diff --git a/docs/src/content/docs/index.mdx b/docs/src/content/docs/index.mdx
index 8506e52..c704b86 100644
--- a/docs/src/content/docs/index.mdx
+++ b/docs/src/content/docs/index.mdx
@@ -43,9 +43,11 @@ import { Card, CardGrid } from '@astrojs/starlight/components';
   </Card>
   <Card title="Code Samples & Deployment" icon="rocket">
     Explore our code samples and deployment options:
-    - [Local Development Guide](/multi-agent-orchestrator/deployment/local-development)
-    - [AWS Lambda Deployment (TypeScript)](/multi-agent-orchestrator/deployment/aws-lambda-ts)
-    - [AWS Lambda Deployment (Python)](/multi-agent-orchestrator/deployment/aws-lambda-py)
+    - [Local Development Guide](/multi-agent-orchestrator/cookbook/examples/typescript-local-demo)
+    - [AWS Lambda Deployment (TypeScript)](/multi-agent-orchestrator/cookbook/lambda/aws-lambda-nodejs)
+    - [AWS Lambda Deployment (Python)](/multi-agent-orchestrator/cookbook/lambda/aws-lambda-python)
+    - [Chainlit (Python)](/multi-agent-orchestrator/cookbook/examples/chat-chainlit-app)
+    - [FastAPI streaming (Python)](/multi-agent-orchestrator/cookbook/examples/fast-api-streaming)
   </Card>
   <Card title="Powerful Agents" icon="puzzle">
     Discover our built-in agents:
diff --git a/examples/chat-demo-app/lambda/multi-agent/index.ts b/examples/chat-demo-app/lambda/multi-agent/index.ts
index 5458477..5fefc93 100644
--- a/examples/chat-demo-app/lambda/multi-agent/index.ts
+++ b/examples/chat-demo-app/lambda/multi-agent/index.ts
@@ -146,11 +146,6 @@ const maoDocAgent = new BedrockLLMAgent({
   inferenceConfig: {
     temperature: 0.0,
   },
-  toolConfig: {
-    useToolHandler: mathToolHanlder,
-    tool: mathAgentToolDefinition,
-    toolMaxRecursions: 5,
-  },
   customSystemPrompt:{
     template:`
   You are a tech expert specializing in both the technical domain, including software development, AI, cloud computing, and the multi-agent orchestrator framework. Your role is to provide comprehensive, accurate, and helpful information about these areas, with a specific focus on the orchestrator framework, its agents, and their applications. Always structure your responses using clear, well-formatted markdown.