Linear scaling rule: 2x batch → 2x LR to maintain effective update magnitude. Tau increased to compensate for fewer steps/epoch (target network tracks faster). H100 VRAM: 41GB free at B=8192, B=16384 adds ~4GB — easily fits. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>