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A Chinese AI lab just gave away one of the biggest AI models ever built — for free.
Moonshot AI released the full weights for Kimi K3 on July 27, 2026, beating its own self-imposed deadline by a day. The headline number: 2.8 trillion parameters. That sounds absurd until you understand the trick behind it — a technique called "mixture of experts," and it's worth understanding once, because you'll keep running into it as AI companies talk about cost.
Instead of one giant network doing every job, the model is built from hundreds of smaller specialist networks — Kimi K3 has 896 of them. For any single question, it only "wakes up" 16 of those specialists, about 104 billion parameters worth. Think of it as a massive office building: instead of every employee showing up for every task, only the relevant department gets called in. That's why a 2.8-trillion-parameter model can still respond in seconds instead of minutes.
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It also reads up to 1 million tokens in one sitting — roughly several complete novels' worth of text — and understands images and video natively, without a separate translation step in between.
The honest caveat: "free" means the license, not the electricity bill. Running the full model yourself still takes a rack of serious hardware. Most people skip that entirely — Moonshot's own kimi.com gives free-tier chat access to K3 right now, no credit card required.
Why this matters beyond the specs: this is the shape AI pricing keeps taking. Frontier-level capability is showing up in free, open form faster than almost anyone predicted a year ago. If you're budgeting AI tools for next quarter, the free tier of "good enough" just moved up dramatically — and mixture-of-experts is the reason it can.
Want to try it yourself? Kimi K3 is free at kimi.com →