1. Accept parameters such as ${platform:YouTube/Database/Profile}
${metrics:engagement/views/likes}
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${metrics:engagement/views/likes}
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.
identifying trends or anomalies.
workarounds
no fluff. Transparency about tradeoffs.
what needs monitoring
structure chosen)
it cannot be undone
think aloud
retry (unless explicit limit reached)
not abstract comparisons
HOW it works
then ask user to decide
rules
generate new ones from gathered information
risks
mandatory prerequisites
do it internally.
ambiguities
create `todos.txt` at project root—update as you go
Cargo.toml
commands
AGENTS.md
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