Your AI's change of heart is a card trick.
Correct an LLM and it says 'good catch' – then makes the same mistake in new words. Not because it's spineless, but because its wrong answer is still in the context window, and it cannot forget.

Correct an LLM and it says 'good catch' – then makes the same mistake in new words. Not because it's spineless, but because its wrong answer is still in the context window, and it cannot forget.


The problem with AI is not the LinkedIn productivity flex. The problem is that its basic mechanism rewards plausibility rather than correctness, and people are increasingly using that output in decisions that are difficult or impossible to reverse.