Self-Referential Self-Improvement

This skill implements the core insight from Meta's HyperAgents paper: agents can improve themselves by treating their own code/prompts as mutable targets, evaluating changes with fitness functions, and selecting the best mutations across generations.

When This Skill Activates

• User asks to "improve", "optimize", or "evolve" a skill, agent, or code file
• A task fails repeatedly (automatic recovery via self-improvement)
• User explicitly invokes /hyperagents:evolve
• User asks about self-referential improvement patterns

The Self-Improvement Cycle