Manual Retyping of LLM Code to Avoid Cognitive Debt
Learn why retyping AI‑generated code can save your automation team from hidden bugs and maintenance headaches.
Tag archive
Learn why retyping AI‑generated code can save your automation team from hidden bugs and maintenance headaches.

A language model can answer almost any question faster than you can finish typing it. That does not make learning pointless, it just moves the target. Here is what the research on cognitive debt, real-world deskilling, and a live national experiment in Estonia say about what is actually worth studying now.

I build systems whose business logic I couldn't recite if you woke me up at 3am. The model holds it for me — and that's fine. The hard question isn't how much you delegate, it's whether you can still tell when the answer is wrong.
Dear AI I think we overused each other the past four months. We really just went head over heels in...
Explore the pitfalls of agentic coding and learn to combat cognitive debt and atrophy in your software development practices.

Originally published at norvik.tech Introduction Explore the concept of agentic coding,...
This post is inspired by the reflections shared in this talk: The Dark Side of AI Code...