Sara Hooker, AI researcher and Adaption co-founder, posted that test-time compute and agentic workflows are pressuring current AI infrastructure organization. Her thread noted hardware built around matrix multiplies and throughput must adapt, with agentic loops requiring frequent intermediate state offloading and innovation on the von Neumann bottleneck for faster data movement. The topic surfaced during a recent dinner discussion. Posts appeared on X from @sarahookr.