diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index 78c0f3733..dd39eb8f9 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -61,12 +61,12 @@ weekly:
       path: examples/aws-serverless/langgraph
       deploy_dir: deploy
     - type: aws-serverless
-      path: examples/aws-serverless/openai-auth
+      path: examples/aws-serverless/scalable-openai
       deploy_dir: deploy
     - type: aws-serverless
-      path: examples/aws-serverless/scalable-openai
+      path: examples/aws-serverless/openai-auth
       deploy_dir: deploy
-
+    
      # Memory options 
     - type: aws-serverless
       path: examples/memory/redis
diff --git a/.github/scripts/run_single_test.py b/.github/scripts/run_single_test.py
index 8d30cb32a..f7d463d73 100755
--- a/.github/scripts/run_single_test.py
+++ b/.github/scripts/run_single_test.py
@@ -8,6 +8,9 @@
 import os
 import subprocess
 import sys
+import time
+import urllib.error
+import urllib.request
 from pathlib import Path
 import json
 
@@ -47,6 +50,37 @@ def run_command(command: list[str], cwd: str = None, description: str = "", env:
         return False
 
 
+def wait_for_endpoint(url: str, timeout: int = 300, interval: int = 10) -> bool:
+    """Poll an endpoint until it responds with a non-5xx status.
+
+    Containerized deployments return 5xx from the load balancer until the
+    tasks are running and registered as healthy targets. A non-5xx response
+    (including 4xx, since the invoke endpoint may reject GET) means traffic
+    is reaching the application.
+    """
+    print(f"\n{'='*80}")
+    print(f"Waiting for endpoint to become ready: {url}")
+    print(f"{'='*80}\n")
+
+    deadline = time.time() + timeout
+    while time.time() < deadline:
+        try:
+            with urllib.request.urlopen(url, timeout=10) as resp:
+                print(f"✅ Endpoint ready (HTTP {resp.status})")
+                return True
+        except urllib.error.HTTPError as e:
+            if e.code < 500:
+                print(f"✅ Endpoint ready (HTTP {e.code})")
+                return True
+            print(f"⏳ Endpoint returned HTTP {e.code}, retrying in {interval}s...")
+        except Exception as e:
+            print(f"⏳ Endpoint not reachable ({e}), retrying in {interval}s...")
+        time.sleep(interval)
+
+    print(f"❌ Endpoint did not become ready within {timeout}s")
+    return False
+
+
 def run_simple_test(path: str) -> bool:
     """
     Run a simple test (cli, api, memory, containerized).
@@ -69,7 +103,7 @@ def run_simple_test(path: str) -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}",
         env=CREWAI_DISABLE_TRACE_ENV
@@ -168,7 +202,7 @@ def deploy_gcp_resources(path: str, deploy_dir: str = 'deploy', vpc_id: str = No
     if vpc_id:
         tf_env['TF_VAR_vpc_id'] = vpc_id
                 
-        print(f"\n✅ Injecting VPC configuration as Terraform variables:")
+        print("\n✅ Injecting VPC configuration as Terraform variables:")
         print(f"   TF_VAR_vpc_id={vpc_id}")    
     if private_subnet_ids:
         try:
@@ -208,7 +242,7 @@ def test_gcp_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     # Get agent_invoke_url terraform output and set AK_TEST_ENDPOINT
     try:
         print(f"\n{'='*80}")
-        print(f"Retrieving agent_invoke_url terraform output")
+        print("Retrieving agent_invoke_url terraform output")
         print(f"{'='*80}\n")
         
         result = subprocess.run(
@@ -240,7 +274,7 @@ def test_gcp_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -269,7 +303,7 @@ def destroy_azure_resources(path: str, deploy_dir: str = 'deploy', vnet_id: str
     if vnet_id:
         tf_env['TF_VAR_vnet_id'] = vnet_id
         
-        print(f"\n✅ Injecting VNet configuration as environment variables for destroy:")
+        print("\n✅ Injecting VNet configuration as environment variables for destroy:")
         print(f"   TF_VAR_VNET_ID={vnet_id}")
         
     if subnet_ids:
@@ -319,7 +353,7 @@ def deploy_azure_resources(path: str, deploy_dir: str = 'deploy', vnet_id: str =
     if vnet_id:
         tf_env['TF_VAR_vnet_id'] = vnet_id
         
-        print(f"\n✅ Injecting VNet configuration as environment variables:")
+        print("\n✅ Injecting VNet configuration as environment variables:")
         print(f"   TF_VAR_vnet_id={vnet_id}")
     if subnet_ids:
         try:
@@ -357,7 +391,7 @@ def test_azure_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     # Get agent_invoke_url terraform output and set AK_TEST_ENDPOINT
     try:
         print(f"\n{'='*80}")
-        print(f"Retrieving agent_invoke_url terraform output")
+        print("Retrieving agent_invoke_url terraform output")
         print(f"{'='*80}\n")
         
         result = subprocess.run(
@@ -391,7 +425,7 @@ def test_azure_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -470,7 +504,7 @@ def deploy_aws_resources(path: str, deploy_dir: str = 'deploy', vpc_id: str = No
     if vpc_id:
         tf_env['TF_VAR_vpc_id'] = vpc_id
         
-        print(f"\n✅ Injecting VPC configuration as Terraform variables:")
+        print("\n✅ Injecting VPC configuration as Terraform variables:")
         print(f"   TF_VAR_vpc_id={vpc_id}")    
     if private_subnet_ids:
         try:
@@ -510,7 +544,7 @@ def test_aws_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     # Get agent_invoke_url terraform output and set AK_TEST_ENDPOINT
     try:
         print(f"\n{'='*80}")
-        print(f"Retrieving agent_invoke_url terraform output")
+        print("Retrieving agent_invoke_url terraform output")
         print(f"{'='*80}\n")
         
         result = subprocess.run(
@@ -531,10 +565,15 @@ def test_aws_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     except subprocess.CalledProcessError as e:
         print(f"❌ Failed to retrieve agent_invoke_url output: {e}")
         return False
-    
+
+    # Containerized deployments need time for tasks to come up and pass
+    # load balancer health checks before the endpoint serves traffic
+    if not wait_for_endpoint(agent_invoke_url):
+        return False
+
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
diff --git a/.github/workflows/integration-test-weekly.yaml b/.github/workflows/integration-test-weekly.yaml
index a2d01dabe..cf053263f 100644
--- a/.github/workflows/integration-test-weekly.yaml
+++ b/.github/workflows/integration-test-weekly.yaml
@@ -11,6 +11,12 @@ on:
   
   # Allow manual triggering
   workflow_dispatch:
+    inputs:
+      keep_resources_on_failure:
+        description: 'Keep cloud resources if deploy/test fails (skip destroy) - for manual debugging. Leave off for normal/scheduled runs.'
+        required: false
+        type: boolean
+        default: false
 
 jobs:
   setup:
@@ -64,9 +70,81 @@ jobs:
           path: ak-py/dist
           key: ak-py-${{ github.sha }}
 
-  get-base-outputs:
+  deploy-openai:
     needs: [setup, build-ak-py]
     runs-on: ubuntu-latest
+    environment: ci-tests
+    defaults:
+      run:
+        shell: bash -e {0}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+
+      - name: Install dependencies
+        run: pip install uv pyyaml
+
+      - name: Restore ak-py build
+        uses: actions/cache/restore@v4
+        with:
+          path: ak-py/dist
+          key: ak-py-${{ github.sha }}
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          role-to-assume: arn:aws:iam::${{ vars.AWS_ACCOUNT_ID_DEV }}:role/${{ vars.AWS_ROLE_NAME }}
+          aws-region: ${{ vars.AWS_REGION }}
+
+      - name: Setup Terraform
+        uses: hashicorp/setup-terraform@v3
+        with:
+          terraform_version: 1.14.3
+
+      - name: Inject dependencies
+        run: python3 scripts/deploy/inject_dependencies.py
+
+      - name: Deploy ${{ fromJson(needs.setup.outputs.deployment-base).path }}
+        env:
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          TF_VAR_openai_api_key: ${{ secrets.OPENAI_API_KEY }}
+          SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}
+          SLACK_SIGNING_SECRET: ${{ secrets.SLACK_SIGNING_SECRET }}
+        run: |
+          python .github/scripts/run_single_test.py \
+            --type ${{ fromJson(needs.setup.outputs.deployment-base).type }} \
+            --path ${{ fromJson(needs.setup.outputs.deployment-base).path }} \
+            --deploy-dir ${{ fromJson(needs.setup.outputs.deployment-base).deploy_dir }} \
+            --action deploy
+
+      - name: Test ${{ fromJson(needs.setup.outputs.deployment-base).path }}
+        id: openai-test
+        continue-on-error: true
+        env:
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          TF_VAR_openai_api_key: ${{ secrets.OPENAI_API_KEY }}
+          SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}
+          SLACK_SIGNING_SECRET: ${{ secrets.SLACK_SIGNING_SECRET }}
+        run: |
+          python .github/scripts/run_single_test.py \
+            --type ${{ fromJson(needs.setup.outputs.deployment-base).type }} \
+            --path ${{ fromJson(needs.setup.outputs.deployment-base).path }} \
+            --deploy-dir ${{ fromJson(needs.setup.outputs.deployment-base).deploy_dir }} \
+            --action test
+
+      - name: Report openai test outcome
+        if: steps.openai-test.outcome == 'failure'
+        run: |
+          echo "::error::openai base test failed (see the 'Test' step above for details). Continuing the pipeline since the base deployment itself succeeded and other tests depend on it."
+
+  get-base-outputs:
+    needs: [setup, build-ak-py, deploy-openai]
+    runs-on: ubuntu-latest
     outputs:
       vpc_id: ${{ steps.base-outputs.outputs.vpc_id }}
       private_subnet_ids: ${{ steps.base-outputs.outputs.private_subnet_ids }}
@@ -183,6 +261,13 @@ jobs:
           ARM_TENANT_ID: ${{ secrets.AZURE_TENANT_ID }}
           ARM_CLIENT_ID: ${{ secrets.AZURE_CLIENT_ID }}
         run: |
+          set +e
+          DEPLOY_EXIT=0
+          TEST_EXIT=0
+          DESTROY_EXIT=0
+          DESTROY_SKIPPED=false
+          KEEP_ON_FAILURE="${{ inputs.keep_resources_on_failure }}"
+
           if [[ "${{ matrix.type }}" == "aws-containerized" || "${{ matrix.type }}" == "aws-serverless" ]]; then
             # Deploy
             python .github/scripts/run_single_test.py \
@@ -192,22 +277,33 @@ jobs:
               --vpc-id "${{ needs.get-base-outputs.outputs.vpc_id }}" \
               --private-subnet-ids '${{ needs.get-base-outputs.outputs.private_subnet_ids }}' \
               --action deploy
-            
-            # Test
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --action test
-            
-            # Destroy
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --vpc-id "${{ needs.get-base-outputs.outputs.vpc_id }}" \
-              --private-subnet-ids '${{ needs.get-base-outputs.outputs.private_subnet_ids }}' \
-              --action destroy
+            DEPLOY_EXIT=$?
+
+            # Test - only if deploy succeeded
+            if [ $DEPLOY_EXIT -eq 0 ]; then
+              python .github/scripts/run_single_test.py \
+                --type ${{ matrix.type }} \
+                --path ${{ matrix.path }} \
+                --deploy-dir ${{ matrix.deploy_dir }} \
+                --action test
+              TEST_EXIT=$?
+            else
+              echo "::warning::Skipping test for ${{ matrix.path }} because deploy failed"
+            fi
+
+            # Destroy - always run, unless asked to keep resources after a failure for debugging
+            if [ "$KEEP_ON_FAILURE" == "true" ] && { [ $DEPLOY_EXIT -ne 0 ] || [ $TEST_EXIT -ne 0 ]; }; then
+              DESTROY_SKIPPED=true
+            else
+              python .github/scripts/run_single_test.py \
+                --type ${{ matrix.type }} \
+                --path ${{ matrix.path }} \
+                --deploy-dir ${{ matrix.deploy_dir }} \
+                --vpc-id "${{ needs.get-base-outputs.outputs.vpc_id }}" \
+                --private-subnet-ids '${{ needs.get-base-outputs.outputs.private_subnet_ids }}' \
+                --action destroy
+              DESTROY_EXIT=$?
+            fi
 
           elif [[ "${{ matrix.type }}" == "azure-serverless" || "${{ matrix.type }}" == "azure-containerized" ]]; then
             # Deploy
@@ -216,20 +312,31 @@ jobs:
               --path ${{ matrix.path }} \
               --deploy-dir ${{ matrix.deploy_dir }} \
               --action deploy
-            
-            # Test
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --action test
-            
-            # Destroy
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --action destroy
+            DEPLOY_EXIT=$?
+
+            # Test - only if deploy succeeded
+            if [ $DEPLOY_EXIT -eq 0 ]; then
+              python .github/scripts/run_single_test.py \
+                --type ${{ matrix.type }} \
+                --path ${{ matrix.path }} \
+                --deploy-dir ${{ matrix.deploy_dir }} \
+                --action test
+              TEST_EXIT=$?
+            else
+              echo "::warning::Skipping test for ${{ matrix.path }} because deploy failed"
+            fi
+
+            # Destroy - always run, unless asked to keep resources after a failure for debugging
+            if [ "$KEEP_ON_FAILURE" == "true" ] && { [ $DEPLOY_EXIT -ne 0 ] || [ $TEST_EXIT -ne 0 ]; }; then
+              DESTROY_SKIPPED=true
+            else
+              python .github/scripts/run_single_test.py \
+                --type ${{ matrix.type }} \
+                --path ${{ matrix.path }} \
+                --deploy-dir ${{ matrix.deploy_dir }} \
+                --action destroy
+              DESTROY_EXIT=$?
+            fi
 
           elif [[ "${{ matrix.type }}" == "gcp-serverless" || "${{ matrix.type }}" == "gcp-containerized" ]]; then
             # Deploy
@@ -238,20 +345,48 @@ jobs:
               --path ${{ matrix.path }} \
               --deploy-dir ${{ matrix.deploy_dir }} \
               --action deploy
-            
-            # Test
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --action test
-            
-            # Destroy
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --action destroy         
+            DEPLOY_EXIT=$?
+
+            # Test - only if deploy succeeded
+            if [ $DEPLOY_EXIT -eq 0 ]; then
+              python .github/scripts/run_single_test.py \
+                --type ${{ matrix.type }} \
+                --path ${{ matrix.path }} \
+                --deploy-dir ${{ matrix.deploy_dir }} \
+                --action test
+              TEST_EXIT=$?
+            else
+              echo "::warning::Skipping test for ${{ matrix.path }} because deploy failed"
+            fi
+
+            # Destroy - always run, unless asked to keep resources after a failure for debugging
+            if [ "$KEEP_ON_FAILURE" == "true" ] && { [ $DEPLOY_EXIT -ne 0 ] || [ $TEST_EXIT -ne 0 ]; }; then
+              DESTROY_SKIPPED=true
+            else
+              python .github/scripts/run_single_test.py \
+                --type ${{ matrix.type }} \
+                --path ${{ matrix.path }} \
+                --deploy-dir ${{ matrix.deploy_dir }} \
+                --action destroy
+              DESTROY_EXIT=$?
+            fi
+          fi
+          set -e
+
+          if [ $DEPLOY_EXIT -ne 0 ]; then
+            echo "::error::Deploy failed for ${{ matrix.path }} (exit code $DEPLOY_EXIT)"
+          fi
+          if [ $TEST_EXIT -ne 0 ]; then
+            echo "::error::Test failed for ${{ matrix.path }} (exit code $TEST_EXIT)"
+          fi
+          if [ "$DESTROY_SKIPPED" == "true" ]; then
+            echo "::warning::Destroy skipped for ${{ matrix.path }} - keep_resources_on_failure is enabled. Remember to destroy these resources manually when done debugging."
+          elif [ $DESTROY_EXIT -ne 0 ]; then
+            echo "::error::Destroy failed for ${{ matrix.path }} (exit code $DESTROY_EXIT)"
+          fi
+
+          if [ $DEPLOY_EXIT -ne 0 ] || [ $TEST_EXIT -ne 0 ] || [ $DESTROY_EXIT -ne 0 ]; then
+            exit 1
           fi
       - name: Upload test results
         if: always()
@@ -262,76 +397,3 @@ jobs:
             ${{ matrix.path }}/**/test-results/
             ${{ matrix.path }}/**/pytest-report.xml
           retention-days: 30
-
-  redeploy-openai:
-    needs: [setup, run-tests]
-    runs-on: ubuntu-latest
-    environment: ci-tests
-    defaults:
-      run:
-        shell: bash -e {0}
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.12'
-
-      - name: Install dependencies
-        run: pip install uv pyyaml
-
-      - name: Restore ak-py build
-        uses: actions/cache/restore@v4
-        with:
-          path: ak-py/dist
-          key: ak-py-${{ github.sha }}
-
-      - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@v4
-        with:
-          role-to-assume: arn:aws:iam::${{ vars.AWS_ACCOUNT_ID_DEV }}:role/${{ vars.AWS_ROLE_NAME }}
-          aws-region: ${{ vars.AWS_REGION }}
-
-      # - name: Azure login
-      #   uses: azure/login@v3
-      #   with:
-      #     client-id: ${{ secrets.AZURE_CLIENT_ID }}
-      #     tenant-id: ${{ secrets.AZURE_TENANT_ID }}
-      #     subscription-id: ${{ vars.ARM_SUBSCRIPTION_ID }}
-      - name: Setup Terraform
-        uses: hashicorp/setup-terraform@v3
-        with:
-          terraform_version: 1.14.3
-
-      - name: Inject dependencies
-        run: python3 scripts/deploy/inject_dependencies.py
-
-      - name: Destroy, Deploy, and Test ${{ fromJson(needs.setup.outputs.deployment-base).path }}
-        env:
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          TF_VAR_openai_api_key: ${{ secrets.OPENAI_API_KEY }}
-          SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}
-          SLACK_SIGNING_SECRET: ${{ secrets.SLACK_SIGNING_SECRET }}
-        run: |
-          # Destroy
-          python .github/scripts/run_single_test.py \
-            --type ${{ fromJson(needs.setup.outputs.deployment-base).type }} \
-            --path ${{ fromJson(needs.setup.outputs.deployment-base).path }} \
-            --deploy-dir ${{ fromJson(needs.setup.outputs.deployment-base).deploy_dir }} \
-            --action destroy
-          
-          # Deploy
-          python .github/scripts/run_single_test.py \
-            --type ${{ fromJson(needs.setup.outputs.deployment-base).type }} \
-            --path ${{ fromJson(needs.setup.outputs.deployment-base).path }} \
-            --deploy-dir ${{ fromJson(needs.setup.outputs.deployment-base).deploy_dir }} \
-            --action deploy
-          
-          # Test
-          python .github/scripts/run_single_test.py \
-            --type ${{ fromJson(needs.setup.outputs.deployment-base).type }} \
-            --path ${{ fromJson(needs.setup.outputs.deployment-base).path }} \
-            --deploy-dir ${{ fromJson(needs.setup.outputs.deployment-base).deploy_dir }} \
-            --action test
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 152d3f365..d64d2255b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,4 +9,5 @@ __pycache__
 pytest-report.xml
 *.DS_Store
 *.pip-cache
-.kiro
\ No newline at end of file
+.kiro
+.claude/settings.local.json
\ No newline at end of file
diff --git a/DEVELOPER_GUIDE.md b/DEVELOPER_GUIDE.md
index 93c33a095..d5fcbe6c8 100644
--- a/DEVELOPER_GUIDE.md
+++ b/DEVELOPER_GUIDE.md
@@ -43,13 +43,18 @@ Before you begin development, ensure you have the following installed:
 
 ## Development
 
-1. **Navigate to the Python package**
+1. **Run the dev setup script** from the repo root to install prerequisites (pyenv, Python 3.12, uv) and sync the `ak-py` virtual environment:
    ```bash
-   cd ak-py
+   make dev-setup
+   ```
+   or directly:
+   ```bash
+   ./scripts/dev-setup.sh
    ```
 
-2. **Install development dependencies**
+   Alternatively, set things up manually:
    ```bash
+   cd ak-py
    ./build.sh
    ```
 
diff --git a/Makefile b/Makefile
index b00bc1a22..6d76be2ab 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,4 @@
-.PHONY: lint lint-check lint-examples lint-examples-check lint-all lint-check-all help
+.PHONY: dev-setup lint lint-check lint-examples lint-examples-check lint-all lint-check-all help
 
 EXAMPLE_DIRS := examples
 
@@ -13,6 +13,7 @@ endef
 
 help:
 	@echo "Available targets:"
+	@echo "  dev-setup           - Installs prerequisites (pyenv, Python, uv) and syncs ak-py"
 	@echo "  lint                - Formats python code in ak-py"
 	@echo "  lint-check          - Dry run to check code formatting in ak-py"
 	@echo "  lint-examples       - Formats python code in examples directory"
@@ -21,6 +22,9 @@ help:
 	@echo "  lint-check-all      - Dry run to check code formatting in both ak-py and examples"
 	@echo "  help                - Show this help message"
 
+dev-setup:
+	@./scripts/dev-setup.sh
+
 lint: lint-fix
 
 lint-fix:
diff --git a/ak-deployment/ak-aws/containerized/.terraform.lock.hcl b/ak-deployment/ak-aws/containerized/.terraform.lock.hcl
index f9b03a32d..fa784f413 100644
--- a/ak-deployment/ak-aws/containerized/.terraform.lock.hcl
+++ b/ak-deployment/ak-aws/containerized/.terraform.lock.hcl
@@ -6,6 +6,7 @@ provider "registry.terraform.io/hashicorp/aws" {
   constraints = ">= 4.22.0, >= 6.11.0, >= 6.21.0, >= 6.22.0"
   hashes = [
     "h1:8pfQCbr4JFt9slLo6/LnRQbenI6BlPMVsDBm2MZLLuQ=",
+    "h1:bcsBqGyclIvX7fgmX4VQvePf0Q4QbDGdxV0HbCnx+pI=",
     "zh:254eab8da4534fe937cb48992e4843d4165a6455eb6e989ef6cae7ebeb6fc107",
     "zh:3c3913e4853c491ae3b65560fd5911c21959b57f2d1f890c252a12d4ac201852",
     "zh:5baf2900b4b5fd7be40b0ce219359a6ec9a8896f267b932a249cee6cf0eccf09",
@@ -28,6 +29,7 @@ provider "registry.terraform.io/hashicorp/null" {
   version     = "3.2.4"
   constraints = ">= 2.0.0"
   hashes = [
+    "h1:L5V05xwp/Gto1leRryuesxjMfgZwjb7oool4WS1UEFQ=",
     "h1:hkf5w5B6q8e2A42ND2CjAvgvSN3puAosDmOJb3zCVQM=",
     "zh:59f6b52ab4ff35739647f9509ee6d93d7c032985d9f8c6237d1f8a59471bbbe2",
     "zh:78d5eefdd9e494defcb3c68d282b8f96630502cac21d1ea161f53cfe9bb483b3",
@@ -48,6 +50,7 @@ provider "registry.terraform.io/kreuzwerker/docker" {
   version     = "3.6.2"
   constraints = ">= 3.0.0, 3.6.2"
   hashes = [
+    "h1:/Oe7tViXf/xyQ4Pg8cDifMlD3RthOYkslwQiRgx7BTE=",
     "h1:1K3j0xUY2D0+E+DBDQc6k1u6Al9MkuNWrIC9rnvwFSM=",
     "zh:22b51a8fb63481d290bdad9a221bc8c9e45d66d1a0cd45beed3f3627bf1debd8",
     "zh:2b902eb80a1ae033af1135cc165d192668820a7f8ea15beb5472f811c18bea1f",
diff --git a/ak-deployment/ak-aws/containerized/ecs.tf b/ak-deployment/ak-aws/containerized/ecs.tf
index b521f540f..736eb7874 100644
--- a/ak-deployment/ak-aws/containerized/ecs.tf
+++ b/ak-deployment/ak-aws/containerized/ecs.tf
@@ -50,6 +50,14 @@ module "ecs" {
       subnet_ids         = local.subnet_ids
       security_group_ids = [aws_security_group.ecs_service.id]
 
+      # Block terraform apply until tasks are running and healthy behind the ALB,
+      # so downstream steps (e.g. integration tests) hit a ready service
+      wait_for_steady_state = true
+      timeouts = {
+        create = "15m"
+        update = "15m"
+      }
+
       load_balancer = {
         service = {
           target_group_arn = aws_lb_target_group.app.arn
diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 2d69afa81..d3922ae8e 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -46,7 +46,7 @@ smolagents = [
     "smolagents>=1.0.0",
 ]
 cli = [
-
+    
 ]
 aws = [
     "boto3>=1.41.4",
@@ -128,6 +128,8 @@ test = [
     "pytest-order>=1.3.0",
     "rapidfuzz>=3.14.1",
     "ragas>=0.4.1",
+    # ragas imports langchain_community.chat_models.vertexai, removed in langchain-community 0.4.2
+    "langchain_community==0.4.1",
     "datasets>=2.14.0",
     "pandas>=2.0.0",
     "litellm>=1.89.2",
@@ -138,6 +140,10 @@ a2a = [
 mcp = [
     "fastmcp>=2.14.2,<3.0.0"
 ]
+multimodal = [
+    "litellm>=1.74.9",
+    "python-multipart>=0.0.12",
+]
 
 [project.scripts]
 ak = "agentkernel.cli.ak:main"
diff --git a/ak-py/src/agentkernel/framework/crewai/crewai.py b/ak-py/src/agentkernel/framework/crewai/crewai.py
index db165e0e3..e11d8a60d 100644
--- a/ak-py/src/agentkernel/framework/crewai/crewai.py
+++ b/ak-py/src/agentkernel/framework/crewai/crewai.py
@@ -257,6 +257,15 @@ class CrewAIRunner(Runner):
     CrewAIRunner class provides a runner for CrewAI based agents.
     """
 
+    TRANSCRIPT_KEY = f"{FRAMEWORK}_transcript"
+    """
+    Session data key holding the conversation transcript.
+    """
+    TRANSCRIPT_MAX_LINES = 20
+    """
+    Maximum number of transcript lines (user and assistant entries) kept in the session.
+    """
+
     def __init__(self):
         """
         Initializes a CrewAIRunner instance.
@@ -264,6 +273,36 @@ def __init__(self):
         super().__init__(FRAMEWORK)
         self._log = logging.getLogger("ak.crewai.runner")
 
+    def _transcript(self, session: Session) -> list[str] | None:
+        """
+        Returns the conversation transcript associated with the session.
+        The transcript keeps the recent user prompts and agent replies as plain text so
+        follow-up prompts can be answered with deterministic conversational context,
+        independent of memory embedding or recall behaviour.
+        :param session: The session to retrieve the transcript for.
+        :return: The transcript for the session, or None if no session is provided.
+        """
+        if session is None:
+            return None
+        transcript = session.get(self.TRANSCRIPT_KEY)
+        if transcript is None:
+            transcript = session.set(self.TRANSCRIPT_KEY, [])
+        return transcript
+
+    @staticmethod
+    def _describe(prompt: str, transcript: list[str] | None) -> str:
+        """
+        Builds the task description for the prompt, prepending the recent conversation
+        so the agent can resolve references to earlier turns.
+        :param prompt: The current user prompt.
+        :param transcript: The conversation transcript, if any.
+        :return: The task description.
+        """
+        if not transcript:
+            return prompt
+        history = "\n".join(transcript)
+        return f"Previous conversation:\n{history}\n\nCurrent request:\n{prompt}"
+
     def _memory(self, session: Session) -> Memory | None:
         """
         Returns the unified memory associated with the session.
@@ -309,10 +348,17 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest])
 
             memory = self._memory(session)
             if memory:
-                memory.remember(content=prompt)
-
+                try:
+                    memory.remember(content=prompt)
+                except Exception as e:
+                    # Memory is an enrichment on top of the transcript; a failure (e.g. no
+                    # embedder configured) must not fail the run.
+                    self._log.warning(f"Unable to persist prompt to CrewAI memory, continuing without memory: {e}")
+                    memory = None
+
+            transcript = self._transcript(session)
             task = Task(
-                description=prompt,
+                description=self._describe(prompt, transcript),
                 expected_output="An answer is plain text",
                 agent=agent.agent,
             )
@@ -329,6 +375,11 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest])
             else:
                 reply_text = "" if reply is None else str(reply)
 
+            if transcript is not None:
+                transcript.append(f"User: {prompt}")
+                transcript.append(f"Assistant: {reply_text}")
+                del transcript[: -self.TRANSCRIPT_MAX_LINES]
+
             return AgentReplyText(text=reply_text, prompt=prompt)
         except Exception as e:
             return AgentReplyText(text=user_facing_error_message(e), prompt=prompt)
diff --git a/ak-py/tests/test_crewai_runner.py b/ak-py/tests/test_crewai_runner.py
new file mode 100644
index 000000000..c84e0cb00
--- /dev/null
+++ b/ak-py/tests/test_crewai_runner.py
@@ -0,0 +1,131 @@
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+
+from agentkernel.core import Session
+from agentkernel.core.model import AgentReplyText, AgentRequestText
+from agentkernel.framework.crewai.crewai import CrewAIRunner
+
+
+def _mock_crew(reply_text: str = "answer"):
+    """Returns a Crew class mock whose instances reply with the given text."""
+    crew_instance = MagicMock()
+    result = MagicMock()
+    result.raw = reply_text
+    crew_instance.kickoff_async = AsyncMock(return_value=result)
+    crew_cls = MagicMock(return_value=crew_instance)
+    return crew_cls
+
+
+class TestDescribe:
+
+    def test_without_transcript_returns_prompt(self):
+        assert CrewAIRunner._describe("hello", None) == "hello"
+        assert CrewAIRunner._describe("hello", []) == "hello"
+
+    def test_with_transcript_prepends_history(self):
+        description = CrewAIRunner._describe("Which countries hosted it?", ["User: Who won?", "Assistant: Sri Lanka"])
+        assert "Previous conversation:" in description
+        assert "User: Who won?" in description
+        assert "Assistant: Sri Lanka" in description
+        assert description.endswith("Current request:\nWhich countries hosted it?")
+
+
+class TestTranscript:
+
+    def test_none_session_returns_none(self):
+        assert CrewAIRunner()._transcript(None) is None
+
+    def test_creates_and_reuses_transcript(self):
+        runner = CrewAIRunner()
+        session = Session("test-session")
+        transcript = runner._transcript(session)
+        assert transcript == []
+        transcript.append("User: hi")
+        assert runner._transcript(session) is transcript
+
+
+class TestCrewAIRunnerRun:
+
+    @pytest.mark.asyncio
+    async def test_follow_up_prompt_includes_previous_conversation(self):
+        runner = CrewAIRunner()
+        session = Session("test-session")
+        mock_agent = MagicMock()
+
+        with (
+            patch("agentkernel.framework.crewai.crewai.Crew", _mock_crew("Sri Lanka")) as crew_cls,
+            patch("agentkernel.framework.crewai.crewai.Task") as task_cls,
+            patch.object(runner, "_memory", return_value=None),
+        ):
+            reply = await runner.run(mock_agent, session, [AgentRequestText(text="Who won the 1996 cricket world cup?")])
+            assert isinstance(reply, AgentReplyText)
+            assert reply.text == "Sri Lanka"
+            # First turn has no history
+            assert task_cls.call_args.kwargs["description"] == "Who won the 1996 cricket world cup?"
+
+            crew_cls.return_value.kickoff_async.return_value.raw = "India, Pakistan and Sri Lanka"
+            reply = await runner.run(mock_agent, session, [AgentRequestText(text="Which countries hosted the tournament?")])
+            assert reply.text == "India, Pakistan and Sri Lanka"
+
+            description = task_cls.call_args.kwargs["description"]
+            assert "User: Who won the 1996 cricket world cup?" in description
+            assert "Assistant: Sri Lanka" in description
+            assert description.endswith("Current request:\nWhich countries hosted the tournament?")
+
+    @pytest.mark.asyncio
+    async def test_transcript_is_capped(self):
+        runner = CrewAIRunner()
+        session = Session("test-session")
+        mock_agent = MagicMock()
+
+        with (
+            patch("agentkernel.framework.crewai.crewai.Crew", _mock_crew()),
+            patch("agentkernel.framework.crewai.crewai.Task"),
+            patch.object(runner, "_memory", return_value=None),
+        ):
+            for i in range(CrewAIRunner.TRANSCRIPT_MAX_LINES):
+                await runner.run(mock_agent, session, [AgentRequestText(text=f"question {i}")])
+
+        transcript = session.get(CrewAIRunner.TRANSCRIPT_KEY)
+        assert len(transcript) == CrewAIRunner.TRANSCRIPT_MAX_LINES
+        # Oldest lines are dropped, most recent turn is kept
+        assert transcript[-2] == f"User: question {CrewAIRunner.TRANSCRIPT_MAX_LINES - 1}"
+
+    @pytest.mark.asyncio
+    async def test_memory_failure_does_not_fail_run(self):
+        runner = CrewAIRunner()
+        session = Session("test-session")
+        mock_agent = MagicMock()
+
+        memory = MagicMock()
+        memory.remember.side_effect = RuntimeError("Memory requires an embedder")
+
+        with (
+            patch("agentkernel.framework.crewai.crewai.Crew", _mock_crew("still works")) as crew_cls,
+            patch("agentkernel.framework.crewai.crewai.Task"),
+            patch.object(runner, "_memory", return_value=memory),
+        ):
+            reply = await runner.run(mock_agent, session, [AgentRequestText(text="hello")])
+
+        assert reply.text == "still works"
+        # Broken memory is not handed to the crew
+        assert crew_cls.call_args.kwargs["memory"] is None
+
+    @pytest.mark.asyncio
+    async def test_error_reply_is_not_added_to_transcript(self):
+        runner = CrewAIRunner()
+        session = Session("test-session")
+        mock_agent = MagicMock()
+
+        crew_cls = _mock_crew()
+        crew_cls.return_value.kickoff_async.side_effect = RuntimeError("boom")
+
+        with (
+            patch("agentkernel.framework.crewai.crewai.Crew", crew_cls),
+            patch("agentkernel.framework.crewai.crewai.Task"),
+            patch.object(runner, "_memory", return_value=None),
+        ):
+            await runner.run(mock_agent, session, [AgentRequestText(text="hello")])
+
+        assert session.get(CrewAIRunner.TRANSCRIPT_KEY) == []
diff --git a/ak-py/uv.lock b/ak-py/uv.lock
index b1b740d21..d24d3f40e 100644
--- a/ak-py/uv.lock
+++ b/ak-py/uv.lock
@@ -119,6 +119,10 @@ mcp = [
 messenger = [
     { name = "httpx" },
 ]
+multimodal = [
+    { name = "litellm" },
+    { name = "python-multipart" },
+]
 neo4j = [
     { name = "neo4j" },
 ]
@@ -151,6 +155,7 @@ telegram = [
 ]
 test = [
     { name = "datasets" },
+    { name = "langchain-community" },
     { name = "litellm" },
     { name = "pandas" },
     { name = "pytest" },
@@ -208,10 +213,12 @@ requires-dist = [
     { name = "httpx", marker = "extra == 'whatsapp'", specifier = ">=0.27.0" },
     { name = "langchain", marker = "extra == 'langgraph'", specifier = "~=1.2.3" },
     { name = "langchain-community", marker = "extra == 'langgraph'", specifier = "==0.4.1" },
+    { name = "langchain-community", marker = "extra == 'test'", specifier = "==0.4.1" },
     { name = "langfuse", marker = "extra == 'langfuse'", specifier = ">=4.2.0" },
     { name = "langgraph", marker = "extra == 'langgraph'", specifier = "~=1.0.5" },
     { name = "litellm", marker = "extra == 'adk'", specifier = "~=1.89.2" },
     { name = "litellm", marker = "extra == 'langgraph'", specifier = "~=1.89.2" },
+    { name = "litellm", marker = "extra == 'multimodal'", specifier = ">=1.74.9" },
     { name = "litellm", marker = "extra == 'test'", specifier = ">=1.89.2" },
     { name = "msal", marker = "extra == 'teams'", specifier = ">=1.31.1" },
     { name = "neo4j", marker = "extra == 'neo4j'", specifier = ">=5.0.0" },
@@ -231,6 +238,7 @@ requires-dist = [
     { name = "pytest-cov", marker = "extra == 'test'", specifier = ">=6.2.1" },
     { name = "pytest-html", marker = "extra == 'test'", specifier = ">=4.1.1" },
     { name = "pytest-order", marker = "extra == 'test'", specifier = ">=1.3.0" },
+    { name = "python-multipart", marker = "extra == 'multimodal'", specifier = ">=0.0.12" },
     { name = "pyyaml", specifier = ">=6.0.2" },
     { name = "ragas", marker = "extra == 'test'", specifier = ">=0.4.1" },
     { name = "rapidfuzz", marker = "extra == 'test'", specifier = ">=3.14.1" },
@@ -243,7 +251,7 @@ requires-dist = [
     { name = "uvicorn", marker = "extra == 'api'", specifier = ">=0.37.0" },
     { name = "walledai", marker = "extra == 'walledai'", specifier = ">=4.9.3" },
 ]
-provides-extras = ["auth", "langfuse", "openllmetry", "crewai", "langgraph", "smolagents", "cli", "aws", "azure", "redis", "neo4j", "chromadb", "trino", "openai", "adk", "walledai", "api", "slack", "whatsapp", "messenger", "instagram", "telegram", "teams", "gmail", "gcp", "test", "a2a", "mcp"]
+provides-extras = ["auth", "langfuse", "openllmetry", "crewai", "langgraph", "smolagents", "cli", "aws", "azure", "redis", "neo4j", "chromadb", "trino", "openai", "adk", "walledai", "api", "slack", "whatsapp", "messenger", "instagram", "telegram", "teams", "gmail", "gcp", "test", "a2a", "mcp", "multimodal"]
 
 [package.metadata.requires-dev]
 dev = [
diff --git a/examples/api/a2a/multi/build.sh b/examples/api/a2a/multi/build.sh
index 26c840b0d..eae5a860d 100755
--- a/examples/api/a2a/multi/build.sh
+++ b/examples/api/a2a/multi/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[cli,crewai,openai,a2a,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[cli,crewai,openai,a2a,test] || true
 fi
\ No newline at end of file
diff --git a/examples/api/adk/app_test.py b/examples/api/adk/app_test.py
index e6d49a7a6..5f4602571 100644
--- a/examples/api/adk/app_test.py
+++ b/examples/api/adk/app_test.py
@@ -26,7 +26,7 @@ async def send(self, prompt, endpoint: str = "/api/v1/chat", additional_context=
             if body is None
             else body
         )
-        async with httpx.AsyncClient(timeout=10.0) as client:
+        async with httpx.AsyncClient(timeout=60.0) as client:
             resp = await client.post(f"{self.url}{endpoint}", json=payload)
             resp.raise_for_status()
             data = resp.json()
diff --git a/examples/api/adk/build.sh b/examples/api/adk/build.sh
index 9339e44c8..a18dd260f 100755
--- a/examples/api/adk/build.sh
+++ b/examples/api/adk/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,adk,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,adk,test] || true
 fi
\ No newline at end of file
diff --git a/examples/api/gmail/build.sh b/examples/api/gmail/build.sh
index ca54675a1..db8cb68d1 100755
--- a/examples/api/gmail/build.sh
+++ b/examples/api/gmail/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,gmail] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,gmail] || true
 fi
diff --git a/examples/api/hooks/app_test.py b/examples/api/hooks/app_test.py
index 5394c02e7..31e8cb069 100644
--- a/examples/api/hooks/app_test.py
+++ b/examples/api/hooks/app_test.py
@@ -31,7 +31,7 @@ async def send(self, prompt, agent="qa_assistant"):
             "session_id": self.session_id,
             "agent": agent,
         }
-        async with httpx.AsyncClient(timeout=10.0) as client:
+        async with httpx.AsyncClient(timeout=60.0) as client:
             resp = await client.post(f"{self.url}/api/v1/chat", json=payload)
             resp.raise_for_status()
             data = resp.json()
diff --git a/examples/api/hooks/build.sh b/examples/api/hooks/build.sh
index 96f0aa4d9..fa9eecf40 100755
--- a/examples/api/hooks/build.sh
+++ b/examples/api/hooks/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,test] || true
 fi
diff --git a/examples/api/instagram/build.sh b/examples/api/instagram/build.sh
index 3dd8b9931..37679b9b1 100755
--- a/examples/api/instagram/build.sh
+++ b/examples/api/instagram/build.sh
@@ -12,6 +12,6 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,instagram] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,instagram] || true
 fi
 
diff --git a/examples/api/mcp/multi/build.sh b/examples/api/mcp/multi/build.sh
index b77a1c052..5ed515b8c 100755
--- a/examples/api/mcp/multi/build.sh
+++ b/examples/api/mcp/multi/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
 fi
\ No newline at end of file
diff --git a/examples/api/messenger/build.sh b/examples/api/messenger/build.sh
index a33d0852c..ea95caf0f 100755
--- a/examples/api/messenger/build.sh
+++ b/examples/api/messenger/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,messenger] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,messenger] || true
 fi
diff --git a/examples/api/multimodal/adk/adk_test.py b/examples/api/multimodal/adk/adk_test.py
index fafe349f3..a6f9eda67 100644
--- a/examples/api/multimodal/adk/adk_test.py
+++ b/examples/api/multimodal/adk/adk_test.py
@@ -32,7 +32,7 @@ async def send(self, prompt, images=None, files=None):
         if files:
             payload["files"] = files
 
-        async with httpx.AsyncClient(timeout=30.0) as client:
+        async with httpx.AsyncClient(timeout=60.0) as client:
             resp = await client.post(f"{self.url}/api/v1/chat", json=payload)
             resp.raise_for_status()
             data = resp.json()
diff --git a/examples/api/multimodal/adk/build.sh b/examples/api/multimodal/adk/build.sh
index 9d346f850..298a5554e 100755
--- a/examples/api/multimodal/adk/build.sh
+++ b/examples/api/multimodal/adk/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist "agentkernel[api,adk,multimodal,test]" || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist "agentkernel[api,adk,multimodal,test]" || true
 fi
\ No newline at end of file
diff --git a/examples/api/multimodal/crewai/build.sh b/examples/api/multimodal/crewai/build.sh
index be9c4965e..ade8cb059 100755
--- a/examples/api/multimodal/crewai/build.sh
+++ b/examples/api/multimodal/crewai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist "agentkernel[api,cli,crewai,multimodal,test]" || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist "agentkernel[api,cli,crewai,multimodal,test]" || true
 fi
\ No newline at end of file
diff --git a/examples/api/multimodal/dynamodb/build.sh b/examples/api/multimodal/dynamodb/build.sh
index 106b578c4..b3af28f6f 100755
--- a/examples/api/multimodal/dynamodb/build.sh
+++ b/examples/api/multimodal/dynamodb/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[openai,aws,multimodal] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[openai,aws,multimodal] || true
 fi
diff --git a/examples/api/multimodal/dynamodb/deploy/deploy.sh b/examples/api/multimodal/dynamodb/deploy/deploy.sh
index 7d287a78a..c69e44b6e 100755
--- a/examples/api/multimodal/dynamodb/deploy/deploy.sh
+++ b/examples/api/multimodal/dynamodb/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data --find-links ../../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../../ak-py/dist agentkernel[openai,aws,multimodal] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../../ak-py/dist agentkernel[openai,aws,multimodal] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/api/multimodal/langgraph/build.sh b/examples/api/multimodal/langgraph/build.sh
index c8071488a..57248df96 100755
--- a/examples/api/multimodal/langgraph/build.sh
+++ b/examples/api/multimodal/langgraph/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist "agentkernel[api,cli,langgraph,multimodal,test]" || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist "agentkernel[api,cli,langgraph,multimodal,test]" || true
 fi
\ No newline at end of file
diff --git a/examples/api/multimodal/langgraph/langgraph_test.py b/examples/api/multimodal/langgraph/langgraph_test.py
index 606582b6b..6f5a3ecc3 100644
--- a/examples/api/multimodal/langgraph/langgraph_test.py
+++ b/examples/api/multimodal/langgraph/langgraph_test.py
@@ -32,7 +32,7 @@ async def send(self, prompt, images=None, files=None):
         if files:
             payload["files"] = files
 
-        async with httpx.AsyncClient(timeout=30.0) as client:
+        async with httpx.AsyncClient(timeout=60.0) as client:
             resp = await client.post(f"{self.url}/api/v1/chat", json=payload)
             resp.raise_for_status()
             data = resp.json()
diff --git a/examples/api/multimodal/openai/build.sh b/examples/api/multimodal/openai/build.sh
index cc4aaba72..16171813f 100755
--- a/examples/api/multimodal/openai/build.sh
+++ b/examples/api/multimodal/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist "agentkernel[api,openai,multimodal,test]" || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist "agentkernel[api,openai,multimodal,test]" || true
 fi
\ No newline at end of file
diff --git a/examples/api/multimodal/openai/openai_test.py b/examples/api/multimodal/openai/openai_test.py
index 6f90ec5b6..c03abc730 100644
--- a/examples/api/multimodal/openai/openai_test.py
+++ b/examples/api/multimodal/openai/openai_test.py
@@ -32,7 +32,7 @@ async def send(self, prompt, images=None, files=None):
         if files:
             payload["files"] = files
 
-        async with httpx.AsyncClient(timeout=30.0) as client:
+        async with httpx.AsyncClient(timeout=60.0) as client:
             resp = await client.post(f"{self.url}/api/v1/chat", json=payload)
             resp.raise_for_status()
             data = resp.json()
diff --git a/examples/api/multimodal/redis/build.sh b/examples/api/multimodal/redis/build.sh
index a7ed2f4e3..3b031170e 100755
--- a/examples/api/multimodal/redis/build.sh
+++ b/examples/api/multimodal/redis/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[openai,redis,aws,multimodal] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[openai,redis,aws,multimodal] || true
 fi
diff --git a/examples/api/multimodal/redis/deploy/deploy.sh b/examples/api/multimodal/redis/deploy/deploy.sh
index 43ba24e7d..1217531a2 100755
--- a/examples/api/multimodal/redis/deploy/deploy.sh
+++ b/examples/api/multimodal/redis/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data --find-links ../../../../ak-py/dist 
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../../ak-py/dist agentkernel[openai,redis,aws,multimodal] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../../ak-py/dist agentkernel[openai,redis,aws,multimodal] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/api/multimodal/smolagents/build.sh b/examples/api/multimodal/smolagents/build.sh
index 6578613ff..b81c60831 100755
--- a/examples/api/multimodal/smolagents/build.sh
+++ b/examples/api/multimodal/smolagents/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, install from local source to pick up latest fixes.
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist "agentkernel[api,smolagents,multimodal,test]" || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist "agentkernel[api,smolagents,multimodal,test]" || true
 fi
diff --git a/examples/api/multimodal/smolagents/smolagents_test.py b/examples/api/multimodal/smolagents/smolagents_test.py
index 6f90ec5b6..c03abc730 100644
--- a/examples/api/multimodal/smolagents/smolagents_test.py
+++ b/examples/api/multimodal/smolagents/smolagents_test.py
@@ -32,7 +32,7 @@ async def send(self, prompt, images=None, files=None):
         if files:
             payload["files"] = files
 
-        async with httpx.AsyncClient(timeout=30.0) as client:
+        async with httpx.AsyncClient(timeout=60.0) as client:
             resp = await client.post(f"{self.url}/api/v1/chat", json=payload)
             resp.raise_for_status()
             data = resp.json()
diff --git a/examples/api/openai/app_test.py b/examples/api/openai/app_test.py
index 49f6d22fc..65c1f27d1 100644
--- a/examples/api/openai/app_test.py
+++ b/examples/api/openai/app_test.py
@@ -27,7 +27,7 @@ async def send(self, prompt, endpoint: str = "/api/v1/chat", additional_context=
             if body is None
             else body
         )
-        async with httpx.AsyncClient(timeout=10.0) as client:
+        async with httpx.AsyncClient(timeout=60.0) as client:
             resp = await client.post(f"{self.url}{endpoint}", json=payload)
             resp.raise_for_status()
             data = resp.json()
@@ -138,7 +138,7 @@ async def test_image_multipart(http_client):
     files = {"images": ("test_image.jpeg", image_content, "image/jpeg")}
     data = {"prompt": "can you describe this image?", "session_id": http_client.session_id, "agent": "support"}
 
-    async with httpx.AsyncClient(timeout=10.0) as client:
+    async with httpx.AsyncClient(timeout=60.0) as client:
         resp = await client.post(f"{http_client.url}/api/v1/chat-multipart", data=data, files=files)
         resp.raise_for_status()
         result = resp.json()
@@ -166,7 +166,7 @@ async def test_pdf_multipart(http_client):
     files = {"files": ("test_pdf.pdf", pdf_content, "application/pdf")}
     data = {"prompt": "what is the new deadline based on this file", "session_id": "james", "agent": "support"}
 
-    async with httpx.AsyncClient(timeout=10.0) as client:
+    async with httpx.AsyncClient(timeout=60.0) as client:
         resp = await client.post(f"{http_client.url}/api/v1/chat-multipart", data=data, files=files)
         resp.raise_for_status()
         result = resp.json()
diff --git a/examples/api/openai/build.sh b/examples/api/openai/build.sh
index c8e8fc29d..6c40b5a30 100755
--- a/examples/api/openai/build.sh
+++ b/examples/api/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/api/slack/build.sh b/examples/api/slack/build.sh
index 66e246e2d..a5bdb44cb 100755
--- a/examples/api/slack/build.sh
+++ b/examples/api/slack/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,slack] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,slack] || true
 fi
\ No newline at end of file
diff --git a/examples/api/teams/build.sh b/examples/api/teams/build.sh
index 016933a71..12298b726 100755
--- a/examples/api/teams/build.sh
+++ b/examples/api/teams/build.sh
@@ -8,5 +8,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,teams] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,teams] || true
 fi
\ No newline at end of file
diff --git a/examples/api/telegram/build.sh b/examples/api/telegram/build.sh
index 230185aea..b93996e9e 100755
--- a/examples/api/telegram/build.sh
+++ b/examples/api/telegram/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,telegram] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,telegram] || true
 fi
diff --git a/examples/api/whatsapp/build.sh b/examples/api/whatsapp/build.sh
index 5ac141a45..5f5a93e2d 100755
--- a/examples/api/whatsapp/build.sh
+++ b/examples/api/whatsapp/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,whatsapp] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,whatsapp] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/adk/app.py b/examples/aws-containerized/adk/app.py
index 7b95d7414..07f86feab 100644
--- a/examples/aws-containerized/adk/app.py
+++ b/examples/aws-containerized/adk/app.py
@@ -6,19 +6,18 @@
 # Math specialist agent
 math_agent = Agent(
     name="math",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Specialist agent for math questions",
     instruction="""
-    You provide help with math problems.
-    Explain your reasoning at each step and include examples.
-    If prompted for anything else you refuse to answer.
+    You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.
     """,
 )
 
 # General purpose agent
 history_agent = Agent(
     name="history",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent for history questions",
     instruction="""
     You provide assistance with history queries.
@@ -28,7 +27,7 @@
 
 triage_agent = LlmAgent(
     name="triage",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent that routes the user to the appropriate specialist agent (math or history).",
     instruction="""
     You determine which agent to use based on the user's question.
diff --git a/examples/aws-containerized/adk/app_test.py b/examples/aws-containerized/adk/app_test.py
index d6c38c6e7..2af47046b 100644
--- a/examples/aws-containerized/adk/app_test.py
+++ b/examples/aws-containerized/adk/app_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -41,20 +52,12 @@ async def http_client():
 @pytest.mark.asyncio
 @pytest.mark.order(1)
 async def test_history_agent(http_client):
-    response = await http_client.send("when did the battle of Waterloo happen?")
-    Test.compare(
-        response,
-        ["The Battle of Waterloo happened on June 18, 1815."],
-        threshold=10,
-    )
+    response = await http_client.send("Who won the 1996 cricket world cup?")
+    Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
 
 
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("who won?")
-    Test.compare(
-        response,
-        ["The Duke of Wellington and the Prussian forces led by Gebhard Leberecht von Blücher won"],
-        threshold=10,
-    )
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/aws-containerized/adk/build.sh b/examples/aws-containerized/adk/build.sh
index 967cbab3e..a8e4c70af 100755
--- a/examples/aws-containerized/adk/build.sh
+++ b/examples/aws-containerized/adk/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,adk,redis,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,adk,redis,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/adk/deploy/deploy.sh b/examples/aws-containerized/adk/deploy/deploy.sh
index db01d3127..d208e6634 100755
--- a/examples/aws-containerized/adk/deploy/deploy.sh
+++ b/examples/aws-containerized/adk/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,api,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,api,redis,test] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/crewai-auth/build.sh b/examples/aws-containerized/crewai-auth/build.sh
index af7c9b9f6..caa17eae4 100755
--- a/examples/aws-containerized/crewai-auth/build.sh
+++ b/examples/aws-containerized/crewai-auth/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,auth] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,auth] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/crewai-auth/deploy/deploy.sh b/examples/aws-containerized/crewai-auth/deploy/deploy.sh
index d23d22cce..d0b077b33 100755
--- a/examples/aws-containerized/crewai-auth/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai-auth/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,auth] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,auth] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/crewai/app.py b/examples/aws-containerized/crewai/app.py
index 7315dd3b0..0fe275698 100644
--- a/examples/aws-containerized/crewai/app.py
+++ b/examples/aws-containerized/crewai/app.py
@@ -7,9 +7,10 @@
 math_agent = Agent(
     role="math",
     goal="Specialist agent for math questions",
-    backstory="You provide help with math problems. Explain your reasoning at each step and include examples. \
-        If prompted for anything else you refuse to answer.",
+    backstory="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
     verbose=False,
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
@@ -17,6 +18,7 @@
     goal="Specialist agent for historical questions",
     backstory="You provide assistance with historical queries. Explain important events and context clearly.",
     verbose=False,
+    model="openai/gpt-4.1-mini",
 )
 
 router = APIRouter()
diff --git a/examples/aws-containerized/crewai/app_test.py b/examples/aws-containerized/crewai/app_test.py
index ac5aa6a16..25d0a5b8d 100644
--- a/examples/aws-containerized/crewai/app_test.py
+++ b/examples/aws-containerized/crewai/app_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -42,4 +53,4 @@ async def http_client():
 @pytest.mark.order(1)
 async def test_math_agent(http_client):
     response = await http_client.send("What is 23 multiplied by 17?")
-    Test.compare(response, ["23 multiplied by 17 equals 391"])
+    Test.compare(response, ["391"])
diff --git a/examples/aws-containerized/crewai/build.sh b/examples/aws-containerized/crewai/build.sh
index dbab0a092..8768729d4 100755
--- a/examples/aws-containerized/crewai/build.sh
+++ b/examples/aws-containerized/crewai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index 54e69f1bf..dccc32cd5 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,multimodal,test] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index ce3ce9492..392588613 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -5,7 +5,7 @@ description = "Demo of CrewAI based agents running in Agent Kernel on AWS ECS"
 readme = "README.md"
 requires-python = ">=3.12,<3.14"
 dependencies = [
-    "agentkernel[crewai,api,redis]>=0.6.1",
+    "agentkernel[crewai,api,redis,multimodal]>=0.6.1",
 ]
 
 [dependency-groups]
diff --git a/examples/aws-containerized/mcp/multi/build.sh b/examples/aws-containerized/mcp/multi/build.sh
index bfab05206..585582afd 100755
--- a/examples/aws-containerized/mcp/multi/build.sh
+++ b/examples/aws-containerized/mcp/multi/build.sh
@@ -8,5 +8,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/mcp/multi/config.yaml b/examples/aws-containerized/mcp/multi/config.yaml
index 30cefe970..4a1d2de23 100644
--- a/examples/aws-containerized/mcp/multi/config.yaml
+++ b/examples/aws-containerized/mcp/multi/config.yaml
@@ -13,6 +13,6 @@ session:
   type: redis
   redis:
     prefix: "ak:mcp-ecs:example:"
-    url: "redis://ak-adk-contd-dev-examples-redis.dirnvi.0001.use1.cache.amazonaws.com:6379"
+    url: "redis://ak-openai-serverless-dev-examples-redis.qaandw.0001.apse2.cache.amazonaws.com:6379"
 
     
\ No newline at end of file
diff --git a/examples/aws-containerized/mcp/multi/deploy/deploy.sh b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
index 4f6702a4c..577b558bd 100755
--- a/examples/aws-containerized/mcp/multi/deploy/deploy.sh
+++ b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
     fi
     cp -r server.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/mcp/multi/mcp_test.py b/examples/aws-containerized/mcp/multi/mcp_test.py
index 18ae492a2..37d586566 100644
--- a/examples/aws-containerized/mcp/multi/mcp_test.py
+++ b/examples/aws-containerized/mcp/multi/mcp_test.py
@@ -1,4 +1,6 @@
 import asyncio
+import logging
+import os
 import subprocess
 import sys
 
@@ -8,6 +10,8 @@
 
 from client import MCPHttpClient
 
+log = logging.getLogger("ak.awscontainerized.mcptest")
+
 
 @pytest_asyncio.fixture(scope="session")
 async def mcp_client():
@@ -17,7 +21,15 @@ async def mcp_client():
         stderr=sys.stderr,
     )
     await asyncio.sleep(10)
-    client = MCPHttpClient(server_url="https://426o2htx06.execute-api.us-east-1.amazonaws.com/agents/api/v1/mcp")
+    test_endpoint = os.getenv("AK_TEST_ENDPOINT")
+    log.info(f"Test endpoint: {test_endpoint}")
+
+    if test_endpoint and "/api/v1/chat" in test_endpoint:
+        mcp_endpoint = test_endpoint.replace("/api/v1/chat", "/api/v1/mcp")
+    else:
+        mcp_endpoint = test_endpoint
+    log.info(f"MCP endpoint: {mcp_endpoint}")
+    client = MCPHttpClient(server_url=mcp_endpoint)
     await client.init()
     try:
         yield client
@@ -31,8 +43,8 @@ async def test_call_api(mcp_client: MCPHttpClient):
     response = await mcp_client.send("Who won the 1996 cricket world cup?")
     Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
 
-    response = await mcp_client.send("Which countries hosted the tournament?")
-    Test.compare(response, ["The 1996 Cricket World Cup was hosted by India, Pakistan, and Sri Lanka."])
+    response = await mcp_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
 
     response = await mcp_client.send("What protocols are supported by Agent Kernel?", tool="agent_kernel_knowledge")
     Test.compare(response, ["Agent Kernel supports both MCP and A2A"])
diff --git a/examples/aws-containerized/mcp/multi/server.py b/examples/aws-containerized/mcp/multi/server.py
index eac189ba7..d323cc7f4 100644
--- a/examples/aws-containerized/mcp/multi/server.py
+++ b/examples/aws-containerized/mcp/multi/server.py
@@ -10,13 +10,15 @@
     handoff_description="Agent for general questions",
     instructions="You provide assistance with general queries. Give short and clear answers. "
     "Give direct and correct answers. Answer the question only. Don't give any explanation",
+    model="openai/gpt-4.1-mini",
 )
 
 math_agent = OpenAIAgent(
     name="math",
     handoff_description="Specialist agent for math questions",
-    instructions="You provide help with math problems. Give direct and correct answers. Answer the question only. Don't give any explanation. \
-        If prompted for anything else you refuse to answer.",
+    instructions="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = CrewAIAgent(
@@ -24,6 +26,7 @@
     goal="Specialist agent for history questions",
     backstory="You provide assistance with history queries. Give direct and correct answers. Answer the question only. Don't give any explanation",
     verbose=False,
+    model="openai/gpt-4.1-mini",
 )
 
 OpenAIModule([general_agent, math_agent])
diff --git a/examples/aws-containerized/openai-dynamodb/app.py b/examples/aws-containerized/openai-dynamodb/app.py
index 9d20ccecf..6e0b92361 100644
--- a/examples/aws-containerized/openai-dynamodb/app.py
+++ b/examples/aws-containerized/openai-dynamodb/app.py
@@ -5,19 +5,22 @@
 math_agent = Agent(
     name="math",
     handoff_description="Specialist agent for math questions",
-    instructions="You provide help with math problems. Explain your reasoning at each step and include examples. \
-        If prompted for anything else you refuse to answer.",
+    instructions="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
     name="history",
     handoff_description="Specialist agent for historical questions",
     instructions="You provide assistance with historical queries. Explain important events and context clearly.",
+    model="openai/gpt-4.1-mini",
 )
 
 triage_agent = Agent(
     name="triage",
     instructions="You determine which agent to use based on the user's question.",
+    model="openai/gpt-4.1-mini",
     handoffs=[history_agent, math_agent],
 )
 
diff --git a/examples/aws-containerized/openai-dynamodb/app_test.py b/examples/aws-containerized/openai-dynamodb/app_test.py
index 684c5f06f..2af47046b 100644
--- a/examples/aws-containerized/openai-dynamodb/app_test.py
+++ b/examples/aws-containerized/openai-dynamodb/app_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -48,5 +59,5 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(response, ["Sri Lanka, India and Pakistan"])
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/aws-containerized/openai-dynamodb/build.sh b/examples/aws-containerized/openai-dynamodb/build.sh
index 09cc68e4e..96ded9b31 100755
--- a/examples/aws-containerized/openai-dynamodb/build.sh
+++ b/examples/aws-containerized/openai-dynamodb/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,aws,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,aws,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/openai-dynamodb/deploy/deploy.sh b/examples/aws-containerized/openai-dynamodb/deploy/deploy.sh
index 98f646f9e..be47b3a81 100755
--- a/examples/aws-containerized/openai-dynamodb/deploy/deploy.sh
+++ b/examples/aws-containerized/openai-dynamodb/deploy/deploy.sh
@@ -31,7 +31,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,api,aws,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,api,aws,test] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/adk/build.sh b/examples/aws-serverless/adk/build.sh
index bda9543e4..92f3fabba 100755
--- a/examples/aws-serverless/adk/build.sh
+++ b/examples/aws-serverless/adk/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[adk,redis,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[adk,redis,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/adk/config.yaml b/examples/aws-serverless/adk/config.yaml
index 5560ee953..7faecf231 100644
--- a/examples/aws-serverless/adk/config.yaml
+++ b/examples/aws-serverless/adk/config.yaml
@@ -5,4 +5,4 @@ session:
   type: redis
   redis:
     prefix: "ak:adk:example:"
-    url: "redis://dev-examples-redis.qaandw.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file
+    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file
diff --git a/examples/aws-serverless/adk/deploy/deploy.sh b/examples/aws-serverless/adk/deploy/deploy.sh
index e10e9ef79..27b9217c9 100755
--- a/examples/aws-serverless/adk/deploy/deploy.sh
+++ b/examples/aws-serverless/adk/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,redis,test] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/adk/deploy/main.tf b/examples/aws-serverless/adk/deploy/main.tf
index 3f51de240..d8a6d8325 100644
--- a/examples/aws-serverless/adk/deploy/main.tf
+++ b/examples/aws-serverless/adk/deploy/main.tf
@@ -20,7 +20,7 @@ module "serverless_agents" {
     module_name           = var.module_name
     package_path          = "../dist"
     package_type          = "Image"
-    memory_size           = 512
+    memory_size           = 1024
     timeout               = 60
     environment_variables = {
       OPENAI_API_KEY     = var.openai_api_key,
diff --git a/examples/aws-serverless/adk/lambda.py b/examples/aws-serverless/adk/lambda.py
index 0d91f2381..51670e79b 100644
--- a/examples/aws-serverless/adk/lambda.py
+++ b/examples/aws-serverless/adk/lambda.py
@@ -6,19 +6,19 @@
 # Math specialist agent
 math_agent = Agent(
     name="math",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Specialist agent for math questions",
     instruction="""
     You provide help with math problems.
-    Explain your reasoning at each step and include examples.
-    If prompted for anything else you refuse to answer.
+    Do not provide reasoning or step-by-step explanations. Just give the final answer.
+    If prompted for anything else, refuse to answer.
     """,
 )
 
 # General purpose agent
 history_agent = Agent(
     name="history",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent for history questions",
     instruction="""
     You provide assistance with history queries.
@@ -28,7 +28,7 @@
 
 triage_agent = LlmAgent(
     name="triage",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent that routes the user to the appropriate specialist agent (math or history).",
     instruction="""
     You determine which agent to use based on the user's question.
diff --git a/examples/aws-serverless/adk/lambda_test.py b/examples/aws-serverless/adk/lambda_test.py
index d6c38c6e7..2af47046b 100644
--- a/examples/aws-serverless/adk/lambda_test.py
+++ b/examples/aws-serverless/adk/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -41,20 +52,12 @@ async def http_client():
 @pytest.mark.asyncio
 @pytest.mark.order(1)
 async def test_history_agent(http_client):
-    response = await http_client.send("when did the battle of Waterloo happen?")
-    Test.compare(
-        response,
-        ["The Battle of Waterloo happened on June 18, 1815."],
-        threshold=10,
-    )
+    response = await http_client.send("Who won the 1996 cricket world cup?")
+    Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
 
 
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("who won?")
-    Test.compare(
-        response,
-        ["The Duke of Wellington and the Prussian forces led by Gebhard Leberecht von Blücher won"],
-        threshold=10,
-    )
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/aws-serverless/crewai/README.md b/examples/aws-serverless/crewai/README.md
index 192f9a5a3..0e82c6fa9 100644
--- a/examples/aws-serverless/crewai/README.md
+++ b/examples/aws-serverless/crewai/README.md
@@ -8,20 +8,36 @@ This demo deploys the following AWS resources:
 
 - AWS Lambda function running the Agent Kernel implementation.
 - API Gateway endpoint for the Lambda function.
+- Redis Cluster: Session storage (shared with openai example)
+- VPC: Private networking for Lambda functions (shared with openai example)
 
 ## Prerequisites
 
 - AWS CLI configured with appropriate credentials.
 - Terraform (`1.9.5` or higher) installed.
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
+    ```bash
+    cd ../openai/deploy && ./deploy.sh
+    ```
+
+2. Get the VPC ID and private subnet IDs from the openai deployment:
+    ```bash
+    cd ../openai/deploy && terraform output vpc_id
+    cd ../openai/deploy && terraform output private_subnet_ids
+    ```
+
+3. Configure environment variables:
     ```bash
     export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    export TF_VAR_vpc_id=<VPC_ID_FROM_OPENAI>
+    export TF_VAR_private_subnet_ids='["<SUBNET_ID_1>", "<SUBNET_ID_2>"]'
     ```
 
-2. Navigate to the deployment directory and run the deployment script:
+4. Navigate to the deployment directory and run the deployment script:
     ```bash
     cd deploy && ./deploy.sh #./deploy.sh local if dependencies are built locally
     ```
diff --git a/examples/aws-serverless/crewai/build.sh b/examples/aws-serverless/crewai/build.sh
index 40bc68141..7ccfd59f7 100755
--- a/examples/aws-serverless/crewai/build.sh
+++ b/examples/aws-serverless/crewai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/crewai/config.yaml b/examples/aws-serverless/crewai/config.yaml
index 75454deea..00feecf36 100644
--- a/examples/aws-serverless/crewai/config.yaml
+++ b/examples/aws-serverless/crewai/config.yaml
@@ -4,5 +4,5 @@ logging:
 session:
   type: redis
   redis:
-    prefix: "ak:langgraph:example:"
-    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file
+    prefix: "ak:crewai:example:"
+    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index f13ff12b0..7e4ceaff8 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/crewai/deploy/main.tf b/examples/aws-serverless/crewai/deploy/main.tf
index a1c2fd096..d51721d86 100644
--- a/examples/aws-serverless/crewai/deploy/main.tf
+++ b/examples/aws-serverless/crewai/deploy/main.tf
@@ -20,7 +20,7 @@ module "serverless_agents" {
     module_name           = var.module_name
     package_path          = "../dist"
     package_type          = "Image"
-    memory_size           = 512
+    memory_size           = 1024
     timeout               = 60
     environment_variables = {
       OPENAI_API_KEY     = var.openai_api_key,
diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index df826b787..f83d672b8 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -1,3 +1,7 @@
+import os
+
+os.environ["CREWAI_TRACING_ENABLED"] = "false"
+
 from agentkernel.aws import Lambda
 from agentkernel.crewai import CrewAIModule
 
@@ -6,9 +10,11 @@
 math_agent = Agent(
     role="math",
     goal="Specialist agent for math questions",
-    backstory="You provide help with math problems. Explain your reasoning at each step and include examples. \
-        If prompted for anything else you refuse to answer.",
+    backstory="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
     verbose=False,
+    tracing=False,
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
@@ -16,6 +22,8 @@
     goal="Specialist agent for historical questions",
     backstory="You provide assistance with historical queries. Explain important events and context clearly.",
     verbose=False,
+    tracing=False,
+    model="openai/gpt-4.1-mini",
 )
 
 CrewAIModule([math_agent, history_agent])
diff --git a/examples/aws-serverless/crewai/lambda_test.py b/examples/aws-serverless/crewai/lambda_test.py
index ac5aa6a16..25d0a5b8d 100644
--- a/examples/aws-serverless/crewai/lambda_test.py
+++ b/examples/aws-serverless/crewai/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -42,4 +53,4 @@ async def http_client():
 @pytest.mark.order(1)
 async def test_math_agent(http_client):
     response = await http_client.send("What is 23 multiplied by 17?")
-    Test.compare(response, ["23 multiplied by 17 equals 391"])
+    Test.compare(response, ["391"])
diff --git a/examples/aws-serverless/langgraph/README.md b/examples/aws-serverless/langgraph/README.md
index 8c55a5cc1..34c300a59 100644
--- a/examples/aws-serverless/langgraph/README.md
+++ b/examples/aws-serverless/langgraph/README.md
@@ -8,20 +8,36 @@ This demo deploys the following AWS resources:
 
 - AWS Lambda function running the Agent Kernel implementation.
 - API Gateway endpoint for the Lambda function.
+- Redis Cluster: Session storage (shared with openai example)
+- VPC: Private networking for Lambda functions (shared with openai example)
 
 ## Prerequisites
 
 - AWS CLI configured with appropriate credentials.
 - Terraform (`1.9.5` or higher) installed.
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
+    ```bash
+    cd ../openai/deploy && ./deploy.sh
+    ```
+
+2. Get the VPC ID and private subnet IDs from the openai deployment:
+    ```bash
+    cd ../openai/deploy && terraform output vpc_id
+    cd ../openai/deploy && terraform output private_subnet_ids
+    ```
+
+3. Configure environment variables:
     ```bash
     export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    export TF_VAR_vpc_id=<VPC_ID_FROM_OPENAI>
+    export TF_VAR_private_subnet_ids='["<SUBNET_ID_1>", "<SUBNET_ID_2>"]'
     ```
 
-2. Navigate to the deployment directory and run the deployment script:
+4. Navigate to the deployment directory and run the deployment script:
     ```bash
     cd deploy && ./deploy.sh #./deploy.sh local if dependencies are built locally
     ```
diff --git a/examples/aws-serverless/langgraph/build.sh b/examples/aws-serverless/langgraph/build.sh
index 009f97bc3..8039188d6 100755
--- a/examples/aws-serverless/langgraph/build.sh
+++ b/examples/aws-serverless/langgraph/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index 9ac8e8f09..51017a344 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[langgraph,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[langgraph,redis,test] || true
     fi
     cp -r lambda.py custom_agent.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/langgraph/deploy/main.tf b/examples/aws-serverless/langgraph/deploy/main.tf
index 8762fea3d..6200057f8 100644
--- a/examples/aws-serverless/langgraph/deploy/main.tf
+++ b/examples/aws-serverless/langgraph/deploy/main.tf
@@ -20,7 +20,7 @@ module "serverless_agents" {
     module_name           = var.module_name
     package_path          = "../dist"
     package_type          = "Image"
-    memory_size           = 512
+    memory_size           = 1024
     environment_variables = {
       "OPENAI_API_KEY" = var.openai_api_key
     }
diff --git a/examples/aws-serverless/langgraph/lambda.py b/examples/aws-serverless/langgraph/lambda.py
index 536cdaca8..ac0247dc7 100644
--- a/examples/aws-serverless/langgraph/lambda.py
+++ b/examples/aws-serverless/langgraph/lambda.py
@@ -6,7 +6,7 @@
 from custom_agent import CustomAgent
 from langgraph.prebuilt import create_react_agent
 
-model = ChatOpenAI(model="gpt-4o-mini", temperature=0.0)
+model = ChatOpenAI(model="gpt-4.1-mini", temperature=0.0)
 
 # Math agent: Handles mathematical problems and calculations
 # Uses LangGraph's ReAct framework to provide step-by-step mathematical solutions
diff --git a/examples/aws-serverless/langgraph/lambda_test.py b/examples/aws-serverless/langgraph/lambda_test.py
index d6c38c6e7..2af47046b 100644
--- a/examples/aws-serverless/langgraph/lambda_test.py
+++ b/examples/aws-serverless/langgraph/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -41,20 +52,12 @@ async def http_client():
 @pytest.mark.asyncio
 @pytest.mark.order(1)
 async def test_history_agent(http_client):
-    response = await http_client.send("when did the battle of Waterloo happen?")
-    Test.compare(
-        response,
-        ["The Battle of Waterloo happened on June 18, 1815."],
-        threshold=10,
-    )
+    response = await http_client.send("Who won the 1996 cricket world cup?")
+    Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
 
 
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("who won?")
-    Test.compare(
-        response,
-        ["The Duke of Wellington and the Prussian forces led by Gebhard Leberecht von Blücher won"],
-        threshold=10,
-    )
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/aws-serverless/openai-auth/README.md b/examples/aws-serverless/openai-auth/README.md
index ff0d60729..dfe93a2e1 100644
--- a/examples/aws-serverless/openai-auth/README.md
+++ b/examples/aws-serverless/openai-auth/README.md
@@ -8,20 +8,36 @@ This demo deploys the following AWS resources:
 
 - AWS Lambda function running the Agent Kernel implementation.
 - API Gateway endpoint for the Lambda function.
+- Redis Cluster: Session storage (shared with openai example)
+- VPC: Private networking for Lambda functions (shared with openai example)
 
 ## Prerequisites
 
 - AWS CLI configured with appropriate credentials.
 - Terraform (`1.9.5` or higher) installed.
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
+    ```bash
+    cd ../openai/deploy && ./deploy.sh
+    ```
+
+2. Get the VPC ID and private subnet IDs from the openai deployment:
+    ```bash
+    cd ../openai/deploy && terraform output vpc_id
+    cd ../openai/deploy && terraform output private_subnet_ids
+    ```
+
+3. Configure environment variables:
     ```bash
     export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    export TF_VAR_vpc_id=<VPC_ID_FROM_OPENAI>
+    export TF_VAR_private_subnet_ids='["<SUBNET_ID_1>", "<SUBNET_ID_2>"]'
     ```
 
-2. Navigate to the deployment directory and run the deployment script:
+4. Navigate to the deployment directory and run the deployment script:
     ```bash
     cd deploy && ./deploy.sh #./deploy.sh local if dependencies are built locally
     ```
diff --git a/examples/aws-serverless/openai-auth/build.sh b/examples/aws-serverless/openai-auth/build.sh
index 44c257bdd..261e4a10e 100755
--- a/examples/aws-serverless/openai-auth/build.sh
+++ b/examples/aws-serverless/openai-auth/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,openai,auth] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,openai,auth] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/openai-auth/config.yaml b/examples/aws-serverless/openai-auth/config.yaml
index 7acf61233..25199bafa 100644
--- a/examples/aws-serverless/openai-auth/config.yaml
+++ b/examples/aws-serverless/openai-auth/config.yaml
@@ -2,6 +2,7 @@ logging:
   ak:
     level: DEBUG
 session:
-  type: dynamodb
-  dynamodb:
-    table_name: "ak-openai-srvls-qmde-dev-examples-session_store"
+  type: redis
+  redis:
+    prefix: "ak:openai-auth:example:"
+    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
diff --git a/examples/aws-serverless/openai-auth/deploy/deploy.sh b/examples/aws-serverless/openai-auth/deploy/deploy.sh
index 6374e8bb2..3de171765 100755
--- a/examples/aws-serverless/openai-auth/deploy/deploy.sh
+++ b/examples/aws-serverless/openai-auth/deploy/deploy.sh
@@ -12,7 +12,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,auth] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,auth] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
@@ -30,7 +30,7 @@ create_auth_deployment_package() {
     if [[ ${1-} != "local" ]]; then
         uv pip install --force-reinstall --no-deps agentkernel[api,aws,auth] --target=dist_auth
     else
-        uv pip install --force-reinstall --no-deps agentkernel[api,aws,auth] --target=dist_auth --find-links ../../../ak-py/dist
+        uv pip install --force-reinstall --no-deps --no-index agentkernel[api,aws,auth] --target=dist_auth --find-links ../../../ak-py/dist
     fi
     uv pip install --group auth --target=dist_auth
     cp -r lambda_auth.py dist_auth/
diff --git a/examples/aws-serverless/openai-auth/deploy/main.tf b/examples/aws-serverless/openai-auth/deploy/main.tf
index 96e6048e5..8986c84a0 100644
--- a/examples/aws-serverless/openai-auth/deploy/main.tf
+++ b/examples/aws-serverless/openai-auth/deploy/main.tf
@@ -12,6 +12,9 @@ module "serverless_agents" {
   vpc_id               = var.vpc_id
   private_subnet_ids   = var.private_subnet_ids
 
+  # Memory DB Config - use existing Redis cluster
+  create_redis_cluster = false
+
   # Request handler configuration
   request_handler = {
     function_name         = "openai-auth-agents"
diff --git a/examples/aws-serverless/openai-auth/lambda_test.py b/examples/aws-serverless/openai-auth/lambda_test.py
index 17308b39a..5f90a1d5d 100644
--- a/examples/aws-serverless/openai-auth/lambda_test.py
+++ b/examples/aws-serverless/openai-auth/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 from datetime import datetime, timedelta, timezone
@@ -45,7 +46,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
         headers = {"Authorization": f"Bearer {token}", "Content-Type": "application/json"}
 
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload, headers=headers)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload, headers=headers)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -85,8 +96,8 @@ async def test_history_agent_with_valid_auth(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup_with_valid_auth(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(response, ["Sri Lanka, India and Pakistan"])
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
 
 
 @pytest.mark.asyncio
diff --git a/examples/aws-serverless/openai-auth/pyproject.toml b/examples/aws-serverless/openai-auth/pyproject.toml
index dc9169d3b..93b9ab115 100644
--- a/examples/aws-serverless/openai-auth/pyproject.toml
+++ b/examples/aws-serverless/openai-auth/pyproject.toml
@@ -10,6 +10,7 @@ dependencies = [
 
 [dependency-groups]
 dev = [
+    "agentkernel[test]>=0.6.0",
     "black==26.5.1",
     "isort>=5.0.0",
     "mypy>=1.0.0",
diff --git a/examples/aws-serverless/openai-auth/uv.lock b/examples/aws-serverless/openai-auth/uv.lock
index 19ff7b06b..10725fb1d 100644
--- a/examples/aws-serverless/openai-auth/uv.lock
+++ b/examples/aws-serverless/openai-auth/uv.lock
@@ -1,6 +1,20 @@
 version = 1
 revision = 3
 requires-python = ">=3.12"
+resolution-markers = [
+    "python_full_version >= '3.15' and sys_platform == 'win32'",
+    "python_full_version >= '3.15' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.15' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.14.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version < '3.13' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
 
 [[package]]
 name = "agentkernel"
@@ -30,6 +44,149 @@ openai = [
 redis = [
     { name = "redis" },
 ]
+test = [
+    { name = "datasets" },
+    { name = "litellm" },
+    { name = "pandas" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-cov" },
+    { name = "pytest-html" },
+    { name = "pytest-order" },
+    { name = "ragas" },
+    { name = "rapidfuzz" },
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.7.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ce/f4/eec0465c2f67b2664688d0240b3212d5196fd89e741df67ddb81f8d35658/aiohappyeyeballs-2.7.1.tar.gz", hash = "sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d", size = 24757, upload-time = "2026-07-01T17:11:55.501Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/71/43/1947f06babed6b3f1d7f38b0c767f52df66bfb2bc10b468c4a7de9eceff2/aiohappyeyeballs-2.7.1-py3-none-any.whl", hash = "sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472", size = 15038, upload-time = "2026-07-01T17:11:54.055Z" },
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.14.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohappyeyeballs" },
+    { name = "aiosignal" },
+    { name = "attrs" },
+    { name = "frozenlist" },
+    { name = "multidict" },
+    { name = "propcache" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+    { name = "yarl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/82/78/8ea7308cac6934de8c74a14f3d5f65d1c89287426688be79538d0e5c013d/aiohttp-3.14.1.tar.gz", hash = "sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035", size = 7955794, upload-time = "2026-06-07T21:09:35.529Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1d/21/151624b51cd92553d95424daf4bf19f19ce9be9002d19253e7e7ce67197b/aiohttp-3.14.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480", size = 757402, upload-time = "2026-06-07T21:06:40.311Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/82/280619e0bd7bf2454987e19282616e84762255dd9c8468f62382e8c191f1/aiohttp-3.14.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d", size = 512310, upload-time = "2026-06-07T21:06:42.207Z" },
+    { url = "https://files.pythonhosted.org/packages/55/b2/2aac325583aaa1353045f96dffa586d8a34e8322e14a7ba49cffeb103ab4/aiohttp-3.14.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2", size = 512448, upload-time = "2026-06-07T21:06:43.813Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/72/a60607cb849faa8af8a356c9329ea2eb6f395d49e82cc82ccba1fd8deb8f/aiohttp-3.14.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2", size = 1766854, upload-time = "2026-06-07T21:06:45.391Z" },
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diff --git a/examples/aws-serverless/openai/build.sh b/examples/aws-serverless/openai/build.sh
index b364c31d8..b276f1459 100755
--- a/examples/aws-serverless/openai/build.sh
+++ b/examples/aws-serverless/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/openai/deploy/deploy.sh b/examples/aws-serverless/openai/deploy/deploy.sh
index 624c7ac16..51a93fa67 100755
--- a/examples/aws-serverless/openai/deploy/deploy.sh
+++ b/examples/aws-serverless/openai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,test] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/openai/deploy/main.tf b/examples/aws-serverless/openai/deploy/main.tf
index b737143d3..e2ba4331d 100644
--- a/examples/aws-serverless/openai/deploy/main.tf
+++ b/examples/aws-serverless/openai/deploy/main.tf
@@ -19,7 +19,7 @@ module "serverless_agents" {
     module_name           = var.module_name
     package_path          = "../dist"
     package_type          = "Image"
-    memory_size           = 256
+    memory_size           = 1024
     environment_variables = {
       "OPENAI_API_KEY" = var.openai_api_key
     }
diff --git a/examples/aws-serverless/openai/lambda.py b/examples/aws-serverless/openai/lambda.py
index 3d919ce10..a17c7fc1a 100644
--- a/examples/aws-serverless/openai/lambda.py
+++ b/examples/aws-serverless/openai/lambda.py
@@ -7,20 +7,23 @@
 math_agent = Agent(
     name="math",
     handoff_description="Specialist agent for math questions",
-    instructions="You provide help with math problems. Explain your reasoning at each step and include examples. \
-        If prompted for anything else you refuse to answer.",
+    instructions="You provide help with math problems. no reasoning and no need for steps explanation. Just give the final answer. \
+        If asked about anything else, refuse to answer.",
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
     name="history",
     handoff_description="Specialist agent for historical questions",
     instructions="You provide assistance with historical queries. Explain important events and context clearly.",
+    model="openai/gpt-4.1-mini",
 )
 
 triage_agent = Agent(
     name="triage",
     instructions="You determine which agent to use based on the user's question.",
     handoffs=[history_agent, math_agent],
+    model="openai/gpt-4.1-mini",
 )
 
 OpenAIModule([triage_agent, math_agent, history_agent])
diff --git a/examples/aws-serverless/openai/lambda_test.py b/examples/aws-serverless/openai/lambda_test.py
index 684c5f06f..2af47046b 100644
--- a/examples/aws-serverless/openai/lambda_test.py
+++ b/examples/aws-serverless/openai/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -48,5 +59,5 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(response, ["Sri Lanka, India and Pakistan"])
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/aws-serverless/scalable-openai/README.md b/examples/aws-serverless/scalable-openai/README.md
index 05a6294fe..b80229cb5 100644
--- a/examples/aws-serverless/scalable-openai/README.md
+++ b/examples/aws-serverless/scalable-openai/README.md
@@ -22,9 +22,9 @@ This demo deploys the following AWS resources:
   - Agent Runner: Executes agent logic asynchronously (deployed from ECR container image)
   - Response Handler: Processes and stores responses (deployed from S3 ZIP)
 - **SQS Queues**: Input and output queues (DLQs disabled in this example)
-- **DynamoDB**: Session storage and response store tables
+- **Redis Cluster**: Session storage and response store (shared with openai example)
 - **API Gateway**: REST API with custom endpoints
-- **VPC**: Private networking for Lambda functions
+- **VPC**: Private networking for Lambda functions (shared with openai example)
 - **CloudWatch**: Logging and monitoring
 
 ## Deployment Package Types
@@ -57,14 +57,15 @@ Both modes keep the scalable multi-Lambda architecture (`request_handler`, `agen
 - Terraform (`1.9.5` or higher) installed
 - Docker installed (for building the agent runner container image)
 - UV package manager installed
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 - An S3 bucket for Lambda deployment packages (update `S3_BUCKET` in `deploy/deploy.sh`)
 - An ECR repository for the agent runner image
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
     ```bash
-    export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    cd ../openai/deploy && ./deploy.sh
     ```
 
 2. Update `deploy/deploy.sh` with your S3 bucket name:
@@ -180,5 +181,5 @@ The architecture automatically scales based on:
 Monitor through CloudWatch:
 - Lambda function metrics and logs
 - SQS queue depth and processing rates
-- DynamoDB read/write metrics
+- Redis cluster metrics
 - API Gateway request metrics
diff --git a/examples/aws-serverless/scalable-openai/build.sh b/examples/aws-serverless/scalable-openai/build.sh
index 59872c78e..b842ef4a8 100755
--- a/examples/aws-serverless/scalable-openai/build.sh
+++ b/examples/aws-serverless/scalable-openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[aws,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[aws,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/scalable-openai/config.yaml b/examples/aws-serverless/scalable-openai/config.yaml
index 5f54f3b85..ae5f2a93c 100644
--- a/examples/aws-serverless/scalable-openai/config.yaml
+++ b/examples/aws-serverless/scalable-openai/config.yaml
@@ -2,7 +2,10 @@ logging:
   ak:
     level: DEBUG
 session:
-  type: dynamodb
+  type: redis
+  redis:
+    prefix: "ak:scalable-openai:example:"
+    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
 execution:
   mode: rest_sync
   queues:
@@ -13,9 +16,9 @@ execution:
       # url: "https://sqs.<region>.amazonaws.com/<account-id>/<output-queue-name>"
       max_receive_count: 3
   response_store:
-    type: dynamodb
+    type: redis
+    redis:
+      prefix: "ak:scalable-openai:response:"
+      url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
     retry_count: 5
-    delay: 5
-    # dynamodb:
-      # table_name: "<your table name>"
-      # ttl: 30
\ No newline at end of file
+    delay: 5
\ No newline at end of file
diff --git a/examples/aws-serverless/scalable-openai/deploy/.terraform.lock.hcl b/examples/aws-serverless/scalable-openai/deploy/.terraform.lock.hcl
new file mode 100644
index 000000000..7e708c877
--- /dev/null
+++ b/examples/aws-serverless/scalable-openai/deploy/.terraform.lock.hcl
@@ -0,0 +1,110 @@
+# This file is maintained automatically by "terraform init".
+# Manual edits may be lost in future updates.
+
+provider "registry.terraform.io/hashicorp/aws" {
+  version     = "6.54.0"
+  constraints = ">= 4.22.0, >= 6.0.0, >= 6.4.0, >= 6.11.0, >= 6.22.0, >= 6.28.0"
+  hashes = [
+    "h1:i89hWLGo3bPwJKYBv3+S67qbfr0tydFqs70Hq5VcoYs=",
+    "zh:0557777baa82faa7907adce61a2a3f9b2a487070bb03f29df20a7502edfe966f",
+    "zh:0767256c36b9c4d4b66d4af882de480c6535ff9eac26410fca253e87b89cb478",
+    "zh:0be7595ef70273af5eb72d850d45eb264d39796d0578c7f3eda9988d7f0781e5",
+    "zh:0fd81edad00c8da35b37aa310c7466f7a8d61056b95b37b349c510d21a8a52f6",
+    "zh:11a976648c864d126a70eb2d40182a17ecfeb3c6c3bf790c4f7eafa5e4c204ba",
+    "zh:14065875294ea597303ae8e462189041067de3b1f5d97c9f2b04b5d14aeb4f7c",
+    "zh:55a76258b109f8394cad20c9e07f376fe3051920931bf43d1b62f4d7242f20c8",
+    "zh:69b04cc363dda4df3d703c3954ae87ef36b0fea8fe45a236db89f8647a879274",
+    "zh:79e3425219f59e285f128e88a7c294a6d33c7bfa73c57a42e31ac0d8daa2f20a",
+    "zh:8d6c46c8a215f73c3c1109695a9bfd8894852d0b1c592516f09efb8a84e08b0c",
+    "zh:9b12af85486a96aedd8d7984b0ff811a4b42e3d88dad1a3fb4c0b580d04fa425",
+    "zh:9db8f8fac77d6e999a2886df52bebb106b93ba8dfc4fea1e04decc8fda8070cd",
+    "zh:b4fc365f093b232531905547a50d4f62dbd9d5a843707867520b8b04e8b36e4f",
+    "zh:c9135045fbc561d30ec72f0b9335fcfe7590eed7e6b4eb8988455e6c8b4d348a",
+    "zh:db5f51f9f7037428cb7e8f8d43a63e0d3de498c9730fe98a3c539a75cc49208e",
+    "zh:f807b2a66174b20749c11d58cf7b2ffa8e89b4ec60dd70382959074f8490c387",
+  ]
+}
+
+provider "registry.terraform.io/hashicorp/external" {
+  version     = "2.4.0"
+  constraints = ">= 1.0.0"
+  hashes = [
+    "h1:AmY6ZeIvqoTT5ZjzD+P49PeQH6Va1QLMkX+7MUQfYoA=",
+    "zh:0772afb42b658468ac5e15df33bf2080456f8f0b8ab163bfe9c50d2b2ea02135",
+    "zh:0ac31a9aaa43dfcff5944b791596cdc94e153348e4bb4642282d034dff548134",
+    "zh:32d8492b1bdcc956ca3c6d00c6392d0a83942ff11d4820c7ee63ca6796e06950",
+    "zh:3c0482e894429f528ce6655a76ab0d8a9f7c0dacc6c828865e1515d4a7dbb852",
+    "zh:61e68100b4db2f930b31491f23c602126382fd5e51252be1b551f0e17f8ddbee",
+    "zh:6d60f615a0ad85eb962c9eb94f25e3eba7a72684ce276ba5dfb23f36b295a8f8",
+    "zh:78d5eefdd9e494defcb3c68d282b8f96630502cac21d1ea161f53cfe9bb483b3",
+    "zh:9ced2745eb5f1346203027d2dd7bf856ad1d279a25730ff7dbc6eec187aaca0c",
+    "zh:a8378558a177d43f55aa0d79d4fae91a704695122a1b109668c1daa8fb76f09d",
+    "zh:aadd98086133d3ebea67437d56512fdcc6dfb3bd34dfc23f276c0db9272e27b4",
+    "zh:beff701b653841e70441978137768f54e7dc6c27e7bf12a4589087f01f5bbcee",
+    "zh:c91c2223b29fdbc0044d20e1936ccc051d010727a13f2ff1e75e51f09bff33a3",
+    "zh:d491f9c2d32a39dc4031628469ae7c8aec0074312a7c1f0286b173cdcf854a54",
+  ]
+}
+
+provider "registry.terraform.io/hashicorp/local" {
+  version     = "2.9.0"
+  constraints = ">= 1.0.0"
+  hashes = [
+    "h1:m24fjcInWvTVZ1XSo2MaNuKPe+X/gfG8SIi09rA7a7M=",
+    "zh:0baa4566cf77f1ff52f4293d1c8536202dd23edc197c3196413a28343c3ac3a0",
+    "zh:16b5559c3c07088ddad11a9bb9e9c0799999363c2958e9a5be2bcbbf2cd9ca64",
+    "zh:197c79015a10d1cce904a8ea722cbc750c42aeae2da53f44a6a0751d9fd1aa90",
+    "zh:29d0b03e5343a80677ebfeb2e2c31cbe4b1f65e736e53417454a4277fec2544c",
+    "zh:4896bfa6cf1d2fd562b47ef2e87f47862ae92a04f8ad5d764380f0c6653473b8",
+    "zh:531f8529cbca49f681883e57761a05a8398afaef6d1ab0d205d26bf12f4428e8",
+    "zh:6aaf5011d83161c86d2bfb80c0923ec934e578288758da2f37acb7aec129004b",
+    "zh:7430275253d3d3c40aa6179e0ec0d63212874dbbc06c5a51b9d07ec590f9756c",
+    "zh:78d5eefdd9e494defcb3c68d282b8f96630502cac21d1ea161f53cfe9bb483b3",
+    "zh:be17dc611e95e26cdf6cad79dfccf1064f0e32032a2efeb939a9bbe7fb1cbfe9",
+    "zh:f0e3b0aa644202e1d79d2000dca91f6019425da71e9800fa23f27e51c034f195",
+    "zh:f62bae4519e4ead49182ddc8afe8cf61e2a4c3ba3973b0fbba967736a2696aa3",
+    "zh:fcafa360a5b0b96244f26f4e3a6d642b716a376557142c2442ff2fb12d11da18",
+  ]
+}
+
+provider "registry.terraform.io/hashicorp/null" {
+  version     = "3.3.0"
+  constraints = ">= 2.0.0"
+  hashes = [
+    "h1:a14TKo7Xvg4W8+H1VA6p+oLZTLxVQnYUD8LOaOs14A8=",
+    "zh:021748b5ea3b5f6956f2e75c42c5cdc113b391fb98ac71364a4965d23b37000f",
+    "zh:3b27956f8541d46704fda234e0d535c2ae2a4b33411848b1ee262a1ec03568b0",
+    "zh:3de4ed47d6d0f4d8edba4a5092c7c9799950eda63989d8d0d2586e6afcb0aa20",
+    "zh:57ed8935c7d56dbc91cf2673534582cacfaab7a2f105f51d9f797e99df0c0c47",
+    "zh:58e176ba1d142827089e30e0711e007309a9f2726e8881986da5026e9778fdf4",
+    "zh:5949c4a3d4a93f841f155cdb7e991c087e637145c1630572e21948224f8f4923",
+    "zh:76d60f366b743003c1b085afa769b45b2198ee919927e45807d7d44fb42c067d",
+    "zh:78d5eefdd9e494defcb3c68d282b8f96630502cac21d1ea161f53cfe9bb483b3",
+    "zh:79cd1bab1261a07f84e917191d7ddc4340ac5f5524283767256f7ffd7f87caf0",
+    "zh:8ec9083038cf710b30e319eaa467c9df7fa52bbd9969b61053a35bc2cdd2e0a6",
+    "zh:a6e502cb579685ab7aeb886c2bb11ddd9cfed74b41008592d57cbc3351a9218b",
+    "zh:acb74d6b4f66ff6acfcda315df802a7432170ef3955c9b432cb4580767004006",
+    "zh:f0ce55d8d9ffdb33dab612b1246f9bab060a9d54fc32ce2b4a038646155660af",
+  ]
+}
+
+provider "registry.terraform.io/kreuzwerker/docker" {
+  version     = "3.6.2"
+  constraints = ">= 3.0.0, 3.6.2"
+  hashes = [
+    "h1:/Oe7tViXf/xyQ4Pg8cDifMlD3RthOYkslwQiRgx7BTE=",
+    "zh:22b51a8fb63481d290bdad9a221bc8c9e45d66d1a0cd45beed3f3627bf1debd8",
+    "zh:2b902eb80a1ae033af1135cc165d192668820a7f8ea15beb5472f811c18bea1f",
+    "zh:57815dcea28aedb86ed33924cd186aaee8bd31670bd78437a2a2daf2b00ce2ae",
+    "zh:583af9c6fe7e3bfc04f50aec046a9b4f98b7eddd6d1e143454e5d06a66afcf87",
+    "zh:80f8cba54f639a53c4d7714edb7246064b7f4f48ba93a70f18c914d656d799db",
+    "zh:894709f0c393c4ee91fdb849128e7f0bce688f293cd1643a6d4e39c842367278",
+    "zh:a91b41dbcb203d6dae2bb72b98c4c21c41255026b35df01895882784c4650071",
+    "zh:aec40a8157aae093412a1fb9a71ab2bea370db152e285c2d81e37ed378444b9c",
+    "zh:b87d7def2485dde6e57723c1265158f371440a8a84954c9fdb0580cf89de66bf",
+    "zh:b9dc243200ad9cd00250cb8c793ecea4ee3c57a121faf8efdb289f30008b5778",
+    "zh:dcb103831db6d3ef95468685cd104be3928793996542a1f675dc34a2ce67951d",
+    "zh:e59b4a0f2b5881016896d4417b1ab2fb87f34450663efeb01f3bcf7c3606fbbb",
+    "zh:fbd068c01114f0712578cf02f363b5521338ab1befedddf7090da532298b43d0",
+  ]
+}
diff --git a/examples/aws-serverless/scalable-openai/deploy/deploy.sh b/examples/aws-serverless/scalable-openai/deploy/deploy.sh
index 3c9f2d433..3d512d060 100755
--- a/examples/aws-serverless/scalable-openai/deploy/deploy.sh
+++ b/examples/aws-serverless/scalable-openai/deploy/deploy.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-set -euo pipefail # exit if any command in this script fails
+set -eo pipefail # exit if any command in this script fails
 
 S3_BUCKET=lambda-s3-packages-329597159169-ap-southeast-2-an
 
@@ -36,7 +36,7 @@ create_request_handler_deployment_package() {
 	if [[ ${1-} != "local" ]]; then
 		uv pip install -r requirements.txt --target=dist_request_handler
 	else
-		uv pip install --force-reinstall --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws] || true
+		uv pip install --force-reinstall --no-deps --no-index --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
 	fi
 	cp -r lambda_request_handler.py config.yaml dist_request_handler/
 	cd dist_request_handler && zip -r ../dist_request_handler.zip .
@@ -54,7 +54,7 @@ create_agent_runner_deployment_package() {
 		uv pip install -r requirements.txt --target=dist_agent_runner/data
 	else
 		uv pip install -r requirements.txt --target=dist_agent_runner/data --find-links ../../../ak-py/dist
-		uv pip install --force-reinstall --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai] || true
+		uv pip install --force-reinstall --no-deps --no-index --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai,redis] || true
 	fi
 	cp -r lambda_agent_runner.py config.yaml dist_agent_runner/data
 	popd || exit 1
@@ -70,7 +70,7 @@ create_response_handler_deployment_package() {
 	if [[ ${1-} != "local" ]]; then
 		uv pip install -r requirements.txt --target=dist_response_handler
 	else
-		uv pip install --force-reinstall --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws] || true
+		uv pip install --force-reinstall --no-deps --no-index --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
 	fi
 	cp -r lambda_response_handler.py config.yaml dist_response_handler/
 	cd dist_response_handler && zip -r ../dist_response_handler.zip .
diff --git a/examples/aws-serverless/scalable-openai/deploy/main.tf b/examples/aws-serverless/scalable-openai/deploy/main.tf
index 2637c2e82..8dfde94c0 100644
--- a/examples/aws-serverless/scalable-openai/deploy/main.tf
+++ b/examples/aws-serverless/scalable-openai/deploy/main.tf
@@ -17,13 +17,11 @@ module "serverless_agents" {
   queue_mode     = true        # recommended for production
   execution_mode = "rest_sync" # rest_sync or rest_async
 
-  # Memory DB Config
-  # create_redis_cluster = true
-  create_dynamodb_memory_table = true
+  # Memory DB Config - uses existing Redis cluster
+  create_redis_cluster = false
 
-  # Response Store Config 
-  # create_redis_response_store = true # if True, it will use the memory Redis cluster for response store or may create.
-  create_dynamodb_response_store = true
+  # Response Store Config - uses existing Redis cluster
+  create_redis_response_store = false
 
   # API Gateway configuration
   api_version    = "v1"
diff --git a/examples/aws-serverless/scalable-openai/lambda_test.py b/examples/aws-serverless/scalable-openai/lambda_test.py
index 684c5f06f..2af47046b 100644
--- a/examples/aws-serverless/scalable-openai/lambda_test.py
+++ b/examples/aws-serverless/scalable-openai/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -48,5 +59,5 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(response, ["Sri Lanka, India and Pakistan"])
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/aws-serverless/scalable-openai/pyproject.toml b/examples/aws-serverless/scalable-openai/pyproject.toml
index 3bc87db9a..290376cff 100644
--- a/examples/aws-serverless/scalable-openai/pyproject.toml
+++ b/examples/aws-serverless/scalable-openai/pyproject.toml
@@ -5,7 +5,7 @@ description = "Demo of OpenAI Agents SDK based agents running in Agent Kernel on
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[aws,openai]>=0.6.1"
+    "agentkernel[aws,openai,redis]>=0.6.1"
 ]
 
 [dependency-groups]
diff --git a/examples/aws-serverless/streaming-openai/build.sh b/examples/aws-serverless/streaming-openai/build.sh
index 4a9a6f0f7..b1b8b8890 100755
--- a/examples/aws-serverless/streaming-openai/build.sh
+++ b/examples/aws-serverless/streaming-openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[aws,redis,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[aws,redis,openai,test] || true
 fi
diff --git a/examples/aws-serverless/streaming-openai/deploy/deploy.sh b/examples/aws-serverless/streaming-openai/deploy/deploy.sh
index 97b94bec4..8696d26ee 100755
--- a/examples/aws-serverless/streaming-openai/deploy/deploy.sh
+++ b/examples/aws-serverless/streaming-openai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_request_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_request_handler
     else
-      uv pip install --force-reinstall --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     cp -r lambda_request_handler.py config.yaml dist_request_handler/
     cd dist_request_handler && zip -r ../dist_request_handler.zip .
@@ -26,7 +26,7 @@ create_agent_runner_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_agent_runner/data
     else
-      uv pip install --force-reinstall --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai,redis] || true
     fi
     cp -r lambda_agent_runner.py config.yaml dist_agent_runner/data
     popd || exit 1
@@ -42,7 +42,7 @@ create_response_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_response_handler
     else
-      uv pip install --force-reinstall --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     cp -r lambda_response_handler.py config.yaml dist_response_handler/
     cd dist_response_handler && zip -r ../dist_response_handler.zip .
@@ -58,7 +58,7 @@ create_ws_connection_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_ws_connection_handler
     else
-      uv pip install --force-reinstall --target=dist_ws_connection_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_ws_connection_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     uv pip install --group auth --target=dist_ws_connection_handler
     cp -r lambda_ws_connection_handler.py config.yaml dist_ws_connection_handler/
diff --git a/examples/aws-serverless/streaming-openai/uv.lock b/examples/aws-serverless/streaming-openai/uv.lock
index 9afa1b70f..93d3d4084 100644
--- a/examples/aws-serverless/streaming-openai/uv.lock
+++ b/examples/aws-serverless/streaming-openai/uv.lock
@@ -776,6 +776,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/66/66/150e406a2db5535533aa3c946de58f0371f2e412e23f050c704588023e6e/cymem-2.0.13-cp314-cp314t-win_arm64.whl", hash = "sha256:e9027764dc5f1999fb4b4cabee1d0322c59e330c0a6485b436a68275f614277f", size = 39715, upload-time = "2025-11-14T14:58:24.773Z" },
 ]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "marshmallow" },
+    { name = "typing-inspect" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/64/a4/f71d9cf3a5ac257c993b5ca3f93df5f7fb395c725e7f1e6479d2514173c3/dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0", size = 32227, upload-time = "2024-06-09T16:20:19.103Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
+]
+
 [[package]]
 name = "datasets"
 version = "5.0.0"
@@ -1401,10 +1414,11 @@ wheels = [
 
 [[package]]
 name = "langchain-community"
-version = "0.4.2"
+version = "0.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
+    { name = "dataclasses-json" },
     { name = "httpx-sse" },
     { name = "langchain-classic" },
     { name = "langchain-core" },
@@ -1416,9 +1430,9 @@ dependencies = [
     { name = "sqlalchemy" },
     { name = "tenacity" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ea/0c/e3aca1f2b1c5b95f8b87cb2b6e81a6f20d538c07a128419dc01cef0617b6/langchain_community-0.4.2.tar.gz", hash = "sha256:a99308160d53d7e9b5965ee665e5173709914338210089fd5788ad724432c21e", size = 33268708, upload-time = "2026-05-22T19:42:59.374Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/53/97/a03585d42b9bdb6fbd935282d6e3348b10322a24e6ce12d0c99eb461d9af/langchain_community-0.4.1.tar.gz", hash = "sha256:f3b211832728ee89f169ddce8579b80a085222ddb4f4ed445a46e977d17b1e85", size = 33241144, upload-time = "2025-10-27T15:20:32.504Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/8f/39/5d97e42a3e95dc2a6d71b2f902a3fae71786131e11d01bddb604accb0ebe/langchain_community-0.4.2-py3-none-any.whl", hash = "sha256:84dd8c5122532394d5b6849a5fc9995ef28e4f77227daeb09f24b3d942e9e466", size = 2364406, upload-time = "2026-05-22T19:42:57.103Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/a4/c4fde67f193401512337456cabc2148f2c43316e445f5decd9f8806e2992/langchain_community-0.4.1-py3-none-any.whl", hash = "sha256:2135abb2c7748a35c84613108f7ebf30f8505b18c3c18305ffaecfc7651f6c6a", size = 2533285, upload-time = "2025-10-27T15:20:30.767Z" },
 ]
 
 [[package]]
@@ -1714,6 +1728,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" },
 ]
 
+[[package]]
+name = "marshmallow"
+version = "3.26.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "packaging" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/55/79/de6c16cc902f4fc372236926b0ce2ab7845268dcc30fb2fbb7f71b418631/marshmallow-3.26.2.tar.gz", hash = "sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57", size = 222095, upload-time = "2025-12-22T06:53:53.309Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/be/2f/5108cb3ee4ba6501748c4908b908e55f42a5b66245b4cfe0c99326e1ef6e/marshmallow-3.26.2-py3-none-any.whl", hash = "sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73", size = 50964, upload-time = "2025-12-22T06:53:51.801Z" },
+]
+
 [[package]]
 name = "mcp"
 version = "1.28.0"
@@ -3857,6 +3883,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" },
 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mypy-extensions" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/dc/74/1789779d91f1961fa9438e9a8710cdae6bd138c80d7303996933d117264a/typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78", size = 13825, upload-time = "2023-05-24T20:25:47.612Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/65/f3/107a22063bf27bdccf2024833d3445f4eea42b2e598abfbd46f6a63b6cb0/typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f", size = 8827, upload-time = "2023-05-24T20:25:45.287Z" },
+]
+
 [[package]]
 name = "typing-inspection"
 version = "0.4.2"
diff --git a/examples/aws-serverless/websocket-openai/build.sh b/examples/aws-serverless/websocket-openai/build.sh
index 385df4cfe..2f102fcbe 100755
--- a/examples/aws-serverless/websocket-openai/build.sh
+++ b/examples/aws-serverless/websocket-openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[aws,redis,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[aws,redis,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/websocket-openai/deploy/deploy.sh b/examples/aws-serverless/websocket-openai/deploy/deploy.sh
index 17c771bfe..aacbcc4bd 100755
--- a/examples/aws-serverless/websocket-openai/deploy/deploy.sh
+++ b/examples/aws-serverless/websocket-openai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_request_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_request_handler
     else
-      uv pip install --force-reinstall --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     cp -r lambda_request_handler.py config.yaml dist_request_handler/
     cd dist_request_handler && zip -r ../dist_request_handler.zip .
@@ -27,7 +27,7 @@ create_agent_runner_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_agent_runner/data
     else
-      uv pip install --force-reinstall --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai,redis] || true
     fi
     cp -r lambda_agent_runner.py config.yaml dist_agent_runner/data
     popd || exit 1
@@ -44,7 +44,7 @@ create_response_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_response_handler
     else
-      uv pip install --force-reinstall --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     cp -r lambda_response_handler.py config.yaml dist_response_handler/
     cd dist_response_handler && zip -r ../dist_response_handler.zip .
@@ -60,7 +60,7 @@ create_ws_connection_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_ws_connection_handler
     else
-      uv pip install --force-reinstall --target=dist_ws_connection_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist_ws_connection_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     uv pip install --group auth --target=dist_ws_connection_handler
     cp -r lambda_ws_connection_handler.py config.yaml dist_ws_connection_handler/
diff --git a/examples/azure-containerized/openai-cosmos/app_test.py b/examples/azure-containerized/openai-cosmos/app_test.py
index 94d14ee4d..848f27115 100644
--- a/examples/azure-containerized/openai-cosmos/app_test.py
+++ b/examples/azure-containerized/openai-cosmos/app_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=60.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -42,21 +53,11 @@ async def http_client():
 @pytest.mark.order(1)
 async def test_history_agent(http_client):
     response = await http_client.send("Who won the 1996 cricket world cup?")
-    Test.compare(
-        response,
-        [
-            "The 1996 Cricket World Cup was won by Sri Lanka. They defeated Australia in the final to claim their first ever World Cup title. The final was held on March 17, 1996, in Lahore, Pakistan."
-        ],
-    )
+    Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
 
 
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(
-        response,
-        [
-            "The 1996 Cricket World Cup was co-hosted by three countries: **India, Pakistan, and Sri Lanka**. Matches were played across all three nations, with the final held in Lahore, Pakistan."
-        ],
-    )
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/azure-containerized/openai-cosmos/build.sh b/examples/azure-containerized/openai-cosmos/build.sh
index 2bda1446c..ccb98f1ad 100755
--- a/examples/azure-containerized/openai-cosmos/build.sh
+++ b/examples/azure-containerized/openai-cosmos/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,azure] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,azure] || true
 fi
\ No newline at end of file
diff --git a/examples/azure-containerized/openai-cosmos/deploy/deploy.sh b/examples/azure-containerized/openai-cosmos/deploy/deploy.sh
index eb2f82222..05655fe2a 100755
--- a/examples/azure-containerized/openai-cosmos/deploy/deploy.sh
+++ b/examples/azure-containerized/openai-cosmos/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,api,azure,test]
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[adk,api,azure,test]
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/azure-serverless/openai/azure_function_test.py b/examples/azure-serverless/openai/azure_function_test.py
index ef388fe0c..848f27115 100644
--- a/examples/azure-serverless/openai/azure_function_test.py
+++ b/examples/azure-serverless/openai/azure_function_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=60.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -41,20 +52,12 @@ async def http_client():
 @pytest.mark.asyncio
 @pytest.mark.order(1)
 async def test_history_agent(http_client):
-    response = await http_client.send("when did the battle of Waterloo happen?")
-    Test.compare(
-        response,
-        ["The Battle of Waterloo happened on June 18, 1815."],
-        threshold=10,
-    )
+    response = await http_client.send("Who won the 1996 cricket world cup?")
+    Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
 
 
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("who won?")
-    Test.compare(
-        response,
-        ["The Duke of Wellington and the Prussian forces led by Gebhard Leberecht von Blücher won"],
-        threshold=10,
-    )
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/azure-serverless/openai/build.sh b/examples/azure-serverless/openai/build.sh
index ae70be933..f209fba20 100755
--- a/examples/azure-serverless/openai/build.sh
+++ b/examples/azure-serverless/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,openai,azure,test]
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,openai,azure,test]
 fi
\ No newline at end of file
diff --git a/examples/azure-serverless/openai/deploy/deploy.sh b/examples/azure-serverless/openai/deploy/deploy.sh
index d502b29da..5dda448ec 100755
--- a/examples/azure-serverless/openai/deploy/deploy.sh
+++ b/examples/azure-serverless/openai/deploy/deploy.sh
@@ -11,7 +11,7 @@ create_deployment_package() {
     else
       echo "Using local ak-py"
       uv pip install -r requirements.txt --target=dist --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist --find-links ../../../ak-py/dist agentkernel[openai,redis,azure] --no-cache-dir
+      uv pip install --force-reinstall --no-deps --no-index --target=dist --find-links ../../../ak-py/dist agentkernel[openai,redis,azure] --no-cache-dir
     fi
     cp -r src/. dist/
     cd dist && zip -r -q ../dist.zip .
diff --git a/examples/cli/adk/build.sh b/examples/cli/adk/build.sh
index 66ce823fb..5e796441f 100755
--- a/examples/cli/adk/build.sh
+++ b/examples/cli/adk/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[cli,adk,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,adk,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/crewai/build.sh b/examples/cli/crewai/build.sh
index fa78483af..c14725149 100755
--- a/examples/cli/crewai/build.sh
+++ b/examples/cli/crewai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[cli,crewai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,crewai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/guardrail/bedrock/build.sh b/examples/cli/guardrail/bedrock/build.sh
index b34b7d622..feb3850fe 100755
--- a/examples/cli/guardrail/bedrock/build.sh
+++ b/examples/cli/guardrail/bedrock/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[cli,langgraph,aws,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[cli,langgraph,aws,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/guardrail/openai/build.sh b/examples/cli/guardrail/openai/build.sh
index ce38c1775..7da3f4b00 100755
--- a/examples/cli/guardrail/openai/build.sh
+++ b/examples/cli/guardrail/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[cli,langgraph,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[cli,langgraph,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/guardrail/walledai/build.sh b/examples/cli/guardrail/walledai/build.sh
index 401166e01..9dbb53752 100755
--- a/examples/cli/guardrail/walledai/build.sh
+++ b/examples/cli/guardrail/walledai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[cli,langgraph,walledai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../ak-py/dist agentkernel[cli,langgraph,walledai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/knowledgebase/openai/chromadb/build.sh b/examples/cli/knowledgebase/openai/chromadb/build.sh
index 34d654eff..5a21693c7 100755
--- a/examples/cli/knowledgebase/openai/chromadb/build.sh
+++ b/examples/cli/knowledgebase/openai/chromadb/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, install from local source to preserve latest extras and modules.
   uv sync --find-links ../../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,chromadb] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,chromadb] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/knowledgebase/openai/multi/build.sh b/examples/cli/knowledgebase/openai/multi/build.sh
index c8ba1cdaf..52422841b 100755
--- a/examples/cli/knowledgebase/openai/multi/build.sh
+++ b/examples/cli/knowledgebase/openai/multi/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, install from local source to preserve latest extras and modules.
   uv sync --find-links ../../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,chromadb,neo4j,trino] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,chromadb,neo4j,trino] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/knowledgebase/openai/neo4j/build.sh b/examples/cli/knowledgebase/openai/neo4j/build.sh
index 10c2fb2a8..86fd40102 100755
--- a/examples/cli/knowledgebase/openai/neo4j/build.sh
+++ b/examples/cli/knowledgebase/openai/neo4j/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, install from local source to preserve latest extras and modules.
   uv sync --find-links ../../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,neo4j] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,neo4j] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/knowledgebase/openai/starburst/build.sh b/examples/cli/knowledgebase/openai/starburst/build.sh
index 82aa67265..873897017 100755
--- a/examples/cli/knowledgebase/openai/starburst/build.sh
+++ b/examples/cli/knowledgebase/openai/starburst/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, install from local source to preserve latest extras and modules.
   uv sync --find-links ../../../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,trino] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../../../ak-py/dist agentkernel[cli,openai,test,trino] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/langgraph/build.sh b/examples/cli/langgraph/build.sh
index 67b6d4716..340a45a08 100755
--- a/examples/cli/langgraph/build.sh
+++ b/examples/cli/langgraph/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[cli,langgraph,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,langgraph,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/multi/build.sh b/examples/cli/multi/build.sh
index f8591054c..8a609e110 100755
--- a/examples/cli/multi/build.sh
+++ b/examples/cli/multi/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[cli,openai,crewai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,openai,crewai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/openai-dynamic/build.sh b/examples/cli/openai-dynamic/build.sh
index 3a73038fb..ad165043c 100755
--- a/examples/cli/openai-dynamic/build.sh
+++ b/examples/cli/openai-dynamic/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[cli,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/openai/build.sh b/examples/cli/openai/build.sh
index 3a73038fb..ad165043c 100755
--- a/examples/cli/openai/build.sh
+++ b/examples/cli/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[cli,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/cli/smolagents/build.sh b/examples/cli/smolagents/build.sh
index 7b3b6437b..e2b15af09 100755
--- a/examples/cli/smolagents/build.sh
+++ b/examples/cli/smolagents/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[cli,smolagents,test]
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,smolagents,test]
 fi
diff --git a/examples/containerized/openai/build.sh b/examples/containerized/openai/build.sh
index 234d916ff..e706ceb7b 100755
--- a/examples/containerized/openai/build.sh
+++ b/examples/containerized/openai/build.sh
@@ -13,7 +13,7 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,test,azure] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,test,azure] || true
 fi
 
 create_docker_image() {
@@ -24,7 +24,7 @@ create_docker_image() {
       uv pip install -r requirements.txt --target=dist
     else
       uv pip install -r requirements.txt --target=dist  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist --find-links ../../../ak-py/dist agentkernel[openai,api,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist --find-links ../../../ak-py/dist agentkernel[openai,api,test] || true
     fi
     cp -r app.py tool.py dist/
     
diff --git a/examples/gcp-containerized/openai-auth/build.sh b/examples/gcp-containerized/openai-auth/build.sh
index 348979d53..ef1a66774 100755
--- a/examples/gcp-containerized/openai-auth/build.sh
+++ b/examples/gcp-containerized/openai-auth/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,redis] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,redis] || true
 fi
diff --git a/examples/gcp-containerized/openai-auth/deploy/deploy.sh b/examples/gcp-containerized/openai-auth/deploy/deploy.sh
index 29ec5c337..ac32fc124 100755
--- a/examples/gcp-containerized/openai-auth/deploy/deploy.sh
+++ b/examples/gcp-containerized/openai-auth/deploy/deploy.sh
@@ -12,7 +12,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,openai,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,openai,redis] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/gcp-containerized/openai-auth/server_test.py b/examples/gcp-containerized/openai-auth/server_test.py
index 05706ceb5..30b0dac3a 100644
--- a/examples/gcp-containerized/openai-auth/server_test.py
+++ b/examples/gcp-containerized/openai-auth/server_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import subprocess
 import uuid
@@ -49,7 +50,17 @@ async def send(self, prompt: str, endpoint: str = "", body=None) -> str:
         }
         headers = {"Authorization": f"Bearer {token}", "Content-Type": "application/json"}
         async with httpx.AsyncClient(timeout=120.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload, headers=headers)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload, headers=headers)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             return resp.json().get("result", "")
 
@@ -83,8 +94,8 @@ async def test_history_agent_with_valid_token(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup_with_valid_token(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(response, ["Sri Lanka, India and Pakistan"])
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
 
 
 @pytest.mark.asyncio
diff --git a/examples/gcp-containerized/openai/build.sh b/examples/gcp-containerized/openai/build.sh
index 348979d53..ef1a66774 100755
--- a/examples/gcp-containerized/openai/build.sh
+++ b/examples/gcp-containerized/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,redis] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,redis] || true
 fi
diff --git a/examples/gcp-containerized/openai/deploy/deploy.sh b/examples/gcp-containerized/openai/deploy/deploy.sh
index 30b51627e..f050d9bcd 100755
--- a/examples/gcp-containerized/openai/deploy/deploy.sh
+++ b/examples/gcp-containerized/openai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,openai,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,openai,redis,test] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/gcp-containerized/openai/server_test.py b/examples/gcp-containerized/openai/server_test.py
index f05fd42c7..8c7c3fba3 100644
--- a/examples/gcp-containerized/openai/server_test.py
+++ b/examples/gcp-containerized/openai/server_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
         )
 
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -53,7 +64,7 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
+    response = await http_client.send("Which country hosted the tournament?")
     response = response.lower()
 
     assert "sri lanka" in response
diff --git a/examples/gcp-serverless/openai-auth/build.sh b/examples/gcp-serverless/openai-auth/build.sh
index f37e54fbb..d924f02e6 100755
--- a/examples/gcp-serverless/openai-auth/build.sh
+++ b/examples/gcp-serverless/openai-auth/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[openai,api,redis,auth] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[openai,api,redis,auth] || true
 fi
diff --git a/examples/gcp-serverless/openai-auth/deploy/deploy.sh b/examples/gcp-serverless/openai-auth/deploy/deploy.sh
index 891f18177..e51d27084 100755
--- a/examples/gcp-serverless/openai-auth/deploy/deploy.sh
+++ b/examples/gcp-serverless/openai-auth/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,api,redis] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,api,redis] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/gcp-serverless/openai-auth/server_test.py b/examples/gcp-serverless/openai-auth/server_test.py
index 112390b96..1e50934d1 100644
--- a/examples/gcp-serverless/openai-auth/server_test.py
+++ b/examples/gcp-serverless/openai-auth/server_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import subprocess
 import uuid
@@ -49,7 +50,17 @@ async def send(self, prompt: str, endpoint: str = "", body=None) -> str:
         }
         headers = {"Authorization": f"Bearer {token}", "Content-Type": "application/json"}
         async with httpx.AsyncClient(timeout=120.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload, headers=headers)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload, headers=headers)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             return resp.json().get("result", "")
 
@@ -83,7 +94,7 @@ async def test_history_agent_with_valid_token(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup_with_valid_token(http_client):
-    response = await http_client.send("Who hosted?")
+    response = await http_client.send("Which country hosted the tournament?")
 
     assert "India" in response
     assert "Pakistan" in response
diff --git a/examples/gcp-serverless/openai-firestore/build.sh b/examples/gcp-serverless/openai-firestore/build.sh
index f396e8c00..8e2642919 100644
--- a/examples/gcp-serverless/openai-firestore/build.sh
+++ b/examples/gcp-serverless/openai-firestore/build.sh
@@ -11,5 +11,5 @@ if [[ ${1-} != "local" ]]; then
   uv sync --all-extras
 else
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,gcp] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,gcp] || true
 fi
diff --git a/examples/gcp-serverless/openai-firestore/deploy/deploy.sh b/examples/gcp-serverless/openai-firestore/deploy/deploy.sh
index 827b9f744..a61c01708 100755
--- a/examples/gcp-serverless/openai-firestore/deploy/deploy.sh
+++ b/examples/gcp-serverless/openai-firestore/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,api,gcp]
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,api,gcp]
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/gcp-serverless/openai-firestore/serverless_test.py b/examples/gcp-serverless/openai-firestore/serverless_test.py
index 4e2e4f2c3..d26b96a3e 100644
--- a/examples/gcp-serverless/openai-firestore/serverless_test.py
+++ b/examples/gcp-serverless/openai-firestore/serverless_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
         )
 
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
 
             data = resp.json()
@@ -53,7 +64,7 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
+    response = await http_client.send("Which country hosted the tournament?")
 
     response_lower = response.lower()
 
diff --git a/examples/gcp-serverless/openai/build.sh b/examples/gcp-serverless/openai/build.sh
index 7ea7f0906..ac7d965e1 100755
--- a/examples/gcp-serverless/openai/build.sh
+++ b/examples/gcp-serverless/openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[openai,redis,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[openai,redis,test] || true
 fi
diff --git a/examples/gcp-serverless/openai/deploy/deploy.sh b/examples/gcp-serverless/openai/deploy/deploy.sh
index e6f1cb4c6..205c7f934 100755
--- a/examples/gcp-serverless/openai/deploy/deploy.sh
+++ b/examples/gcp-serverless/openai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,api,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,api,redis,test] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/gcp-serverless/openai/serverless_test.py b/examples/gcp-serverless/openai/serverless_test.py
index 4e2e4f2c3..d26b96a3e 100644
--- a/examples/gcp-serverless/openai/serverless_test.py
+++ b/examples/gcp-serverless/openai/serverless_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
         )
 
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
 
             data = resp.json()
@@ -53,7 +64,7 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
+    response = await http_client.send("Which country hosted the tournament?")
 
     response_lower = response.lower()
 
diff --git a/examples/memory/cosmos/azure_function_test.py b/examples/memory/cosmos/azure_function_test.py
index bf0d0e986..848f27115 100644
--- a/examples/memory/cosmos/azure_function_test.py
+++ b/examples/memory/cosmos/azure_function_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=60.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -48,5 +59,5 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(response, ["Sri Lanka, India and Pakistan"])
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/memory/cosmos/build.sh b/examples/memory/cosmos/build.sh
index 417bb0607..9e0e14755 100755
--- a/examples/memory/cosmos/build.sh
+++ b/examples/memory/cosmos/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,openai,azure] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,openai,azure] || true
 fi
\ No newline at end of file
diff --git a/examples/memory/cosmos/deploy/deploy.sh b/examples/memory/cosmos/deploy/deploy.sh
index 1dbf9ada1..f191c44a8 100755
--- a/examples/memory/cosmos/deploy/deploy.sh
+++ b/examples/memory/cosmos/deploy/deploy.sh
@@ -11,7 +11,7 @@ create_deployment_package() {
     else
       echo "Using local ak-py"
       uv pip install -r requirements.txt --target=dist --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist --find-links ../../../ak-py/dist agentkernel[openai,redis,azure] --no-cache-dir
+      uv pip install --force-reinstall --no-deps --no-index --target=dist --find-links ../../../ak-py/dist agentkernel[openai,redis,azure] --no-cache-dir
     fi
     cp -r src/. dist/
     cd dist && zip -r -q ../dist.zip .
diff --git a/examples/memory/dynamodb/build.sh b/examples/memory/dynamodb/build.sh
index 3e22a4f69..9b02d6b4e 100755
--- a/examples/memory/dynamodb/build.sh
+++ b/examples/memory/dynamodb/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,openai,aws,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,openai,aws,test] || true
 fi
\ No newline at end of file
diff --git a/examples/memory/dynamodb/deploy/deploy.sh b/examples/memory/dynamodb/deploy/deploy.sh
index e8b0afc0b..fe15069fa 100755
--- a/examples/memory/dynamodb/deploy/deploy.sh
+++ b/examples/memory/dynamodb/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,aws,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,aws,test] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/memory/dynamodb/deploy/main.tf b/examples/memory/dynamodb/deploy/main.tf
index 06d83b65b..4f249198a 100644
--- a/examples/memory/dynamodb/deploy/main.tf
+++ b/examples/memory/dynamodb/deploy/main.tf
@@ -21,7 +21,7 @@ module "serverless_agents" {
     module_name                  = var.module_name
     package_path                 = "../dist"
     package_type                 = "Image"
-    memory_size                  = 256
+    memory_size                  = 512
     environment_variables = {
       "OPENAI_API_KEY" = var.openai_api_key
     }
diff --git a/examples/memory/dynamodb/lambda_test.py b/examples/memory/dynamodb/lambda_test.py
index 684c5f06f..2af47046b 100644
--- a/examples/memory/dynamodb/lambda_test.py
+++ b/examples/memory/dynamodb/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -48,5 +59,5 @@ async def test_history_agent(http_client):
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
-    Test.compare(response, ["Sri Lanka, India and Pakistan"])
+    response = await http_client.send("Which country hosted the tournament?")
+    Test.compare(response, ["Co-hosted by India, Pakistan and Sri Lanka."])
diff --git a/examples/memory/key-value-cache/app_test.py b/examples/memory/key-value-cache/app_test.py
index 63861fab5..6cc71e3e4 100644
--- a/examples/memory/key-value-cache/app_test.py
+++ b/examples/memory/key-value-cache/app_test.py
@@ -31,7 +31,17 @@ async def send(self, prompt, agent="junior_assistant"):
             "agent": agent,
         }
         async with httpx.AsyncClient(timeout=10.0) as client:
-            resp = await client.post(f"{self.url}/api/v1/chat", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}/api/v1/chat", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
diff --git a/examples/memory/key-value-cache/build.sh b/examples/memory/key-value-cache/build.sh
index 96f0aa4d9..fa9eecf40 100755
--- a/examples/memory/key-value-cache/build.sh
+++ b/examples/memory/key-value-cache/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[api,openai,test] || true
 fi
diff --git a/examples/memory/redis/build.sh b/examples/memory/redis/build.sh
index b364c31d8..b276f1459 100755
--- a/examples/memory/redis/build.sh
+++ b/examples/memory/redis/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,openai,test] || true
+  uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[redis,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/memory/redis/deploy/deploy.sh b/examples/memory/redis/deploy/deploy.sh
index c8d549603..95bea7c0e 100755
--- a/examples/memory/redis/deploy/deploy.sh
+++ b/examples/memory/redis/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,test] || true
+      uv pip install --force-reinstall --no-deps --no-index --target=dist/data --find-links ../../../ak-py/dist agentkernel[openai,redis,test] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/memory/redis/deploy/main.tf b/examples/memory/redis/deploy/main.tf
index f0a632fab..a0f5aafd0 100644
--- a/examples/memory/redis/deploy/main.tf
+++ b/examples/memory/redis/deploy/main.tf
@@ -21,7 +21,7 @@ module "serverless_agents" {
     module_name          = var.module_name
     package_path         = "../dist"
     package_type         = "Image"
-    memory_size          = 256
+    memory_size          = 512
     environment_variables = {
       "OPENAI_API_KEY" = var.openai_api_key
     }
diff --git a/examples/memory/redis/lambda_test.py b/examples/memory/redis/lambda_test.py
index 684c5f06f..b0315a380 100644
--- a/examples/memory/redis/lambda_test.py
+++ b/examples/memory/redis/lambda_test.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import uuid
 
@@ -26,7 +27,17 @@ async def send(self, prompt, endpoint: str = "", additional_context=None, body=N
             else body
         )
         async with httpx.AsyncClient(timeout=30.0) as client:
-            resp = await client.post(f"{self.url}{endpoint}", json=payload)
+            # Retry 5xx and timeouts: serverless cold starts can exceed the gateway timeout
+            for attempt in range(3):
+                try:
+                    resp = await client.post(f"{self.url}{endpoint}", json=payload)
+                except httpx.TimeoutException:
+                    if attempt == 2:
+                        raise
+                    continue
+                if resp.status_code < 500 or attempt == 2:
+                    break
+                await asyncio.sleep(5)
             resp.raise_for_status()
             data = resp.json()
             return data.get("result", "")
@@ -41,12 +52,12 @@ async def http_client():
 @pytest.mark.asyncio
 @pytest.mark.order(1)
 async def test_history_agent(http_client):
-    response = await http_client.send("Who won the 1996 cricket world cup?")
-    Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
+    response = await http_client.send("Who won the 1996 cricket world cup?, answer with only the country name")
+    Test.compare(response, ["Sri Lanka"])
 
 
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
+    response = await http_client.send("Which country hosted the tournament?, answer with only the country names")
     Test.compare(response, ["Sri Lanka, India and Pakistan"])
diff --git a/scripts/dev-setup.sh b/scripts/dev-setup.sh
new file mode 100755
index 000000000..49fa5c685
--- /dev/null
+++ b/scripts/dev-setup.sh
@@ -0,0 +1,223 @@
+#!/bin/bash
+#
+# Sets up a local development environment for Agent Kernel.
+#
+# Installs pyenv, tfenv, nvm, uv, docker, git and make if they're missing, sets
+# Python to 3.12 and Terraform/Node to their latest versions, then syncs
+# the ak-py project so `make lint*` and `pytest` work out of the box.
+#
+# Usage: ./scripts/dev-setup.sh
+
+set -e
+
+CUR_SCRIPT=$(readlink -f "${BASH_SOURCE[0]}")
+REPO_ROOT=$(dirname "$(dirname "$CUR_SCRIPT")")
+
+PYTHON_VERSION="3.12"
+NVM_VERSION="v0.40.1"
+
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+BLUE='\033[0;34m'
+NC='\033[0m'
+
+print_success() { echo -e "${GREEN}✓ $1${NC}"; }
+print_error()   { echo -e "${RED}✗ $1${NC}"; }
+print_warning() { echo -e "${YELLOW}⚠ $1${NC}"; }
+print_info()    { echo -e "${BLUE}ℹ $1${NC}"; }
+print_header()  { echo -e "\n${BLUE}=== $1 ===${NC}"; }
+
+OS="$(uname -s)"
+
+print_header "Checking git and make"
+for cmd in git make; do
+    if command -v "$cmd" &> /dev/null; then
+        print_success "$cmd found"
+    else
+        print_error "$cmd not found. Please install $cmd before continuing."
+        exit 1
+    fi
+done
+
+if [ "$OS" == "Linux" ]; then
+    print_header "Checking Python build dependencies"
+    if command -v cc &> /dev/null || command -v gcc &> /dev/null; then
+        print_success "C compiler found"
+    elif command -v apt-get &> /dev/null; then
+        print_info "No C compiler found. Installing pyenv's suggested build dependencies via apt-get..."
+        sudo apt-get update
+        sudo apt-get install -y build-essential libssl-dev zlib1g-dev libbz2-dev \
+            libreadline-dev libsqlite3-dev curl git libncursesw5-dev xz-utils \
+            tk-dev libxml2-dev libxmlsec1-dev libffi-dev liblzma-dev
+        print_success "Build dependencies installed"
+    else
+        print_warning "No C compiler found and apt-get is unavailable. Python build via pyenv may fail."
+    fi
+fi
+
+print_header "Checking pyenv"
+if command -v pyenv &> /dev/null; then
+    print_success "pyenv found"
+else
+    print_warning "pyenv not found."
+    if [ "$OS" == "Darwin" ]; then
+        if ! command -v brew &> /dev/null; then
+            print_error "Homebrew not found. Install it from https://brew.sh, then re-run this script."
+            exit 1
+        fi
+        print_info "Installing pyenv via Homebrew..."
+        brew install pyenv
+    elif [ "$OS" == "Linux" ]; then
+        if [ -d "$HOME/.pyenv" ]; then
+            print_info "Found existing $HOME/.pyenv directory; using it instead of reinstalling."
+        else
+            print_info "Installing pyenv via https://pyenv.run..."
+            curl -fsSL https://pyenv.run | bash
+        fi
+        export PATH="$HOME/.pyenv/bin:$PATH"
+    else
+        print_error "Unsupported OS: $OS. Install pyenv manually: https://github.com/pyenv/pyenv#installation"
+        exit 1
+    fi
+    print_success "pyenv installed"
+    print_warning "Add pyenv to your shell profile (see https://github.com/pyenv/pyenv#set-up-your-shell-environment-for-pyenv) then restart your shell."
+fi
+eval "$(pyenv init - 2>/dev/null)" || true
+
+print_header "Setting Python to $PYTHON_VERSION"
+if pyenv versions --bare 2>/dev/null | grep -q "^${PYTHON_VERSION}"; then
+    print_success "Python $PYTHON_VERSION already installed via pyenv"
+else
+    print_info "Installing latest Python $PYTHON_VERSION.x via pyenv..."
+    pyenv install --skip-existing "$PYTHON_VERSION"
+    print_success "Python $PYTHON_VERSION installed"
+fi
+pyenv global "$PYTHON_VERSION"
+print_success "pyenv global set to $PYTHON_VERSION"
+
+print_header "Checking tfenv"
+if command -v tfenv &> /dev/null; then
+    print_success "tfenv found"
+else
+    print_warning "tfenv not found."
+    if [ "$OS" == "Darwin" ]; then
+        if ! command -v brew &> /dev/null; then
+            print_error "Homebrew not found. Install it from https://brew.sh, then re-run this script."
+            exit 1
+        fi
+        print_info "Installing tfenv via Homebrew..."
+        brew install tfenv
+        # brew link can fail to symlink tfenv's shims into PATH when a
+        # plain `terraform` formula is already installed, so prepend
+        # tfenv's own bin dir directly rather than relying on the link.
+        export PATH="$(brew --prefix tfenv)/bin:$PATH"
+        if brew list --formula terraform &> /dev/null; then
+            print_warning "A plain 'terraform' Homebrew formula is installed and shadows tfenv."
+            print_info "Run 'brew unlink terraform && brew link tfenv' to use tfenv in new shells."
+        fi
+    elif [ "$OS" == "Linux" ]; then
+        if [ -d "$HOME/.tfenv" ]; then
+            print_info "Found existing $HOME/.tfenv directory; using it instead of reinstalling."
+        else
+            print_info "Installing tfenv via git clone..."
+            git clone --depth=1 https://github.com/tfutils/tfenv.git "$HOME/.tfenv"
+        fi
+        export PATH="$HOME/.tfenv/bin:$PATH"
+        print_warning "Add \$HOME/.tfenv/bin to your PATH in your shell profile, then restart your shell."
+    else
+        print_error "Unsupported OS: $OS. Install tfenv manually: https://github.com/tfutils/tfenv#installation"
+        exit 1
+    fi
+    print_success "tfenv installed"
+fi
+
+if [ "$OS" == "Linux" ] && ! command -v unzip &> /dev/null; then
+    print_header "Checking unzip"
+    print_info "unzip not found; tfenv needs it to extract Terraform releases. Installing via apt-get..."
+    sudo apt-get update
+    sudo apt-get install -y unzip
+    print_success "unzip installed"
+fi
+
+if [ "$OS" == "Linux" ] && ! command -v zip &> /dev/null; then
+    print_header "Checking zip"
+    print_info "zip not found. Installing via apt-get..."
+    sudo apt-get update
+    sudo apt-get install -y zip
+    print_success "zip installed"
+fi
+
+print_header "Setting Terraform to latest"
+tfenv install latest
+tfenv use latest
+print_success "Terraform set to latest ($(tfenv version-name))"
+
+print_header "Checking nvm"
+if [ -z "$NVM_DIR" ]; then
+    export NVM_DIR="$HOME/.nvm"
+fi
+if [ -s "$NVM_DIR/nvm.sh" ]; then
+    print_success "nvm found"
+else
+    print_info "Installing nvm $NVM_VERSION..."
+    curl -o- "https://raw.githubusercontent.com/nvm-sh/nvm/${NVM_VERSION}/install.sh" | bash
+    print_success "nvm installed"
+fi
+# shellcheck disable=SC1091
+\. "$NVM_DIR/nvm.sh"
+
+print_header "Setting Node to latest"
+nvm install node
+nvm use node
+nvm alias default node
+print_success "Node set to latest ($(node --version))"
+
+print_header "Checking uv"
+if command -v uv &> /dev/null; then
+    print_success "uv found ($(uv --version))"
+else
+    print_info "Installing uv..."
+    curl -LsSf https://astral.sh/uv/install.sh | sh
+    export PATH="$HOME/.local/bin:$PATH"
+    print_success "uv installed"
+fi
+
+print_header "Checking docker"
+if command -v docker &> /dev/null; then
+    print_success "docker found ($(docker --version))"
+else
+    print_warning "docker not found."
+    if [ "$OS" == "Darwin" ]; then
+        if ! command -v brew &> /dev/null; then
+            print_error "Homebrew not found. Install it from https://brew.sh, then re-run this script."
+            exit 1
+        fi
+        print_info "Installing Docker Desktop via Homebrew..."
+        brew install --cask docker
+        print_success "Docker Desktop installed"
+        print_warning "Open Docker.app once to finish setup and start the Docker daemon."
+    elif [ "$OS" == "Linux" ]; then
+        print_info "Installing Docker via https://get.docker.com..."
+        curl -fsSL https://get.docker.com | sudo sh
+        if getent group docker &> /dev/null && ! id -nG "$USER" | grep -qw docker; then
+            print_info "Adding $USER to the docker group..."
+            sudo usermod -aG docker "$USER"
+            print_warning "Log out and back in (or run 'newgrp docker') to use docker without sudo."
+        fi
+        print_success "Docker installed"
+    else
+        print_error "Unsupported OS: $OS. Install Docker manually: https://docs.docker.com/get-docker/"
+        exit 1
+    fi
+fi
+
+print_header "Setting up ak-py"
+cd "$REPO_ROOT/ak-py"
+./build.sh
+print_success "ak-py virtual environment ready (ak-py/.venv)"
+
+print_header "Setup complete"
+print_info "Activate the venv with: source ak-py/.venv/bin/activate"
+print_info "Run tests with:         cd ak-py && uv run pytest"
+print_info "Run lint checks with:   make lint-check-all"
\ No newline at end of file