The author argues that large language models are often oversized for specific tasks like log routing, where bounded decisions and structured outputs are needed rather than general-purpose capabilities. They describe building a log-triage system using Expanso and Jev that separates concerns: explicit rules handle routine events, while a specialized model answers focused questions about actionability and severity, with human-defined routing policies applying the results.