Yeah but an LLM can't be excused being nervous or not tired or just not operating at its best like a human can. They are always operating at their best, so if they trip up once, that's their limit
It could very well be that they only get smaller, faster, or even worse when they accidentally start training them with hallucinations that spread on the web.
Depends how much you turn down the heat.