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OctoTools is an open‐source agentic framework designed to tackle complex reasoning challenges across diverse domains. This training‐free, user-friendly, and highly extensible system integrates heterogeneous tools via standardized “tool cards.” The framework features a two-tier planning mechanism—handling both high-level objectives and step-by-step refinements—coupled with an executor that generates executable commands and…