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Training confirmed working — VRAM usage is normal backward-pass activation memory, not a leak. Removed all debug _vram_log and _vram calls. Kept the video_enc offload and torch.cuda.empty_cache fixes. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>