Building, compiling, and resolving dependency issues across languages
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Thorough verification of completed work before declaring done
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
How to verify your work is correct before declaring a task complete.
After implementing a solution, go through ALL of these:
ls -la /path/to/expected/output
wc -c /path/to/output # byte count
file /path/to/output # format detection
head -5 /path/to/output # content preview
echo $? (should be 0 for success)If you can find the test script, READ IT:
Tests often check things you didn't expect:
| What you think is right | What the test actually checks |
|---|---|
| Output on stdout | Output in a specific file |
| Human-readable numbers | Exact decimal precision |
| Relative file paths | Absolute file paths |
| "Close enough" answer | Exact match |
| Code that runs | Code under a specific size limit |
Before declaring done, ask yourself:
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Building, compiling, and resolving dependency issues across languages
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Review Python code for quality, security, and best practices
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Systematic code review for bugs, security, style, and performance
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Comprehensive data analysis skill for CSV files using Python and pandas
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Working with diverse data formats: binary, text, structured, and custom
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Best practices for creating research diagrams with Excalidraw MCP tools
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