NVIDIA

The reported price increases apply to systems built around NVIDIA's Vera Rubin and Grace Blackwell AI server platforms. The hikes are said to affect products based on those platforms for systems shipped starting early next year.

NVIDIA DSX MaxLPS replaces static power provisioning with dynamic power allocation, using Dynamic Power Software (DPS) (currently in Developer Preview) to monitor and optimize power utilization within the data center’s fixed power budget. DPS is a comprehensive power management system that models the data center topology from the utility level down to racks, nodes, and GPUs. Operators define resource groups, power budgets, and policies that govern how power can be allocated, constrained, and enforced. Within those boundaries, DPS continuously compares allocated power against actual consumption

Yes. The primary article reports that SteamOS is now compatible with both AMD and Intel graphics cards, leaving NVIDIA as the only mainstream GPU maker not yet supported. The article also notes that NVIDIA is working with Valve to develop GeForce compatibility (see related article "Valve is working with NVIDIA to make GeForce GPUs compatible with SteamOS"). Answered

AVO is a general-purpose coding agent system developed by NVIDIA. Like modern coding agents, AVO can inspect and edit code, run commands, consult documentation, and validate its work through execution. Its distinguishing focus is sustained autonomous operation across long horizons. In our GPU-kernel optimization work, AVO replaces the predefined variation step of conventional evolutionary-search systems with an autonomous agent that decides how to generate the next candidate—what to inspect, what to change, what to test, and what to commit. For ARC-AGI-3, we connected the same general-purpose