§ Blog
Engineering discipline.
AI writes code in seconds — whether it holds is decided by reviews, tests and the last 20%. Everything on the craft side of AI-built software.
Rescue an AI-Generated Codebase: The Field Guide
The rescue wave is here: AI-built apps that tip over after three months, and legacy systems nobody understands. How to take over such a codebase — triage, tests, agent rules — instead of burying it deeper.
Keep readingThe last 20% decide whether you have a product
Vibe-coding gets you to 80% in minutes. But the last 20% are the whole job — and that's exactly what an agent can't (yet) do alone.
Keep readingAI code without tech debt: your review has to change
When the agent writes 200 lines in 20 seconds, you can't read line by line anymore. Review has to move from reading to interrogating.
Keep readingAI code without tech debt — the checklist
Sign up: the checklist plus new posts on AI engineering. No spam, unsubscribe anytime.