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@instrumentool.md

videoMD · tier B

InstrumenTool.md · 2,787 followers · 2026-07-10 03:50 · 12s

https://www.tiktok.com/@instrumentool.md/video/7660741696585501970
Audio track (35.6 KB), what ASR actually heard

16 kHz mono Opus. Ogg Opus does not play in Safari; Chrome and Firefox are fine.

eagle · fetched 2026-07-26 05:44 · 177.3 KB downloaded · 1 keyframes

plays
138
likes
8
comments
1
shares
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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.

Not tagged yet; the sweep is still running.

Caption
Author-written, as posted.

#amintire ☎️078833311 #resanta #aparatdesudat #creatorsearchinsight #sudura @InstrumenTool.md-8

Speech (ASR)
suspect_enen 94%
faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

Give it to me like

rtx4090-24-02 · 18 chars · 1.5s speech of 12.0s

On-screen text (OCR)
easyocr
EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

@InstrumenTool md

rtx4090-24-02 · 17 chars · 1 frames

Hashtags
#amintire#creatorsearchinsight#sudura#resanta#aparatdesudat