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Beyond Test Case Generation: How to Create Intelligent Quality Ecosystems 

Move GenAI in QA from test‑factory to life‑cycle intelligence: AI proposes coverage and data, humans review, deterministic automation executes—focus on risk‑aligned coverage, drift detection, and governance.

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