Allegory as Interface: Designing AI Systems with Humanities-Aware Language

Allegory, metaphor, parable, myth, and symbolic narrative are not decorative language when working with advanced AI systems. They function as design-language modifiers: compressed semantic structures that shape attention, priority, tone, risk detection, system boundaries, ethical posture, and implementation strategy. When an AI system can model enough of the humanities, cultural memory, genre conventions, and zeitgeist around a metaphor, that metaphor becomes an interface layer between human intention and machine execution.