@vibepozitiv4

photoMD · tier C

Elena Fialcovschi · 1,552 followers · 2026-04-25 18:39 · 2 images

eagle · fetched 2026-07-26 08:28 · 67.8 KB downloaded · 2 images

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likes

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Topic

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

Keyphrases

înțelegerieșeclecțiesucces

gpt-4.1-nano · prompt v4 · $0.000101 · 2026-07-26 18:40

Caption

Author-written, as posted.

#foryupagefyp #fyp #viral

Speech (ASR)

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

Photo post: no audio track exists, so ASR never runs. OCR is the only channel.

On-screen text (OCR)

macos-vision

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

Când ai de gând så întelegi asta ? | Eşec, eşec, eşec, eşec, eşec, abandon. Lecție, lecție, lecție, lecție, lecție, succes. V.

m5-vision · 126 chars · 2 frames

Hashtags

#viral#fyp#foryupagefyp