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A Complete Guide to Moonshot's New 2.8T Flagship

By the end of this article, you'll know: what Kimi K3 actually is, the architecture, the scale, and what changed from the K2 family how to run it today, free in the browser, through the API, or wired into Claude Code, Cursor, Cline, and RooCode which exact model ID and settings unlock the full 1 million token context how K3 stacks up on price and benchmarks against DeepSeek V4, Qwen3.7 Max, GLM-5.2, and its own sibling K2.7 Code whether switching today makes sense, or whether you should wait Kimi K3 just dropped, and Moonshot means business Moonshot AI released Kimi K3 on July 16, 2026, timed just ahead of the World Artificial Intelligence Conference in Shanghai. The Beijing lab, backed by Alibaba, has spent the past 18 months watching DeepSeek erode its market position. K3 is the comeback attempt, and the early numbers back it up. The headline result: K3 debuted at number one on Arena.ai's Frontend Code Arena with a score of 1,679, ahead of Claude Fable 5 at 1,631 and GPT-5.6 Sol at 1,618. Its predecessor, K2.6, sat 18th on that same board. That's a 17 spot jump in one release, and it's independently measured, not a number Moonshot invented itself. This isn't Moonshot's first time in Western production stacks either. Cursor built its Composer 2 model starting from a Kimi K2.5 base. DoorDash's CTO has said the company routes lower level work to Kimi K2.6. Thinking Machines used K2.5 to help generate early post-training data for Inkling, its own model released just a day before K3. So when a new Kimi flagship lands, it lands somewhere developers already have skin in the game. For developers, the practical story matters more than the leaderboard. K3 is open weight, speaks the OpenAI SDK, and drops into tools you already use. It's also, for the first time in Kimi's history, priced like a frontier model instead of a budget one. That changes the calculus on when it's actually worth reaching for. What Kimi K3 actually is K3 is a sparse Mixture-of-Experts model with 2.8 tr

2026-07-19 原文 →