The Silent Test Debt Building in AI-Assisted Codebases
Why AI-assisted teams ship more tests but more production bugs — and how to measure mutation scores and requirement-test coverage to fix your safety net.
5 articles on Software Development from our senior engineering team: practical lessons from building, scaling and rescuing high-stakes platforms.
Why AI-assisted teams ship more tests but more production bugs — and how to measure mutation scores and requirement-test coverage to fix your safety net.
What happens when a founder ships an AI-generated codebase to production: five patterns we see in every audit and a 4-step plan to fix them.
You shipped an MVP in two weeks and now feature N+1 breaks features 1-5. The playbook senior engineers use to rescue vibe-coded platforms without a rebuild.
A practitioner's guide to deploying AI coding agents in enterprise engineering: governance, review patterns, ROI math, and the failure modes nobody talks about.
A practitioner's guide to migrating away from legacy monoliths and mainframes. We cover the Strangler Fig pattern, API-first approaches, and risk mitigation.
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