DPO continue-training from voicebook-lora-v8. Reference policy = v8 (merged into base before training fresh adapter). Trained on 189 (prompt, chosen, rejected) preference pairs derived from v8 audit failures.

Final metrics (1 epoch, lr=5e-6, beta=0.1):