Capability heuristic: no fabricated vision for gpt-oss; detect open vision families - #6
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…amilies 'gpt' as a substring granted .vision to Ollama Cloud's TEXT-ONLY gpt-oss models — they appeared in Naseem's vision-model picker and would silently fail to see. gpt-oss now keeps tools/reasoning, loses vision. Conversely, real multimodal open families (qwen-vl, llava, llama3.2-vision, pixtral, moondream, minicpm-v) served via OpenAI-compatible hosts gain vision — previously they were missed entirely (fail-closed everywhere). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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Live inconsistency (Naseem, 2026-08-30): the vision-model picker filters on advertised capabilities, but the OpenAI-format heuristic grants
.visionto any id containing "gpt" — so Ollama Cloud's text-onlygpt-oss:120b/20bshowed up as pickable vision models (which would silently see nothing), while genuinely multimodal open models (qwen3-vl,llava,llama3.2-vision) got no vision flag at all.gpt-oss→ tools + structured output + reasoning, NO vision/imageInputisKnownVisionFamily(vision/-vl/llava/pixtral/moondream/minicpm-v) → vision on OpenAI-compatible hostsNew test with 10 assertions; full suite 57/57 green.
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