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Infographic contrasting a pile of generic AI-generated tests with one verified regression test that fails on the broken revision and passes on the fixed revision

Latest · July 28, 2026 · AI

Turn Every Production Bug Into a Regression Test With AI

Do not use AI to generate more tests. Use it to turn confirmed production failures into verified regression tests that preserve what the engineering team learned.

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July 13, 2026AIAI Coding Agents Should Take an Issue to a Reviewable PR—Not Build the FeatureDo not ask an AI coding agent to build a feature. Give it a constrained task contract and make it return a small, tested pull request that an engineer can understand and safely review.