I've found empirically calling various models "a stupid c*nt" and berating them otherwise consistently produces better output. Mainly in response to genuine errors.
Although OpenAI and google models are much more responsive to it. With Anthropic if you treat Opus too harshly it might start pushing back if the insults are not justified.
So I'm not surprised they had good results with chatgpt.
Push back how? It would be fun if it could insult you back
"Yeah, I could have done a much better job if you actually knew what the F--- you want to build, you clueless meat puppet"