkg/"
-echo "5. Configure AWS CLI: aws configure"
+echo "1. Navigate to project root: cd /path/to/aws-idp"
+echo "2. Initialize workspace: make init"
+echo "   (This creates .venv and installs all dependencies with UV)"
+echo "3. Configure AWS CLI: aws configure"
+echo ""
+echo "To use UV in new shells, add to ~/.bashrc:"
+echo "  export PATH=\"\$HOME/.local/bin:\$PATH\""
diff --git a/src/lambda/agent_processor/Makefile b/src/lambda/agent_processor/Makefile
new file mode 100644
index 000000000..8b6e028d0
--- /dev/null
+++ b/src/lambda/agent_processor/Makefile
@@ -0,0 +1,22 @@
+# Makefile for AgentProcessorFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-AgentProcessorFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-agent-processor -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-AgentProcessorFunction
diff --git a/src/lambda/agent_processor/requirements.txt b/src/lambda/agent_processor/requirements.txt
deleted file mode 100644
index 1c8ae9342..000000000
--- a/src/lambda/agent_processor/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-aws-requests-auth==0.4.3
-requests==2.31.0
-./lib/idp_common_pkg[agents]  # idp_common package with analytics agent implementation
diff --git a/src/lambda/agent_request_handler/Makefile b/src/lambda/agent_request_handler/Makefile
new file mode 100644
index 000000000..a71ae8f21
--- /dev/null
+++ b/src/lambda/agent_request_handler/Makefile
@@ -0,0 +1,22 @@
+# Makefile for AgentRequestHandlerFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-AgentRequestHandlerFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-agent-request -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-AgentRequestHandlerFunction
diff --git a/src/lambda/chat_with_document_resolver/Makefile b/src/lambda/chat_with_document_resolver/Makefile
new file mode 100644
index 000000000..833bf8a63
--- /dev/null
+++ b/src/lambda/chat_with_document_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ChatWithDocumentResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-ChatWithDocumentResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-chat-document -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ChatWithDocumentResolverFunction
diff --git a/src/lambda/chat_with_document_resolver/requirements.txt b/src/lambda/chat_with_document_resolver/requirements.txt
deleted file mode 100644
index 1089bb2cf..000000000
--- a/src/lambda/chat_with_document_resolver/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-boto3>=1.38.45
-./lib/idp_common_pkg  # common utilities package
\ No newline at end of file
diff --git a/src/lambda/cognito_updater_hitl/Makefile b/src/lambda/cognito_updater_hitl/Makefile
new file mode 100644
index 000000000..4ec99b7a9
--- /dev/null
+++ b/src/lambda/cognito_updater_hitl/Makefile
@@ -0,0 +1,12 @@
+# Makefile for CognitoClientUpdaterFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-CognitoClientUpdaterFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-cognito
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-CognitoClientUpdaterFunction
diff --git a/src/lambda/cognito_updater_hitl/requirements.txt b/src/lambda/cognito_updater_hitl/requirements.txt
deleted file mode 100644
index 60f13dcb1..000000000
--- a/src/lambda/cognito_updater_hitl/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-cfnresponse
\ No newline at end of file
diff --git a/src/lambda/configuration_copy/Makefile b/src/lambda/configuration_copy/Makefile
new file mode 100644
index 000000000..b74f28aaa
--- /dev/null
+++ b/src/lambda/configuration_copy/Makefile
@@ -0,0 +1,12 @@
+# Makefile for ConfigurationCopyFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-ConfigurationCopyFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-minimal
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ConfigurationCopyFunction
diff --git a/src/lambda/configuration_copy/index.py b/src/lambda/configuration_copy/index.py
new file mode 100644
index 000000000..760ceba12
--- /dev/null
+++ b/src/lambda/configuration_copy/index.py
@@ -0,0 +1,90 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+
+import boto3
+import cfnresponse
+import json
+import logging
+import os
+
+logger = logging.getLogger()
+logger.setLevel(os.environ.get("LOG_LEVEL", "INFO"))
+
+
+def handler(event, context):
+    logger.info(json.dumps(event))
+
+    try:
+        source_bucket = event["ResourceProperties"]["SourceBucket"]
+        source_prefix = event["ResourceProperties"]["SourcePrefix"]
+        target_bucket = event["ResourceProperties"]["TargetBucket"]
+        target_prefix = event["ResourceProperties"].get("TargetPrefix", "")
+
+        file_list = event["ResourceProperties"].get("FileList", [])
+
+        s3_client = boto3.client("s3")
+
+        if event["RequestType"] == "Create" or event["RequestType"] == "Update":
+            # Copy files explicitly from the provided list
+            copied_count = 0
+
+            for relative_file_path in file_list:
+                # Skip empty entries
+                if not relative_file_path.strip():
+                    continue
+
+                # Construct source key
+                source_key = f"{source_prefix}/{relative_file_path}"
+
+                # Construct target key with optional target prefix
+                if target_prefix:
+                    target_key = f"{target_prefix}/{relative_file_path}"
+                else:
+                    target_key = relative_file_path
+
+                logger.info(
+                    f"Copying {source_bucket}/{source_key} to {target_bucket}/{target_key}"
+                )
+
+                try:
+                    copy_source = {"Bucket": source_bucket, "Key": source_key}
+                    s3_client.copy_object(
+                        CopySource=copy_source,
+                        Bucket=target_bucket,
+                        Key=target_key,
+                    )
+                    copied_count += 1
+                except Exception as copy_error:
+                    logger.warning(f"Failed to copy {source_key}: {str(copy_error)}")
+                    # Continue with other files instead of failing the entire operation
+
+            logger.info(f"Successfully copied {copied_count} configuration files")
+            cfnresponse.send(
+                event,
+                context,
+                cfnresponse.SUCCESS,
+                {"CopiedFiles": copied_count},
+                reason=f"Successfully copied {copied_count} configuration files",
+            )
+
+        elif event["RequestType"] == "Delete":
+            # For delete, we don't need to clean up the configuration files
+            # as they may be needed by other resources
+            logger.info("Delete request - no action needed for configuration files")
+            cfnresponse.send(
+                event,
+                context,
+                cfnresponse.SUCCESS,
+                {},
+                reason="Delete completed - configuration files retained",
+            )
+
+    except Exception as e:
+        logger.error(f"Error: {str(e)}")
+        cfnresponse.send(
+            event,
+            context,
+            cfnresponse.FAILED,
+            {},
+            reason=f"Error copying configuration files: {str(e)}",
+        )
diff --git a/src/lambda/configuration_resolver/Makefile b/src/lambda/configuration_resolver/Makefile
new file mode 100644
index 000000000..307d1811e
--- /dev/null
+++ b/src/lambda/configuration_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ConfigurationResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-ConfigurationResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ConfigurationResolverFunction
diff --git a/src/lambda/configuration_resolver/requirements.txt b/src/lambda/configuration_resolver/requirements.txt
deleted file mode 100644
index 32dceec09..000000000
--- a/src/lambda/configuration_resolver/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg
diff --git a/src/lambda/copy_to_baseline_resolver/Makefile b/src/lambda/copy_to_baseline_resolver/Makefile
new file mode 100644
index 000000000..dff63af54
--- /dev/null
+++ b/src/lambda/copy_to_baseline_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for CopyToBaselineResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-CopyToBaselineResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-CopyToBaselineResolverFunction
diff --git a/src/lambda/copy_to_baseline_resolver/requirements.txt b/src/lambda/copy_to_baseline_resolver/requirements.txt
deleted file mode 100644
index d8f56fb2c..000000000
--- a/src/lambda/copy_to_baseline_resolver/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-# Requirements for copy_to_baseline_resolver Lambda
-./lib/idp_common_pkg[docs_service]  # idp_common package with Document model and document service integration
\ No newline at end of file
diff --git a/src/lambda/create_a2i_resources/Makefile b/src/lambda/create_a2i_resources/Makefile
new file mode 100644
index 000000000..36ef2db67
--- /dev/null
+++ b/src/lambda/create_a2i_resources/Makefile
@@ -0,0 +1,12 @@
+# Makefile for CreateA2IResourcesLambda
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-CreateA2IResourcesLambda:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-minimal
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-CreateA2IResourcesLambda
diff --git a/src/lambda/create_a2i_resources/requirements.txt b/src/lambda/create_a2i_resources/requirements.txt
deleted file mode 100644
index 60f13dcb1..000000000
--- a/src/lambda/create_a2i_resources/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-cfnresponse
\ No newline at end of file
diff --git a/src/lambda/create_document_resolver/Makefile b/src/lambda/create_document_resolver/Makefile
new file mode 100644
index 000000000..f956fe23a
--- /dev/null
+++ b/src/lambda/create_document_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for CreateDocumentResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-CreateDocumentResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-CreateDocumentResolverFunction
diff --git a/src/lambda/dashboard_merger/Makefile b/src/lambda/dashboard_merger/Makefile
new file mode 100644
index 000000000..cc16d23e2
--- /dev/null
+++ b/src/lambda/dashboard_merger/Makefile
@@ -0,0 +1,12 @@
+# Makefile for DashboardMergerFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-DashboardMergerFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-dashboard
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-DashboardMergerFunction
diff --git a/src/lambda/dashboard_merger/requirements.txt b/src/lambda/dashboard_merger/requirements.txt
deleted file mode 100644
index 60f13dcb1..000000000
--- a/src/lambda/dashboard_merger/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-cfnresponse
\ No newline at end of file
diff --git a/src/lambda/delete_document_resolver/Makefile b/src/lambda/delete_document_resolver/Makefile
new file mode 100644
index 000000000..4baca5de3
--- /dev/null
+++ b/src/lambda/delete_document_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for DeleteDocumentResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-DeleteDocumentResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-DeleteDocumentResolverFunction
diff --git a/src/lambda/discovery_processor/Makefile b/src/lambda/discovery_processor/Makefile
new file mode 100644
index 000000000..ebecc0605
--- /dev/null
+++ b/src/lambda/discovery_processor/Makefile
@@ -0,0 +1,22 @@
+# Makefile for DiscoveryProcessorFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-DiscoveryProcessorFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-discovery-processor -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-DiscoveryProcessorFunction
diff --git a/src/lambda/discovery_processor/requirements.txt b/src/lambda/discovery_processor/requirements.txt
deleted file mode 100644
index df290a572..000000000
--- a/src/lambda/discovery_processor/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-requests==2.31.0
-aws-requests-auth==0.4.3
-./lib/idp_common_pkg[image]  # Evaluation module and document service with dependencies
\ No newline at end of file
diff --git a/src/lambda/discovery_upload_resolver/Makefile b/src/lambda/discovery_upload_resolver/Makefile
new file mode 100644
index 000000000..2aa2731ea
--- /dev/null
+++ b/src/lambda/discovery_upload_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for DiscoveryUploadResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-DiscoveryUploadResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-DiscoveryUploadResolverFunction
diff --git a/src/lambda/evaluation_function/Makefile b/src/lambda/evaluation_function/Makefile
new file mode 100644
index 000000000..c32753dd5
--- /dev/null
+++ b/src/lambda/evaluation_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for EvaluationFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-EvaluationFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-evaluation -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-EvaluationFunction
diff --git a/src/lambda/evaluation_function/requirements.txt b/src/lambda/evaluation_function/requirements.txt
deleted file mode 100644
index 80b87dc11..000000000
--- a/src/lambda/evaluation_function/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[evaluation,docs_service]  # Evaluation module and document service with dependencies
diff --git a/src/lambda/get-workforce-url/Makefile b/src/lambda/get-workforce-url/Makefile
new file mode 100644
index 000000000..a98d7ec44
--- /dev/null
+++ b/src/lambda/get-workforce-url/Makefile
@@ -0,0 +1,12 @@
+# Makefile for GetWorkforceURLFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-GetWorkforceURLFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-workforce
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-GetWorkforceURLFunction
diff --git a/src/lambda/get-workforce-url/requirements.txt b/src/lambda/get-workforce-url/requirements.txt
deleted file mode 100644
index 60f13dcb1..000000000
--- a/src/lambda/get-workforce-url/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-cfnresponse
\ No newline at end of file
diff --git a/src/lambda/get_domain/Makefile b/src/lambda/get_domain/Makefile
new file mode 100644
index 000000000..f58f5529d
--- /dev/null
+++ b/src/lambda/get_domain/Makefile
@@ -0,0 +1,12 @@
+# Makefile for GetDomainLambda
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-GetDomainLambda:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-minimal
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-GetDomainLambda
diff --git a/src/lambda/get_domain/index.py b/src/lambda/get_domain/index.py
new file mode 100644
index 000000000..2f8fbbbd3
--- /dev/null
+++ b/src/lambda/get_domain/index.py
@@ -0,0 +1,15 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+
+import cfnresponse
+import time
+
+
+def handler(event, context):
+    lowercase = event["ResourceProperties"].get("InputString", "").lower()
+    lowercaseWithTimestamp = f"{lowercase}-{time.time_ns()}"  # make unique
+    responseData = {
+        "Lowercase": lowercase,
+        "OutputString": lowercaseWithTimestamp,  # don't change key - avoid UserPool update errors
+    }
+    cfnresponse.send(event, context, cfnresponse.SUCCESS, responseData)
diff --git a/src/lambda/get_file_contents_resolver/Makefile b/src/lambda/get_file_contents_resolver/Makefile
new file mode 100644
index 000000000..fadd4fdf4
--- /dev/null
+++ b/src/lambda/get_file_contents_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for GetFileContentsResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-GetFileContentsResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-GetFileContentsResolverFunction
diff --git a/src/lambda/get_stepfunction_execution_resolver/Makefile b/src/lambda/get_stepfunction_execution_resolver/Makefile
new file mode 100644
index 000000000..54cc589b9
--- /dev/null
+++ b/src/lambda/get_stepfunction_execution_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for GetStepFunctionExecutionResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-GetStepFunctionExecutionResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-GetStepFunctionExecutionResolverFunction
diff --git a/src/lambda/get_stepfunction_execution_resolver/requirements.txt b/src/lambda/get_stepfunction_execution_resolver/requirements.txt
deleted file mode 100644
index f6315cd5c..000000000
--- a/src/lambda/get_stepfunction_execution_resolver/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-boto3>=1.26.0
diff --git a/src/lambda/initialize_counter/Makefile b/src/lambda/initialize_counter/Makefile
new file mode 100644
index 000000000..339eacdfd
--- /dev/null
+++ b/src/lambda/initialize_counter/Makefile
@@ -0,0 +1,12 @@
+# Makefile for InitializeConcurrencyTableLambda
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-InitializeConcurrencyTableLambda:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-counter
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-InitializeConcurrencyTableLambda
diff --git a/src/lambda/initialize_counter/requirements.txt b/src/lambda/initialize_counter/requirements.txt
deleted file mode 100644
index 60f13dcb1..000000000
--- a/src/lambda/initialize_counter/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-cfnresponse
\ No newline at end of file
diff --git a/src/lambda/ipset_updater/Makefile b/src/lambda/ipset_updater/Makefile
new file mode 100644
index 000000000..599fde29d
--- /dev/null
+++ b/src/lambda/ipset_updater/Makefile
@@ -0,0 +1,12 @@
+# Makefile for IPSetUpdaterFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-IPSetUpdaterFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-ipset
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-IPSetUpdaterFunction
diff --git a/src/lambda/ipset_updater/requirements.txt b/src/lambda/ipset_updater/requirements.txt
deleted file mode 100644
index 92dae0cb4..000000000
--- a/src/lambda/ipset_updater/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-boto3>=1.24.0
-urllib3>=1.26.0
-cfnresponse
\ No newline at end of file
diff --git a/src/lambda/list_available_agents/Makefile b/src/lambda/list_available_agents/Makefile
new file mode 100644
index 000000000..626b51d54
--- /dev/null
+++ b/src/lambda/list_available_agents/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ListAvailableAgentsFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-ListAvailableAgentsFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ListAvailableAgentsFunction
diff --git a/src/lambda/list_available_agents/requirements.txt b/src/lambda/list_available_agents/requirements.txt
deleted file mode 100644
index 41b6fd4c6..000000000
--- a/src/lambda/list_available_agents/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[agents]  # idp_common package with agent factory
diff --git a/src/lambda/lookup_function/Makefile b/src/lambda/lookup_function/Makefile
new file mode 100644
index 000000000..ff14509bc
--- /dev/null
+++ b/src/lambda/lookup_function/Makefile
@@ -0,0 +1,22 @@
+# Makefile for LookupFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-LookupFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-LookupFunction
diff --git a/src/lambda/process_changes_resolver/Makefile b/src/lambda/process_changes_resolver/Makefile
new file mode 100644
index 000000000..fb8093f4c
--- /dev/null
+++ b/src/lambda/process_changes_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ProcessChangesResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-ProcessChangesResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ProcessChangesResolverFunction
diff --git a/src/lambda/process_changes_resolver/requirements.txt b/src/lambda/process_changes_resolver/requirements.txt
deleted file mode 100644
index b8850b62f..000000000
--- a/src/lambda/process_changes_resolver/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[docs_service]
\ No newline at end of file
diff --git a/src/lambda/publish_stepfunction_update_resolver/Makefile b/src/lambda/publish_stepfunction_update_resolver/Makefile
new file mode 100644
index 000000000..b0e1bd7b6
--- /dev/null
+++ b/src/lambda/publish_stepfunction_update_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for PublishStepfunctionUpdateResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-PublishStepfunctionUpdateResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-PublishStepfunctionUpdateResolverFunction
diff --git a/src/lambda/query_knowledgebase_resolver/Makefile b/src/lambda/query_knowledgebase_resolver/Makefile
new file mode 100644
index 000000000..6e6d59b86
--- /dev/null
+++ b/src/lambda/query_knowledgebase_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for QueryKnowledgeBaseResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-QueryKnowledgeBaseResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-QueryKnowledgeBaseResolverFunction
diff --git a/src/lambda/queue_processor/Makefile b/src/lambda/queue_processor/Makefile
new file mode 100644
index 000000000..a7014d37f
--- /dev/null
+++ b/src/lambda/queue_processor/Makefile
@@ -0,0 +1,22 @@
+# Makefile for QueueProcessor
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-QueueProcessor:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-queue -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-QueueProcessor
diff --git a/src/lambda/queue_processor/requirements.txt b/src/lambda/queue_processor/requirements.txt
deleted file mode 100644
index 99ff32ad2..000000000
--- a/src/lambda/queue_processor/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[docs_service]  # idp_common package with Document model and document service integration
\ No newline at end of file
diff --git a/src/lambda/queue_sender/Makefile b/src/lambda/queue_sender/Makefile
new file mode 100644
index 000000000..7b58a1d00
--- /dev/null
+++ b/src/lambda/queue_sender/Makefile
@@ -0,0 +1,22 @@
+# Makefile for QueueSender
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-QueueSender:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-queue -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-QueueSender
diff --git a/src/lambda/queue_sender/requirements.txt b/src/lambda/queue_sender/requirements.txt
deleted file mode 100644
index 99ff32ad2..000000000
--- a/src/lambda/queue_sender/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[docs_service]  # idp_common package with Document model and document service integration
\ No newline at end of file
diff --git a/src/lambda/reprocess_document_resolver/Makefile b/src/lambda/reprocess_document_resolver/Makefile
new file mode 100644
index 000000000..178905443
--- /dev/null
+++ b/src/lambda/reprocess_document_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for ReprocessDocumentResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-ReprocessDocumentResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-ReprocessDocumentResolverFunction
diff --git a/src/lambda/reprocess_document_resolver/requirements.txt b/src/lambda/reprocess_document_resolver/requirements.txt
deleted file mode 100644
index 914a7da4f..000000000
--- a/src/lambda/reprocess_document_resolver/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[docs_service]  # idp_common package with Document model and document service integration
diff --git a/src/lambda/save_reporting_data/Makefile b/src/lambda/save_reporting_data/Makefile
new file mode 100644
index 000000000..688e54fe0
--- /dev/null
+++ b/src/lambda/save_reporting_data/Makefile
@@ -0,0 +1,22 @@
+# Makefile for SaveReportingDataFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-SaveReportingDataFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-save-reporting -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-SaveReportingDataFunction
diff --git a/src/lambda/save_reporting_data/requirements.txt b/src/lambda/save_reporting_data/requirements.txt
deleted file mode 100644
index e76bd74ee..000000000
--- a/src/lambda/save_reporting_data/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[reporting]  # Repoprting module with dependencies
diff --git a/src/lambda/stackname_check/Makefile b/src/lambda/stackname_check/Makefile
new file mode 100644
index 000000000..39838c050
--- /dev/null
+++ b/src/lambda/stackname_check/Makefile
@@ -0,0 +1,12 @@
+# Makefile for StacknameCheckFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-StacknameCheckFunction:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-minimal
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-StacknameCheckFunction
diff --git a/src/lambda/stackname_check/index.py b/src/lambda/stackname_check/index.py
new file mode 100644
index 000000000..b56b4718e
--- /dev/null
+++ b/src/lambda/stackname_check/index.py
@@ -0,0 +1,26 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+
+import cfnresponse
+import json
+import logging
+import os
+
+# Initialize logging
+logger = logging.getLogger()
+logger.setLevel(os.environ.get("LOG_LEVEL", "INFO"))
+
+
+def handler(event, context):
+    logger.info(json.dumps(event))
+    input_str = event["ResourceProperties"].get("InputString", "")
+    max_length = int(event["ResourceProperties"].get("MaxLength", 0))
+    status = cfnresponse.SUCCESS
+    reason = f"Stack Name Length under {max_length} - OK"
+    if event["RequestType"] == "Create":
+        if len(input_str) > max_length:
+            status = cfnresponse.FAILED
+            reason = f"Stack Name ({input_str}) length ({len(input_str)}) too long - max length {max_length} - FAILED"
+    else:
+        logger.info(f"Request type is {event['RequestType']} - skipping")
+    cfnresponse.send(event, context, status, {}, reason=reason)
diff --git a/src/lambda/start_codebuild/Makefile b/src/lambda/start_codebuild/Makefile
new file mode 100644
index 000000000..9c4fc803e
--- /dev/null
+++ b/src/lambda/start_codebuild/Makefile
@@ -0,0 +1,19 @@
+# Makefile for StartUICodeBuild and Pattern2CodeBuildTrigger
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-StartUICodeBuild:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-start-codebuild
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+build-Pattern2CodeBuildTrigger:
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 --project "$(PROJECT_ROOT)" --group lambda-start-codebuild
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-StartUICodeBuild build-Pattern2CodeBuildTrigger
diff --git a/src/lambda/start_codebuild/requirements.txt b/src/lambda/start_codebuild/requirements.txt
deleted file mode 100644
index c810e282a..000000000
--- a/src/lambda/start_codebuild/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-crhelper~=2.0.10
diff --git a/src/lambda/stepfunction_subscription_publisher/Makefile b/src/lambda/stepfunction_subscription_publisher/Makefile
new file mode 100644
index 000000000..484f1775f
--- /dev/null
+++ b/src/lambda/stepfunction_subscription_publisher/Makefile
@@ -0,0 +1,22 @@
+# Makefile for StepfunctionSubscriptionPublisherFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-StepfunctionSubscriptionPublisherFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-StepfunctionSubscriptionPublisherFunction
diff --git a/src/lambda/update_configuration/Makefile b/src/lambda/update_configuration/Makefile
new file mode 100644
index 000000000..ebe058b53
--- /dev/null
+++ b/src/lambda/update_configuration/Makefile
@@ -0,0 +1,22 @@
+# Makefile for UpdateConfigurationFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-UpdateConfigurationFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-update-configuration -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies for x86_64 Linux (Lambda runtime)
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package for x86_64 Linux
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-UpdateConfigurationFunction
diff --git a/src/lambda/update_configuration/index.py b/src/lambda/update_configuration/index.py
index d64a37cfe..8c1147a3d 100644
--- a/src/lambda/update_configuration/index.py
+++ b/src/lambda/update_configuration/index.py
@@ -10,6 +10,7 @@
 from typing import Any, Dict, Union
 
 import boto3
+from botocore.exceptions import ClientError
 import cfnresponse
 import yaml
 
diff --git a/src/lambda/update_configuration/requirements.txt b/src/lambda/update_configuration/requirements.txt
deleted file mode 100644
index 9b2358963..000000000
--- a/src/lambda/update_configuration/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-cfnresponse
-PyYAML
-./lib/idp_common_pkg  # idp_common package for ConfigurationManager
\ No newline at end of file
diff --git a/src/lambda/update_settings/Makefile b/src/lambda/update_settings/Makefile
new file mode 100644
index 000000000..a6279bbe0
--- /dev/null
+++ b/src/lambda/update_settings/Makefile
@@ -0,0 +1,22 @@
+# Makefile for UpdateSettingsFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-UpdateSettingsFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-update-settings -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-UpdateSettingsFunction
diff --git a/src/lambda/update_settings/requirements.txt b/src/lambda/update_settings/requirements.txt
deleted file mode 100644
index 60f13dcb1..000000000
--- a/src/lambda/update_settings/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-cfnresponse
\ No newline at end of file
diff --git a/src/lambda/upload_resolver/Makefile b/src/lambda/upload_resolver/Makefile
new file mode 100644
index 000000000..c915d2381
--- /dev/null
+++ b/src/lambda/upload_resolver/Makefile
@@ -0,0 +1,22 @@
+# Makefile for UploadResolverFunction
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-UploadResolverFunction:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-UploadResolverFunction
diff --git a/src/lambda/workflow_tracker/Makefile b/src/lambda/workflow_tracker/Makefile
new file mode 100644
index 000000000..a07288efa
--- /dev/null
+++ b/src/lambda/workflow_tracker/Makefile
@@ -0,0 +1,22 @@
+# Makefile for WorkflowTracker
+MAKEFILE_DIR := $(dir $(abspath $(lastword $(MAKEFILE_LIST))))
+PROJECT_ROOT := $(abspath $(MAKEFILE_DIR)/../../../)
+
+build-WorkflowTracker:
+	# Export dependencies excluding workspace members (idp-common)
+	cd "$(PROJECT_ROOT)" && \
+	uv export --frozen --no-emit-workspace --no-dev --no-editable --group lambda-document-resolver -o "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install PyPI dependencies
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 -r "$(ARTIFACTS_DIR)/requirements.txt"
+	rm "$(ARTIFACTS_DIR)/requirements.txt"
+	# Install workspace member (idp-common) as regular package
+	UV_NO_INSTALLER_METADATA=1 \
+	UV_COMPILE_BYTECODE=1 \
+	uv pip install --target "$(ARTIFACTS_DIR)" --python 3.12 --python-platform x86_64-manylinux2014 "$(PROJECT_ROOT)/lib/idp_common_pkg"
+	# Copy Lambda handler code
+	cp *.py "$(ARTIFACTS_DIR)/"
+	rm -rf "$(ARTIFACTS_DIR)"/__pycache__
+
+.PHONY: build-WorkflowTracker
diff --git a/src/lambda/workflow_tracker/requirements.txt b/src/lambda/workflow_tracker/requirements.txt
deleted file mode 100644
index 99ff32ad2..000000000
--- a/src/lambda/workflow_tracker/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-./lib/idp_common_pkg[docs_service]  # idp_common package with Document model and document service integration
\ No newline at end of file
diff --git a/template.yaml b/template.yaml
index 8f06dce40..77297f2c6 100644
--- a/template.yaml
+++ b/template.yaml
@@ -92,7 +92,7 @@ Parameters:
     Description: >-
       S3 URI pointing to your custom configuration YAML file. When provided, this configuration overrides the selected pattern preset and applies to all processing patterns. 
       Leave blank to use the selected pattern configuration preset. For example s3://my-bucket/custom-config/config.yaml
-    AllowedPattern: '^(|s3://.*)$'
+    AllowedPattern: "^(|s3://.*)$"
     ConstraintDescription: Must be empty or a valid S3 URI (e.g., s3://my-bucket/custom-config/config.yaml)
 
   # Pattern 1 Parameters
@@ -204,12 +204,11 @@ Parameters:
       Frequency for the Glue Crawler to run and discover new document section tables and partitions.
       Manual requires manual execution, other options run automatically at the specified interval.
 
-
   # X-Ray Tracing
   EnableXRayTracing:
     Type: String
-    Default: 'true'
-    AllowedValues: ['true', 'false']
+    Default: "true"
+    AllowedValues: ["true", "false"]
     Description: Enable X-Ray tracing
 
   # Optional Knowledge Base Configuration
@@ -621,6 +620,7 @@ Resources:
   StacknameCheckFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -640,23 +640,7 @@ Resources:
         ]
       Handler: index.handler
       Runtime: python3.12
-      InlineCode: |
-        import cfnresponse
-        import time
-        import json
-        def handler(event, context):
-            print(json.dumps(event))
-            input = event['ResourceProperties'].get('InputString', '')
-            max_length = int(event['ResourceProperties'].get('MaxLength', 0))
-            status = cfnresponse.SUCCESS
-            reason = f"Stack Name Length under {max_length} - OK"
-            if event['RequestType'] == "Create":
-              if len(input) > max_length:
-                status = cfnresponse.FAILED
-                reason = f"Stack Name ({input}) length ({len(input)}) too long - max length {max_length} - FAILED"
-            else:
-              print(f"Request type is {event['RequestType']} - skipping")
-            cfnresponse.send(event, context, status, {}, reason=reason)
+      CodeUri: src/lambda/stackname_check
       Environment:
         Variables:
           LOG_LEVEL: INFO
@@ -685,6 +669,7 @@ Resources:
   ConfigurationCopyFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -705,77 +690,7 @@ Resources:
       Handler: index.handler
       Runtime: python3.12
       Timeout: 300
-      InlineCode: |
-        import boto3
-        import cfnresponse
-        import json
-        import logging
-
-        logger = logging.getLogger()
-        logger.setLevel(logging.INFO)
-
-        def handler(event, context):
-            logger.info(json.dumps(event))
-            
-            try:
-                source_bucket = event['ResourceProperties']['SourceBucket']
-                source_prefix = event['ResourceProperties']['SourcePrefix']
-                target_bucket = event['ResourceProperties']['TargetBucket']
-                target_prefix = event['ResourceProperties'].get('TargetPrefix', '')
-                
-                file_list = event['ResourceProperties'].get('FileList', [])
-                
-                s3_client = boto3.client('s3')
-                
-                if event['RequestType'] == 'Create' or event['RequestType'] == 'Update':
-                    # Copy files explicitly from the provided list
-                    copied_count = 0
-                    
-                    for relative_file_path in file_list:
-                        # Skip empty entries
-                        if not relative_file_path.strip():
-                            continue
-                            
-                        # Construct source key
-                        source_key = f"{source_prefix}/{relative_file_path}"
-                        
-                        # Construct target key with optional target prefix
-                        if target_prefix:
-                            target_key = f"{target_prefix}/{relative_file_path}"
-                        else:
-                            target_key = relative_file_path
-                        
-                        logger.info(f"Copying {source_bucket}/{source_key} to {target_bucket}/{target_key}")
-                        
-                        try:
-                            copy_source = {'Bucket': source_bucket, 'Key': source_key}
-                            s3_client.copy_object(
-                                CopySource=copy_source,
-                                Bucket=target_bucket,
-                                Key=target_key
-                            )
-                            copied_count += 1
-                        except Exception as copy_error:
-                            logger.warning(f"Failed to copy {source_key}: {str(copy_error)}")
-                            # Continue with other files instead of failing the entire operation
-                    
-                    logger.info(f"Successfully copied {copied_count} configuration files")
-                    cfnresponse.send(event, context, cfnresponse.SUCCESS, {
-                        'CopiedFiles': copied_count
-                    }, reason=f"Successfully copied {copied_count} configuration files")
-                    
-                elif event['RequestType'] == 'Delete':
-                    # For delete, we don't need to clean up the configuration files
-                    # as they may be needed by other resources
-                    logger.info("Delete request - no action needed for configuration files")
-                    cfnresponse.send(event, context, cfnresponse.SUCCESS, {}, 
-                                   reason="Delete completed - configuration files retained")
-                    
-            except Exception as e:
-                logger.error(f"Error: {str(e)}")
-                cfnresponse.send(event, context, cfnresponse.FAILED, {}, 
-                               reason=f"Error copying configuration files: {str(e)}")
-
+      CodeUri: src/lambda/configuration_copy
       Environment:
         Variables:
           LOG_LEVEL: INFO
@@ -2081,6 +1996,7 @@ Resources:
   InitializeConcurrencyTableLambda:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -2215,15 +2131,17 @@ Resources:
   UpdateConfigurationFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
+          - id: W58
+            reason: "DLQ not required for Cfn Custom Resource function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for Custom Resource function"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -2317,10 +2235,9 @@ Resources:
       Value: "{}"
 
   UpdateSettingsFunction:
-    DependsOn:
-      - IsStacknameLengthOK
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -2329,7 +2246,8 @@ Resources:
             reason: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for Custom Resource function"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for settings updates as it's invoked synchronously via AppSync and errors are handled by the caller"
+    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
         !If [
@@ -2473,6 +2391,7 @@ Resources:
   QueueSender:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -2546,6 +2465,7 @@ Resources:
   QueueProcessor:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -2666,6 +2586,7 @@ Resources:
   WorkflowTracker:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -2827,18 +2748,17 @@ Resources:
   SaveReportingDataFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
-          - id: W11
-            reason: "Role requires * resource access for CloudWatch Metrics and Logs"
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for reporting data as errors are logged and handled"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for this functions as it is called sychronously"
     Properties:
       PermissionsBoundary:
         !If [
@@ -2914,6 +2834,7 @@ Resources:
   EvaluationFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W11
@@ -3448,19 +3369,17 @@ Resources:
               - !GetAtt PATTERN1STACK.Outputs.StateMachineLogGroup
 
   DashboardMergerFunction:
-    DependsOn:
-      - IsStacknameLengthOK
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
-          - id: W11
-            reason: "Role requires * resource access for CloudWatch Dashboards"
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for Cfn Custom Resource function"
+          - id: W58
+            reason: "DLQ not required for Cfn Custom Resource function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
@@ -3513,13 +3432,15 @@ Resources:
   LookupFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: ""DLQ not required for Lookup function as it is called only from CLI"
+          - id: W58
+            reason: "DLQ not required for Cfn Custom Resource function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
@@ -3615,13 +3536,15 @@ Resources:
   AgentRequestHandlerFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for analytics request handler as it's invoked synchronously via AppSync and errors are handled by the caller"
+          - id: W58
+            reason: "DLQ not required for Cfn Custom Resource function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
@@ -3669,19 +3592,15 @@ Resources:
   AgentProcessorFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
+          - id: W11
+            reason: "Role requires * resource access for CloudWatch Metrics and Logs"
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W58
-            reason: "DLQ not required for Cfn Custom Resource function"
-          - id: W76
-            reason: "Suppressing W76: SPCM for IAM policy document is higher than 25"
-          - id: W11
-            reason: "Role requires * resource access for CloudWatch Metrics and Logs"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for analytics processor as it's invoked asynchronously by request handler with error handling and job status tracking in DynamoDB"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
@@ -3853,15 +3772,16 @@ Resources:
   ListAvailableAgentsFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
-            reason: "Function does not require VPC access as it only interacts with local agent factory"
+            reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
-    # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with local agent factory"
+    # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for listing agents as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -4231,6 +4151,7 @@ Resources:
       - IsStacknameLengthOK
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -4240,6 +4161,7 @@ Resources:
     # checkov:skip=CKV_AWS_116: "DLQ not required for Cfn Custom Resource function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
         !If [
@@ -4252,19 +4174,9 @@ Resources:
       Runtime: python3.12
       Timeout: 30
       MemorySize: 128
+      CodeUri: src/lambda/get_domain
       LoggingConfig:
         LogGroup: !Ref GetDomainLambdaLogGroup
-      InlineCode: |
-        import cfnresponse
-        import time
-        def handler(event, context):                                                    
-            lowercase = event['ResourceProperties'].get('InputString', '').lower()
-            lowercaseWithTimestamp = f"{lowercase}-{time.time_ns()}" # make unique
-            responseData = {
-              'Lowercase': lowercase, 
-              'OutputString': lowercaseWithTimestamp, # don't change key - avoid UserPool update errors
-            }                                            
-            cfnresponse.send(event, context, cfnresponse.SUCCESS, responseData)
 
   GetDomainLambdaLogGroup:
     Type: AWS::Logs::LogGroup
@@ -4561,6 +4473,7 @@ Resources:
     Type: AWS::Serverless::Function
     Condition: ShouldCreatePrivateWorkteam
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -4777,6 +4690,7 @@ Resources:
     Type: AWS::Serverless::Function
     Condition: IsHITLEnabled
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -4823,6 +4737,7 @@ Resources:
     Type: AWS::Serverless::Function
     Condition: IsHITLEnabled
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -4955,6 +4870,7 @@ Resources:
     Type: AWS::Serverless::Function
     Condition: IsWafEnabled
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -5153,17 +5069,16 @@ Resources:
   CreateDocumentResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for document creation as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -5424,17 +5339,17 @@ Resources:
   GetFileContentsResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for file contents retrieval as it's invoked synchronously via AppSync and errors are handled by the caller"
+    # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
         !If [
@@ -5501,6 +5416,7 @@ Resources:
   GetStepFunctionExecutionResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -5586,17 +5502,16 @@ Resources:
   ConfigurationResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for configuration resolver as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -5677,17 +5592,16 @@ Resources:
   CopyToBaselineResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for baseline copy as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -5773,17 +5687,16 @@ Resources:
   DeleteDocumentResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for document deletion as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -5852,17 +5765,16 @@ Resources:
   ReprocessDocumentResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for document reprocessing as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -5938,17 +5850,16 @@ Resources:
   UploadResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
+    # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for upload resolver as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -6026,17 +5937,16 @@ Resources:
   DiscoveryUploadResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
+    # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for discovery upload as it's invoked synchronously via AppSync and errors are handled by the caller"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
     Properties:
       PermissionsBoundary:
@@ -6194,17 +6104,14 @@ Resources:
   DiscoveryProcessorFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-          - id: W11
-            reason: "Role requires * resource access for CloudWatch Metrics and Logs"
-    # checkov:skip=CKV_AWS_116: "DLQ not required for SQS triggered function"
+    # checkov:skip=CKV_AWS_116: "DLQ not required for this function - failures are logged and retried by EventBridge"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
     # checkov:skip=CKV_AWS_173: "Environment variables do not contain sensitive data - only configuration values like feature flags and non-sensitive settings"
@@ -6283,6 +6190,7 @@ Resources:
   QueryKnowledgeBaseResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
@@ -6397,16 +6305,13 @@ Resources:
   ChatWithDocumentResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
-          - id: W11
-            reason: "Role requires * resource access for CloudWatch Metrics and Logs"
     # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
@@ -6495,14 +6400,13 @@ Resources:
   ProcessChangesResolverFunction:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
             reason: "Function does not require VPC access as it only interacts with AWS services via APIs"
           - id: W92
             reason: "Function does not require reserved concurrency as it scales based on demand"
-          - id: W12
-            reason: "Lambda requires CloudWatch logs permissions"
     # checkov:skip=CKV_AWS_116: "DLQ not required for AppSync resolver function"
     # checkov:skip=CKV_AWS_117: "Function does not require VPC access as it only interacts with AWS services via APIs"
     # checkov:skip=CKV_AWS_115: "Function does not require reserved concurrency as it scales based on demand"
@@ -6913,6 +6817,7 @@ Resources:
   StartUICodeBuild:
     Type: AWS::Serverless::Function
     Metadata:
+      BuildMethod: makefile
       cfn_nag:
         rules_to_suppress:
           - id: W89
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 000000000..ca849e296
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,5484 @@
+version = 1
+revision = 3
+requires-python = ">=3.9, <3.14"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
+    "python_full_version < '3.10'",
+]
+
+[manifest]
+members = [
+    "idp-accelerator",
+    "idp-cli",
+    "idp-common",
+]
+
+[[package]]
+name = "aiobotocore"
+version = "2.24.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "aioitertools" },
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "multidict" },
+    { name = "python-dateutil" },
+    { name = "wrapt" },
+]
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