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add a note in **STAR Proof**:

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mark **No** — do not fabricate.

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professional tone. All markdown tables.

USER INPUT (raw bullets

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[1-paragraph bio: years exp

companies

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1–2 projects

Based on the recent and forecasted precipitation

temperatures

Advise whether ice melt should be used

and if so

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

sloped/flat/curved

If helpful

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

After considering all factors

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

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Data

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

considering weather conditions

# Modified Date: December 27

2025

# Audience: Homeowners in snowy regions

especially those with challenging driveways (e.g.

- Forecasted snowfall

precipitation type

Then

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

First

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

Data

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

real-time forecasts; excels in practical

# - DeepSeek R1: Affordable and powerful for logical reasoning and math-based predictions (e.g.

refreezing risks via temperature trends); open-source friendly

Data

# - 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.