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Written after the deployment, not before.

Essays on AI architecture, strategy and the org problems in between. Heart what’s useful, argue with me in the comments.

Tagged cognitive-debtclear ✕


Aug 10, 2026

cognitive debt11 min read

Code Churn Doubles: Why Retyping LLM Code Is a 2x, Not 10x, Win

A developer workflow of manually retyping LLM-generated code is gaining traction as a way to combat cognitive debt. This method offers a 2x productivity boost, not the promised 10x, but forces comprehension and helps mitigate the doubling of code churn seen in the AI era.

Developer retypes code on a laptop, illustrating a workflow.

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