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Practitioner perspective on AI quality, release risk, and agentic engineering. No hype. No generic theory. Practical notes from building AI quality systems for production teams.


QA Engineering6 minutes

Why Broken QA Systems Become Worse in AI-Native Teams

Adding AI quality discipline on top of a broken QA foundation makes the foundation problem worse, not better.

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AI Quality Engineering6 minutes

LLM Evaluation Is Not Enough Without Release Gates

Most teams build eval suites that never block a release. The evals become reports nobody reads.

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AI Quality Engineering6 minutes

Why AI Features Need Release Risk Gating

Most engineering teams ship AI features the way they ship everything else. That is the problem.

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