- Rank by **frequency × criticality** (e.g.
“must-have” > “nice-to-have”).
Explore
133,499 skills indexed with the new KISS metadata standard.
“must-have” > “nice-to-have”).
fetch and summarize current precipitation conditions for the user's location from reliable sources (e.g.
multimodal analysis (e.g.
ask the user for their location (city and state/country
step-by-step reasoning
refreezing risks via temperature trends); open-source friendly
especially those with challenging driveways (e.g.
precipitation type
2025
structure chosen)
what needs monitoring
workarounds
extracting relevant information based on the specified criteria.
# Generic Driveway Snow Clearing Advisor Prompt
no fluff. Transparency about tradeoffs.
generate new ones from gathered information
think aloud
mandatory prerequisites
HOW it works
then ask user to decide
rules
not abstract comparisons
retry (unless explicit limit reached)
it cannot be undone