Inkling

Mira Murati's Thinking Machines Lab shipped Inkling: 975B parameters, Apache 2.0, weights on Hugging Face on day one. The largest US open-weights model yet, with multimodal input and a thinking effort dial. Here is what it is, what it scores, and how to run or fine-tune it today.

Kimi K3

Moonshot shipped Kimi K3, a 2.8T open-weight MoE that ranks first on Frontend Code Arena and costs a third of Claude Fable 5. Here is what it is, what it scores, and how to point your agent at it today.

LingBot-Map

Ant Group open sourced LingBot-Map, a feed-forward 3D foundation model that reconstructs scenes from streaming video in real time: about 20 FPS, stable past 10,000 frames, and 13.3GB of VRAM on a single consumer GPU. Here is how the Geometric Context Transformer beats SLAM at its own game, the paper-reported benchmarks, and the exact commands to run it yourself.