Generative AI is often "confidently wrong" because it lacks a feedback loop. Using the "Reinforcement Learning (RL) Brain" methodology, I will show how to build local "Reward Models" that train agents on your specific PR review standards. This talk moves from basic inference to Behavioral Fine-tuning, ensuring AI-generated code doesn't just "work," but aligns with your team's long-term architectural health.