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Reviewers spend most rounds on defects a contributor's own agent could have found. AGENTS.md asked for a self-review only as a PR-template checkbox, which carries no method and no way to tell whether it happened. Adds a Self-review section built on the one property that makes the pass work at all: it runs in a fresh context, because an agent re-reading work it produced in the same session re-reads its intent rather than the diff. The method and the per-lens detail live in a new in-repo skill so always-loaded context stays small. Also states four conventions that were enforced only in review: keeping user and model data out of logs and errors, what belongs in a doc comment, constructor and error-message shape, and citing adk-python by file and line rather than asserting parity.