Find agent skills by outcome

- Partial: Exposure

adjacent work

Creative

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

add a note in STAR Proof:

- Expert: Multiple examples

leadership

- Strong: Solid use

1–2 projects

- Include emerging tools/standards (e.g.

- NEVER INVENT EXPERIENCE: If no proof exists

mark No — do not fabricate.

- Rank by frequency × criticality (e.g.

“must-have” > “nice-to-have”).

Include post-clearing tips (e.g.

proper piling/drainage to avoid pooling/refreeze

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].

[1-paragraph bio: years exp

companies

USER INPUT (raw bullets

stories

Then

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

Advise on ice melt usage (if any)

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

If helpful

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

Based on the recent and forecasted conditions

temperatures

- Temperature trends (highs/lows

crossing freezing point)

- Forecasted snowfall

precipitation type

First

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

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

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

refreezing risks

- v1.4 (Jan 16

2026): Stress-tested for edge cases (blizzards

- Other preferences/factors: [e.g.

pet-safe only