diff --git a/docs/src/content/docs/deployment/aws-lambda-py.md b/docs/src/content/docs/deployment/aws-lambda-py.md
index 2605b4f..84415aa 100644
--- a/docs/src/content/docs/deployment/aws-lambda-py.md
+++ b/docs/src/content/docs/deployment/aws-lambda-py.md
@@ -48,20 +48,35 @@ import asyncio
 from typing import Dict, Any
 from multi_agent_orchestrator.orchestrator import MultiAgentOrchestrator, OrchestratorConfig
 from multi_agent_orchestrator.agents import BedrockLLMAgent, BedrockLLMAgentOptions, AgentResponse
+from multi_agent_orchestrator.types import ConversationMessage
 
 # Initialize orchestrator
 orchestrator = MultiAgentOrchestrator(OrchestratorConfig(
     # Configuration options
 ))
 
-# Add agents
+# Add agents e.g Tech Agent
 tech_agent = BedrockLLMAgent(BedrockLLMAgentOptions(
-    # Agent configuration
+    name="Tech Agent",
+    streaming=False,
+    description="Specializes in technology areas including software development, hardware, AI, \
+            cybersecurity, blockchain, cloud computing, emerging tech innovations, and pricing/costs \
+            related to technology products and services.",
+    model_id="anthropic.claude-3-sonnet-20240229-v1:0",
 ))
 
 orchestrator.add_agent(tech_agent)
 
-def serialize_agent_response(response: AgentResponse) -> Dict[str, Any]:
+def serialize_agent_response(response: Any) -> Dict[str, Any]:
+
+    text_response = ''
+    if isinstance(response, AgentResponse) and response.streaming is False:
+        # Handle regular response
+        if isinstance(response.output, str):
+            text_response = response.output
+        elif isinstance(response.output, ConversationMessage):
+                text_response = response.output.content[0].get('text')
+
     """Convert AgentResponse into a JSON-serializable dictionary."""
     return {
         "metadata": {
@@ -70,7 +85,7 @@ def serialize_agent_response(response: AgentResponse) -> Dict[str, Any]:
             "user_input": response.metadata.user_input,
             "session_id": response.metadata.session_id,
         },
-        "output": response.output,
+        "output": text_response,
         "streaming": response.streaming,
     }
 
@@ -79,7 +94,7 @@ def lambda_handler(event: Dict[str, Any], context: Any) -> Dict[str, Any]:
         user_input = event.get('query')
         user_id = event.get('userId')
         session_id = event.get('sessionId')
-        response:AgentResponse = asyncio.run(orchestrator.route_request(user_input, user_id, session_id))
+        response = asyncio.run(orchestrator.route_request(user_input, user_id, session_id))
 
         # Serialize the AgentResponse to a JSON-compatible format
         serialized_response = serialize_agent_response(response)