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AI Hardware Talk Turns Into Procurement Anxiety
AI hardware chatter is moving from chip roadmaps to buyer confusion, making infrastructure planning a social problem before it is a silicon problem.
The institutional shift is that AI infrastructure is being evaluated before it is understood. NVIDIA's Vera story gives the high end a clean script, with first custom-designed CPU deliveries tied to Anthropic, OpenAI, SpaceX AI, and Oracle Cloud. The lower end has no matching script: users are trying to decide whether MCP adds real coordination, whether self-hosting changes the bill, and whether GPU naming maps to the workloads they expect. The winner in this layer is not the chipmaker with the best keynote; it is the vendor whose cost and…