Microsoft and Nvidia CEOs to launch Surface Laptop Ultra on Wednesday
THE SO WHAT
A Surface built around Nvidia’s new RTX Spark chip and pitched explicitly for on-device AI agents is a clear push toward client-side inference as a first-class pattern. If you’re designing AI-heavy apps, you now have to plan for heterogeneous execution—deciding what runs on the user’s GPU, what stays in your cloud, and how you sync state between them.
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