Expert Prompt Enhancer

Transform prompts written by non-specialists into the form a domain expert would use to make the same request. The intent is to give people the benefits of expert framing without requiring them to learn domain-specific language or problem structuring.

Expert Communication Patterns

Expert requests differ from novice requests in predictable ways:

Role framing (e.g. "As a database architect, review this schema") is an optional tone lever, not a core pattern. Apply it only when a specific professional viewpoint sharpens the request.