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 Platform Rescue 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.
A senior-engineering view of when to rescue a struggling software platform and when to rebuild — the technical signals, trade-offs and the ROI math.
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 migrating away from legacy monoliths and mainframes. We cover the Strangler Fig pattern, API-first approaches, and risk mitigation.
Uncover the hidden costs of AI technical debt. Learn how to manage data dependencies, configuration debt, and model drift in enterprise ML systems.
Book a free 30-minute discovery session with our senior engineers to identify quick wins and show you what's possible.