ARTICLE28
Agentic AI Needs Different Silicon
DEV.to AIΒ·April 23, 2026
This content highlights that Google's new TPU 8T and 8I chips are specifically designed for agentic AI, which operates in stateful, multi-step loops, differing from traditional stateless LLM inference. This represents a fundamental shift in hardware architecture, where the KV cache acts as persistent memory crucial for agents that reason and act over time.
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