INSTALLATION

pip install -U -r requirements.txt

DEBUGGER ORQUESTATION

We are using langgraph-cli, so:

langgraph dev

UV usage (scaling improvement and venv management)

We use for 10-100x than pip (improving production version) https://docs.astral.sh/uv/

uv init uv add requirements.txt (may include --dev)

Laboratory environtment

Jupyter notebook (ipykernel)

Run with uv

uv run langgraph dev

Refresh changes in directories

uv pip install -e .