From Tokens To Tasks: Why Agentic AI Changes The Infrastructure Conversation – Semiconductor Engineering

The shift from token-based to task-based AI systems is prompting reconsideration of computational infrastructure requirements and design priorities. Agentic AI’s ability to autonomously execute complex operations introduces new demands on hardware and software architecture that differ from traditional large language model deployments. This transition is expected to reshape conversations around semiconductor design, data center operations, and system-level optimization strategies.

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