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- 17 fixed real inputs (owner's picks: long interviews, short sources, keynotes with screen demos, Chinese sources with burned captions, auto- caption-only and once-360p sources) in benchmarks/fast_output/cases.json. - scripts/fast_output_benchmark.py imports each through the product API and reports per-stage time, model calls, tokens and cost, clips and renders, source resolution, subtitle source, burned captions and packaging fallbacks; --baseline prints deltas. - Stage wall times (download, transcribe, clip finder, boundaries, framing, packaging, post copy, render) are recorded next to token usage. - Changelog: publish kit, outro, caption strategy, low-resolution fix. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>