Kimi K2.5 vs Kimi K2.6

Kimi K2.5 is Moonshot AI’s proprietary multimodal model, offering cutting-edge visual coding abilities and supporting a self-directed agent swarm approach. Developed from Kimi K2 and further trained on around 15 trillion mixed visual and text tokens, it achieves excellent results in general reasoning, visual coding, and autonomous tool invocation.

Kimi K2.6 is Moonshot AI’s new-generation multimodal model, built for long-range coding workflows, code-centered UI/UX creation, and multi-agent coordination. It manages complex end-to-end development tasks in Python, Rust, and Go, and can transform prompts and visual inputs into production-ready interfaces. Its swarm-based agent architecture can scale to hundreds of parallel sub-agents for autonomous task decomposition—producing documents, websites, and spreadsheets in a single run without human intervention.