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#vision language models

Cover image for the article: Your camera now understands sentences: a 2026 field guide to vision AI models
AI Engineering·12 Nov 2026·7 min read

Your camera now understands sentences: a 2026 field guide to vision AI models

Vision AI has split into four families: frontier VLMs that can now draw accurate boxes, promptable segmenters like SAM 3, real-time edge detectors like YOLO26 and RF-DETR, and label-free backbones like DINOv3. Here is what each one is good at, with real 2026 benchmarks, and how to pick.

Cover image for the article: Robots that learn a task from one demonstration: inside 2026's vision-language-action models
AI Engineering·12 Nov 2026·5 min read

Robots that learn a task from one demonstration: inside 2026's vision-language-action models

In one week of November 2026, Google DeepMind and NVIDIA released robot foundation models that learn from human video and a handful of demonstrations. How vision-language-action models work, what a humanoid actually did on a Mercedes-Benz line, and what is still hard.