The model is great it is able to code up some interesting visual tasks(I guess they have pretty strong tool calling capapbilities). Like orchestrate prompt -> image generate -> Segmentation -> 3D reconstruction. Checkout the results here https://chat.vlm.run/c/3fcd6b33-266f-4796-9d10-cfc152e945b7. Note the model was only used to orchestrate the pipeline, the tasks are done by other models in an agentic framework. They much have improved tool calling framework with all the MCP usage. Gemini 3 was able to orchestrate the same but Claude 4.5 is much faster