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Testing strategies must evolve from chasing code coverage metrics to ruthlessly pragmatic verification of critical business logic.

Impact: Ensures reliability of non-deterministic AI-generated code without wasting resources on trivial checks, optimizing ROI on QA efforts.

— from AI Amplifies Software Engineering Fundamentals and Soft Skills · Thoughtworks Technology Podcast· Apr 02, 2026