@nichiformitu

photoMD · tier B

nichiformitu · 89,479 followers · 2026-07-18 05:52 · 1 images

eagle · fetched 2026-07-26 08:28 · 115.3 KB downloaded · 1 images

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Topic

home_constructionconf 0.90neutralcommercial

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

Entities

HRB 017

Keyphrases

Eliminare muragarHidroizolareRestaurare beton vecti

gpt-4.1-nano · prompt v5 · $0.000117 · 2026-07-27 14:57

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

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.

HRB 017 • Eliminare muragar Hidroizolare *Restaurare beton vecti

m5-vision · 64 chars · 1 frames