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Playbooks

Playbooks turn recurring Python work into reviewable steps with an explicit definition of done.

Task Use it when Proof of completion
Fix a bug with a regression test Behavior is wrong or has regressed Reproduction fails before the fix and passes after it
Add or change an API A public HTTP or library contract changes Contract, errors, tests, and compatibility are verified
Integrate an external API Python calls a third-party service or model Timeouts, failures, credentials, and test doubles are covered
Upgrade dependencies Runtime or packages need updating Lockfile, tests, advisories, and runtime smoke check pass
Ship a release A package or service is ready to publish Artifact, changelog, deployment, and rollback are verified
Write deterministic evals Changing LLM prompts, models, or tool-calling agents Golden datasets and deterministic assertions pass without regressions
Set up structured logging Moving from scripts to production services Structured JSON, trace ID propagation, and redaction are tested
Manage database migrations Modifying SQL schemas or ORM models Upgrade, downgrade, backfill safety, and zero-downtime compatibility pass

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