@delkaymd

videoMD · tier C

delkaymd · 1,104 followers · 2026-01-26 11:02 · 17s

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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.

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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.

Crazy car with crazy owner 🔥😍 |X4M Comp| #x4mcompetition #carspotting #recommendations #moldova #fy @russik.prod @Pleasant😉

Speech (ASR)

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

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On-screen text (OCR)

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

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Hashtags

#recommendations#fy#moldova#x4mcompetition#carspotting