General
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USER INPUT (raw bullets
stories
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General
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If helpful
compare two scenarios: clearing immediately (or during/after storm) versus waiting for passive melting
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General
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- Forecasted snowfall
precipitation type
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First
ask the user for their location (city and state/country
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General
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Then
fetch and summarize current precipitation conditions for the user's location from reliable sources (e.g.
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# - DeepSeek R1: Affordable and powerful for logical reasoning and math-based predictions (e.g.
refreezing risks via temperature trends); open-source friendly
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General
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# - Claude (by Anthropic): Strong in highly structured
step-by-step reasoning
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# Modified Date: December 27
2025
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# - Gemini 2.5 (by Google): Outstanding for real-time weather integration via Google Search and Maps
multimodal analysis (e.g.
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When to clear the snow (generic)
# Generic Driveway Snow Clearing Advisor Prompt
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General
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**Risks**: What could break
what needs monitoring
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# Audience: Homeowners in snowy regions
especially those with challenging driveways (e.g.
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General
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Keep it scannable—bullet points
no fluff. Transparency about tradeoffs.
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**Smells**: Tech debt
workarounds
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General
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- Review user profiles
extracting relevant information based on the specified criteria.
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**How**: Key implementation decisions (patterns used
structure chosen)
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- When multiple valid approaches: speculate
think aloud
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- For each option: WHY it exists
HOW it works
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- If hypotheses disproven
generate new ones from gathered information
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- Once action taken
it cannot be undone
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- Share recommendation with reasoning
then ask user to decide
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- On transient errors
retry (unless explicit limit reached)
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- Give concrete facts
not abstract comparisons
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- Policies
rules
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