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These pages are free notes from AI Code Pipeline. They are not a contract to review your code, run your CI, or ship your product. You decide what to adopt.

The guides describe practices we have seen work on small teams. They will not fit every stack. They are not legal, security, or compliance advice.

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Last updated 16 August 2026.