AI coding assistants make experienced developers feel faster but measurably slower on large codebases
By
Karthikeyan NG
Summary
The article argues that AI coding assistants (like GitHub Copilot) make experienced developers feel faster while actually slowing them down on large, complex codebases. The author presents evidence from a controlled trial where developers reported feeling about 20% faster but were measured running about 19% slower. The core thesis is that AI speeds up typing — which was never the bottleneck for experts in codebases they already know — while adding overhead from prompting, waiting, and reviewing subtly wrong output at the most expensive stage of development.
Source
Key quotes
· 4 pulledAI speeds up typing, which was never the bottleneck for an expert in a codebase they already know.
It adds overhead, prompting, waiting, and reviewing output that is often subtly wrong, at the exact stage that was already expensive.
A controlled trial measured experienced developers feeling about 20% faster while running about 19% slower.
The instrument we steer by reads backward.
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