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This skill acts as a philosophical guardian for your codebase, ensuring every implementation adheres to the amplihack principles of ruthless simplicity, brick-based modularity, and Zen minimalism. It provides a structured framework for architecture and code reviews, identifying over-engineering, future-proofing traps, and tight coupling while scoring components on their necessity and regenerability. By validating that modules are self-contained and have clear public contracts (studs), it helps developers build cleaner, more maintainable systems that are optimized for AI-assisted development.