agent-orchestration-improve-agent - Agent Performance Optimization Skill
Systematically improve existing agents through performance analysis, prompt engineering, and iteration
Tags
Updated: 2026-06-30What this skill does
- analyze performance
- collect metrics
- identify patterns
- classify failures
- apply improvements
- optimize prompts
- implement reasoning patterns
- curate examples
- refine role definition
- integrate constitutional AI
- tune output format
- develop test suites
- run A/B tests
- validate changes
- manage versions
- deploy changes
- monitor performance
- rollback changes
Inputs
- existing agent
- historical performance data
- baseline metrics
- user feedback patterns
- failure classifications
- successful examples
- failed examples
- version history
- test scenarios
- A/B test results
Outputs
- performance analysis report
- failure mode classification
- baseline performance metrics
- optimized prompts
- test suite
- A/B test results
- evaluation metrics
- improved agent version
- deployment status
- performance monitoring data
Requirements
- context-manager
- prompt-engineer
- parallel-test-runner
- Git version control
- regression testing
- A/B testing framework
- performance monitoring system