Replace LLM infrastructure guesswork with data-driven planning

· Red Hat · Aug. 13, 2026, 9:30 a.m.
Summary
This blog post discusses the challenges of LGMs (Large Language Models) deployment, emphasizing the importance of data-driven planning over guesswork. It introduces 'Neural Navigator', a tool designed to optimize infrastructure configurations by converting natural language requests into technical specifications. The article details the process which involves intent extraction, research-backed mapping, multi-criteria ranking, and one-click deployment. The goal is to enhance efficiency, reduce costs, and improve latency in LLM applications.
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