formula: rule-of-five type: expansion description: > Jeffrey Emanuel's discovery: LLM agents produce best work through 4-5 iterative refinements. Breadth-first exploration, then editorial passes. version: 1 template: - id: "{target}.draft" description: > Initial attempt at: {target.description}. Don't aim for perfection. Get the shape right. Breadth over depth. - id: "{target}.refine-1" description: > First refinement pass. Focus: CORRECTNESS. Fix errors, bugs, mistakes. Is the logic sound? needs: ["{target}.draft"] - id: "{target}.refine-2" description: > Second refinement pass. Focus: CLARITY. Can someone else understand this? Simplify. Remove jargon. needs: ["{target}.refine-1"] - id: "{target}.refine-3" description: > Third refinement pass. Focus: EDGE CASES. What could go wrong? What's missing? Handle the unusual. needs: ["{target}.refine-2"] - id: "{target}.refine-4" description: > Final polish. Focus: EXCELLENCE. This is the last pass. Make it shine. Is this something you'd be proud to ship? needs: ["{target}.refine-3"]