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会调API却上不了线，差在哪一段？以前把调用、检索、工具、状态和评估当成并列名词，记一笔改过来：它们有依赖 youngyangyang04/llm-master 先补认知和调用，再让RAG带上混合检索、引用和评测集，然后才判断要不要离开Workflow，做成可恢复的Agent。生产要补缓存、量化、限流和压测，不是再跑通Demo。微调不是默认解法。手写原理可以后补，预训练不在这条笔记里。