All VRAM-derived parameters (batch_size, gpu_n_episodes, buffer_size) are auto-scaled — CLI overrides bypass this and cause inconsistent behavior between local testing and production. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>