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videoMD · tier A

🛍𝗜𝗠𝗕𝗔 𝗢𝗨𝗧𝗙𝗜𝗧🛍 · 5,855 followers · 2026-07-24 10:06 · 15s

Audio track (44.8 KB), what ASR actually heard

16 kHz mono Opus. Ogg Opus does not play in Safari; Chrome and Firefox are fine.

eagle · fetched 2026-07-26 05:44 · 826.1 KB downloaded · 4 keyframes

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Topic

Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

Speech (ASR)

suspect_enen 91%

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

BJ I like it, no place we can hide it, so hard not to train it

rtx4090-24-01 · 62 chars · 4.5s speech of 15.4s

On-screen text (OCR)

macos-vision

EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

5@@е | 50@е}

m5-vision · 6 chars · 2 frames