- Rank by frequency × criticality (e.g.
“must-have” > “nice-to-have”).
Explore
132,471 skills indexed with the new KISS metadata standard.
“must-have” > “nice-to-have”).
stories
step-by-step reasoning
especially those with challenging driveways (e.g.
refreezing risks via temperature trends); open-source friendly
ask the user for their location (city and state/country
fetch and summarize current precipitation conditions for the user's location from reliable sources (e.g.
multimodal analysis (e.g.
2025
precipitation type
workarounds
structure chosen)
what needs monitoring
Generic Driveway Snow Clearing Advisor Prompt
no fluff. Transparency about tradeoffs.
extracting relevant information based on the specified criteria.
retry (unless explicit limit reached)
mandatory prerequisites
generate new ones from gathered information
think aloud
HOW it works
rules
not abstract comparisons
then ask user to decide