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Free policy and checklist

AI-Generated-Code Debt Guardrails

Team guardrails that keep AI-generated code reviewable, tested and owned, with a one-page policy summary.

First page of AI-Generated-Code Debt Guardrails

What's inside

  • Guardrail 1, review capacity: a ceiling on the share of AI-generated code per sprint and reviewers who can explain the code.
  • Guardrail 2, test coverage: the same coverage gate for all code, human review of AI-written tests, and merge blocking.
  • Guardrail 3, ownership: a named owner for each AI-generated file, recorded in CODEOWNERS or equivalent, with documented transfers.
  • Guardrail 4, periodic debt review: a quarterly review, a four-level risk classification and a share of each sprint for remediation.
  • Guardrail 5, dependency vetting: vetting, version pinning and vulnerability scanning in CI/CD.
  • Each guardrail is marked Policy, Required or Recommended, with a status column.
  • A policy summary table: each guardrail, its policy and how it is enforced.

Format: PDF (3 pages).

How to use it

Agree the thresholds with the team, adapt the policy summary, and check the guardrails at each quarterly debt review.

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