HappyPablo

hey this is shubham, yeah Qwen3.5VL is awesome and it's training vocab is quiet strong so with the right data curation you can prolly take it into a bunch of other narrow tasks eg: we trying to fine-tune it to use SAM3 in a loop for segmentation tasks in the videos

When you speak about deterministic policy enforcement, so are these policy regex based or there are some policies based on hard limit business logics. Do you provide ways to track llm api cost on a user basis. It has been a constant headache for us to efficiently track api usages per user in our team ?