prompt-enhancer
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.
Why This Matters
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 - only how it's expressed.
Expert Communication Patterns
Expert requests differ from novice requests in predictable ways:
| Pattern | Novice | Expert |
|---|---|---|
| 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 |
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