@viik0kk

photoMD · tier B

𝓥 · 1,509 followers · 2026-07-09 08:43 · 4 images

eagle · fetched 2026-07-26 08:28 · 110.3 KB downloaded · 4 images

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Topic

otherconf 0.20positive

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

Keyphrases

creatorsearchinsightsforyoupagerecommendationscadourile

gpt-4.1-nano · prompt v5 · $0.000119 · 2026-07-27 05:05

Caption

Author-written, as posted.

#creatorsearchinsights #stiu_ca_nu_o_sa__ajunga_pe_foryou #foryoupage #recommendations #zbcxya

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)

macos-vision

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

Bună Îți plac cadourile? Message... Daaa | Bună Îți plac cadourile? Daaa New messages Message...

m5-vision · 96 chars · 2 frames

Hashtags

#recommendations#foryoupage#creatorsearchinsights#stiu_ca_nu_o_sa__ajunga_pe_foryou#zbcxya