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Its AI-driven orchestration—task planning, progressive skill-loading to manage context and tokens, persistent long/short-term memory, and extensible Markdown-defined skills and tools—lets developers, researchers, and teams automate multi-step, long-running workflows end-to-end in a self-hostable, sandboxed environment with local control.