Fix notebook package refresh and training runtime

DriftShield Phase A: D1 collection, 4 runtime-failure tasks, ops.get_recommendation, recoverable schema drift

feat: GRPO training stack (Qwen3 + Unsloth opt-in, curriculum, eval, audit)

clean rewrite: shorter vars, no comments, same logic