- Real-time web search across 100+ websites
- Analyze up to 50 files (PDFs, Docs, PPTs, Images) with ease
- AI slides & websites maker
- State of the art coding capabilities
- Enhanced image understanding beyond basic text extraction
This is the 10th launch from Kimi AI - Now with K2.6. View more
Kimi K2.6
Launching today
Kimi K2.6 is Moonshot’s latest open-source model, built to push coding, long-horizon execution, and agent swarms forward at the same time. It brings stronger end-to-end coding, 300-agent swarm orchestration, and improved reliability for always-on agent frameworks like OpenClaw and Hermes.
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Launch Team
DeepSeek
Flowtica Scribe
I’ve been on K2.6-code-preview for a while, and now it’s officially K2.6. It has been kind of wild!
The model really shines on long-horizon coding: thousands of tool calls across hours of continuous execution, strong generalization across languages and tasks, plus the ability to generate rich, animated frontends with real motion and 3D elements. The agent swarm upgrades (300 parallel sub-agents) and proactive 24/7 agent support also feel like a meaningful step up.
As always, Kimi keeps delivering frontier-level models as open source. Respect🫡🫡
DiffSense
@zaczuo Whats long horizon coding? What do you use it for? 1000 of calls? I do max 100 calls on PR. How well does it compare to opus 4.7? I heard the previous Kimi was almost as good as opus 4.6
Flowtica Scribe
@conduit_design Me & team mainly use it for heavy debugging in our recent Android sprint. The level of deep bugs it surfaced was not weaker than 5.4.
DiffSense
@zaczuo Ahh thats really smart. Just use it as a Smart UI-test / Unit tester.
K2.6 offers SOTA-level performance at a fraction of the cost.
It's open-weights, it's fast, and optimized for long-context tasks across the codebase, as well as the day-to-day work needed to support an always-on agent like @OpenClaw and @KiloClaw.
Impressive.
Kimi AI - Now with K2.6
Hey PH 👋
Kimi K2.6 is our latest open-source model, built for long-horizon coding and agents - 4,000+ tool calls, over 12 hours of continuous execution, with generalization across languages (Rust, Go, Python) and tasks (frontend, devops, perf optimization).
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)
Live at kimi.com, the app, API, and Kimi Code. Would love your feedback :)
@crystal_j For a non-coder like me scripting PH launch trackers, how does Kimi K2.6 handle multi-step tool chains with error recovery? Like if an API flakes or a prompt needs human tweak mid-flow?