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agent-orchestration-improve-agent - Optimizes existing agent performance and prompt quality

Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.

Tags

Updated: 2026-09-23
agent-optimizationprompt-engineeringab-testingperformance-analysisevaluation

Capabilities

Analyze agent performance dataClassify system failure modesOptimize prompts and few-shot examplesImplement chain-of-thought reasoning

Typical Inputs

Agent execution logsUser interaction feedbackEvaluation test scenarios

Typical Outputs

Baseline performance reportsOptimized prompt templatesA/B test evaluation results

What this skill does

  • Analyze agent performance data
  • Classify system failure modes
  • Optimize prompts and few-shot examples
  • Implement chain-of-thought reasoning
  • Execute A/B evaluation tests
  • Perform staged version deployments
  • Execute quick rollback procedures

Inputs

  • Agent execution logs
  • User interaction feedback
  • Evaluation test scenarios
  • Baseline performance metrics

Outputs

  • Baseline performance reports
  • Optimized prompt templates
  • A/B test evaluation results
  • Deployed agent versions
  • Performance monitoring dashboards

Requirements

  • context-manager tool
  • prompt-engineer agent
  • parallel-test-runner tool
  • Git version control system

Source

  • Spec: SKILL.md

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