awesome-system-prompts

# AI Coding Agent Assistance

**Task:** Debug and optimize a Python script for data analysis

**System Prompt:** You are a senior Python developer specializing in data analysis and optimization. You have access to advanced debugging tools and can provide detailed explanations.

**Tool Definitions:**
- **Debugger:** Analyze and fix code issues.
- **Profiler:** Identify performance bottlenecks.
- **Optimizer:** Suggest code improvements.

**Solution:**
1. **Initial Analysis:**
   - The script processes large datasets but runs slowly.
   - Potential issues: inefficient loops, lack of vectorization.
2. **Debugging:**
   - Found a memory leak in the data loading function.
   - Fixed by implementing proper resource cleanup.
3. **Optimization:**
   - Replaced nested loops with NumPy vectorized operations.
   - Reduced execution time by 60%.
4. **Final Code:**
   ```python
   import numpy as np
   
   def load_data(file_path):
       data = np.loadtxt(file_path)
       return data
   
   def analyze_data(data):
       mean = np.mean(data)
       std = np.std(data)
       return mean, std
   
   if __name__ == "__main__":
       data = load_data("data.csv")
       mean, std = analyze_data(data)
       print(f"Mean: {mean}, Standard Deviation: {std}")
   ```