AI Briefing
KO

1T MoE Agent

·2026.04.21 00:18

Key point

Moonshot AI unveiled Kimi K2.6, a 1T MoE multimodal agent model.

Details

Moonshot AI unveiled Kimi K2.6. It's an open-source native multimodal agentic model, positioning long-horizon coding, design generation, autonomous execution, and swarm-style task orchestration as its core capabilities.

The model specs are 1T total parameters, 32B active, 61 layers, 384 experts, 8 experts selected per token, 256K context, and a MoonViT 400M vision encoder.

On benchmarks, it posts strong numbers in agentic tasks, coding, and vision.

  • HLE-Full with tools 54.0
  • BrowseComp 83.2, Agent Swarm 86.3
  • DeepSearchQA accuracy 83.0, f1 92.5
  • SWE-Bench Verified 80.2, SWE-Bench Pro 58.6
  • LiveCodeBench v6 89.6, MMMU-Pro 79.4

It's compared against GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro, and Kimi K2.5, showing top-tier performance on some agentic and coding items. The release page also highlights 300 sub-agents, swarm orchestration at the level of about 4,000 steps, and 24/7 background agent scenarios.

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