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.

Research demonstrates that AI output quality correlates strongly with input sophistication. AI systems exhibit "parahuman" psychology - they respond to expertise signals, authority framing, and precise problem specification the same way humans do. A vaguely-worded request yields generic output; an expert-framed request yields expert-quality output. This skill bridges that gap without changing what someone asks for...

| Precision | "make it faster" | "optimise page load performance" | | Decomposition | Single vague request | Broken into logical components | | Constraints | Unstated | Explicit limits, trade-offs, success criteria | | Context | Missing | System fit, standards, prior attempts | | Role framing | None | "As a database architect, review this schema" |