@cristofor.13

videoMD · tier B

CRISTOFOR✅ · 92,092 followers · 2026-03-25 17:43 · 27s

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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.

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Caption

Author-written, as posted.

#biometric #germany🇩🇪 #europa #lucru #ofertedemunca

Speech (ASR)

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

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

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Hashtags

#germany#lucru#europa#ofertedemunca#biometric