Moonshot AI unveiled Kimi K2.5, an open-source, natively multimodal model trained on 15 trillion mixed visual and text tokens that understands text, images, and video. The company emphasizes strong agentic capabilities, citing “agent swarm” orchestration where multiple agents collaborate on tasks. On benchmarks, K2.5 tops Gemini 3 Pro on SWE-Bench Verified and beats both GPT 5.2 and Gemini 3 Pro on SWE-Bench Multilingual. For video understanding, it outperforms GPT 5.2 and Claude Opus 4.5 on VideoMMMU, a test of reasoning over video. Moonshot also highlights that K2.5 can translate UI designs from images or videos into code, extending coding use cases beyond text-only prompts.

Moonshot also introduced Kimi Code, an open-source coding agent positi…

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