*Skills sourced from live job postings on [list 2–3 sites
e.g.
Explore
126,764 skills indexed with the new KISS metadata standard.
e.g.
“must-have” > “nice-to-have”).
stories
leadership
cert
AI
produce a concise summary of the recommended action
1–2 projects
companies
compare scenarios: clearing immediately/during/after storm vs. waiting for passive melting
including timing (pre-storm prevention vs. post-clearing anti-refreeze)
determine the user's location. If not clearly provided in the query or the above section
limited due to trees/walls on both sides]
precipitation type
2026): Added user-fillable info block for location & driveway details (repeat-use convenience). Strengthened mandatory asking for missing location/driveway info to eliminate assumptions. Minor wording...
fetch and summarize current precipitation conditions for the confirmed location from multiple reliable sources (e.g.
proper piling/drainage to avoid pooling/refreeze
pet-safe only
ask for relevant ones early (especially slope
crossing freezing point)
temperatures
2026): Stress-tested for edge cases (blizzards
Claude (Anthropic)
refreezing risks