@willy.william10

videoMD · tier C

William ⚜️ · 8,671 followers · 2026-06-27 18:47 · 17s

Audio track (52.7 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 · 8.3 MB downloaded · 1 keyframes

plays

563

likes

comments

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 41%

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

Yeah, I love you.

rtx4090-24-01 · 17 chars · 0.9s speech of 17.3s

On-screen text (OCR)

easyocr

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

GJ-00

rtx5070-16 · 5 chars · 1 frames