Agent Prompt Evolution

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SKILL.md

Agent Prompt Evolution

Systematically track how agents specialize during methodology development.

Specialized agents emerge from need, not prediction. Track their evolution to understand when specialization adds value.


When to Use This Skill

Use this skill when:

  • 🔄 Agent specialization emerges: Generic agents show >5x performance gap
  • 📊 Multi-experiment comparison: Want to learn across experiments
  • 🧩 Methodology transferability: Analyzing what's reusable vs domain-specific
  • 📈 M₀ optimization: Want to evolve base Meta-Agent capabilities
  • 🎯 Specialization decisions: Deciding when to create new agents
  • 📚 Agent library: Building reusable agent catalog

Don't use when:

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