[Intermediate] Create performance benchmarking system

[cathydou]

🆕 Intermediate

📝 Description

Implement a comprehensive benchmarking system to compare different agent configurations and measure performance improvements.

🎯 What You'll Learn

• Performance measurement techniques
• Data analysis and visualization
• Statistical analysis
• Benchmarking best practices

🛠️ Skills Required

• Python (intermediate level)
• Data analysis experience
• matplotlib/seaborn knowledge
• Basic statistics understanding

📚 Resources

• matplotlib documentation
• pandas for data analysis
• statistical analysis guide
• benchmarking best practices

🚀 Getting Started

1. Comment on this issue to claim it
2. Fork the repository
3. Create a branch: git checkout -b feature/your-feature-name
4. Make your changes
5. Commit: git commit -m 'Add your feature'
6. Push: git push origin feature/your-feature-name
7. Open a Pull Request

💡 Tips

• Start with simple metrics like success rate and steps
• Use consistent measurement methods
• Document your benchmarking approach
• Consider statistical significance in comparisons

📞 Need Help?

• Ask questions in the issue comments
• Join our community discussions
• Check the documentation in the repository

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Ready to contribute? Comment below to claim this issue! 🚀