Find agent skills by outcome

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

add a note in **STAR Proof**:

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

e.g.

Creative

- Partial: Exposure

adjacent work

- Include emerging tools/standards (e.g.

- Strong: Solid use

1–2 projects

- Expert: Multiple examples

leadership

- Forecasted snowfall

precipitation type

Then

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

- Temperature trends (highs/lows

crossing freezing point)

Based on the recent and forecasted conditions

temperatures

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

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].

USER INPUT (raw bullets

stories

[1-paragraph bio: years exp

companies

Creative

# Location: [e.g.

East Hartford

# - Other preferences/factors: [e.g.

pet-safe only

# - 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

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

- 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