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Contributing

Local setup

python -m pip install -e ".[dev]"

Verification

Run the full suite before opening a PR:

powershell -ExecutionPolicy Bypass -File scripts/verify.ps1

Pull requests

Keep changes scoped and documented.
Add tests for behavior changes.
Ensure README.md reflects new keywords and usage.