LongCat-2.5 is Meituan’s native multimodal mixture-of-experts model for long-horizon agent tasks. Meituan reports 1.6 trillion total parameters and about 48 billion activated per token. It builds on LongCat-2.0, combining visual understanding with agentic coding for complex codebases and full-project builds, as well as creative design and 3D tasks. The model processes visual and text inputs through a shared token-based representation. Its official API documentation describes image and video input, including image description, screenshot text reading, chart analysis, and video understanding.