
Kimi K2.5 has arrived! 🥝 Here are 2 things to know: Aesthetic Coding x Agent Swarm.
Wu Haoning
452 posts

@HaoningTimothy
PhD Nanyang Technological University🇸🇬, BS @PKU1898, cooking VLMs in @Kimi_Moonshot. Opinions are personal.

Kimi K2.5 has arrived! 🥝 Here are 2 things to know: Aesthetic Coding x Agent Swarm.

Can confirm — K2.6 isn't just a demo-reel model. Few days ago, we received a bug report from kimi team, and we got early API access, re-ran ClawMark (our living-world openclaw benchmark). After fixing a compatibility bug in openclaw's repo (github.com/openclaw/openc…), K2.6 lands at 0.684 avg score — edging out gemini-3.1-pro (0.682) and jumping +0.124 over K2.5. Shipping shaders and agentic benchmark gains in the same release is a pretty rare combo. 👀


Meet Kimi K2.6: Advancing Open-Source Coding 🔹Open-source SOTA on HLE w/ tools (54.0), SWE-Bench Pro (58.6), SWE-bench Multilingual (76.7), BrowseComp (83.2), Toolathlon (50.0), Charxiv w/ python(86.7), Math Vision w/ python (93.2) What's new: 🔹Long-horizon coding - 4,000+ tool calls, over 12 hours of continuous execution, with generalization across languages (Rust, Go, Python) and tasks (frontend, devops, perf optimization). 🔹Motion-rich frontend - Videos in hero sections, WebGL shaders, GSAP + Framer Motion, Three.js 3D. 🔹Agent Swarms, elevated - 300 parallel sub-agents × 4,000 steps per run (up from K2.5's 100 / 1,500). One prompt, 100+ files. 🔹Proactive Agents - K2.6 model powers OpenClaw, Hermes Agent, etc for 24/7 autonomous ops. 🔹Claw Groups (research preview) - bring your own agents, command your friends', bots & humans in the loop. - K2.6 is now live on kimi.com in chat mode and agent mode. For production-grade coding, pair K2.6 with Kimi Code: kimi.com/code - 🔗 API: platform.moonshot.ai 🔗 Tech blog: kimi.com/blog/kimi-k2-6 🔗 Weights & code: huggingface.co/moonshotai/Kim…

Kimi K2.6 is the new SOTA open model in Vision and Document Arena, with solid gains since Kimi K2.5: - #1 open on Vision Arena (#15 overall), +14 over #2 Kimi K2.5 (Thinking) - #1 open on Document Arena (#8 overall), +9 over K2.5 and on par with proprietary models like Muse Spark and Gemini 3.1 Pro. Huge congrats again to the @Kimi_Moonshot team on the open source progress!



Kimi K2.6 becomes the #1 open model on MathArena!








MiMo-V2.5 by @XiaomiMiMo is now live on Arena. Evaluate it across Text, Vision & Code Arena - Pro versions available specifically in Text & Code. Start prompting and voting in Battle mode. Scores incoming.