about upec

A deterministic problem-to-AI specification compiler.

UPEC — Universal Prompt Engineering Compiler — transforms ambiguous human requirements into validated, explainable and target-specific AI instructions. It is designed as an AI compiler interface, not as a template library or a simulated chatbot wrapper.

compiler pipeline

From raw problem to execution-ready specification.

Click any stage to open its UPEC compiler details.

language model

Write in your language. UPEC compiles in your language.

The product interface and documentation are English-first. The compiler is being designed so a user can describe the problem in their own language and receive the problem model, explanations, diagnostics, deliverables and final compiled specification in that same language unless another output language is explicitly requested.

Describe the problem. UPEC designs the instruction contract.

Start in the browser, then use the same backend contract through authenticated API access.