@katyblack_sec

videoMD · tier A

katyblack_sec · 15,614 followers · 2026-07-23 14:41 · 7s

Audio track (24.2 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 · 327.7 KB downloaded · 2 keyframes

plays

37,234

likes

1,906

comments

Topic

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

Keyphrases

Жизнь одна

gpt-4.1-nano · prompt v4 · $0.000092 · 2026-07-26 09:00

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

Speech (ASR)

speechru 89%cyrillic

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

Жизнь одна.

rtx4090-24-01 · 11 chars · 2.8s speech of 7.6s

On-screen text (OCR)

easyocrcyrillic

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

ЖИЗНЬ ОДНА | AAAAAAAAAAAA

rtx5070-16 · 25 chars · 2 frames