Ovis2.5 9B handles both text and image inputs, making it a multimodal generalist at a compact 9B parameter scale. It operates under an open Apache 2.0 license, meaning weights are freely available for inspection and deployment. At this size, it balances accessibility with capability, though users should calibrate expectations relative to larger multimodal models.