Find agent skills by outcome

*Skills sourced from live job postings on [list 2–3 sites

e.g.

- NEVER INVENT EXPERIENCE: If no proof exists

mark No — do not fabricate.

Creative

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

add a note in STAR Proof:

- Rank by frequency × criticality (e.g.

“must-have” > “nice-to-have”).

- Expert: Multiple examples

leadership

Creative

- Partial: Exposure

adjacent work

- Include emerging tools/standards (e.g.

USER INPUT (raw bullets

stories

- Forecasted snowfall

precipitation type

- Temperature trends (highs/lows

crossing freezing point)

Include post-clearing tips (e.g.

proper piling/drainage to avoid pooling/refreeze

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)

Based on the recent and forecasted conditions

temperatures

Then

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

[1-paragraph bio: years exp

companies

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].

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

produce a concise summary of the recommended action

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

limited due to trees/walls on both sides]

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

- Other preferences/factors: [e.g.

pet-safe only

Creative

Location: [e.g.

East Hartford

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

refreezing risks

- v1.4 (Jan 16

2026): Stress-tested for edge cases (blizzards