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Improve an existing agent based on recent performance:

  1. Analyze recent uses of: $ARGUMENTS
  2. Identify patterns in:
    • Failed tasks
    • User corrections
    • Suboptimal outputs
  3. Update the agent's prompt with:
    • New examples
    • Clarified instructions
    • Additional constraints
  4. Test on recent scenarios
  5. Save improved version