HP and Nvidia push agentic AI PCs that cut token costs

HP unveiled the ZBook Ultra G3a mobile workstation with an AMD Ryzen AI Max Pro chip, while Nvidia prepares laptops powered by its RTX Spark superchip with a Blackwell GPU. These agentic AI PCs run inference locally to reduce cloud token bills; the ZBook Ultra is expected in October.

• ZBook Ultra G3a uses AMD Ryzen AI Max Pro, ships in October
• Nvidia RTX Spark laptops with Blackwell GPU target consumers first
• Local agents and chatbots cut recurring cloud token costs
• Analyst J. Gold: 20-25% of heavy AI workloads shift to PCs in 2-3 years