AnalysisDevelopersSeptember 26, 2026

Blog builds Jev-like LLM wrapper that adds vision support

Read original source →allanrbo.blogspot.com

A developer extended the Jev logprob-based classification trick to vision models by adding an attachments field for base64 JPEGs, capturing webcam frames and printing a table of person-visible, indoor/outdoor, and brightness readings. Gemma 4 12B on an RTX 3090 ran about 1 FPS with three questions per frame; OpenAI gpt-6-luna managed roughly 0.2 FPS.

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Blog builds Jev-like LLM wrapper that adds vision support