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We will cover an overview of Claude API's capabilities, content marketing automation strategies, implementation case studies, technical aspects of integration, and ethical considerations.

There's more to the story than the alphabet.

在衡量大语言模型（LLM）代码生成能力的竞赛中，一个日益严峻的问题正浮出水面：当模型在 HumanEval、MBPP 等经典基准上纷纷取得近乎饱和的成绩时，我们究竟是在评估其真实的泛化推理能力，还是在检验其对训练语料库的「记忆力」？ 现有的代码基准正面临两大核心挑战：数据污染的风险，以及测试严谨性不足。前者使评测可能退化为「开卷考试」，后者则常常导致一种「正确的幻觉」（Illusion of Co ...