Ask Kimi K2.6

Try Kimi K2.6, the open-source flaship AI model from Moonshot for free, without sign up.

Introducing Kimi K2.6 by Moonshot

Kimi K2.6 is Moonshot AI's new generation, trillion-parameter mixture-of-experts flagship AI model built for long-horizon coding, multi-agent orchestration, and front-end generation.

About Moonshot Kimi K2.6

Kimi K2.6 takes the #1 spot on Humanity's Last Exam at 54.0 with tools, edging out Claude Opus 4.6, GPT-5.4, and Gemini 3.1 Pro. It also posts 58.6 on SWE-Bench Pro and 66.7 on Terminal-Bench 2.0, which makes it one of the strongest options for coding, agent workflows, and research-heavy tasks — and it ships under a Modified MIT license, fully open-weight.

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1️⃣

Trillion-parameter MoE, 32B activewindow

K2.6 is a 1T-parameter mixture-of-experts model that only activates 32B parameters per token, so you get frontier quality without frontier latency. Multi-head latent attention keeps inference hardware-efficient, and a 256K-token context window is enough to hold an entire repository or a long research dossier in view.

🧠

Swarms of up to 300 agents

The Agent Swarm variant coordinates as many as 300 sub-agents across 4,000 steps, parallelizing deep search, long-form drafting, and batch jobs that single-agent models choke on. For lighter work, pick Instant for fast replies, Thinking for careful reasoning, or Agent for research, slides, sites, docs, and sheets.

♾️

13-hour autonomous coding

In Moonshot's own tests, K2.6 ran continuously for 13 hours to overhaul an eight-year-old financial matching engine, delivering a 185% median throughput jump. It generalizes cleanly across Rust, Go, and Python, and can take a prompt from blank page to a working front-end with layout, animation, and interactive logic already wired up.

Three steps to start a Kimi K2.6 session

1.

Launch Overchat AI

Head to the Overchat AI web app, or install the mobile app, or install the mobile app, then pick Kimi K2.6 from the model menu.

2.

Send your first prompt

Drop in a question and attach PDFs, DOCX files, slide decks, images, or video — K2.6 will pull them into context and get to work.

3.

Let it run

Keep pushing tasks at it — refactors, research, drafts, migrations — and let its long-horizon agents carry the work across as many turns as you need.

Get Started
Ask Kimi K2 on Overchat AI

What is Kimi K2.6?

Kimi K2.6 is Moonshot AI's open-source flagship, released in April 2026 as the successor to K2.5. It belongs to the Kimi family — a lineup of native multimodal models tuned for agentic coding, long-document reasoning, and autonomous multi-step work. Overchat AI gives you direct access without needing a Moonshot account or a Chinese phone number.

Moonshot AI, the team behind Kimi, was in Beijing in March 2023 by Yang Zhilin, Zhou Xinyu, and Wu Yuxin — all Tsinghua alumni. Yang earned his PhD at Carnegie Mellon and worked on NLP at Meta and Google Brain before co-founding the lab, which has since become one of China's most visible open-source AI labs.

K2.6 is Moonshot's strongest release to date, holding its own against closed frontier models on coding, agent, and knowledge benchmarks.

Kimi K2.6 Features

A 256K-token context window lets K2.6 read and reason over long codebases, legal filings, or research archives in a single pass. Combined with multi-head latent attention, the model keeps inference costs in check even when the conversation stretches far beyond what typical chatbots can hold.

Against the previous Kimi K2.5, the 2.6 release lands larger jumps on coding evals, longer autonomous runs, and a smoother agent swarm that scales further without drifting off-task.stronger reasoning, better factual accuracy, and noticeably improved writing quality.

Kimi K2.6 ships with open weights under a Modified MIT license, so you can pull them from Hugging Face and run K2.6 on your own hardware. If you'd rather skip the setup, Overchat AI lets you chat with it instantly — no Moonshot API key or China-region account required.

Moonshot ships K2.6 in four flavors within the Kimi family: Instant for snappy replies, Thinking for deeper reasoning, Agent for research, slides, sites, docs, and sheets, and Agent Swarm for large-scale parallel work across hundreds of sub-agents.

What makes Moonshot stand out is how much it leans into safety and transparency. The weights, the benchmarks, and the agent primitives are all public, so researchers and developers can inspect, fine-tune, and extend K2.6 instead of treating it as a black box. That openness makes it perfect for critical tasks where you need a strong coding partner you can audit end to end.

FAQ

What is Kimi K2.6?

Kimi K2.6 is Moonshot AI's open-source flagship model, released in April 2026. It's a trillion-parameter mixture-of-experts system with 32B active parameters per token, a 256K context window, and leading scores on Humanity's Last Exam and SWE-Bench Pro. You can run it on Overchat AI alongside GPT-5.4, Claude Opus 4.6, and Gemini 3 Pro.

How do you access Kimi K2.6?

The quickest route is Overchat AI: go to www.overchat.ai, sign up for free if you want, and choose Kimi K2.6 from the model dropdown. You can also reach it on kimi.com, through Moonshot's own platform.moonshot.ai API, or by downloading the open weights from Hugging Face.

How do you use Kimi K2.6?

Open Overchat AI, pick Kimi K2.6 in the model selector, and type in what you need. Ask follow-ups, attach files, paste long documents, or kick off agent tasks that span many steps — the interface works just like any modern chatbot, so there's no ramp-up.

Who made Kimi K2.6?

Kimi K2.6 was built by Moonshot AI, a Beijing-based AI lab founded in March 2023 by Yang Zhilin, Zhou Xinyu, and Wu Yuxin — all Tsinghua University alumni. Yang, the CEO, previously researched NLP at Meta and Google Brain and earned his PhD at Carnegie Mellon.

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