April 20, 2026architecturemcpoperatorslunar
Schema-Driven Interfaces for Humans and AIs
When operations are defined as typed schemas, each interface is just a rendering of the same source — UI controls for humans, tool descriptions for models. Adding a new interface is implementing a new renderer. Through dynamic discovery, this architecture eliminates maintenance drift and reduces AI context overhead by over 95% at scale.