@nicolae.com4

videoMD · tier A

999 · 3,292 followers · 2026-07-24 09:53 · 16s

Audio track (48.9 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 · 1.5 MB downloaded · 1 keyframes

plays

307

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 43%

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

Hello, Momo. Why do you want me to do this? What?

rtx4090-24-01 · 49 chars · 7.4s speech of 16.8s

On-screen text (OCR)

easyocr

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

TikTok

rtx4090-24-01 · 6 chars · 1 frames