@mafia.com003

videoMD · tier C

<Artiom_😉 · 178 followers · 2026-07-03 14:44 · 15s

Audio track (47.3 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 · 1.1 MB downloaded · 4 keyframes

plays

2,566

likes

comments

Topic

technologyconf 0.90positivecommercial

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

Entities

waniusa

Keyphrases

officialll j TikTokCÂȘTIGĂ 1 DIN ACESTE 4 IPHONE-E

gpt-4.1-nano · prompt v5 · $0.000122 · 2026-07-27 05:00

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

Speech (ASR)

hallucinationar 32%

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

اشتركوا في القناة

rtx4090-24-01 · 17 chars · 1.9s speech of 15.6s

On-screen text (OCR)

easyocr

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

@waniusa officialll j TikTok onti 1 2 | @waniusa offitialll SJaktok hlANiuF4 OFFicial4y Fwok oiciaiioe MAN ȘI CÂȘTIGĂ 1 DIN ACESTE 4 IPHONE-E

rtx5070-16 · 141 chars · 2 frames