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The Implementation Runner skill automates the core execution phase of a coding task within an AI-driven agentic workflow. It validates requirements, defines the scope of changes, and applies code modifications while maintaining a structured record of changed files and completion status in the analysis context. This ensures that downstream skills or agents have a clear, programmatically accessible understanding of what was accomplished and which files were affected during the implementation phase, reducing errors in complex multi-step development tasks.