uv — Fast Python Package Management

# Replace pip + venv + pip-tools entirely
uv init my-project
uv add torch transformers
uv run python script.py
uv sync  # reproducible install from uv.lock

Why it matters: 10–100× faster than pip. Lockfile built-in. Single binary, no virtualenv activation dance. This is what rlvr-from-scratch uses.