10x Network Design Engineer
summary
Describes a system that turns capacity briefs into build‑ready datacenter designs using multiple LLM agents plus deterministic rule engines and a validation layer, cutting topology right‑sizing from weeks to minutes and yielding reported 10x productivity on hundreds of production runs over six months. It codifies port counts, naming, IP schemas and device limits, runs parallel what‑if iterations, and generates BOMs and configs, but full end‑to‑end automated validation remains unsolved so humans still approve final designs.
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