1
Import LangGraph dependencies
Python
2
Initialize the LLM
Python
3
Add the LLM node to the graph
Python
4
Define the chatbot function and wrap it with the tracing decorator
Python
5
Setup the node and edges
Python
6
Define the stream_graph_updates function
Python
7
Define the user_send_message function
Python
8
Wrap everything in a workflow
Python
9
Run the workflow
Python