Fetching from the wire…
OSS2026-07-20 · source-backed
Z.ai's 744B MoE is being ranked as July's strongest open-source model at a reported 91.2% GPQA Diamond and 62.1% SWE-bench Pro, at a fraction of frontier API pricing, and it's listed in Ollama's supported-model line. That's the distinction that matters this week: Kimi K3's weights don't ship until July 27, Qwen3.8-Max has no license at all, and GLM-5.2 is on disk today. Scores come from aggregator leaderboards rather than a first-party technical report, so provisional.
Each link below shares sources, entities, or timing with this story.
Kimi K3 benchmarked against Fable / Shared entities / Same source / Shared topic
Linked by a graph relationship (Kimi K3 benchmarked against Fable); both cover GLM, GPQA Diamond, July, Kimi K3; cite the same source (Z.ai's 744B MoE).
Moonshot AI released Kimi K3 / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Moonshot AI released Kimi K3); both cover GLM, MoE, SWE; overlapping topics (glm-5, license).
Moonshot AI released Kimi K3 / Shared entities / Earlier coverage
Linked by a graph relationship (Moonshot AI released Kimi K3); both cover GLM, GPQA Diamond, MoE, SWE; earlier GLM coverage from 2026-06-14.
Kimi K3 built by Moonshot / Shared entities / Earlier coverage / Tension
Linked by a graph relationship (Kimi K3 built by Moonshot); both cover MoE, Qwen3, SWE; earlier MoE coverage from 2026-04-21.
Ollama supports Qwen / Shared entities / Earlier coverage / Tension
Linked by a graph relationship (Ollama supports Qwen); both cover MoE, Ollama, Qwen3, SWE; earlier MoE coverage from 2026-04-23.
Ollama supports DeepSeek / Shared entities / Earlier coverage
Linked by a graph relationship (Ollama supports DeepSeek); both cover GLM, MoE; earlier GLM coverage from 2026-05-01.
Ollama uses MLX / Shared entities / Earlier coverage
Linked by a graph relationship (Ollama uses MLX); both cover MoE, Qwen3; earlier MoE coverage from 2026-04-13.
Ollama supports DeepSeek / Shared entities / Earlier coverage
Linked by a graph relationship (Ollama supports DeepSeek); both cover GLM, SWE; earlier GLM coverage from 2026-04-11.