@thomasshelby.2003

videoMD · tier C

✦ 𝕋𝕙𝕠𝕞𝕒𝕤 𝕊𝕙𝕖𝕝𝕓𝕪 ✦ · 766 followers · 2026-05-13 10:06 · 10s

No local media for this post.

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

972

likes

comments

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.

#fyppppppppppppppppppppppp #falowme😘 #жизнь #актив #господь @Серго

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

#fyppppppppppppppppppppppp#жизнь#актив#господь#falowme