{ "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", "title": "Draft: {target.title}", "description": "Initial attempt at: {target.description}. Don't aim for perfection. Get the shape right. Breadth over depth." }, { "id": "{target}.refine-1", "title": "Refine 1: Correctness", "description": "First refinement pass. Focus: CORRECTNESS. Fix errors, bugs, mistakes. Is the logic sound?", "needs": ["{target}.draft"] }, { "id": "{target}.refine-2", "title": "Refine 2: Clarity", "description": "Second refinement pass. Focus: CLARITY. Can someone else understand this? Simplify. Remove jargon.", "needs": ["{target}.refine-1"] }, { "id": "{target}.refine-3", "title": "Refine 3: Edge Cases", "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", "title": "Refine 4: Excellence", "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"] } ] }