Amdahl's Law for LLM generated code
LLMs may theoretically be able to generate millions of correct lines of code.
But for any important code the only way to know that it's correct is to hand-audit every line, which is harder than writing every line because this allows you to build a conceptual hierarchy and model within which you can think about the code.
So there's a fundamental limit to the speedup from LLMs when writing anything you care about.
(The main objection will be what about when you have a human engineer working on your behalf. But this is a distraction: sometimes you can fully trust an engineer, which is not at all true for LLMs.) Never mind, someone else already made this point: https://electric.ax/blog/2026/02/19/amdahls-law-for-ai-agent... Thank you! This changed how I was thinking about my product: a knowledge harness for coding agents. While I was discussing incidents & context-switching tax, the structural compounding is likely the real win. Yep. AI is a freeway. But there is still bumper traffic in the city at the end of it. Or like your 1 hour flight has 1 hour to check in etc. so cool