@_s_t_a_s_12

photoMD · tier dormant

#stas# · 132 followers · 2025-06-11 20:46 · 3 images

eagle · fetched 2026-07-26 08:28 · 174.9 KB downloaded · 3 images

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Topic

vehiclesconf 0.90neutral

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

Entities

BMWVladSandulescu Oleg

Keyphrases

#trend#vara#fyp@Vlad@Sandulescu Oleg

gpt-4.1-nano · prompt v5 · $0.000122 · 2026-07-27 12:59

Caption

Author-written, as posted.

#trend#vara #fyp #bmw@Vlad? @Sandulescu Oleg

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)

easyocr

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

Cel mai scump salut salut Glisați în sus pentru a deschide | sau

rtx4090-24-01 · 61 chars · 2 frames

Hashtags

#fyp#bmw#vara#trend