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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.

Engineering discipline · 20. Jul 2026

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.

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Engineering discipline · 18. Jun 2026

The 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.

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Engineering discipline · 11. Jun 2026

AI 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.

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AI code without tech debt — the checklist

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