@mihailtocan

videoMD · tier dormant

mihailtocan · 608 followers · 2023-12-25 13:51 · 15s

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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.

#mercedesw124#mercedesw124amg#mercedesbenz124kz

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

#mercedesw124#mercedesw124amg#mercedesbenz124kz