This project is using uv so you can run the files using the uv commands.


Be sure to:
if you are using llm agents use the langchain or langgraph built in framework as much as possbile with states and pydantic if needed.
Do NOT use custom written function if possible.
Use this document if needed with the offical documentation:
https://langchain-ai.github.io/langgraph/concepts/low_level/
https://langchain-ai.github.io/langgraph/how-tos/graph-api/

There is a mysql database (called: streamnet_prodcut_try) with the following tables and columns.
You will use this in the chatbot retrieve data.

Model to use: gpt-5-mini is a new model and a vaid models to use.