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The Manage Lifecycle skill is a core component of the Plan Marshall orchestration layer, designed to replace static planning documents with a dynamic, TOON-formatted status system. It enables Claude to track progress through distinct development phases—from initialization and outlining to execution and finalization—while providing automated routing to specific skills for each step. By maintaining a structured state within the repository, this skill ensures AI coding sessions remain consistent, reliable, and easily auditable through features like progress calculation, plan discovery, and secure archiving of completed work.