@mafiotul50

videoMD · tier A

Vadim🏍️ · 2,368 followers · 2026-07-21 04:38 · 37s

Audio track (111.0 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 · 4 keyframes

plays

145

likes

comments

Topic

humor_memesconf 0.60neutral

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

Keyphrases

TkTokTikjok

gpt-4.1-nano · prompt v5 · $0.000111 · 2026-07-27 11:57

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

Speech (ASR)

no_speechen 51%

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

Ran, produced no text (no_speech).

On-screen text (OCR)

easyocr

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

TkTok | Tikjok s [Sruye 0 nua a Va' Cine <ade

rtx4090-24-02 · 45 chars · 2 frames