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Machine Heart
Machine Heart
Jul 13, 2026 · Artificial Intelligence

Redesigning Agent Infrastructure to Support 40K+ Collaborative Agents and Multi‑Model Teams

The article analyzes the shift from large‑model AI to agent‑centric workloads, highlighting the need for massive CPU resources, native liquid‑cooled server racks, and high‑performance SD200 supernodes that deliver sub‑5 ms token latency, while also detailing multi‑model fusion benchmarks and future data‑center power trends.

AI agentsCPU computedata center
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Redesigning Agent Infrastructure to Support 40K+ Collaborative Agents and Multi‑Model Teams