diff --git a/demos/use_cases/multi_agent_with_crewai_langchain/README.md b/demos/use_cases/multi_agent_with_crewai_langchain/README.md
index 3fcc693f..82b5c9c5 100644
--- a/demos/use_cases/multi_agent_with_crewai_langchain/README.md
+++ b/demos/use_cases/multi_agent_with_crewai_langchain/README.md
@@ -58,7 +58,7 @@ This starts:
 
 2. **Ask Multi-Agent Questions**
    ```
-   "What's the weather in Seattle and can you find flights to San Francisco?"
+   "What's the weather in San Francisco and can you find flights from Seattle to San Francisco?"
    ```
 
    Plano automatically:
diff --git a/demos/use_cases/multi_agent_with_crewai_langchain/crewai/flight_agent.py b/demos/use_cases/multi_agent_with_crewai_langchain/crewai/flight_agent.py
index 755da934..26305505 100644
--- a/demos/use_cases/multi_agent_with_crewai_langchain/crewai/flight_agent.py
+++ b/demos/use_cases/multi_agent_with_crewai_langchain/crewai/flight_agent.py
@@ -67,7 +67,7 @@ Your task:
 4. Organize flights chronologically by departure time
 5. Include terminal/gate info when available
 
-Multi-agent context: If the conversation includes information from other sources, incorporate it naturally."""
+NOTE: Multi-agent context: If the conversation includes information from other sources, incorporate it naturally."""
 
 
 def build_flight_crew(
diff --git a/demos/use_cases/multi_agent_with_crewai_langchain/langchain/weather_agent.py b/demos/use_cases/multi_agent_with_crewai_langchain/langchain/weather_agent.py
index c977c7aa..04355a44 100644
--- a/demos/use_cases/multi_agent_with_crewai_langchain/langchain/weather_agent.py
+++ b/demos/use_cases/multi_agent_with_crewai_langchain/langchain/weather_agent.py
@@ -265,7 +265,7 @@ WEATHER_SYSTEM_PROMPT = """
     5. Describe conditions naturally based on weather_code
     6. Use conversational language
 
-    Multi-agent context: You are part of a larger system. If the conversation includes additional context or information from other sources, acknowledge and incorporate it naturally into your response. Your primary focus is weather, but be aware of the full conversation context.
+    NOTE: Multi-agent context: You are part of a larger system. If the conversation includes additional context or information from other sources, acknowledge and incorporate it naturally into your response. Your primary focus is weather, but be aware of the full conversation context.
 
     Remember: Only use the provided data. If fields are null, mention data is unavailable."""