Most developers use dataclasses as a quick shortcut for boilerplate, but they often fall into the trap of mutable defaults that leak data between objects. There is a hidden layer of functionality—from frozen immutability to abstract inheritance—that transforms these simple containers into high-performance architectural tools.
Jan 16, 2026