Learning from Failure: When LLMs Finally Pay Attention
Failure is usually where an LLM training pipeline becomes wasteful. A model generates a weak answer. A judge gives it a low score. The trainer nudges the policy away from that behavior and asks the model to try again. Repeat the ritual with more samples, more rollouts, more compute, and more optimism than the situation strictly deserves. ...