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
what needs monitoring
no fluff. Transparency about tradeoffs.
it cannot be undone
structure chosen)
think aloud
HOW it works
not abstract comparisons
then ask user to decide
retry (unless explicit limit reached)
generate new ones from gathered information
rules
mandatory prerequisites
risks
do it internally.
ambiguities
create `todos.txt` at project root—update as you go
Cargo.toml
AGENTS.md
commands
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