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Kimi K2.5: Open-Source Multimodal AI Model with Visual Agentic Intelligence and Agent Swarm Capabilities

By

nekofneko

4mo ago· 14 min readen

Summary

Kimi K2.5 is introduced as the most powerful open-source model to date, building on Kimi K2 with continued pretraining on approximately 15 trillion mixed visual and text tokens. As a native multimodal model, it delivers state-of-the-art coding and vision capabilities along with a self-directed agent swarm paradigm. For complex tasks, Kimi K2.5 can self-direct an agent swarm with up to 100 sub-agents, executing parallel workflows across up to 1,500 tool calls, reducing execution time by up to 4.5x compared to single-agent setups. The model defines Visual Agentic Intelligence and represents a significant advancement in AI capabilities.

Key quotes

· 5 pulled
Kimi K2.5 builds on Kimi K2 with continued pretraining over approximately 15T mixed visual and text tokens.
Built as a native multimodal model, K2.5 delivers state-of-the-art coding and vision capabilities and a self-directed agent swarm paradigm.
For complex tasks, Kimi K2.5 can self-direct an agent swarm with up to 100 sub-agents, executing parallel workflows across up to 1,500 tool calls.
Compared with a single-agent setup, this reduces execution time by up to 4.5x.
Kimi K2.5 defines Visual Agentic Intelligence.
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Kimi K2.5 defines Visual Agentic Intelligence. Trained on 15T tokens, it introduces SOTA visual coding and autonomous agent swarm. Read the full tech blog.

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