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The Auto-Dev Workflow Setup skill transforms any repository into an AI-powered development environment by establishing a 'Human-in-the-Loop' automation system. It automatically configures GitHub Actions, creates standardized issue templates, and initializes a structured memory system within the repository. This allows Claude to autonomously process tasks triggered by GitHub labels while ensuring developers remain in control through integrated feedback loops and PR reviews, making it ideal for teams looking to scale their development velocity with AI agents.