@profsecuritisystems

videoMD · tier C

ProfSecuritySystems · 2,734 followers · 2026-06-04 07:34 · 76s

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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.

#creatorsearchinsights #valeamorilor#supravegherevideo#experientapeste17ani#profsecuritysystems

Speech (ASR)

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

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#creatorsearchinsights#valeamorilor#SupraveghereVideo#profsecuritysystems#experientapeste17ani