AI for NI
summary
Network capacity grows from 1.3 GW to 7 GW (≈5x) while heterogeneity across GPU generations, NICs, cooling and power makes complexity grow exponentially, not linearly. A four-phase pipeline — plan, design, deliver, run — turns demand signals into live capacity, with variability multiplying across phases. Meta builds and deploys AI agents that embody domain experts to generate blueprints, produce configs, automate provisioning and manage multi‑generation fleets, aiming to close the divergence gap without adding headcount.
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