william1mufassa

Meta-skill for reverse loop engineering that transforms an AI agent's approach to any complex task. Combines systematic deconstruction (reverse engineering) and iterative construction (loop engineering) in an EXTRACT→SYNTHESIZE→BUILD→AUDIT cycle. Includes 7 named tactical loops (FORGE, SIEGE, PRISM, RAZOR, MIRROR, SCAFFOLD, ECHO), a reverse engineering toolkit for analyzing any target (websites, apps, business models, code, AI systems) even without source code, and convergence/depth control mechanisms. Use this skill when the user wants to: analyze a competitor or existing system, reverse-engineer an app or website, deconstruct a business model, improve existing code or content, build something complex with structured iteration, compare multiple solutions, run a quality audit, or when the task would benefit from iterative rather than single-pass processing. Also triggers when the user provides a URL to analyze, asks to "do better than", "deconstruct", "audit", or "understand how something works". Does NOT tri