Start with one capable agent as the user facing interface, but architect it so specialists can plug in behind it later. Users want a single assistant with shared memory and consistent personality. Behind that interface, specialized agents can handle routing, actions, retrieval, and domain reasoning. The mistake is building one agent in a way that makes many a rewrite, or building many before you know the jobs.