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I'm using gemma3:27b with the latest ollama (0.6.2) and vision is working.

Yes but we're talking about mistral 3.1 here, which doesn't have the vision component implemented, looks like vllm supports it though.

Mistral 3.1 vision works with MLX and mlx-vlm - https://github.com/Blaizzy/mlx-vlm/pull/256