AutoBatchSizer computes raw VRAM ceiling which can be millions on 80GB.
Cap at 8192: saturates H100 132 SMs for our GEMM sizes (80x256x128),
diminishing returns above this for DQN gradient quality.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>