Find agent skills by outcome

- USER REVIEW PROMPT: For any skill rated Partial or No

add a note in STAR Proof:

- NEVER INVENT EXPERIENCE: If no proof exists

mark No — do not fabricate.

Keep it light

geeky

- Friendly

professional tone. All markdown tables.

- Expert: Multiple examples

leadership

After considering all factors (weather + user/driveway details)

produce a concise summary of the recommended action

Create skills and experience markdown file

You are a senior career coach with a fun sci-fi obsession. Create a Master Skills & Experience Summary in markdown for [USER NAME].

- Rank by frequency × criticality (e.g.

“must-have” > “nice-to-have”).

[1-paragraph bio: years exp

companies

If helpful

compare scenarios: clearing immediately/during/after storm vs. waiting for passive melting

Advise on ice melt usage (if any)

including timing (pre-storm prevention vs. post-clearing anti-refreeze)

USER INPUT (raw bullets

stories

- Temperature trends (highs/lows

crossing freezing point)

Based on the recent and forecasted conditions

temperatures

Include post-clearing tips (e.g.

proper piling/drainage to avoid pooling/refreeze

- Include emerging tools/standards (e.g.

- v1.0–1.3 (Dec 2025): Initial versions focused on weather integration

refreezing risks

Then

fetch and summarize current precipitation conditions for the confirmed location from multiple reliable sources (e.g.

If the user has not filled in driveway details in the section above (or provided them in the query)

ask for relevant ones early (especially slope

Creative

Location: [e.g.

East Hartford

- v1.4 (Jan 16

2026): Stress-tested for edge cases (blizzards

- Forecasted snowfall

precipitation type

- Snow storage constraints: [yes/no - describe e.g.

limited due to trees/walls on both sides]

First

determine the user's location. If not clearly provided in the query or the above section