{"id":117138,"date":"2026-10-22T18:00:32","date_gmt":"2026-10-22T10:00:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117138.html"},"modified":"2026-10-22T18:00:32","modified_gmt":"2026-10-22T10:00:32","slug":"%e7%ac%ac%e5%9b%9b%e7%ab%a0-00%ef%bc%9a%e5%bc%80%e7%af%87-%e4%bb%8e%e3%80%8c%e4%bc%9a%e8%81%8a%e5%a4%a9%e3%80%8d%e5%88%b0%e3%80%8c%e8%ae%b0%e5%be%97%e4%bd%8f%e3%80%81%e4%bc%9a","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117138.html","title":{"rendered":"\u7b2c\u56db\u7ae0 00\uff1a\u5f00\u7bc7 \u2014\u2014 \u4ece\u300c\u4f1a\u804a\u5929\u300d\u5230\u300c\u8bb0\u5f97\u4f4f\u3001\u4f1a\u5e72\u6d3b\u3001\u80fd\u534f\u4f5c\u300d"},"content":{"rendered":"

\u7b2c\u56db\u7ae0 00：\u5f00\u7bc7 \u2014\u2014 \u4ece\u300c\u4f1a\u804a\u5929\u300d\u5230\u300c\u8bb0\u5f97\u4f4f\u3001\u4f1a\u5e72\u6d3b\u3001\u80fd\u534f\u4f5c\u300d<\/h2>\n

\u8bfe\u7a0b\u4e13\u9898：\u300aAI Agents \u5f00\u53d1\u5b9e\u8df5\u300b \u539f\u6587\u94fe\u63a5：https:\/\/s.juejin.cn\/ds\/TAqu_hbSmd8\/ \u7ae0\u8282：\u7b2c\u56db\u7ae0 LangChain \u8fdb\u9636 \u2014\u2014 \u8bb0\u5fc6\u3001\u5de5\u5177\u4e0e\u591a Agent \u4f5c\u8005：Java \u5f00\u53d1\u8005\u8f6c\u578b AI \u5168\u6808<\/p>\n

\n

\u524d\u60c5\u56de\u987e：\u6211\u4eec\u5df2\u7ecf\u8d70\u5230\u54ea\u4e86<\/h3>\n

\u524d\u4e09\u7ae0\u8d70\u5b8c，\u6211\u4eec\u7684\u667a\u80fd\u4f53\u957f\u8fd9\u6837：<\/p>\n\n\u7ae0\u8282\u62ff\u5230\u7684\u80fd\u529b\u4f46\u5b83\u4ecd\u7136<\/tr>\n\n\n\n\n\n
\u7b2c\u4e00\u7ae0<\/td>\n\u4f1a\u8c03\u7528\u6a21\u578b（invoke \/ stream \/ batch）<\/td>\n\u53ea\u662f\u4e00\u4e2a\u5b64\u7acb\u7684\u51fd\u6570<\/td>\n<\/tr>\n
\u7b2c\u4e8c\u7ae0<\/td>\n\u957f\u5728\u4e00\u4e2a\u771f\u6b63\u7684\u7cfb\u7edf\u91cc（NestJS + RBAC）<\/td>\n\u53ea\u4f1a\u7b54\u8fd9\u4e00\u53e5<\/td>\n<\/tr>\n
\u7b2c 2.5 \u7ae0<\/td>\n\u6709\u6743\u9650\u9632\u7ebf（JWT + \u6743\u9650\u62e6\u622a）<\/td>\n\u4e0d\u8bb0\u5f97\u4e0a\u4e00\u53e5\u8bf4\u4e86\u4ec0\u4e48<\/td>\n<\/tr>\n
\u7b2c\u4e09\u7ae0<\/td>\n\u4f1a\u6a21\u677f\u3001\u4f1a\u94fe\u3001\u4f1a\u7ed3\u6784\u5316\u8f93\u51fa\u3001\u4f1a\u7ed1\u5de5\u5177<\/td>\n\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u662f\u7b2c\u4e00\u6b21\u89c1\u9762<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7b2c\u4e09\u7ae0\u7ed3\u675f\u65f6\u6211\u81ea\u6211\u611f\u89c9\u826f\u597d，\u76f4\u5230\u7b2c\u56db\u7ae0\u5f00\u7bc7\u7684\u5b9e\u9a8c\u6253\u8138：\u4e0a\u4e00\u8f6e\u521a\u8bf4\u5b8c\u7684\u7ea6\u5b9a，\u4e0b\u4e00\u8f6e\u6a21\u578b\u5c31"\u5931\u5fc6"\u4e86\u3002<\/p>\n

\u7b2c\u56db\u7ae0\u8981\u89e3\u51b3\u7684\u95ee\u9898<\/h3>\n

\u4e00\u53e5\u8bdd\u6982\u62ec：\u628a\u300c\u5355\u8f6e\u5e94\u7b54\u673a\u300d\u53d8\u6210\u300c\u80fd\u5e72\u6d3b\u7684\u540c\u4e8b\u300d\u3002<\/p>\n

\u4e00\u4e2a\u80fd\u5e72\u6d3b\u7684\u540c\u4e8b\u9700\u8981\u4ec0\u4e48？<\/p>\n

  • \u8bb0\u5f97\u4f4f \u2014\u2014 \u4e0a\u6b21\u804a\u5230\u54ea\u4e86？（\u2192 Memory）<\/li>\n
  • \u4f1a\u5e72\u6d3b \u2014\u2014 \u4e0d\u53ea\u5634\u4e0a\u8bf4\u8bf4，\u80fd\u67e5\u6587\u4ef6\u3001\u5199\u62a5\u544a（\u2192 Tools）<\/li>\n
  • \u627e\u5f97\u5230 \u2014\u2014 \u300c\u4e0a\u4e0b\u6587\u592a\u957f\u600e\u4e48\u529e\u300d\u8fd9\u79cd\u95ee\u6cd5\u4e5f\u80fd\u641c\u5230\u5bf9\u5e94\u77e5\u8bc6（\u2192 Embeddings + Vector Store）<\/li>\n
  • \u80fd\u534f\u4f5c \u2014\u2014 \u590d\u6742\u4efb\u52a1\u62c6\u7ed9\u591a\u4e2a\u4e13\u804c\u89d2\u8272\u5e76\u884c\u5e72（\u2192 Multi-Agent）<\/li>\n

    \u8fd9\u56db\u5757\u80fd\u529b，\u6b63\u597d\u5bf9\u5e94 4.2 ~ 4.5 \u56db\u8282；4.1 \u5148\u628a\u300c\u4e3a\u4ec0\u4e48\u300d\u8bb2\u900f，4.6 \u7528\u4e00\u4e2a\u7edf\u4e00\u5165\u53e3\u628a\u6240\u6709\u80fd\u529b\u6536\u675f\u6210\u4e00\u6b21\u8c03\u7528，4.7 \u5c0f\u7ed3\u3002<\/p>\n

    \u6574\u7ae0\u53ea\u56f4\u7ed5\u4e00\u4e2a\u4efb\u52a1<\/h3>\n

    \u548c\u7b2c\u4e09\u7ae0\u4e00\u6837，\u7b2c\u56db\u7ae0\u5168\u7a0b\u56f4\u7ed5\u4e00\u4e2a\u5177\u4f53\u4efb\u52a1：\u505a\u4e00\u4e2a\u300c\u9700\u6c42\u5206\u6790\u667a\u80fd\u4f53\u300d\u2014\u2014\u5b83\u9762\u5411\u9700\u6c42\u5206\u6790\u5e08，\u80fd\u591a\u8f6e\u6f84\u6e05\u3001\u80fd\u8bfb\u9700\u6c42\u5355\u3001\u80fd\u81ea\u52a8\u88c1\u526a\u957f\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u3001\u80fd\u4ea7\u51fa\u7ed3\u6784\u5316\u7684\u9700\u6c42\u5206\u6790\u62a5\u544a\u5e76\u843d\u76d8\u3002<\/p>\n

    \u6bcf\u65b0\u589e\u4e00\u5757\u80fd\u529b，\u90fd\u662f\u5f80\u8fd9\u4e2a\u667a\u80fd\u4f53\u8eab\u4e0a\u88c5\u4e00\u4e2a\u5668\u5b98，\u800c\u4e0d\u662f\u6362\u4e00\u4e2a demo\u3002<\/p>\n

    \u6280\u672f\u6808\u5168\u666f\u56fe<\/h3>\n

    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 ch04 \u65b0\u589e \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
    \n\u2502 \u2502
    \n\u2502 Memory RunnableWithMessageHistory + trimMessages \u2502
    \n\u2502 InMemoryChatMessageHistory (Map<sid, Hist>) \u2502
    \n\u2502 \u2502
    \n\u2502 Tools tool() + zod schema + tool loop (\u22645 \u8f6e) \u2502
    \n\u2502 + safePath \u8def\u5f84\u6c99\u7bb1 \u2502
    \n\u2502 \u2502
    \n\u2502 Embeddings @xenova\/transformers \u672c\u5730\u6a21\u578b（384 \u7ef4） \u2502
    \n\u2502 + MemoryVectorStore (@langchain\/classic) \u2502
    \n\u2502 \u2502
    \n\u2502 Multi-Agent 5 Agent \u5c0f\u94fe + Fixed Workflow \u7f16\u6392 \u2502
    \n\u2502 Promise.all \u5e76\u884c + \u6f84\u6e05\u77ed\u8def \u2502
    \n\u2502 \u2502
    \n\u2502 \u7edf\u4e00\u5165\u53e3 AdvancedAnalysisService.analyze() \u2502
    \n\u2502 \u7f16\u6392 \u2192 \u843d\u76d8 \u2192 \u5199\u56de\u8bb0\u5fc6（\u95ed\u73af） \u2502
    \n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

    \u4f9d\u8d56\u65b0\u589e：@xenova\/transformers（\u672c\u5730\u5411\u91cf\u5316）\u3001@langchain\/classic（MemoryVectorStore）\u3002<\/p>\n

    Java \u5f00\u53d1\u8005\u5bf9\u7167<\/h3>\n\n\u672c\u7ae0\u6982\u5ff5Java \u4e16\u754c\u5bf9\u5e94\u7269<\/tr>\n\n\n\n\n\n\n\n\n\n
    RunnableWithMessageHistory<\/td>\nSpring AI \u7684 ChatMemory + Advisor \u673a\u5236<\/td>\n<\/tr>\n
    InMemoryChatMessageHistory<\/td>\nConcurrentHashMap \u505a\u7684 Session \u4ed3\u5e93（\u751f\u4ea7\u6362 Redis）<\/td>\n<\/tr>\n
    trimMessages<\/td>\n\u6ed1\u52a8\u7a97\u53e3\u88c1\u526a，\u7c7b\u4f3c\u6d88\u606f\u961f\u5217\u7684 maxRetention<\/td>\n<\/tr>\n
    tool() + zod schema<\/td>\nSpring AI @Tool + Bean Validation<\/td>\n<\/tr>\n
    \u5de5\u5177\u5faa\u73af<\/td>\nFunction Calling \u534f\u8bae\u7684 while \u5faa\u73af<\/td>\n<\/tr>\n
    MemoryVectorStore<\/td>\n\u5d4c\u5165\u5f0f\u5411\u91cf\u5e93（\u751f\u4ea7\u6362 pgvector = \u6362 PostgreSQL）<\/td>\n<\/tr>\n
    Fixed Workflow \u7f16\u6392<\/td>\n\u7f16\u6392\u670d\u52a1 + CompletableFuture.allOf \u5e76\u884c<\/td>\n<\/tr>\n
    analyze() \u7edf\u4e00\u5165\u53e3<\/td>\nDDD \u7684 Application Service \/ Facade<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u524d\u7f6e\u6761\u4ef6<\/h3>\n
      \n
    • ch03 \u7684 services\/chat \u5df2\u8dd1\u901a（\u7b2c\u56db\u7ae0\u5728 ch03 \u57fa\u7840\u4e0a\u7ee7\u7eed）<\/li>\n
    • .env \u91cc\u914d\u7f6e\u597d API Key（DashScope \u517c\u5bb9\u6a21\u5f0f）<\/li>\n
    • \u672c\u7ae0\u591a\u4e86\u4e00\u4e2a\u672c\u5730\u6a21\u578b\u4e0b\u8f7d\u6b65\u9aa4（~90MB），\u56fd\u5185\u7f51\u7edc\u9700\u8981\u914d\u955c\u50cf\u2014\u2014\u8e29\u5751\u89c1 04 \u7bc7<\/li>\n<\/ul>\n

      \u5b66\u4e60\u8def\u5f84<\/h3>\n

      4.1 \u5931\u771f\u95ee\u9898（\u4e3a\u4ec0\u4e48） \u2190 \u5148\u627f\u8ba4：\u6a21\u578b\u6ca1\u6709\u8bb0\u5fc6
      \n \u2502
      \n \u25bc
      \n4.2 Memory（\u8bb0\u5f97\u4f4f） \u2190 \u5386\u53f2\u56de\u586b + \u88c1\u526a
      \n \u2502
      \n \u25bc
      \n4.3 Tools（\u4f1a\u5e72\u6d3b） \u2190 \u6a21\u578b\u53d1\u610f\u56fe\u3001\u670d\u52a1\u7aef\u6267\u884c
      \n \u2502
      \n \u25bc
      \n4.4 Embeddings（\u627e\u5f97\u5230）\u2190 \u8bed\u4e49\u68c0\u7d22
      \n \u2502
      \n \u25bc
      \n4.5 Multi-Agent（\u80fd\u534f\u4f5c）\u2190 5 \u4e13\u804c Agent + \u7f16\u6392
      \n \u2502
      \n \u25bc
      \n4.6 \u7edf\u4e00\u5165\u53e3（\u6536\u675f） \u2190 analyze() \u95ed\u73af
      \n \u2502
      \n \u25bc
      \n4.7 \u672c\u7ae0\u5c0f\u7ed3 \u2190 \u5224\u65ad\u6807\u51c6<\/p>\n

      \n

      \u56de\u5230\u7d22\u5f15：\u7b2c\u56db\u7ae0\u535a\u5ba2\u7d22\u5f15<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u7b2c\u56db\u7ae0 00：\u5f00\u7bc7 \u2014\u2014 \u4ece\u300c\u4f1a\u804a\u5929\u300d\u5230\u300c\u8bb0\u5f97\u4f4f\u3001\u4f1a\u5e72\u6d3b\u3001\u80fd\u534f\u4f5c\u300d \u8bfe\u7a0b\u4e13\u9898：\u300aAI Agents \u5f00\u53d1\u5b9e\u8df5\u300b \u539f\u6587\u94fe\u63a5：https:\/\/s.juejin.cn\/ds\/TAqu_hbSmd8\/ \u7ae0\u8282：\u7b2c\u56db\u7ae0 LangChain \u8fdb\u9636 \u2014\u2014 \u8bb0\u5fc6\u3001\u5de5\u5177\u4e0e\u591a Agent \u4f5c\u8005：Java \u5f00\u53d1\u8005\u8f6c\u578b AI \u5168\u6808 \u524d\u60c5\u56de\u987e：\u6211\u4eec\u5df2\u7ecf\u8d70\u5230\u54ea\u4e86
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