@kristinel_2003

videoMD · tier C

kristinel_2003 · 3,269 followers · 2025-07-31 17:26 · 59s

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This post falls outside the fetch window; media covers 2026-06-25 onward. The stored CDN links expire after ~24h and cannot be used instead.

plays

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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.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

#fo #for #page #fory #boss barber Shop Kristian!💈✅💸

Speech (ASR)

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

Not transcribed yet.

On-screen text (OCR)

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

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Hashtags

#for#fory#fo#boss#page