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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

FeaturedJuly 28, 2026

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.

Mikael Danielian

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Infographic contrasting a vague feature request that creates an oversized pull request with a scoped issue that becomes a small reviewed pull request

July 13, 2026 / Mikael Danielian

AI Coding Agents Should Take an Issue to a Reviewable PR—Not Build the Feature

Do 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.