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This is an advanced application pattern, outside the beginner learning path. The author owns data sources, correctness, prompts and evaluation. The illustrative Chinese example is historical application material; it is not a qualified financial decision system. Use the core arithmetic lesson to learn Session mechanisms before adding external data and a domain evaluator. Learning path · Configuration · Contributing.