Ask Kimi K3

Try Kimi K3, the open-weights flagship AI model from Moonshot AI — 2.8 trillion parameters, native vision, and a 1M-token context window.

Introducing Kimi K3 by Moonshot

Kimi K3 is Moonshot AI's open-weights flagship: a 2.8-trillion-parameter mixture-of-experts model with native vision, built for complex coding, knowledge work, and long-horizon agentic workflows. It's the first open-source model in the 3-trillion-parameter class.

About Moonshot Kimi K3

Kimi K3 posts 88.3 on Terminal-Bench 2.1, edging out Claude Fable 5 at 88.0, and 93.5 on GPQA Diamond. On Agents' Last Exam it scores 28.3 against Fable 5's 25.7, and on Humanity's Last Exam it reaches 43.5, rising to 56.0 with Python tools. Those are frontier-level numbers from a model whose weights anyone can download.

Minimalist UI illustration showing Overchat AI chat and document interface, with layered cards, message bubbles, and simplified icons in blue and white, representing AI-powered communication and content generation.
1️⃣

2.8T parameters, 104B active

K3 is a sparse mixture-of-experts model that activates 16 of its 896 experts per token — 104B active parameters out of 2.8T total — so you get frontier quality without frontier latency. Kimi Delta Attention and Attention Residuals keep inference efficient even at that scale.

🧠

1M-token context with native vision

A 1,048,576-token window holds an entire repository, a long research archive, or a stack of filings in one pass. Vision is native rather than bolted on, so K3 reads screenshots, diagrams, and video alongside text — useful when you're debugging against images, logs, and test output.

♾️

Reasoning effort you control

Thinking is always on in K3, and you set how hard it works: low for quick answers, high for careful reasoning, max for the deepest passes. It's built for long-horizon agent runs — navigating big repositories, calling tools, debugging, and iterating against runtime feedback rather than answering once and stopping.

Three steps to start a Kimi K3 session

1.

Launch Overchat AI

Head to the Overchat AI web app, or install the mobile app, then pick Kimi K3 from the model menu.

2.

Send your first prompt

Drop in a question and attach PDFs, DOCX files, slide decks, images, or video — K3 reads them natively and pulls them into context.

3.

Let it run

Keep pushing tasks at it — refactors, research, drafts, migrations — and let its long-horizon agent runs carry the work.

Get Started
Ask Kimi K2 on Overchat AI

What is Kimi K3?

Kimi K3 is Moonshot AI's open-weights flagship, released in July 2026 as the successor to the K2 line. It belongs to the Kimi family — 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 founded 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.

K3 is Moonshot's strongest release to date, trading places with closed frontier models like Claude Fable 5 and GPT-5.6 Sol on coding, agent, and knowledge benchmarks — while shipping its weights publicly.

Kimi K3 Features

A 1M-token context window lets K3 read and reason over long codebases, legal filings, or research archives in a single pass, and it can write back up to the full million tokens when a task calls for it. Kimi Delta Attention — a hybrid linear attention design — keeps inference costs in check even when the conversation stretches far beyond what typical chatbots hold.

Against the K2 line, K3 scales from a trillion parameters to 2.8 trillion, quadruples the context window to a full million tokens, and adds native visual understanding alongside a configurable reasoning-effort setting.

Kimi K3 ships with open weights under the Kimi K3 License, so you can pull them from Hugging Face and run the model on your own hardware. If you'd rather skip the setup — and 2.8 trillion parameters is a lot of hardware — Overchat AI lets you chat with it instantly, with no Moonshot API key or China-region account required.

Through Moonshot's own API, K3 costs $3 per million input tokens and $15 per million output tokens, and exposes tool calling with dynamic tool loading for agent workflows. On Overchat AI you don't pay per token — K3 comes with your plan alongside the other top models.

What makes Moonshot stand out is how much it puts in the open. The weights and the benchmark tables are public, so researchers and developers can inspect, fine-tune, and extend K3 instead of treating it as a black box. That openness matters for critical work where you want a coding partner you can audit end to end.

FAQ

What is Kimi K3?

Kimi K3 is Moonshot AI's open-weights flagship model, released in July 2026. It's a 2.8-trillion-parameter mixture-of-experts system with 104B active parameters per token, native vision, a 1M-token context window, and scores of 88.3 on Terminal-Bench 2.1 and 93.5 on GPQA Diamond. You can run it on Overchat AI alongside GPT-5.4, Claude Opus 5, and Gemini 3 Pro.

How do you access Kimi K3?

The quickest route is Overchat AI: go to www.overchat.ai, sign up, and choose Kimi K3 from the model dropdown. You can also reach it on kimi.com, through Moonshot's own API as kimi-k3, or by downloading the open weights from Hugging Face and hosting it yourself.

Is Kimi K3 open source?

Its weights are open. Moonshot published them on Hugging Face under the Kimi K3 License, so you can download, modify, and self-host the model — unlike closed models such as GPT or Claude, where the underlying system stays private. Running 2.8 trillion parameters takes serious hardware, which is why most people use it through a hosted service instead.

Who made Kimi K3?

Kimi K3 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.

Explore more AI models

Chat GPT Logo

GPT-5.6

OpenAI's most advanced model with exceptional reasoning, creativity, and multimodal capabilities.

Ask GPT ↗
DeepSeek logo

DeepSeek V4.2

Advanced reasoning model designed for complex problem solving, mathematical reasoning, and programming.

Ask DeepSeek ↗
Claude logo

Claude Opus 5

Anthropic's model for complex agentic coding and enterprise work, with a 1M token context window.

Ask Claude ↗
Gemini Logo

Gemini 3.5 Flash

Google's most capable model with advanced multimodal understanding and generation.

Ask Gemini ↗
Grok logo

Grok 4.2

xAI's powerful model with real-time knowledge and witty, direct responses.

Ask Grok ↗
Qwen logo

Qwen 3.7

Alibaba's advanced model with strong multilingual capabilities and reasoning skills.

Ask Qwen ↗

About Overchat AI

Overchat AI brings you the power of the world's top AI models: ChatGPT, Claude, Gemini, Mistral, and more.

Overchat AI Interface

From The Blog

Overchat AI For All Platforms

Available on Web, iOS, and Android. Access your AI assistant anywhere, anytime.

Google Play Store badgeApp Store badge
Overchat AI Desktop and mobile interfaces