reference/code/Diffulex-mbd-lms/docs/cookbook/streamlit.md

# Streamlit

Diffulex includes a sample Streamlit frontend for chatting with the HTTP server:

```bash
streamlit run examples/streamlit_block_append_chat.py -- --base-url http://localhost:8000
```

This frontend talks to the server API and is meant for local interactive validation.