Metacognitive Self-Modification

Analyze the effectiveness of past skill improvements and refine the improvement process itself. This is the core innovation from the Hyperagents paper: not just improving skills, but improving HOW skills are improved.

Context Triggers (auto-invocation)

This skill should be invoked automatically when:

1. Regression detected: The homeostatic monitor finds a skill's evaluation window ended in pending_rollback_review status. The improvement made things worse, and we need to understand why.

2. Low effectiveness rate: When ImprovementMemory.get_effective_strategies() vs get_failed_strategies() shows effectiveness below 50%, the improvement process itself needs refinement.