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The Autonomous Task Execution skill enables Claude to manage complex, multi-step development workflows by orchestrating iterative 'compound loops'. It automatically detects project states through tasks.md or spec files, calculates the necessary iterations to complete a backlog, and executes tasks sequentially with built-in verification steps. This skill is ideal for developers who want to move from high-level planning to hands-off implementation, allowing Claude to autonomously code, test, and mark tasks as complete until a defined goal is achieved.