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prek runs local hooks as plain execs against tools uv already provisions, so ruff/mypy can never drift from the versions/config uv.lock pins elsewhere and CI needs no separate hook-cache download. - Add ruff and prek to the uv dev dependency group (ruff wasn't a uv-managed dependency before; pre-commit silently vendored its own). - Replace .pre-commit-config.yaml with prek.toml: keep the pre-commit-hooks repo for generic file checks, convert ruff-format/ ruff-check to local `uv run ruff ...` hooks, and add a local mypy hook that reports but never fails (87 pre-existing errors need a separate cleanup before it can be made blocking). - Add a `lint` job to CI that runs `prek run --all-files` and gate the OS/Python test matrix on it so lint issues fail fast. - Fix the ruff debt (format + lint) uncovered by actually running it, since it was small and mechanical, so the new CI gate starts green.