{"id":177685,"date":"2025-12-31T14:13:09","date_gmt":"2025-12-31T14:13:09","guid":{"rendered":"https:\/\/ktromedia.com\/?p=177685"},"modified":"2025-12-31T14:13:09","modified_gmt":"2025-12-31T14:13:09","slug":"%e8%b6%85%e8%b6%8a%e7%9f%ad%e6%9c%9f%e8%ae%b0%e5%bf%86%ef%bc%9aai-%e4%bb%a3%e7%90%86%e6%89%80%e9%9c%80%e7%9a%84-3-%e7%a7%8d%e9%95%bf%e6%9c%9f%e8%ae%b0%e5%bf%86","status":"publish","type":"post","link":"http:\/\/ktromedia.com\/?p=177685","title":{"rendered":"\u8d85\u8d8a\u77ed\u671f\u8bb0\u5fc6\uff1aAI \u4ee3\u7406\u6240\u9700\u7684 3 \u79cd\u957f\u671f\u8bb0\u5fc6"},"content":{"rendered":"<div 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<strong><a href=\"https:\/\/machinelearningmastery.com\/7-ai-agent-frameworks-for-machine-learning-workflows-in-2025\/\" target=\"_blank\" rel=\"noopener\">\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u6846\u67b6<\/a><\/strong>  \u548c <strong><a href=\"https:\/\/machinelearningmastery.com\/building-first-multi-agent-system-beginner-guide\/\" target=\"_blank\" rel=\"noopener\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/a><\/strong>\uff09\u9700\u8981\u4e00\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\uff1a\u6301\u7eed\u3001\u5b66\u4e60\u548c\u6307\u5bfc\u667a\u80fd\u884c\u52a8\u7684\u957f\u671f\u8bb0\u5fc6\u3002<\/p>\n<h2>\u957f\u671f\u4ee3\u7406\u8bb0\u5fc6\u7684\u4e09\u5927\u652f\u67f1<\/h2>\n<p>\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u957f\u671f\u8bb0\u5fc6\u6709\u591a\u79cd\u5f62\u5f0f\u3002\u81ea\u4e3b\u4ee3\u7406\u9700\u8981\u4e09\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u957f\u671f\u8bb0\u5fc6\uff0c\u6bcf\u79cd\u90fd\u6709\u72ec\u7279\u7684\u7528\u9014\u3002\u6bcf\u79cd\u5185\u5b58\u7c7b\u578b\u90fd\u56de\u7b54\u81ea\u4e3b\u4ee3\u7406\u5fc5\u987b\u5904\u7406\u7684\u4e0d\u540c\u95ee\u9898\uff1a 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\u5ffd\u89c6\u4e86\u5176\u5173\u4e8e\u591a\u5143\u5316\u7684\u5efa\u8bae\uff0c\u540e\u6765\u540e\u6094\u4e86\u3002\u8fd9\u4e9b\u5177\u4f53\u7ecf\u9a8c\u4ee5\u4e00\u822c\u77e5\u8bc6\u65e0\u6cd5\u505a\u5230\u7684\u65b9\u5f0f\u4e3a\u672a\u6765\u7684\u5efa\u8bae\u63d0\u4f9b\u4fe1\u606f\u3002<\/p>\n<p>\u60c5\u666f\u8bb0\u5fc6\u5c06\u667a\u80fd\u4f53\u4ece\u53cd\u5e94\u7cfb\u7edf\u8f6c\u53d8\u4e3a\u80fd\u591f\u4ece\u81ea\u8eab\u5386\u53f2\u4e2d\u5b66\u4e60\u7684\u7cfb\u7edf\u3002\u5f53\u4f60\u7684\u667a\u80fd\u4f53\u9047\u5230\u65b0\u60c5\u51b5\u65f6\uff0c\u5b83\u53ef\u4ee5\u5728\u60c5\u666f\u8bb0\u5fc6\u4e2d\u641c\u7d22\u7c7b\u4f3c\u7684\u8fc7\u53bb\u7ecf\u5386\uff0c\u5e76\u6839\u636e\u4e4b\u524d\u6709\u6548\uff08\u6216\u65e0\u6548\uff09\u7684\u65b9\u6cd5\u8c03\u6574\u5176\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u79cd\u5185\u5b58\u7c7b\u578b\u901a\u5e38\u4f7f\u7528 <strong><a href=\"https:\/\/machinelearningmastery.com\/the-complete-guide-to-vector-databases-for-machine-learning\/\" target=\"_blank\" rel=\"noopener\">\u77e2\u91cf\u6570\u636e\u5e93<\/a><\/strong>  \u6216\u5176\u4ed6\u6301\u4e45\u5b58\u50a8\u5c42\uff0c\u53ef\u4ee5\u8de8\u8fc7\u53bb\u7684\u60c5\u8282\u8fdb\u884c\u8bed\u4e49\u68c0\u7d22\u3002\u5373\u4f7f\u7ec6\u8282\u4e0d\u540c\uff0c\u4ee3\u7406\u4e5f\u53ef\u4ee5\u627e\u5230\u6982\u5ff5\u4e0a\u4e0e\u5f53\u524d\u60c5\u51b5\u76f8\u4f3c\u7684\u4f53\u9a8c\uff0c\u800c\u4e0d\u662f\u5b8c\u5168\u5339\u914d\u3002<\/p>\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u60c5\u666f\u8bb0\u5fc6\u5b58\u50a8\u4ea4\u4e92\u7684\u7ed3\u6784\u5316\u8bb0\u5f55\uff1a\u65f6\u95f4\u6233\u3001\u7528\u6237\u6807\u8bc6\u7b26\u3001\u91c7\u53d6\u7684\u64cd\u4f5c\u3001\u73af\u5883\u6761\u4ef6\u548c\u89c2\u5bdf\u5230\u7684\u7ed3\u679c\u3002\u8fd9\u4e9b\u4e8b\u4ef6\u6210\u4e3a\u667a\u80fd\u4f53\u5728\u505a\u51fa\u51b3\u7b56\u65f6\u53c2\u8003\u7684\u6848\u4f8b\u7814\u7a76\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u4e00\u79cd\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u53d8\u5f97\u66f4\u52a0\u5b8c\u5584\u7684\u57fa\u4e8e\u6848\u4f8b\u7684\u63a8\u7406\u3002<\/p>\n<h3>\u8bed\u4e49\u8bb0\u5fc6\uff1a\u5b58\u50a8\u7ed3\u6784\u5316\u77e5\u8bc6<\/h3>\n<p>\u60c5\u666f\u8bb0\u5fc6\u662f\u5173\u4e8e\u4e2a\u4eba\u7ecf\u5386\u7684\uff0c\u800c\u8bed\u4e49\u8bb0\u5fc6\u5219\u5b58\u50a8\u4e8b\u5b9e\u77e5\u8bc6\u548c\u6982\u5ff5\u7406\u89e3\u3002\u8fd9\u662f\u667a\u80fd\u4f53\u63a8\u7406\u4e16\u754c\u6240\u9700\u7684\u4e8b\u5b9e\u3001\u89c4\u5219\u3001\u5b9a\u4e49\u548c\u5173\u7cfb\u3002<\/p>\n<p>\u6cd5\u5f8b\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u4e25\u91cd\u4f9d\u8d56\u8bed\u4e49\u8bb0\u5fc6\u3002\u5b83\u9700\u8981\u77e5\u9053\u5408\u540c\u6cd5\u4e0e\u5211\u6cd5\u4e0d\u540c\uff0c\u67d0\u4e9b\u6761\u6b3e\u662f\u5c31\u4e1a\u534f\u8bae\u4e2d\u7684\u6807\u51c6\u6761\u6b3e\uff0c\u5e76\u4e14\u7279\u5b9a\u7684\u5148\u4f8b\u9002\u7528\u4e8e\u7279\u5b9a\u7684\u53f8\u6cd5\u7ba1\u8f96\u533a\u3002\u8fd9\u4e9b\u77e5\u8bc6\u5e76\u4e0d\u4e0e\u5176\u6240\u5904\u7406\u8fc7\u7684\u7279\u5b9a\u6848\u4f8b\uff08\u5373\u60c5\u666f\u6027\u6848\u4f8b\uff09\u76f8\u5173\uff0c\u800c\u662f\u5e7f\u6cdb\u9002\u7528\u7684\u4e00\u822c\u4e13\u4e1a\u77e5\u8bc6\u3002<\/p>\n<p>\u8bed\u4e49\u8bb0\u5fc6\u901a\u5e38\u4f7f\u7528\u7ed3\u6784\u5316\u77e5\u8bc6\u56fe\u6216\u5173\u7cfb\u6570\u636e\u5e93\u8fdb\u884c\u5efa\u6a21\uff0c\u5176\u4e2d\u53ef\u4ee5\u67e5\u8be2\u548c\u63a8\u7406\u5b9e\u4f53\u53ca\u5176\u5173\u7cfb\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u8bb8\u591a\u4ee3\u7406\u8fd8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u5b58\u50a8\u975e\u7ed3\u6784\u5316\u9886\u57df\u77e5\u8bc6\uff0c\u5e76\u901a\u8fc7 RAG \u7ba1\u9053\u68c0\u7d22\u5b83\u3002\u5f53\u4ee3\u7406\u4eba\u9700\u8981\u77e5\u9053\u201c\u7ec4\u5408\u8fd9\u4e9b\u836f\u7269\u6709\u4ec0\u4e48\u526f\u4f5c\u7528\uff1f\u201d\u65f6\u6216\u8005\u201cAPI \u8eab\u4efd\u9a8c\u8bc1\u7684\u6807\u51c6\u5b89\u5168\u5b9e\u8df5\u662f\u4ec0\u4e48\uff1f\u201d\uff0c\u5b83\u6b63\u5728\u67e5\u8be2\u8bed\u4e49\u8bb0\u5fc6\u3002<\/p>\n<p>\u60c5\u666f\u8bb0\u5fc6\u548c\u8bed\u4e49\u8bb0\u5fc6\u4e4b\u95f4\u7684\u533a\u522b\u5bf9\u4e8e\u81ea\u4e3b\u4e3b\u4f53\u5f88\u91cd\u8981\u3002\u60c5\u666f\u8bb0\u5fc6\u544a\u8bc9\u4ee3\u7406\u201c\u4e0a\u5468\u4e8c\uff0c\u5f53\u6211\u4eec\u5c1d\u8bd5\u4e0e\u5ba2\u6237 Y \u8054\u7cfb X \u65f6\uff0c\u7531\u4e8e Z \u800c\u5931\u8d25\u4e86\u3002\u201d\u8bed\u4e49\u8bb0\u5fc6\u544a\u8bc9\u667a\u80fd\u4f53\u201c\u5f53\u6761\u4ef6 A \u548c B \u5b58\u5728\u65f6\uff0c\u65b9\u6cd5 X \u901a\u5e38\u6548\u679c\u6700\u597d\u3002\u201d\u4e24\u8005\u90fd\u5f88\u91cd\u8981\uff0c\u4f46\u5b83\u4eec\u5177\u6709\u4e0d\u540c\u7684\u8ba4\u77e5\u529f\u80fd\u3002<\/p>\n<p>\u5bf9\u4e8e\u5728\u4e13\u95e8\u9886\u57df\u5de5\u4f5c\u7684\u4ee3\u7406\u6765\u8bf4\uff0c\u8bed\u4e49\u8bb0\u5fc6\u901a\u5e38\u4e0e <a href=\"https:\/\/machinelearningmastery.com\/understanding-rag-part-x-rag-pipelines-in-production\/\" target=\"_blank\" rel=\"noopener\"><strong>RAG\u7cfb\u7edf<\/strong><\/a>  \u5f15\u5165\u4e0d\u5c5e\u4e8e\u57fa\u672c\u6a21\u578b\u8bad\u7ec3\u4e00\u90e8\u5206\u7684\u7279\u5b9a\u9886\u57df\u77e5\u8bc6\u3002\u8fd9\u79cd\u7ec4\u5408\u4f7f\u4ee3\u7406\u80fd\u591f\u4fdd\u6301\u6df1\u539a\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u800c\u4e0d\u9700\u8981\u5927\u91cf\u7684\u6a21\u578b\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n<p>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u4ece\u60c5\u666f\u8bb0\u5fc6\u4e2d\u63d0\u53d6\u7684\u6a21\u5f0f\u53ef\u4ee5\u88ab\u63d0\u70bc\u6210\u8bed\u4e49\u77e5\u8bc6\uff0c\u4ece\u800c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u8d85\u8d8a\u4e2a\u4eba\u7ecf\u9a8c\u8fdb\u884c\u6982\u62ec\u3002<\/p>\n<h3>\u7a0b\u5e8f\u8bb0\u5fc6\uff1a\u81ea\u52a8\u5316\u4e13\u4e1a\u77e5\u8bc6<\/h3>\n<p>\u7a0b\u5e8f\u8bb0\u5fc6\u5728\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u8bbe\u8ba1\u4e2d\u7ecf\u5e38\u88ab\u5ffd\u89c6\uff0c\u4f46\u5b83\u5bf9\u4e8e\u9700\u8981\u6267\u884c\u590d\u6742\u3001\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u7a0b\u7684\u4ee3\u7406\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u662f\u4ee3\u7406\u53ef\u4ee5\u4e0d\u7ecf\u6df1\u601d\u719f\u8651\u5730\u81ea\u52a8\u6267\u884c\u7684\u5b66\u4e60\u6280\u80fd\u548c\u884c\u4e3a\u6a21\u5f0f\u3002<\/p>\n<p>\u60f3\u60f3\u4f60\u662f\u5982\u4f55\u5b66\u4f1a\u89e6\u6478\u6253\u5b57\u6216\u9a7e\u9a76\u6c7d\u8f66\u7684\u3002\u6700\u521d\uff0c\u6bcf\u4e2a\u52a8\u4f5c\u90fd\u9700\u8981\u96c6\u4e2d\u6ce8\u610f\u529b\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u8fd9\u4e9b\u6280\u80fd\u53d8\u5f97\u81ea\u52a8\u5316\uff0c\u91ca\u653e\u4f60\u7684\u610f\u8bc6\u6765\u5b8c\u6210\u66f4\u9ad8\u7ea7\u522b\u7684\u4efb\u52a1\u3002\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u4e2d\u7684\u7a0b\u5e8f\u8bb0\u5fc6\u7684\u5de5\u4f5c\u539f\u7406\u7c7b\u4f3c\u3002<\/p>\n<p>\u5f53\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\u7b2c\u4e00\u767e\u6b21\u9047\u5230\u5bc6\u7801\u91cd\u7f6e\u8bf7\u6c42\u65f6\uff0c\u7a0b\u5e8f\u8bb0\u5fc6\u610f\u5473\u7740\u5b83\u4e0d\u9700\u8981\u6bcf\u6b21\u90fd\u4ece\u5934\u5f00\u59cb\u63a8\u7406\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u3002\u6b65\u9aa4\u5e8f\u5217\uff08\u9a8c\u8bc1\u8eab\u4efd\u3001\u53d1\u9001\u91cd\u7f6e\u94fe\u63a5\u3001\u786e\u8ba4\u5b8c\u6210\u3001\u8bb0\u5f55\u64cd\u4f5c\uff09\u6210\u4e3a\u53ef\u9760\u6267\u884c\u7684\u7f13\u5b58\u4f8b\u7a0b\u3002<\/p>\n<p>\u7a0b\u5e8f\u8bb0\u5fc6\u5e76\u4e0d\u80fd\u5b8c\u5168\u6d88\u9664\u63a8\u7406\u3002\u5b83\u51cf\u5c11\u4e86\u91cd\u590d\u6027\u7684\u601d\u8003\uff0c\u56e0\u6b64\u63a8\u7406\u53ef\u4ee5\u96c6\u4e2d\u5728\u65b0\u7684\u60c5\u51b5\u4e0a\u3002<\/p>\n<p>\u8fd9\u79cd\u7c7b\u578b\u7684\u8bb0\u5fc6\u53ef\u4ee5\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u3001\u5fae\u8c03\u6216\u660e\u786e\u5b9a\u4e49\u7684\u7f16\u7801\u6700\u4f73\u5b9e\u8df5\u7684\u5de5\u4f5c\u6d41\u7a0b\u6765\u5f62\u6210\u3002\u968f\u7740\u4ee3\u7406\u83b7\u5f97\u7ecf\u9a8c\uff0c\u7ecf\u5e38\u4f7f\u7528\u7684\u7a0b\u5e8f\u4f1a\u8f6c\u79fb\u5230\u7a0b\u5e8f\u5185\u5b58\u4e2d\uff0c\u4ece\u800c\u7f29\u77ed\u54cd\u5e94\u65f6\u95f4\u5e76\u51cf\u5c11\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<p>\u5bf9\u4e8e\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u81ea\u4e3b\u4ee3\u7406\uff0c\u7a0b\u5e8f\u5185\u5b58\u53ef\u4ee5\u5b9e\u73b0\u5e73\u6ed1\u7684\u7f16\u6392\u3002\u5904\u7406\u60a8\u65c5\u884c\u9884\u8ba2\u7684\u4ee3\u7406\u4e0d\u4ec5\u4e86\u89e3\u6709\u5173\u822a\u7a7a\u516c\u53f8\u7684\u4e8b\u5b9e\uff08\u8bed\u4e49\uff09\u6216\u8bb0\u4f4f\u60a8\u8fc7\u53bb\u7684\u65c5\u884c\uff08\u60c5\u666f\uff09\uff0c\u5b83\u8fd8\u77e5\u9053 <em>\u5982\u4f55<\/em> \u6267\u884c\u641c\u7d22\u822a\u73ed\u3001\u6bd4\u8f83\u9009\u9879\u3001\u9884\u8ba2\u548c\u534f\u8c03\u786e\u8ba4\u7684\u591a\u6b65\u9aa4\u6d41\u7a0b\u3002<\/p>\n<h2>\u4e09\u79cd\u5185\u5b58\u7c7b\u578b\u5982\u4f55\u534f\u540c\u5de5\u4f5c<\/h2>\n<p>\u6240\u6709\u4e09\u79cd\u5185\u5b58\u7c7b\u578b\u5728\u96c6\u6210\u65f6\u90fd\u80fd\u53d1\u6325\u6700\u4f73\u6027\u80fd\u3002\u8003\u8651\u4e00\u4e2a\u81ea\u4e3b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u52a9\u7406\uff0c\u5176\u4efb\u52a1\u662f\u201c\u51c6\u5907\u53ef\u518d\u751f\u80fd\u6e90\u6295\u8d44\u7684\u5e02\u573a\u5206\u6790\u62a5\u544a\u201d\u3002<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/ktromedia.com\/wp-content\/uploads\/2025\/12\/1767190387_282_\u8d85\u8d8a\u77ed\u671f\u8bb0\u5fc6\uff1aAI-\u4ee3\u7406\u6240\u9700\u7684-3-\u79cd\u957f\u671f\u8bb0\u5fc6.png\" alt=\"\u8d85\u8d8a\u77ed\u671f\u8bb0\u5fc6 \u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u9700\u8981 3 \u79cd\u957f\u671f\u8bb0\u5fc6\" width=\"800\" height=\"706\"\/><\/p>\n<p><strong>\u60c5\u666f\u8bb0\u5fc6<\/strong> \u56de\u5fc6\u8d77\u4e0a\u4e2a\u6708\uff0c\u5728\u4e3a\u534a\u5bfc\u4f53\u884c\u4e1a\u521b\u5efa\u7c7b\u4f3c\u7684\u5206\u6790\u65f6\uff0c\u8be5\u7528\u6237\u5bf9\u7eb3\u5165\u76d1\u7ba1\u98ce\u9669\u8bc4\u4f30\u8868\u793a\u8d5e\u8d4f\uff0c\u5e76\u53d1\u73b0\u6280\u672f\u672f\u8bed\u4ee4\u4eba\u53cd\u611f\u3002\u4ee3\u7406\u8fd8\u8bb0\u5f97\u54ea\u4e9b\u6570\u636e\u6e90\u88ab\u8bc1\u660e\u662f\u6700\u53ef\u9760\u7684\uff0c\u4ee5\u53ca\u54ea\u4e9b\u53ef\u89c6\u5316\u683c\u5f0f\u4ea7\u751f\u4e86\u6700\u597d\u7684\u53cd\u9988\u3002<\/p>\n<p><strong>\u8bed\u4e49\u8bb0\u5fc6<\/strong> \u63d0\u4f9b\u4e8b\u5b9e\u57fa\u7840\uff1a\u4e0d\u540c\u53ef\u518d\u751f\u80fd\u6e90\u7c7b\u578b\u7684\u5b9a\u4e49\u3001\u5f53\u524d\u5e02\u573a\u4f30\u503c\u3001\u884c\u4e1a\u4e3b\u8981\u53c2\u4e0e\u8005\u3001\u4e0d\u540c\u56fd\u5bb6\u7684\u76d1\u7ba1\u6846\u67b6\u4ee5\u53ca\u80fd\u6e90\u653f\u7b56\u548c\u6295\u8d44\u8d8b\u52bf\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p><strong>\u7a0b\u5e8f\u8bb0\u5fc6<\/strong> 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<strong>\u4e2a\u4eba\u4eba\u5de5\u667a\u80fd\u52a9\u7406<\/strong> \u6ce8\u91cd\u7528\u6237\u4e2a\u6027\u5316\uff0c\u60c5\u666f\u8bb0\u5fc6\u6700\u4e3a\u91cd\u8981\u3002\u8fd9\u4e9b\u4ee3\u7406\u9700\u8981\u8bb0\u4f4f\u60a8\u7684\u504f\u597d\u3001\u8fc7\u53bb\u7684\u4e92\u52a8\u548c\u7ed3\u679c\uff0c\u4ee5\u63d0\u4f9b\u65e5\u76ca\u5b9a\u5236\u7684\u4f53\u9a8c\u3002<\/p>\n<p>\u4e3a\u4e86 <strong>\u9886\u57df\u4e13\u5bb6\u4ee3\u7406<\/strong> \u5728\u6cd5\u5f8b\u3001\u533b\u5b66\u6216\u91d1\u878d\u7b49\u9886\u57df\uff0c\u8bed\u4e49\u8bb0\u5fc6\u6700\u4e3a\u91cd\u8981\u3002\u8fd9\u4e9b\u4ee3\u7406\u9700\u8981\u6df1\u5165\u7684\u3001\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u5e93\uff0c\u4ee5\u4fbf\u4ed6\u4eec\u80fd\u591f\u53ef\u9760\u5730\u67e5\u8be2\u548c\u63a8\u7406\u3002<\/p>\n<p>\u4e3a\u4e86 <strong>\u5de5\u4f5c\u6d41\u7a0b\u81ea\u52a8\u5316\u4ee3\u7406<\/strong> \u5bf9\u4e8e\u5904\u7406\u91cd\u590d\u8fc7\u7a0b\uff0c\u7a0b\u5e8f\u8bb0\u5fc6\u662f\u5173\u952e\u3002\u8fd9\u4e9b\u4ee3\u7406\u4ece\u53ef\u4ee5\u5927\u89c4\u6a21\u6267\u884c\u7684\u5b66\u4e60\u4f8b\u7a0b\u4e2d\u83b7\u76ca\u6700\u591a\u3002<\/p>\n<p>\u8bb8\u591a\u751f\u4ea7\u7cfb\u7edf\uff08\u7279\u522b\u662f\u90a3\u4e9b\u6784\u5efa\u5728\u8bf8\u5982 <a href=\"https:\/\/machinelearningmastery.com\/building-react-agents-with-langgraph-a-beginners-guide\/\" target=\"_blank\" rel=\"noopener\"><strong>\u90ce\u56fe<\/strong><\/a>  \u6216\u8005 <a href=\"https:\/\/machinelearningmastery.com\/building-first-multi-agent-system-beginner-guide\/\" target=\"_blank\" rel=\"noopener\"><strong>\u8239\u5458\u4eba\u5de5\u667a\u80fd<\/strong><\/a>\uff09\u5b9e\u65bd\u6df7\u5408\u65b9\u6cd5\uff0c\u6839\u636e\u9700\u8981\u5904\u7406\u7684\u4efb\u52a1\u7ec4\u5408\u591a\u79cd\u5185\u5b58\u7c7b\u578b\u3002<\/p>\n<h2>\u524d\u8fdb\u7684\u9053\u8def<\/h2>\n<p>\u968f\u7740\u6211\u4eec\u6df1\u5165\u8fdb\u5165\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u5185\u5b58\u67b6\u6784\u5c06\u628a\u6709\u80fd\u529b\u7684\u7cfb\u7edf\u4e0e\u6709\u9650\u7684\u7cfb\u7edf\u5206\u5f00\u3002\u6539\u53d8\u6211\u4eec\u5de5\u4f5c\u65b9\u5f0f\u7684\u4ee3\u7406\u4e0d\u4ec5\u4ec5\u662f\u5177\u6709\u66f4\u597d\u63d0\u793a\u7684\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u4eec\u662f\u5177\u6709\u4e30\u5bcc\u3001\u591a\u65b9\u9762\u8bb0\u5fc6\u7684\u7cfb\u7edf\uff0c\u53ef\u4ee5\u5b9e\u73b0\u771f\u6b63\u7684\u81ea\u4e3b\u6027\u3002<\/p>\n<p>\u5bf9\u4e8e\u56de\u7b54\u95ee\u9898\u7684\u804a\u5929\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u77ed\u671f\u8bb0\u5fc6\u5c31\u8db3\u591f\u4e86\u3002\u957f\u671f\u8bb0\u5fc6\uff08\u60c5\u666f\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6\u548c\u7a0b\u5e8f\u8bb0\u5fc6\uff09\u5c06\u8fd9\u4e9b\u804a\u5929\u673a\u5668\u4eba\u8f6c\u53d8\u4e3a\u80fd\u591f\u5728\u8f83\u957f\u65f6\u95f4\u5c3a\u5ea6\u5185\u5b66\u4e60\u3001\u8bb0\u5fc6\u548c\u667a\u80fd\u884c\u52a8\u7684\u4ee3\u7406\u3002<\/p>\n<p>\u9ad8\u7ea7\u8bed\u8a00\u6a21\u578b\u3001\u5411\u91cf\u6570\u636e\u5e93\u548c\u5185\u5b58\u67b6\u6784\u7684\u878d\u5408\u6b63\u5728\u521b\u5efa\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff0c\u5b83\u4eec\u4e0d\u4ec5\u80fd\u5904\u7406\u4fe1\u606f\uff0c\u8fd8\u80fd\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u79ef\u7d2f\u667a\u6167\u548c\u4e13\u4e1a\u77e5\u8bc6\u3002<\/p>\n<p>\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u4ece\u4e1a\u8005\u6765\u8bf4\uff0c\u8fd9\u79cd\u8f6c\u53d8\u9700\u8981\u65b0\u7684\u6280\u80fd\u548c\u65b0\u7684\u67b6\u6784\u601d\u7ef4\u3002\u8bbe\u8ba1\u6709\u6548\u7684\u4ee3\u7406\u4e0d\u518d\u4ec5\u4ec5\u6d89\u53ca\u5373\u65f6\u5de5\u7a0b\u3002\u8fd9\u662f\u6709\u610f\u51b3\u5b9a\u7684 <em>\u667a\u80fd\u4f53\u5e94\u8be5\u8bb0\u4f4f\u4ec0\u4e48\uff0c\u5e94\u8be5\u5982\u4f55\u8bb0\u4f4f\uff0c\u4ee5\u53ca\u8bb0\u5fc6\u4f55\u65f6\u5f71\u54cd\u884c\u52a8<\/em>\u3002\u8fd9\u5c31\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u76ee\u524d\u6700\u6709\u8da3\u7684\u5de5\u4f5c\u6b63\u5728\u8fdb\u884c\u7684\u5730\u65b9\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u4e3a\u4ec0\u4e48\u77ed\u671f\u4e0a\u4e0b\u6587\u5bf9\u4e8e\u81ea\u4e3b\u4ee3\u7406\u6765\u8bf4\u662f\u4e0d\u591f\u7684\uff0c\u4ee5\u53ca\u5982\u4f55\u8bbe\u8ba1\u957f\u671f\u8bb0\u5fc6\uff0c\u4f7f\u5b83\u4eec\u5728\u8f83\u957f\u7684\u65f6\u95f4\u5185\u4fdd\u6301\u53ef\u9760\u3002 \u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a \u60c5\u666f\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6\u548c\u7a0b\u5e8f\u8bb0\u5fc6\u5728\u81ea\u4e3b\u4e3b\u4f53\u4e2d\u7684\u4f5c\u7528 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