Covers: PER advantage-weighted staleness, per-sample C51 atom support centered on V(s), per-branch advantage decomposition, dual-tau expectile gap exploration, and v_range dead code removal. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>