Awesome Reviewers

CI/CD workflow and release-automation checks must be deterministic and behavior-based.

Example pattern (YAML parsing test):

from pathlib import Path

path = Path('.github/workflows/tag-release.yml')
text = path.read_text(encoding='utf-8')

import yaml  # ensure pyyaml is in dev deps

yaml.safe_load(text)  # must run in CI; no ImportError bypass

Example pattern (behavioral parity): extract the exact command/expression from the workflow and run it against the representative inputs (e.g., direct vs merge-commit message shapes) rather than asserting only that the snippet appears in the file.

Finally, in release scripts: