Base Distribution Task Encoding Alignment Strategy P(y|x) Narrow Preserve KL-Div Base Model Task: Parity SFT Target 1 SFT Target 2 Oracle Dist GRPO Loop Outcome Panel Retained Prior vs Forgotten