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Synthetic Analysis Intelligence Index v4.1 scores K3 Max at 57.1, GPT-5.6 Sol Max at 58.9 and Fable 5 Max with Opus four.eight fallback at fifty nine.9. It supports a 1,048,576-token context window and is out there via Kimi products and the Kimi API. See our information to one of the best open-weight AI models in 2026 and our GLM-5.2 benchmark evaluation for the at present deployable area. A sparse 2.8T mannequin does not activate every parameter for every token, but Moonshot has not disclosed the active-parameter complete and recommends 64-plus-accelerator supernodes.

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• If Moonshot ships the same evaluated model beneath usable phrases, K3 will reset the open-weight performance ceiling.
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A million uncached enter tokens and 50,000 output tokens can be about $3.75. A request with a hundred,000 uncached enter tokens and 10,000 output tokens works out to about $0.forty five. These are official API record costs, earlier than taxes and any third-party supplier markup. Moonshot listed Kimi K3 API pricing at $0.30 per million cache-hit input tokens, $3 per million uncached enter tokens, and $15 per million output tokens on July 17, 2026. Till the repository, license, model card, and recordsdata are live, “planned open-weight release” is extra exact than “available to self-host.” At $15 per million output tokens, a model that thinks out loud can get costly rapidly.

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If you run research or shopping brokers, K3’s BrowseComp efficiency and cached-input pricing make it the brand new default, right now. The closed-frontier context for that fight is in our GPT-5.6 Sol, Terra, and Luna evaluation, the place OpenAI’s own pricing strain on the mid-tier makes K3’s premium wager even gutsier. Each undermine the closed labs from completely different directions, and July 2026 might be remembered as the month open weights stopped meaning second place. Moonshot built the open mannequin you use as-is at frontier stage; Pondering Machines built the open mannequin you flip into your individual.

On the knowledge-work facet, K3 produced a 42-year interactive analysis website on the ASIC industry, pulling from over eleven,000 pages across 87 quarterly reports via greater than 2,800 web searches and terminal data pulls. For the more technical readers, K3’s effectivity features hint again to a handful of particular design decisions. In a separate test, K3 constructed MiniTriton, a compact GPU compiler with its personal IR layer and PTX code technology pipeline, from scratch, and the resulting compiler held its personal against Triton and torch.compile on several workloads. Some earlier tutorial work has additionally discovered that older Kimi models show behavioral fingerprints (tool-use patterns, response style) closer to Claude than to GPT fashions, which fuels the suspicion without proving anything about K3 specifically. In February 2026, Anthropic revealed findings accusing three Chinese Language labs, Moonshot AI, DeepSeek, and MiniMax, of operating large-scale campaigns to extract Claude’s capabilities via fraudulent API accounts.