@serghei.izman1

videoMD · tier B

Serghei Izman · 346 followers · 2026-07-02 15:13 · 5s

Audio track (17.2 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 · 1.1 MB downloaded · 1 keyframes

plays

11,758

likes

comments

Topic

vehiclesconf 0.80neutral

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

Entities

defenderodoperator_excavator

Keyphrases

operatornivelcarabuz

gpt-4.1-nano · prompt v4 · $0.000098 · 2026-07-26 08:37

Caption

Author-written, as posted.

#defender #od #nivel #operator_excavator #operator

Speech (ASR)

speechro 99%

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

Un carabuz, uita, cat lucru fac sa iau

rtx4090-24-01 · 38 chars · 3.6s speech of 5.9s

On-screen text (OCR)

easyocr

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

Cum arăta odiectul înainte deaîncepehcrul. Defrișări Nivelari Și finalul Cu un client multumit

rtx5070-16 · 94 chars · 1 frames

Hashtags

#operator#defender#od#nivel#operator_excavator