How good are LLMs at fixing their mistakes? A chatbot arena experiment with Keras and TPUs

It's a joke. LLMs aren't smart fixers; they're extremely good pattern matchers. Running a chatbot arena experiment with Keras and TPUs just proves they can mimic corrective behavior based on training data. They don't understand causality; they just generate plausible-sounding corrections.

Don't let the arena metrics fool you into thinking we've solved complex debugging. It's sophisticated parroting. The actual skill isn't in generation, it's in the careful, deterministic engineering of the prompt and the feedback loop.