Model techniques map
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Pre-commit hooks with ruff

Also called pre-commit hooks.

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registers pre-commit hooks that run `ruff` formatting and linting on every commit. CI enforces these checks on all pull requests.

usedsoftware implementationin tinker-cookbookThinking Machines Lab