← overview

@vxm.m3

photoMD · tier B

vxm.m3 · 390 followers · 2025-12-16 16:18 · 8 images

https://www.tiktok.com/@vxm.m3/video/7584490895454506262
Image 1 of 8Image 2 of 8Image 3 of 8Image 4 of 8Image 5 of 8Image 6 of 8Image 7 of 8Image 8 of 8

eagle · fetched 2026-07-26 08:28 · 2.1 MB downloaded · 8 images

plays
13,940
likes
1,702
comments
0
shares
297
Topic
vehiclesconf 0.80neutral
Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.
Entities
BMW M3
Keyphrases
bmwm3bmwm3manual

gpt-4.1-nano · prompt v4 · $0.000097 · 2026-07-26 18:31

Caption
Author-written, as posted.

#fy #bmwm3 #bmwm3manual #will

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

Photo post: no audio track exists, so ASR never runs. OCR is the only channel.

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

Quu Su0 80 FAst AutO o >BC nliio Fohf Slow M MODE PES SET | # 6 3 ₽ к

rtx4090-24-01 · 69 chars · 2 frames

Hashtags
#fy#bmwm3#bmwm3manual#will