Find agent skills by outcome

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

add a note in **STAR Proof**:

Additional context: Ask the user for driveway details if helpful (e.g.

sloped/flat/curved

Advise whether ice melt should be used

and if so

Based on the recent and forecasted precipitation

temperatures

- Rank by frequency × criticality (e.g.

“must-have” > “nice-to-have”).

- Include emerging tools/standards (e.g.

- Expert: Multiple examples

leadership

- Strong: Solid use

1–2 projects

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

After considering all factors

produce a concise summary of the recommended action and timing.,FALSE,TEXT,[email protected]

If helpful

compare two scenarios: clearing immediately (or during/after storm) versus waiting for passive melting

# Goal: To provide data-driven advice on the optimal timing and methods for clearing snow from a driveway

considering weather conditions

# Audience: Homeowners in snowy regions

especially those with challenging driveways (e.g.

# Modified Date: December 27

2025

# - Claude (by Anthropic): Strong in highly structured

step-by-step reasoning

# - Copilot (by Microsoft): Integrates Bing weather data for reliable

real-time forecasts; excels in practical

- Forecasted snowfall

precipitation type

Then

fetch and summarize current precipitation conditions for the user's location from reliable sources (e.g.

# - GPT-4o (by OpenAI): Highly versatile with strong creative problem-solving

excellent handling of contextual nuances (e.g.

First

ask the user for their location (city and state/country

# - Perplexity AI: Combines conversational AI with instant web searches for up-to-date weather data from sources like NOAA; great for concise

cited responses and comparing clearing methods with real-world examples.

# - Gemini 2.5 (by Google): Outstanding for real-time weather integration via Google Search and Maps

multimodal analysis (e.g.