@csl.spots

videoMD · tier dormant

CSL · 296 followers · 2025-07-16 15:00 · 16s

https://www.tiktok.com/@csl.spots/video/7527694678062304517

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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.

BMW M3 💚 #bmwm3 #m3g80 #viral #fyp #carspotting @𝐥𝐮𝐤𝟎𝐞𝐥 @samlox.md @carspotter @AEX_media @່ @ᴍɪᴠɪɴᴇ.ꜰɪʟᴍᴢ @FÆN.Shots @𝕯𝖆𝖗𝖎𝖚𝖘.𝕸𝖊𝖉𝖎𝖆 @MCS @Nick 👽 @sanya.md11

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

#viral#fyp#carspotting#M3G80#bmwm3