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Fast output no longer runs outline -> timeline -> scoring -> titles over 5000-character chunks. One call per ~60-minute window (parallel, with overlap) reads compact id|time|text rows and returns finished clips with rows, Chinese title, reason and score; picks are validated, deduplicated across windows, snapped by refine_timeline and selected by select_clips, in the legacy titled-clip shape. Short-video lengths (60-300 s, ideally 90-180 s) replace the podcast-era 90 s floor that padded answers into the next question. Any failure falls back to the legacy steps. MrBeast 2h06m: ~35 min / 128 calls / 500K tokens -> 38 s / 4 calls / 93K. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>