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- bench/failures.py: per-GPU success rates and error-class breakdown by config - bench/validate_outputs.py: ffprobe every recorded output via /view - finding: 24GB cards fail on multi-ref (TE vision OOM), not duration/size; 100% of successful runs produce valid videos - outputs now written to /workspace (survives pod resets) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>