Skywork-R1V is a series of multimodal reasoning models combining vision understanding with language capabilities. It supports vision-language tasks, code execution, and research-oriented workflows. The project releases open-source model weights and inference code, alongside quantized versions (AWQ, GGUF) for efficient GPU and CPU inference. Training incorporates reinforcement learning techniques like GRPO for reasoning improvements.