~/talk

Infinite Agents, Finite Kubernetes

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Argues that agent workloads are exploding as short-lived heavy-compute pods that spike GPU/CPU demand and stress the Kubernetes control plane, while space power and capital remain strictly capped. Proposes a concrete architecture: a trade-off curve plus hard enforced boundaries around workloads, standardized across a fleet to enable tight packing and cross-facility dynamic scaling. Claims this pattern preserves security and raises resource efficiency for nation-scale shared infrastructure; presents it as a proposed prototype rather than a deployed, measured system.

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