一个智能体可以完成任务，但走的路径却并不高效。一次失败的搜索可能触发另一次搜索。一次被截断的文件读取可能导致命令再次获取相同内容。正确的最终答案往往掩盖了这些额外步骤，尽管它们增加了延迟并消耗了更多Token。低效操作也会增加失败的风险。 为了改进智能体的行为，开发者必须理解任务是否成功，以及智能体是如何完成任务的。仅凭成功检查无法解释智能体为何从工具错误中恢复、为何提前停止，或为何需要额外的模型 ...

This article is a learning record for Python learners, and the posted code is a sample for educational purposes.What I did ...

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Build a Python bot that reads Apex Legends patch notes and pings Discord the moment the Season 30 Marked tier list shifts. 12 steps, full code.

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Create eye-catching python-inspired lip art with this creative makeup tutorial.