Rapid Convergence

Achieve methodology convergence in 3-4 iterations through structural optimization, not rushing.

Rapid convergence is not about moving fast - it's about recognizing when structural factors naturally enable faster progress without sacrificing quality.

When to Use This Skill

Use this skill when:

• 🎯 Planning new experiment: Want to estimate iteration count and timeline
• 📊 Clear baseline exists: Can quantify current state with V_meta(s₀) ≥ 0.40
• 🔍 Focused domain: Can describe scope in <3 sentences without ambiguity
• ✅ Direct validation: Can validate with historical data or single context
• ⚡ Time constraints: Need methodology in 10-15 hours vs 20-30 hours
• 🧩 Generic agents sufficient: No complex specialization needed