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.


Yelling at AI used to work. The model would flinch, reread everything, and come back with better output. That era is over. What replaced it is worse than the problem the frontier AIs solved.