@costi_k2

photoMD · tier B

Costi_k2 · 61 followers · 2026-07-18 11:55 · 1 images

eagle · fetched 2026-07-26 08:28 · 237.2 KB downloaded · 1 images

plays

157

likes

comments

Topic

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

Entities

Stonex

Keyphrases

axe construcție

gpt-4.1-nano · prompt v4 · $0.000093 · 2026-07-26 18:42

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

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.

S STÓNEX ... axe construcție!!. sà incepem !!!

m5-vision · 46 chars · 1 frames