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Quality and improvement

Verify changes proportionally, measure performance, and turn findings into guardrails.

01Verification and performanceMatch risk to evidence and optimize the whole data path.02AI collaboration and continuous improvementTurn repeated findings into tests, shared owners, scaffolds, and shrinking debt.