USER INPUT (raw bullets
stories
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125,364 skills indexed with the new KISS metadata standard.
stories
“must-have” > “nice-to-have”).
compare two scenarios: clearing immediately (or during/after storm) versus waiting for passive melting
fetch and summarize current precipitation conditions for the user's location from reliable sources (e.g.
precipitation type
ask the user for their location (city and state/country
refreezing risks via temperature trends); open-source friendly
step-by-step reasoning
multimodal analysis (e.g.
2025
Generic Driveway Snow Clearing Advisor Prompt
especially those with challenging driveways (e.g.
no fluff. Transparency about tradeoffs.
extracting relevant information based on the specified criteria.
workarounds
what needs monitoring
HOW it works
then ask user to decide
generate new ones from gathered information
retry (unless explicit limit reached)
not abstract comparisons
think aloud
structure chosen)
it cannot be undone