CogVLM is a multimodal pretrained visual language model achieving state-of-the-art on 10 cross-modal benchmarks including captioning, VQA, and referring tasks. CogAgent extends CogVLM with 18B parameters and adds GUI agent capabilities for autonomous screen operation tasks. Both models use a visual expert architecture to align visual and language representations, supporting high-resolution image understanding.