@liuda939

videoMD · tier dormant

🅻🅸🆄🅳🅺🅰 · 6,647 followers · 2026-04-25 07:15 · 6s

https://www.tiktok.com/@liuda939/video/7632592086579105045

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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.

Angela, mulțumesc pentru susținerea incredibilă în LIVE-ul meu! Voi continua să creez conținut LIVE mai bun! @Angela #tiktoklive #livehighlights #livegift #shellenergy #energiascoicii

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

#livehighlights#tiktoklive#livegift#shellenergy#energiascoicii