My Analysis of NVIDIA’s CES 2026 announcement of the Bluefield-4 DPUs & Inference Context Memory Storage Platform.
In this article I unpack:
Motivation: How big is this problem with the KV cache memory footprint?
System Architecture: What are DPUs and how does this new appliance integrate with GB200/300, VR platforms, NVIDIA Dynamo, etc.
Strategy: I speculate on NVIDIA’s broader play here. How this resembles AWS+Annapurna labs playbook. How the Enfabrica deal might fit into this roadmap, and NVIDIA’s investments in VAST Data and WEKA.