Keep training stack parity: CPU fallback path and mixed-precision safeguards.

Upgrade SOTA curriculum: 4-stage training, post-eval metrics, and quality-gated promotion.

Add SOTA advancement pipeline: multi-stage weighted curriculum + pass@k eval harness.