Experience Layer
Lumina
The Interface Layer for AI Applications
LLM-friendly UI protocol for structured model output.
Lumina maps agent responses to deterministic interface primitives without parsing generated markup.
Context
Structured output needs a UI layer.
Keep model output declarative, inspectable and rendered by predictable frontend rules.
Runtime sketch
Agent output to interface state
An LLM emits a compact schema. Lumina renders the resulting UI surface.
Reference
Protocol and source
Review the rendering contract, package API and implementation notes.