Generative AI

reinforcement learning

training a model by rewarding good results and penalising bad ones

In reinforcement learning, a model tries an answer and receives a score. Over many tries it shifts towards answers that score well. The scoring rule shapes the behaviour learned. A rule that punishes confident mistakes teaches the model honest confidence.

Think of it as

Training a dog with treats, where the treat depends on exactly how well it did.