@frstlnm

videoMD · tier dormant

shu💉 · 191 followers · 2025-06-22 16:59 · 19s

https://www.tiktok.com/@frstlnm/video/7518819531486137605

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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.

#harukasakurai HAPPY BIRTHDAY LITTLE MANNNNN 💙💙💙💙💙💙💙💙💙 || heheheh sneaked me and my waffle in there @лоло [культ шута] [49%], in the honor of harukas bd and also him being my waffles favorite ~~~ ‼️‼️ #haruka #sakuraiharuka #milgram #harumuu #edit #muurei #milgramproject #birthday #happybirthday #fyp #alnst #pjsk #crk #am #alightmotion #alightmotionpro #amedit #fypシ #soft #cute #ship #jiraikei #menhera

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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

#fyp#edit#fypシ#happybirthday#birthday#cute#am#soft#alightmotion#ship#pjsk#jiraikei#milgram#harukasakurai#haruka#sakuraiharuka#harumuu#muurei#milgramproject#alnst#crk#alightmotionpro#amedit#menhera