The Cause Was Fixed. The Outage Wasn't.
Metastable failure, retry amplification, and why the move that actually works feels like giving up

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Articles tagged with #software-engineering
Metastable failure, retry amplification, and why the move that actually works feels like giving up

The research says AI-assisted developers understand less. The fix is not using AI less — it is changing the order you use it in.

A randomized trial found the developers who hit fewer errors understood 17 points less — and lost the most ground exactly where it matters.

Engineering experience is measured in corrections, not years — and AI quietly removed most of yours.

A randomized trial found AI users scored 17 points lower on comprehension after learning a new library — but the spread inside the AI group was even wider.

AI didn't take your reps. It made them optional — and skipping them is why you ship more and learn less.
