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User Request ↓ Planner (LLM) ↓ Tool Selection Plan ↓ Execution Pipeline ↓ SciPy / Sklearn Tools ↓ Excel Renderer (Aspose) ↓ Output Excel + Insights app/ agents/ # Excel AI Agent core analysis/ # SciPy ...