Jev-like decision models that can also see images: open weights on Qwen3.5, run on your own GPU. github.com/Xiaooolong/vev
Wang Xiaolong PRO
CountingSheep
AI & ML interests
Large Language Model
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reacted to theirpost with 🔥 1 day ago
Vev: Jev-style decisions about images, from a 4B or 9B model you can run yourself.
Give it a screenshot or photo plus a yes/no, multiple-choice, or scoring question, and it returns a probability for every option instead of generating text.
It serves TypeSafe's `/v1/systemone` format, so the official SDK works by changing the base URL, including requests with images.
The clip shows `vev-4b` playing Doom in real time. On each look, the image is split into 8 vertical slices, and Vev answers 8 yes/no questions in a single request, one per slice. A small fixed-rule harness turns those probabilities into turning and firing.
Try it in the browser:
https://huggingface.co/spaces/CountingSheep/vev
Weights:
https://huggingface.co/CountingSheep/vev-4b
https://huggingface.co/CountingSheep/vev-9b
LoRA adapters are also available in the collection.
Code:
https://github.com/Xiaooolong/vev
Fine-tuned from Qwen3.5. Tested on NVIDIA GPUs so far. updated a model 2 days ago
CountingSheep/vev-9b-lora updated a model 2 days ago
CountingSheep/vev-9bOrganizations
