Desk
NVIDIA hardware, software, and developer news.
NVIDIA and Princeton’s Dao lab cache SSM inputs instead of full state, cutting decode traffic roughly in half and making speculative decoding work for hybrid models that were stuck on bandwidth.
NVIDIA is handing its Vera Rubin rack blueprints to the open hardware world, and the real story is power, cooling and grid behavior becoming shared rules instead of private deals.
Microsoft says its Maia 300 chip will become the main engine behind its own AI services from 2027, a serious bet that owning silicon beats renting it from Nvidia.
NVIDIA's showcase of agents building robot and driving simulators is genuinely useful, but every example comes from its own staff, and simulation is only as honest as the gap to reality.
NVIDIA's SimReady walkthrough shows AI agents doing the grunt work of turning CAD files into simulation-ready robots, and it is refreshingly upfront that simulated success is not real-world proof.
NVIDIA's second-place KDD Cup team made a small model reliable by shrinking what the agent could do, and that lesson matters more than any leaderboard spot.
Nvidia wants to sell the safety layer for robots working beside people. That could speed up careful deployments, and it could also make one company the default arbiter of what safe means.
NVIDIA-led research finds most failed agent runs hinge on one early wrong turn, and shows agents can be trained to climb back out. That is the reliability problem worth solving.
The pricey Nvidia-powered Surface machines are the headline, but the bigger move is a Windows feature to sandbox AI agents, and that one ships to everyone.
NVIDIA and Microsoft are betting that AI agents will live on the PC, not just in the cloud, and the security plumbing matters more than the petaflops in that bet.
NVIDIA's robotics lab tried to teach robots to assemble its own AI hardware and found that classical engineering often beat end-to-end learning. That honesty is the most valuable part.
Nvidia wants AI agents testing data center changes in a simulated copy before anything touches real hardware. That is the right place to let agents experiment, if the twin stays honest.