Kimi K2.5 is Moonshot AI's native multimodal model released in January 2026, delivering state-of-the-art visual coding capability and a self-directed agent swarm paradigm. Built on Kimi K2 with continued pretraining over approximately 15 trillion mixed visual and text tokens, it generates code from visual specifications — turning UI designs and video workflows into working implementations. Its agent swarm technology can self-direct up to 100 parallel sub-agents, each independently using tools to search, generate, analyze, and organize information, reducing execution time by up to 4.5× for complex research and writing tasks.