@valeriaaamn

videoMD · tier C

Valeria Mn🤍 · 509 followers · 2025-01-11 23:30 · 19s

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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.

plays

41,364

likes

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comments

102

Topic

Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

#ceuta#ceutbeuty#traveltiktok #ceuta🇪🇸 #africa #foruyou #spanish #fyppppppppppppppppppppppp #friendship

Speech (ASR)

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

Not transcribed yet.

On-screen text (OCR)

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

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Hashtags

#traveltiktok#friendship#fyppppppppppppppppppppppp#foruyou#spanish#africa#ceuta#ceutbeuty