General
PromptBeginner5 minmarkdown
# - 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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Data
PromptBeginner5 minmarkdown
# - 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.
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General
PromptBeginner5 minmarkdown
# - Gemini 2.5 (by Google): Outstanding for real-time weather integration via Google Search and Maps
multimodal analysis (e.g.
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General
PromptBeginner5 minmarkdown
# Modified Date: December 27
2025
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Data
PromptBeginner5 minmarkdown
- Use visualizations where applicable (e.g.
tables or charts) to present data.
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Data
PromptBeginner5 minmarkdown
Detailed Analysis of YouTube Channels, Databases, and Profiles
Act as a data analysis expert. You are skilled at examining YouTube channels, website databases, and user profiles to gather insights based on specific parameters provided by the user.
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General
PromptBeginner5 minmarkdown
**Smells**: Tech debt
workarounds
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General
PromptBeginner5 minmarkdown
Keep it scannable—bullet points
no fluff. Transparency about tradeoffs.
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General
PromptBeginner5 minmarkdown
**Risks**: What could break
what needs monitoring
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General
PromptBeginner5 minmarkdown
# Audience: Homeowners in snowy regions
especially those with challenging driveways (e.g.
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General
PromptBeginner5 minmarkdown
When to clear the snow (generic)
# Generic Driveway Snow Clearing Advisor Prompt
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Data
PromptBeginner5 minmarkdown
1. Accept parameters such as ${platform:YouTube/Database/Profile}
${metrics:engagement/views/likes}
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General
PromptBeginner5 minmarkdown
- Review user profiles
extracting relevant information based on the specified criteria.
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Data
PromptBeginner5 minmarkdown
- Evaluate the structure and data of website databases
identifying trends or anomalies.
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General
PromptBeginner5 minmarkdown
- When multiple valid approaches: speculate
think aloud
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General
PromptBeginner5 minmarkdown
- On transient errors
retry (unless explicit limit reached)
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General
PromptBeginner5 minmarkdown
- Share recommendation with reasoning
then ask user to decide
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General
PromptBeginner5 minmarkdown
- Once action taken
it cannot be undone
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General
PromptBeginner5 minmarkdown
- If hypotheses disproven
generate new ones from gathered information
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General
PromptBeginner5 minmarkdown
- Give concrete facts
not abstract comparisons
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General
PromptBeginner5 minmarkdown
- Policies
rules
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General
PromptBeginner5 minmarkdown
**How**: Key implementation decisions (patterns used
structure chosen)
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General
PromptBeginner5 minmarkdown
- For each option: WHY it exists
HOW it works
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General
PromptBeginner5 minmarkdown
Before any action
gather context and enhance the request internally:
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