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Copilot's review agent converts rules phrased as "Flag any X" into active code searches but treats passive phrasing as informational context. Rewrite all critical rules (imports, assert, time.time, lru_cache, session.commit, N+1 queries, unittest, unspec'd mocks) to use imperative directives so the agent reliably flags violations.