Meta AI

…This year's program features heavy representation from Google (Gemini Omni's video understanding architecture), Meta (Llama 4's vision modules), and a wave of academic papers on embodied AI and robotics perception. If you're building on vision models or tracking the convergence of language and spatial reasoning, CVPR 2026 is the defining event. Pre-registration has reportedly already reached capacity for in-person attendance; virtual…

…genuinely workload-dependent. Worth reading if you're advising teams on build-vs-buy infrastructure decisions. Local LLaMA: Running Gemma4-31B on a 2021 MacBook A technical demonstration of indexing a full year of video footage locally on a 2021 MacBook Pro using Gemma4-31B attracted 283 points on Hacker News. The methodology uses aggressive quantization and a custom tiling approach that keeps peak VRAM below the M1 Pro's 16GB…

…is what to read — labs now have to instrument toward government-defined risk categories. ⚡ Field Notes r/LocalLLaMA pulse: Kimi K2.6 deployment guides are dominating top posts. Practitioners moving fast on Chinese open-weight models because they fit on consumer hardware. HN front page: discussion around the "$172B in 3 deals" headline trending toward concern about capital concentration crowding out smaller AI infrastructure…