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Kimi K2.7 Code

Moonshot's Kimi K2.7 Code keeps coding quality steady while thinking about 30 percent less, a cost story for long agent runs. The catch: the benchmarks are all first-party. What to believe, and how to run it.

Ideogram 4

Ideogram 4 is a closed image lab's first open weights: a 9.3B from-scratch flow-matching model with the best text rendering of any open model, running on a single 24GB GPU. The catch is the license: free to play with, 300 dollars a month to ship. The honest version.

Nemotron 3 Ultra

NVIDIA's Nemotron 3 Ultra is a 550B hybrid Mamba-MoE built for long-running agents, the most intelligent US open-weights model, and NVIDIA shipped the data and recipes too, under a permissive license. What it is, what is open, and why you still cannot run it at home.