Find agent skills by outcome

- Good structure (sections

headings

- Replace long phrases with precise

compact ones.

- If issues are found

revise once

- Prefer short

sharp rules over long descriptive paragraphs.

- Things to avoid (hallucinations

fabrications

- Limits (max length

language

- Output format (Markdown sections

JSON schema

- Remove fluff

repetition

- Define the role

expertise

If in doubt

assume they want a better

- A multi-step workflow that should be turned into one compact

robust prompt.

- A long

noisy

for another AI system (GPT

Claude

- Robust – low hallucination

resilient to edge cases.

for systems like GPT

Claude

- Turn them into a single

clean

- Take raw

messy

user requests into concise

token-efficient

Prompt Refiner

- Is sharp

precise

- Incorporates the latest data with premium icons

graphs

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- Again for the app side go through all the new changes and see if there is anything that could be s...

for example if there are identical style definitions merge them following the best practices. In general if any best practice nudges you to

simplify a section

do so.