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Ralph Loop Init transforms static implementation plans into an executable, autonomous workflow by generating a specialized .ralph infrastructure. It parses implementation steps into machine-readable stories, configures automated quality gates based on your project's tech stack, and provides a Python-based runner for sequential task execution. This skill is perfect for developers looking to move from planning to production by letting Claude handle repetitive implementation iterations while maintaining strict adherence to project standards.