A single prompt often yields inconsistent, unvalidated AI output. To fix this, I built Compyl a multi-stage LLM compiler that inputs english words converting them into directly usable JSON blueprint.
Compyl converts plain English into a complete, validated, machine-readable JSON blueprint (UI schema, API schema, DB schema, and authentication rules) directly usable to power a working application.
The Input: "Build a CRM with login, contacts, dashboard, role-based access, and payments. Admins can see analytics."
The Output: A fully synchronized JSON blueprint spanning all four layers.
Why Multi-Stage?
