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spec2.md records: - Phase 1 result (NLL cos signal +0.747 pure-hack vs +0.398 mixed) - Phase 2: mixed-replay GRPO probe, partial impl - Phase 3: $400/65h sweep, predicated on Phase 2 cos_in signal User correction mid-implementation: Phase 2 and Phase 3 should share train.py code with different --steps, not build separate replay machinery. Mixed-replay refactor in probe_distill.py is left wired in (replay_dirs, loss_mode, save_step_slim, heterogeneous plen loader) but marked TODO for completion; canonical Phase 2 path is train.py at smaller scale. probe_distill.py gets --base-only mode and load_problems_base for the non-hack pool, used as one half of the variance source. Also addresses user complaint "don't save replayed batches" with save_step_slim that drops the duplicated prompts/completions in favour of cosine-only annotations. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>