A fresh PhD is useful for breadth of knowledge (all possible uses of a chemical in semiconductors) but lacks practical judgment, while a 20-year expert provides specific, context-dependent guidance (increase flow rate to 200 sccm) that solves real problems—generic LLMs are like fresh PhDs, lacking experiential knowledge.