{"id":91998,"date":"2026-08-08T22:17:10","date_gmt":"2026-08-08T14:17:10","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91998.html"},"modified":"2026-08-08T22:17:10","modified_gmt":"2026-08-08T14:17:10","slug":"%e4%b8%80%e4%b8%aaagent%e4%b8%8d%e5%a4%9f%e7%94%a8%ef%bc%9fmulti-agent%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e5%8d%8f%e4%bd%9c%ef%bc%8c2026%e5%b9%b4ai%e8%90%bd%e5%9c%b0%e7%9a%84%e4%b8%8b%e4%b8%80","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91998.html","title":{"rendered":"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a"},"content":{"rendered":"

\u4e00\u3001\u6570\u636e\u5148\u8bf4\u8bdd<\/span><\/span><\/h3>\n

2026\u5e74Q1，Agent\u5de5\u7a0b\u5e08\u5c97\u4f4d\u540c\u6bd4\u589e\u957f310%，\u4f9b\u9700\u6bd41:7.5\u2014\u2014\u4e00\u4e2a\u5c97\u4f4d\u4e03\u516b\u4e2a\u4eba\u62a2，\u591aAgent\u534f\u4f5c\u7cfb\u7edf\u5de5\u7a0b\u5e08\u5e74\u85aa\u4e2d\u4f4d\u657095\u4e07，\u6bd4\u4f20\u7edfLLM\u7b97\u6cd5\u5c97\u6ea258%\u3002<\/p>\n

\u4e2d\u56fdAI Agent\u5e02\u573a2025\u5e74\u8fbe182.34\u4ebf\u5143，\u540c\u6bd4\u589e\u957f78.03%，2026\u5e74\u653f\u5e9c\u5de5\u4f5c\u62a5\u544a\u9996\u6b21\u5c06AI\u667a\u80fd\u4f53\u7eb3\u5165\u56fd\u5bb6\u6218\u7565\u5c42\u9762\u7684\u6280\u672f\u65b9\u5411\u3002\u5168\u7403Agent\u5e02\u573a2025\u5e7473.8\u4ebf\u7f8e\u5143，\u9884\u8ba12032\u5e74\u78341000\u4ebf\u2014\u2014\u4e03\u5e74\u5341\u4e09\u500d\u3002<\/p>\n

Gartner\u628a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5217\u4e3a2025\u5e74\u5341\u5927\u6280\u672f\u8d8b\u52bf\u4e4b\u9996，\u9884\u6d4b\u52302025\u5e74\u5e95\u56db\u6210\u4f01\u4e1a\u8f6f\u4ef6\u5185\u5d4cAI\u5355\u5143\u3002<\/p>\n

\u8fd9\u4e9b\u6570\u5b57\u80cc\u540e\u53ea\u6709\u4e00\u4e2a\u4fe1\u53f7：\u5355Agent\u7684\u65f6\u4ee3\u6b63\u5728\u6536\u5c3e，Multi-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6b63\u5728\u6210\u4e3aAI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u7206\u53d1\u70b9\u3002<\/p>\n

\u4f46\u6570\u636e\u597d\u770b\u4e0d\u4ee3\u8868\u843d\u5730\u597d\u505a\u3002\u5927\u91cf\u4f01\u4e1a\u51b2\u7740\u6982\u5ff5\u4e0a\u4e86Multi-Agent，\u7ed3\u679c\u53d1\u73b0：Agent\u4e4b\u95f4\u4e92\u76f8\u5435\u67b6\u3001Token\u70e7\u5230\u8089\u75bc\u3001\u8c03\u8bd5\u65e0\u4ece\u4e0b\u624b\u3001\u6700\u7ec8\u6548\u679c\u8fd8\u4e0d\u5982\u5355Agent\u3002<\/p>\n

\u95ee\u9898\u51fa\u5728\u54ea？\u51fa\u5728\u5927\u591a\u6570\u4eba\u5bf9Multi-Agent\u7684\u7406\u89e3\u505c\u7559\u5728"\u591a\u4e2aAgent\u4e00\u8d77\u5e72\u6d3b"，\u6ca1\u4eba\u60f3\u6e05\u695a\u2014\u2014\u600e\u4e48\u5206\u5de5\u3001\u600e\u4e48\u534f\u8c03\u3001\u600e\u4e48\u9632\u5931\u63a7\u3002<\/p>\n

\u4e8c\u3001\u5355Agent\u7684\u5929\u82b1\u677f：\u4e3a\u4ec0\u4e48\u9700\u8981\u591a\u667a\u80fd\u4f53<\/span><\/span><\/h3>\n

\u4e0a\u4e00\u7bc7\u8bb2\u4e86Agent = LLM + Planning + Memory + Tool Use\u3002\u5355Agent\u80fd\u8c03\u5de5\u5177\u3001\u4f1a\u89c4\u5212\u3001\u6709\u8bb0\u5fc6，\u80fd\u641e\u5b9a\u4e0d\u5c11\u573a\u666f\u3002<\/p>\n

\u4f46\u5929\u82b1\u677f\u5728\u54ea？<\/p>\n

\u80fd\u529b\u8fb9\u754c\u3002\u4e00\u4e2aAgent\u6302\u4e00\u4e2a\u5927\u6a21\u578b，\u6a21\u578b\u662f\u901a\u624d，\u4e0d\u662f\u5168\u624d\u3002\u4f60\u8ba9\u4e00\u4e2aAgent\u540c\u65f6\u505a\u6570\u636e\u6e05\u6d17\u3001\u8d22\u52a1\u5206\u6790\u3001\u98ce\u9669\u9884\u8b66\u548c\u62a5\u544a\u64b0\u5199\u2014\u2014\u5b83\u80fd\u505a，\u4f46\u6bcf\u4e00\u9879\u90fd\u4e0d\u7cbe\u3002\u5c31\u50cf\u8ba9\u4e00\u4e2a\u4eba\u540c\u65f6\u5f53\u4f1a\u8ba1\u3001\u5f8b\u5e08\u548c\u5de5\u7a0b\u5e08，\u6837\u6837\u7a00\u677e\u3002<\/p>\n

\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u5355Agent\u5904\u7406\u590d\u6742\u4efb\u52a1，\u5bf9\u8bdd\u5386\u53f2\u3001\u5de5\u5177\u8fd4\u56de\u3001\u4e2d\u95f4\u63a8\u7406\u5168\u585e\u5728\u4e00\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u3002\u4efb\u52a1\u8d8a\u957f，\u4e0a\u4e0b\u6587\u8d8a\u81a8\u80c0，\u6a21\u578b\u6ce8\u610f\u529b\u8d8a\u5206\u6563，\u5173\u952e\u4fe1\u606f\u88ab\u6df9\u6ca1\u30024\u4e07token\u7684\u7a97\u53e3\u8dd1\u4e09\u6b65\u5c31\u5f00\u59cb\u4e22\u4fe1\u606f\u3002<\/p>\n

\u53ef\u9760\u6027\u74f6\u9888\u3002\u5355Agent\u5168\u9760\u4e00\u4e2a\u5927\u8111\u51b3\u7b56，\u4e00\u65e6\u67d0\u4e00\u6b65\u63a8\u7406\u51fa\u9519，\u9519\u8bef\u6cbf\u4efb\u52a1\u94fe\u4e00\u8def\u4f20\u64ad，\u6ca1\u6709\u5176\u4ed6Agent\u4ea4\u53c9\u9a8c\u8bc1\u3002\u4e00\u4e2a\u6ca1\u6709"\u540c\u4e8b"\u7684Agent，\u51fa\u9519\u6ca1\u4eba\u515c\u5e95\u3002<\/p>\n

\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3\u4ef7\u503c\u5c31\u4e09\u6761：\u4e13\u4e1a\u5316\u5206\u5de5（\u6bcf\u4e2aAgent\u53ea\u7ba1\u4e00\u4ef6\u4e8b，\u5e72\u7cbe）\u3001\u4efb\u52a1\u5e76\u884c\u5316（\u591a\u4e2aAgent\u540c\u65f6\u5e72\u4e0d\u540c\u5b50\u4efb\u52a1，\u4e0d\u7528\u6392\u961f）\u3001\u4ea4\u53c9\u9a8c\u8bc1（Agent\u4e4b\u95f4\u4e92\u76f8\u68c0\u67e5，\u964d\u4f4e\u5355\u70b9\u9519\u8bef\u7387）\u3002<\/p>\n

\u8bf4\u767d\u4e86，\u5355Agent\u662f"\u4e00\u4e2a\u4eba\u5e72\u6240\u6709\u6d3b"，Multi-Agent\u662f"\u4e00\u4e2a\u56e2\u961f\u5206\u5de5\u5e72"\u3002\u524d\u8005\u7075\u6d3b\u4f46\u5929\u82b1\u677f\u4f4e，\u540e\u8005\u590d\u6742\u4f46\u4e0a\u9650\u9ad8\u3002<\/p>\n

\u4f46"\u5206\u5de5"\u4e24\u4e2a\u5b57\u770b\u7740\u7b80\u5355，\u505a\u8d77\u6765\u5168\u662f\u5751\u3002\u00a0\u4eba\u5206\u5de5\u90fd\u7ecf\u5e38\u626f\u76ae，\u4f55\u51b5AI？<\/p>\n

\u4e09\u3001Multi-Agent\u7684\u4e09\u79cd\u534f\u4f5c\u67b6\u6784<\/span><\/span><\/h3>\n

\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u5e95\u5c42\u95ee\u9898\u53ea\u6709\u56db\u4e2a：\u901a\u4fe1\u534f\u8bae（Agent\u4e4b\u95f4\u600e\u4e48\u8bf4\u8bdd）\u3001\u4efb\u52a1\u5206\u914d（\u8c01\u5e72\u4ec0\u4e48）\u3001\u51b2\u7a81\u534f\u8c03（\u610f\u89c1\u4e0d\u4e00\u81f4\u600e\u4e48\u529e）\u3001\u5171\u4eab\u8bb0\u5fc6（\u4fe1\u606f\u600e\u4e48\u5171\u4eab）\u3002<\/p>\n

\u56f4\u7ed5\u8fd9\u56db\u4e2a\u95ee\u9898，2026\u5e74\u4e3b\u6d41\u6846\u67b6\u5f62\u6210\u4e86\u4e09\u79cd\u67b6\u6784\u6a21\u5f0f\u3002<\/p>\n

Supervisor\u6a21\u5f0f：\u6709"\u9886\u5bfc"\u7684\u5c42\u7ea7\u5316\u8c03\u5ea6<\/span><\/span><\/h4>\n

\u4e00\u4e2a\u4e2d\u592e\u8c03\u5ea6Agent（Supervisor）\u8d1f\u8d23\u4efb\u52a1\u5206\u89e3\u548c\u7ed3\u679c\u6c47\u603b，\u591a\u4e2a\u5b50Agent\u5404\u53f8\u5176\u804c\u3002\u5b50Agent\u4e4b\u95f4\u4e0d\u76f4\u63a5\u901a\u4fe1，\u6240\u6709\u4fe1\u606f\u8d70Supervisor\u4e2d\u8f6c\u3002<\/p>\n

\u7c7b\u6bd4：\u9879\u76ee\u7ecf\u7406\u62c6\u4efb\u52a1\u3001\u5206\u7ed9\u7ec4\u5458\u3001\u6536\u7ed3\u679c\u3001\u505a\u6c47\u603b\u3002\u7ec4\u5458\u4e4b\u95f4\u4e0d\u4e32\u95e8，\u6709\u4e8b\u627e\u7ecf\u7406\u3002<\/p>\n

\u4f18\u52bf\u662f\u7ed3\u6784\u6e05\u6670\u3001\u6613\u4e8e\u7ba1\u63a7\u3001\u6d41\u7a0b\u53ef\u8ffd\u6eaf\u2014\u2014\u51fa\u4e86\u95ee\u9898\u77e5\u9053\u5361\u5728\u54ea\u4e2a\u5b50Agent\u3002\u52a3\u52bf\u4e5f\u660e\u663e：Supervisor\u662f\u6027\u80fd\u74f6\u9888\u548c\u5355\u70b9\u6545\u969c，\u5b50Agent\u4e4b\u95f4\u65e0\u6cd5\u76f4\u63a5\u534f\u4f5c，\u7075\u6d3b\u6027\u53d7\u9650\u3002<\/p>\n

FDE\u5224\u65ad：\u9002\u5408\u4efb\u52a1\u8fb9\u754c\u660e\u786e\u3001\u6d41\u7a0b\u76f8\u5bf9\u56fa\u5b9a\u3001\u5bf9\u53ef\u63a7\u6027\u8981\u6c42\u9ad8\u7684\u573a\u666f\u2014\u2014\u91d1\u878d\u5408\u89c4\u5ba1\u6279\u3001\u653f\u52a1\u529e\u4e8b\u6d41\u7a0b\u3001\u533b\u7597\u8f85\u52a9\u8bca\u65ad\u3002\u8fd9\u4e9b\u573a\u666f\u5b81\u53ef\u6162\u4e00\u70b9，\u4e5f\u8981\u6bcf\u4e00\u6b65\u53ef\u5ba1\u8ba1\u3002<\/p>\n

\u534f\u4f5c\u534f\u5546\u6a21\u5f0f：\u5e73\u7b49\u7684"\u7fa4\u804a\u5f0f"\u534f\u4f5c<\/span><\/span><\/h4>\n

\u591a\u4e2a\u5e73\u7b49Agent\u901a\u8fc7\u5171\u4eab\u6d88\u606f\u961f\u5217\u901a\u4fe1，\u6bcf\u4e2aAgent\u65e2\u80fd\u8d21\u732e\u4e13\u4e1a\u5224\u65ad，\u4e5f\u80fd\u5f15\u7528\u5176\u4ed6Agent\u7684\u8f93\u51fa\u3002\u6ca1\u6709"\u9886\u5bfc"，\u8c01\u6709\u7406\u8c01\u8bf4\u4e86\u7b97\u3002<\/p>\n

\u7c7b\u6bd4：\u4e00\u7fa4\u4e13\u5bb6\u56f4\u7740\u684c\u5b50\u8ba8\u8bba，\u8c01\u6709\u60f3\u6cd5\u8c01\u8bf4，\u6700\u540e\u8fbe\u6210\u5171\u8bc6\u3002\u6ca1\u6709\u4e3b\u6301\u4eba，\u81ea\u7ec4\u7ec7\u3002<\/p>\n

\u4f18\u52bf\u662f\u7075\u6d3b\u2014\u2014\u9002\u5408\u5f00\u653e\u5f0f\u95ee\u9898，Agent\u4e4b\u95f4\u7684\u601d\u60f3\u78b0\u649e\u53ef\u80fd\u4ea7\u751f\u610f\u60f3\u4e0d\u5230\u7684\u6d1e\u5bdf\u3002\u52a3\u52bf\u662f\u534f\u8c03\u590d\u6742\u5ea6\u6781\u9ad8，\u53ef\u80fd\u9677\u5165\u5faa\u73af\u8ba8\u8bba\u3001\u4fe1\u606f\u51b2\u7a81\u6216\u8c01\u4e5f\u4e0d\u670d\u8c01\u7684\u6b7b\u9501\u3002<\/p>\n

FDE\u5224\u65ad：\u9002\u5408\u7814\u7a76\u578b\u4efb\u52a1\u3001\u5185\u5bb9\u521b\u4f5c\u3001\u591a\u89d2\u5ea6\u5206\u6790\u2014\u2014\u9700\u8981"\u7fa4\u667a"\u800c\u975e"\u6307\u4ee4"\u3002\u4f46\u751f\u4ea7\u73af\u5883\u614e\u7528，\u53ef\u63a7\u6027\u592a\u5dee，\u8c03\u8bd5\u662f\u5669\u68a6\u3002<\/p>\n

\u5de5\u5177\u94fe\u6a21\u5f0f：\u6d41\u6c34\u7ebf\u5f0f\u7684\u7ebf\u6027\u534f\u4f5c<\/span><\/span><\/h4>\n

\u591a\u4e2aAgent\u5f62\u6210\u6d41\u6c34\u7ebf，\u524d\u4e00\u4e2a\u7684\u8f93\u51fa\u662f\u540e\u4e00\u4e2a\u7684\u8f93\u5165\u3002\u7ebf\u6027\u5206\u5de5，\u4e0d\u56de\u5934\u3002<\/p>\n

\u7c7b\u6bd4：\u5de5\u5382\u6d41\u6c34\u7ebf\u2014\u2014\u539f\u6599\u2192\u52a0\u5de5\u2192\u7ec4\u88c5\u2192\u68c0\u6d4b\u2192\u5305\u88c5，\u6bcf\u4e00\u7ad9\u53ea\u505a\u81ea\u5df1\u7684\u4e8b，\u4ea4\u7ed9\u4e0b\u4e00\u7ad9\u3002<\/p>\n

\u4f18\u52bf\u662f\u6d41\u7a0b\u900f\u660e\u3001\u6613\u4e8e\u8c03\u8bd5\u3001\u6ca1\u6709\u534f\u8c03\u5f00\u9500\u3002\u52a3\u52bf\u662f\u6b7b\u677f\u2014\u2014\u6ca1\u6709\u5206\u652f\u548c\u5faa\u73af\u80fd\u529b，\u4e2d\u95f4\u4efb\u4f55\u4e00\u7ad9\u5361\u4f4f\u6574\u6761\u7ebf\u505c\u6446\u3002<\/p>\n

FDE\u5224\u65ad：\u9002\u5408\u6b65\u9aa4\u5f3a\u4f9d\u8d56\u3001\u8f93\u51fa\u76f8\u5bf9\u6807\u51c6\u5316\u7684\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u2014\u2014\u6570\u636e\u91c7\u96c6\u2192\u6e05\u6d17\u2192\u5206\u6790\u2192\u62a5\u544a\u751f\u6210\u3002\u6700\u53ef\u63a7，\u4e5f\u6700\u65e0\u804a，\u4f46\u4ea4\u4ed8\u573a\u666f\u91cc"\u65e0\u804a"\u7b49\u4e8e"\u7a33\u5b9a"，\u7a33\u5b9a\u5c31\u662f\u597d\u3002<\/p>\n

\u4e09\u79cd\u6a21\u5f0f\u600e\u4e48\u9009<\/span><\/span><\/h4>\n\n\n\n\n\n\n\n\n\n
\n

\u7ef4\u5ea6<\/p>\n<\/td>\n

\n

Supervisor\u6a21\u5f0f<\/p>\n<\/td>\n

\n

\u534f\u4f5c\u534f\u5546\u6a21\u5f0f<\/p>\n<\/td>\n

\n

\u5de5\u5177\u94fe\u6a21\u5f0f<\/p>\n<\/td>\n<\/tr>\n

\n

\u63a7\u5236\u529b<\/p>\n<\/td>\n

\n

\u5f3a（\u4e2d\u592e\u8c03\u5ea6）<\/p>\n<\/td>\n

\n

\u5f31（\u81ea\u7ec4\u7ec7）<\/p>\n<\/td>\n

\n

\u6700\u5f3a（\u7ebf\u6027\u56fa\u5b9a）<\/p>\n<\/td>\n<\/tr>\n

\n

\u7075\u6d3b\u6027<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u9ad8<\/p>\n<\/td>\n

\n

\u4f4e<\/p>\n<\/td>\n<\/tr>\n

\n

\u8c03\u8bd5\u96be\u5ea6<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u9ad8（\u5669\u68a6\u7ea7）<\/p>\n<\/td>\n

\n

\u4f4e<\/p>\n<\/td>\n<\/tr>\n

\n

\u9002\u7528\u573a\u666f<\/p>\n<\/td>\n

\n

\u5408\u89c4\u5ba1\u6279\u3001\u653f\u52a1\u6d41\u7a0b<\/p>\n<\/td>\n

\n

\u7814\u7a76\u5206\u6790\u3001\u5185\u5bb9\u521b\u4f5c<\/p>\n<\/td>\n

\n

\u6570\u636e\u6d41\u6c34\u7ebf<\/p>\n<\/td>\n<\/tr>\n

\n

Token\u6d88\u8017<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u9ad8（\u5bf9\u8bdd\u591a）<\/p>\n<\/td>\n

\n

\u4f4e<\/p>\n<\/td>\n<\/tr>\n

\n

FDE\u63a8\u8350\u5ea6<\/p>\n<\/td>\n

\n

\u4f01\u4e1a\u751f\u4ea7\u9996\u9009<\/p>\n<\/td>\n

\n

\u539f\u578b\u63a2\u7d22\u7528<\/p>\n<\/td>\n

\n

\u6807\u51c6\u5316\u4ea4\u4ed8\u7528<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e00\u53e5\u8bdd：\u751f\u4ea7\u73af\u5883\u4f18\u5148\u9009\u53ef\u63a7\u7684，\u63a2\u7d22\u9636\u6bb5\u624d\u7528\u7075\u6d3b\u7684\u3002\u00a0FDE\u7684\u7b2c\u4e00\u539f\u5219\u4e0d\u662f"\u80fd\u529b\u6700\u5f3a"，\u662f"\u53ef\u63a7\u53ef\u4ea4\u4ed8"\u3002<\/p>\n

\u56db\u3001\u56db\u5927\u4e3b\u6d41\u6846\u67b6\u6a2a\u8bc4<\/span><\/span><\/h3>\n

\u67b6\u6784\u9009\u5b8c，\u4e0b\u4e00\u6b65\u9009\u6846\u67b6\u30022026\u5e74Multi-Agent\u9886\u57df\u56db\u5927\u4e3b\u6d41\u6846\u67b6，\u5dee\u5f02\u4e0d\u5728API，\u5728\u67b6\u6784\u54f2\u5b66\u3002<\/p>\n

LangGraph：\u72b6\u6001\u673a\u9a71\u52a8，\u9ad8\u786e\u5b9a\u6027\u8def\u7ebf<\/span><\/span><\/h4>\n

LangChain\u56e2\u961f\u51fa\u54c1，\u6838\u5fc3\u62bd\u8c61\u662f"\u72b6\u6001\u56fe"\u2014\u2014\u6bcf\u4e2a\u8282\u70b9\u662f\u4e00\u4e2a\u7eaf\u51fd\u6570，\u8fb9\u5b9a\u4e49\u6761\u4ef6\u8def\u7531，\u6574\u4e2a\u6267\u884c\u8fc7\u7a0b\u53ef\u4e2d\u65ad\u3001\u53ef\u6062\u590d\u3001\u53efcheckpoint\u3002<\/p>\n

\u8bbe\u8ba1\u54f2\u5b66：\u786e\u5b9a\u6027\u5de5\u4f5c\u6d41\u4f18\u4e8e\u7075\u6d3b\u534f\u5546\u3002\u6240\u6709\u72b6\u6001\u663e\u5f0f\u7ba1\u7406，\u6240\u6709\u8def\u7531\u6761\u4ef6\u5224\u65ad，\u6ca1\u6709"\u6d8c\u73b0"\u7684\u4e0d\u53ef\u63a7\u56e0\u7d20\u3002<\/p>\n

\u6700\u5927\u6740\u624b\u950f\u662fcheckpoint：\u4efb\u610f\u8282\u70b9\u6682\u505c\u3001\u5e8f\u5217\u5316\u72b6\u6001\u3001\u53e6\u4e00\u4e2a\u8fdb\u7a0b\u6062\u590d\u6267\u884c\u3002\u9700\u8981\u4eba\u5de5\u5ba1\u6279\u7684\u957f\u6d41\u7a0b\u3001\u5206\u5e03\u5f0f\u6267\u884c\u3001\u6545\u969c\u6062\u590d\u2014\u2014\u5168\u9760\u8fd9\u4e2a\u3002<\/p>\n

\u4ee3\u4ef7\u662f\u5b66\u4e60\u66f2\u7ebf\u9661\u3002\u5b9a\u4e49State\u7c7b\u3001\u5199Annotated\u6807\u8bb0\u3001\u753b\u6761\u4ef6\u8fb9\u2014\u2014\u95e8\u69db\u6bd4"\u5199\u4e2aPrompt\u5c31\u8dd1"\u7684\u6846\u67b6\u9ad8\u4e00\u4e2a\u91cf\u7ea7\u3002\u4f46\u4f60\u6362\u6765\u7684\u662f\u751f\u4ea7\u7ea7\u7684\u53ef\u9760\u6027\u548c\u53ef\u8ffd\u6eaf\u6027\u3002<\/p>\n

\u4ee3\u7801\u9aa8\u67b6\u957f\u8fd9\u6837：\u5b9a\u4e49AgentState\u58f0\u660e\u72b6\u6001\u5b57\u6bb5，\u4e3a\u6bcf\u4e2a\u6b65\u9aa4\u5199\u7eaf\u51fd\u6570\u8282\u70b9，\u7528\u6761\u4ef6\u8fb9\u8fde\u63a5\u8282\u70b9，compile\u540einvoke\u3002\u4ee3\u7801\u7ed3\u6784\u6e05\u6670，\u6bcf\u4e2a\u8282\u70b9\u7684\u8f93\u5165\u8f93\u51fa\u6709\u7c7b\u578b\u7ea6\u675f\u3002<\/p>\n

\u9002\u5408\u8c01：\u9700\u8981\u9ad8\u786e\u5b9a\u6027\u7684\u91d1\u878d\u3001\u533b\u7597\u3001\u5408\u89c4\u573a\u666f\u3002\u6d41\u7a0b\u5df2\u7ecf\u60f3\u6e05\u695a，\u8981\u7684\u662f"\u6309\u56fe\u6267\u884c\u4e0d\u51fa\u9519"\u3002<\/p>\n

AutoGen：\u5fae\u8f6f\u7cfb\u7684\u5bf9\u8bdd\u6d8c\u73b0\u6a21\u5f0f<\/span><\/span><\/h4>\n

\u5fae\u8f6f\u5f00\u6e90，\u6838\u5fc3\u8bbe\u8ba1\u662f"\u7fa4\u804a\u6a21\u578b"\u2014\u2014\u591a\u4e2aAgent\u56f4\u7ed5\u8bdd\u9898\u8fa9\u8bba\u3001\u6d3e\u53d1\u5b50\u4efb\u52a1\u3001\u8fbe\u6210\u5171\u8bc6\u3002Agent\u884c\u4e3a\u4e0d\u662f\u9884\u8bbe\u7684，\u662f\u5bf9\u8bdd\u4e2d\u6d8c\u73b0\u7684\u3002<\/p>\n

GroupChat\u673a\u5236\u8ba9\u591a\u4e2aAgent\u81ea\u4e3b\u534f\u5546\u5bf9\u8bdd\u987a\u5e8f，\u6bcf\u4e2aAgent\u6536\u5230\u6d88\u606f\u540e\u81ea\u5df1\u51b3\u5b9a\u8981\u4e0d\u8981\u56de\u3001\u4f55\u65f6\u56de\u3001\u56de\u4ec0\u4e48\u3002<\/p>\n

\u8fd9\u79cd\u8bbe\u8ba1\u8ba9Agent\u884c\u4e3a\u5177\u6709\u6d8c\u73b0\u6027，\u4e5f\u5e26\u6765\u4e86\u8c03\u8bd5\u5669\u68a6\u2014\u2014\u4f60\u6c38\u8fdc\u4e0d\u77e5\u9053Agent\u4e4b\u95f4\u7684\u5bf9\u8bdd\u4f1a\u8d70\u5230\u54ea\u3002\u00a0\u7075\u611f\u53ef\u80fd\u78b0\u649e\u51fa\u6765，\u4e5f\u53ef\u80fd\u8dd1\u504f\u5341\u4e07\u516b\u5343\u91cc\u3002<\/p>\n

\u6d88\u606f\u987a\u5e8f\u4e0d\u4fdd\u8bc1\u4e25\u683c\u2014\u2014Agent\u72ec\u7acb\u8fd0\u884c，\u6d88\u606f\u5230\u8fbe\u987a\u5e8f\u53d7\u7f51\u7edc\u5ef6\u8fdf\u548c\u6a21\u578b\u54cd\u5e94\u65f6\u95f4\u5f71\u54cd\u3002\u9700\u8981\u4fdd\u8bc1\u987a\u5e8f\u4f9d\u8d56，\u5f97\u81ea\u5df1\u5728\u4ee3\u7801\u91cc\u52a0\u7ea6\u675f，\u522b\u6307\u671b\u6846\u67b6\u5e2e\u4f60\u515c\u3002<\/p>\n

\u9002\u5408\u8c01：\u7814\u7a76\u578b\u4efb\u52a1\u3001\u591a\u89d2\u5ea6\u5206\u6790\u3001\u9700\u8981"\u7fa4\u667a"\u7684\u63a2\u7d22\u6027\u573a\u666f\u3002\u8f93\u51fa\u7ed3\u6784\u672a\u77e5，\u9700\u8981Agent\u81ea\u4e3b\u63a2\u7d22\u3002<\/p>\n

CrewAI：\u89d2\u8272\u9a71\u52a8\u7684\u7ed3\u6784\u5316\u534f\u4f5c<\/span><\/span><\/h4>\n

\u8bbe\u8ba1\u7406\u5ff5\u662f"\u8ba9\u590d\u6742\u4efb\u52a1\u5206\u89e3\u53d8\u76f4\u89c2"\u3002\u6838\u5fc3\u4e09\u4ef6\u5957：Agent\u5b9a\u4e49\u89d2\u8272\u548c\u5de5\u5177，Task\u5b9a\u4e49\u5de5\u4f5c\u5355\u5143\u548c\u671f\u671b\u8f93\u51fa，Crew\u5b9a\u4e49\u7f16\u6392\u548c\u6267\u884c\u6d41\u7a0b\u3002<\/p>\n

\u4e24\u79cdProcess\u6a21\u5f0f：sequential（\u987a\u5e8f\u6267\u884c，Task\u6309\u5b9a\u4e49\u987a\u5e8f\u8dd1）\u548chierarchical（\u5c42\u7ea7\u534f\u4f5c，\u6709Manager Agent\u534f\u8c03）\u3002<\/p>\n

\u548cAutoGen\u7684\u672c\u8d28\u5dee\u5f02：CrewAI\u662fRole-Based\u7684\u9884\u5b9a\u4e49\u5206\u914d，AutoGen\u662f\u5bf9\u8bdd\u6d8c\u73b0\u7684\u81ea\u4e3b\u534f\u5546\u3002\u00a0CrewAI\u66f4\u5bb9\u6613\u9884\u6d4b\u4f46\u7075\u6d3b\u6027\u4f4e，AutoGen\u66f4\u7075\u6d3b\u4f46\u66f4\u96be\u8c03\u8bd5\u3002<\/p>\n

\u4f60\u77e5\u9053\u4efb\u52a1\u7ed3\u6784\u548c\u8f93\u51fa\u683c\u5f0f\u65f6，CrewAI\u7684\u9884\u5b9a\u4e49\u89d2\u8272\u80fd\u5feb\u901f\u642d\u5efa\u9ad8\u6548\u56e2\u961f\u3002\u4f60\u4e0d\u77e5\u9053\u6700\u4f18\u89e3\u3001\u9700\u8981Agent\u81ea\u4e3b\u63a2\u7d22\u65f6，AutoGen\u7684\u6d8c\u73b0\u6a21\u5f0f\u66f4\u6709\u4f18\u52bf\u3002<\/p>\n

GitHub\u661f\u68072026\u5e74\u521d\u7a81\u783450K，\u793e\u533a\u6700\u6d3b\u8dc3，\u6587\u6863\u6700\u5b8c\u5584，\u5b66\u4e60\u66f2\u7ebf\u6700\u5e73\u7f13\u2014\u2014\u60f3\u5feb\u901f\u9a8c\u8bc1Multi-Agent\u573a\u666f，CrewAI\u662f\u4e0a\u624b\u6700\u5feb\u7684\u3002<\/p>\n

\u9002\u5408\u8c01：\u4efb\u52a1\u5206\u89e3\u6e05\u6670\u3001\u534f\u4f5c\u590d\u6742\u5ea6\u4e2d\u7b49\u7684\u5185\u5bb9\u521b\u4f5c\u3001\u5e02\u573a\u5206\u6790\u3001\u62a5\u544a\u751f\u6210\u573a\u666f\u3002\u539f\u578b\u9a8c\u8bc1\u9996\u9009\u3002<\/p>\n

MetaGPT：SOP\u9a71\u52a8，\u6a21\u62df\u771f\u5b9e\u56e2\u961f<\/span><\/span><\/h4>\n

\u6700\u72ec\u7279\u7684\u8bbe\u8ba1\u2014\u2014\u7528\u591aAgent\u6a21\u62df\u771f\u5b9e\u8f6f\u4ef6\u5de5\u7a0b\u56e2\u961f\u3002Architect\u8d1f\u8d23\u67b6\u6784\u3001Engineer\u8d1f\u8d23\u4ee3\u7801\u3001Reviewer\u8d1f\u8d23\u5ba1\u67e5\u3001ScrumMaster\u8d1f\u8d23\u534f\u8c03\u3002\u6bcf\u4e2a\u89d2\u8272\u6709\u5b8c\u6574\u7684SOP（\u6807\u51c6\u4f5c\u4e1a\u6d41\u7a0b），\u6709\u660e\u786e\u7684\u8f93\u5165\u8f93\u51fa\u89c4\u8303\u548c\u4ea4\u63a5\u6d41\u7a0b\u3002<\/p>\n

\u7ed9\u5b83\u4e00\u53e5\u8bdd"\u6211\u9700\u8981\u4e00\u4e2a\u81ea\u52a8\u6574\u7406\u4f1a\u8bae\u7eaa\u8981\u7684AI\u5de5\u5177"，\u5b83\u80fd\u6a21\u62df\u4e00\u4e2a\u8f6f\u4ef6\u516c\u53f8\u628a\u6574\u4e2a\u9879\u76ee\u8dd1\u51fa\u6765\u2014\u2014PRD\u3001\u67b6\u6784\u8bbe\u8ba1\u3001\u4ee3\u7801\u5b9e\u73b0\u3001\u6d4b\u8bd5\u3002<\/p>\n

\u4f18\u52bf\u662f\u5bf9"\u672c\u6765\u5c31\u662f\u56e2\u961f\u534f\u4f5c"\u7684\u573a\u666f\u6a21\u62df\u80fd\u529b\u5f3a\u3002\u52a3\u52bf\u4e5f\u660e\u663e：\u573a\u666f\u4f9d\u8d56\u6027\u9ad8（\u53ea\u5728\u8f6f\u4ef6\u5f00\u53d1\u7b49\u5782\u76f4\u573a\u666f\u597d\u7528）\u3001\u8c03\u8bd5\u56f0\u96be（\u7ed3\u679c\u4e0d\u597d\u4e0d\u77e5\u9053\u662f\u89d2\u8272\u5b9a\u4e49\u95ee\u9898\u8fd8\u662fSOP\u8bbe\u8ba1\u95ee\u9898）\u3001\u8d44\u6e90\u6d88\u8017\u5927（\u591aAgent\u5404\u81ea\u72ec\u7acbLLM\u8c03\u7528，\u6210\u672c\u7ffb\u51e0\u500d）\u3002<\/p>\n

\u9002\u5408\u8c01：\u8f6f\u4ef6\u5f00\u53d1\u3001\u5185\u5bb9\u751f\u4ea7\u3001\u9879\u76ee\u7ba1\u7406\u7b49\u5929\u7136\u9700\u8981\u56e2\u961f\u534f\u4f5c\u7684\u573a\u666f\u3002\u901a\u7528\u4e1a\u52a1\u6d41\u7a0b\u652f\u6301\u4e0d\u8db3\u3002<\/p>\n

\u56db\u5927\u6846\u67b6\u6a2a\u5411\u5bf9\u6bd4<\/span><\/span><\/h4>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\n

\u7ef4\u5ea6<\/p>\n<\/td>\n

\n

LangGraph<\/p>\n<\/td>\n

\n

AutoGen<\/p>\n<\/td>\n

\n

CrewAI<\/p>\n<\/td>\n

\n

MetaGPT<\/p>\n<\/td>\n<\/tr>\n

\n

\u67b6\u6784\u7406\u5ff5<\/p>\n<\/td>\n

\n

\u56fe\u72b6\u6001\u673a<\/p>\n<\/td>\n

\n

\u5bf9\u8bdd\u6d8c\u73b0<\/p>\n<\/td>\n

\n

\u89d2\u8272\u9884\u5206\u914d<\/p>\n<\/td>\n

\n

SOP\u9a71\u52a8<\/p>\n<\/td>\n<\/tr>\n

\n

\u63a7\u5236\u529b<\/p>\n<\/td>\n

\n

\u6700\u5f3a<\/p>\n<\/td>\n

\n

\u5f31<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n<\/tr>\n

\n

\u7075\u6d3b\u6027<\/p>\n<\/td>\n

\n

\u4f4e<\/p>\n<\/td>\n

\n

\u6700\u9ad8<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u4f4e<\/p>\n<\/td>\n<\/tr>\n

\n

\u5b66\u4e60\u66f2\u7ebf<\/p>\n<\/td>\n

\n

\u9ad8<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u4f4e<\/p>\n<\/td>\n

\n

\u9ad8<\/p>\n<\/td>\n<\/tr>\n

\n

\u591aAgent\u6a21\u5f0f<\/p>\n<\/td>\n

\n

\u6761\u4ef6\u8def\u7531<\/p>\n<\/td>\n

\n

GroupChat<\/p>\n<\/td>\n

\n

Crew\u7f16\u6392<\/p>\n<\/td>\n

\n

SOP\u534f\u540c<\/p>\n<\/td>\n<\/tr>\n

\n

\u751f\u4ea7\u6210\u719f\u5ea6<\/p>\n<\/td>\n

\n

\u9ad8<\/p>\n<\/td>\n

\n

\u9ad8（\u5fae\u8f6f\u7ef4\u62a4）<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n<\/tr>\n

\n

\u793e\u533a\u6d3b\u8dc3\u5ea6<\/p>\n<\/td>\n

\n

\u9ad8<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u6700\u9ad8<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n<\/tr>\n

\n

\u5178\u578b\u573a\u666f<\/p>\n<\/td>\n

\n

\u91d1\u878d\u5ba1\u6279\u3001\u5408\u89c4<\/p>\n<\/td>\n

\n

\u7814\u7a76\u3001\u591a\u89d2\u5ea6\u5206\u6790<\/p>\n<\/td>\n

\n

\u5185\u5bb9\u751f\u6210\u3001\u5feb\u901f\u539f\u578b<\/p>\n<\/td>\n

\n

\u8f6f\u4ef6\u5f00\u53d1\u6a21\u62df<\/p>\n<\/td>\n<\/tr>\n

\n

Token\u6548\u7387<\/p>\n<\/td>\n

\n

\u9ad8<\/p>\n<\/td>\n

\n

\u4f4e（\u5bf9\u8bdd\u591a）<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u4f4e（\u591aAgent）<\/p>\n<\/td>\n<\/tr>\n

\n

FDE\u63a8\u8350\u573a\u666f<\/p>\n<\/td>\n

\n

\u5f3a\u5408\u89c4\u751f\u4ea7\u73af\u5883<\/p>\n<\/td>\n

\n

\u63a2\u7d22\u6027\u7814\u7a76<\/p>\n<\/td>\n

\n

\u539f\u578b\u9a8c\u8bc1+\u4e2d\u7b49\u590d\u6742\u4ea4\u4ed8<\/p>\n<\/td>\n

\n

\u8f6f\u4ef6\u5de5\u7a0b\u7c7b\u9879\u76ee<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e00\u53e5\u8bdd\u603b\u7ed3\u9009\u578b\u903b\u8f91<\/span><\/span><\/h4>\n

\u4f60\u9700\u8981\u9ad8\u786e\u5b9a\u6027\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u4e2d\u65ad\u6062\u590d\u2014\u2014LangGraph\u3002\u4f60\u9700\u8981\u591a\u89d2\u5ea6\u63a2\u7d22\u3001\u8f93\u51fa\u7ed3\u6784\u672a\u77e5\u2014\u2014AutoGen\u3002\u4f60\u9700\u8981\u5feb\u901f\u539f\u578b\u3001\u4efb\u52a1\u5206\u5f97\u5f00\u2014\u2014CrewAI\u3002\u4f60\u6a21\u62df\u7684\u662f\u672c\u6765\u5c31\u6709\u89d2\u8272\u7684\u56e2\u961f\u534f\u4f5c\u2014\u2014MetaGPT\u3002<\/p>\n

\u9009\u578b\u4e0d\u662f\u7ad9\u961f，\u662f\u9002\u914d\u3002\u00a0\u4f60\u7684\u573a\u666f\u7279\u5f81\u51b3\u5b9a\u4e86\u6846\u67b6\u9009\u62e9，\u4e0d\u662f\u6846\u67b6\u7684GitHub star\u6570\u3002<\/p>\n

\u4e94\u3001FDE\u7684\u9009\u578b\u51b3\u7b56\u6811<\/span><\/span><\/h3>\n

\u6846\u67b6\u6a2a\u8bc4\u7ed9\u7684\u662f\u80fd\u529b\u5bf9\u6bd4，FDE\u8981\u7684\u662f\u51b3\u7b56\u8def\u5f84\u3002\u4e94\u4e2a\u95ee\u9898，\u4ece\u4e0a\u5230\u4e0b\u8d70\u4e00\u904d：<\/p>\n

\u7b2c\u4e00\u95ee：\u573a\u666f\u9700\u8981Multi-Agent\u5417？<\/p>\n

\u5982\u679c\u9700\u6c42\u53ef\u4ee5\u88ab\u4e00\u4e2aAgent+\u51e0\u4e2a\u5de5\u5177\u641e\u5b9a，\u4e0d\u8981\u4e0aMulti-Agent\u3002\u591aAgent\u4e0d\u662f"\u66f4\u9ad8\u7ea7"，\u662f"\u66f4\u590d\u6742"\u3002\u590d\u6742\u5ea6\u672c\u8eab\u4e0d\u662f\u4ef7\u503c，\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u624d\u662f\u3002<\/p>\n

\u5224\u65ad\u6807\u51c6：\u4efb\u52a1\u662f\u5426\u9700\u8981\u591a\u79cd\u4e13\u4e1a\u80fd\u529b？\u662f\u5426\u53ef\u4ee5\u5e76\u884c\u5904\u7406\u5b50\u4efb\u52a1？\u5355Agent\u4e0a\u4e0b\u6587\u662f\u5426\u6491\u4e0d\u4f4f？\u4e09\u4e2a"\u662f"\u624d\u8003\u8651Multi-Agent\u3002<\/p>\n

\u7b2c\u4e8c\u95ee：\u534f\u4f5c\u6a21\u5f0f\u662f\u4ec0\u4e48？<\/p>\n

\u4efb\u52a1\u8fb9\u754c\u660e\u786e\u3001\u6d41\u7a0b\u56fa\u5b9a\u2014\u2014Supervisor\u6a21\u5f0f\u3002\u5f00\u653e\u5f0f\u95ee\u9898\u3001\u9700\u8981\u591a\u89d2\u5ea6\u63a2\u7d22\u2014\u2014\u534f\u4f5c\u534f\u5546\u6a21\u5f0f\u3002\u7ebf\u6027\u6570\u636e\u5904\u7406\u3001\u6b65\u9aa4\u5f3a\u4f9d\u8d56\u2014\u2014\u5de5\u5177\u94fe\u6a21\u5f0f\u3002<\/p>\n

\u7b2c\u4e09\u95ee：\u786e\u5b9a\u6027\u8981\u6c42\u591a\u9ad8？<\/p>\n

\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u2014\u2014\u5b81\u53ef\u6162\u4e5f\u8981\u6bcf\u6b65\u53ef\u5ba1\u8ba1，\u9009LangGraph\u3002\u7814\u7a76\u3001\u521b\u4f5c\u3001\u5206\u6790\u2014\u2014\u7075\u6d3b\u4f18\u5148，\u9009AutoGen\u6216CrewAI\u3002\u6807\u51c6\u5316\u6d41\u6c34\u7ebf\u2014\u2014\u9009\u5de5\u5177\u94fe\u6a21\u5f0f，LangGraph\u6216CrewAI\u7684sequential\u6a21\u5f0f\u3002<\/p>\n

\u7b2c\u56db\u95ee：\u56e2\u961f\u6280\u672f\u6c34\u5e73\u5982\u4f55？<\/p>\n

\u6709\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5de5\u7a0b\u5e08\u56e2\u961f\u2014\u2014LangGraph，\u80fd\u529b\u6700\u5f3a\u4f46\u95e8\u69db\u6700\u9ad8\u3002\u4e2d\u7b49\u6280\u672f\u56e2\u961f\u2014\u2014CrewAI，\u5b66\u4e60\u66f2\u7ebf\u5e73\u7f13，\u6587\u6863\u5b8c\u5584\u3002\u975e\u6280\u672f\u56e2\u961f\u2014\u2014Dify\u53ef\u89c6\u5316\u7f16\u6392\u5148\u9a8c\u8bc1，\u590d\u6742\u5316\u540e\u518d\u8fc1\u79fb\u4ee3\u7801\u6846\u67b6\u3002<\/p>\n

\u7b2c\u4e94\u95ee：\u6210\u672c\u80fd\u4e0d\u80fd\u627f\u53d7？<\/p>\n

Multi-Agent\u7684Token\u6d88\u8017\u662f\u5355Agent\u76843-10\u500d\u2014\u2014\u6bcf\u4e2aAgent\u72ec\u7acb\u8c03\u6a21\u578b，Agent\u4e4b\u95f4\u901a\u4fe1\u4e5f\u70e7Token\u3002\u751f\u4ea7\u73af\u5883\u5fc5\u987b\u7b97\u6e05\u6210\u672c\u8d26，\u4e0d\u7136\u65b9\u6848\u518d\u597d\u5ba2\u6237\u4e5f\u4e0d\u4e70\u5355\u3002<\/p>\n

\u8fd9\u4e94\u4e2a\u95ee\u9898\u8d70\u5b8c，\u6846\u67b6\u9009\u62e9\u57fa\u672c\u9501\u5b9a\u3002\u00a0FDE\u7684\u4ef7\u503c\u4e0d\u5728"\u77e5\u9053\u54ea\u4e2a\u6846\u67b6\u6700\u597d"，\u5728"\u77e5\u9053\u4f60\u7684\u573a\u666f\u8be5\u7528\u54ea\u4e2a"\u3002<\/p>\n

\u516d\u3001Multi-Agent\u6b63\u5728\u843d\u5730\u7684\u56db\u5927\u884c\u4e1a<\/span><\/span><\/h3>\n

\u6846\u67b6\u662f\u5de5\u5177，\u843d\u5730\u662f\u68c0\u9a8c\u30022026\u5e74Multi-Agent\u5728\u56db\u4e2a\u884c\u4e1a\u5df2\u6709\u53ef\u91cf\u5316\u6548\u679c\u3002<\/p>\n

\u91d1\u878d：\u6295\u7814+\u5408\u89c4\u53cc\u7ebf\u7a81\u7834\u3002\u00a0\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u6a21\u62df\u6295\u7814\u6536\u76ca\u7387\u8fbe48.4%\u3002\u53cd\u6b3a\u8bc8\u573a\u666f\u8bc6\u522b\u51c6\u786e\u7387\u63d0\u534720%\u3002\u505a\u6cd5：\u6570\u636e\u91c7\u96c6Agent\u8dd1\u7814\u62a5\u5e93，\u5206\u6790Agent\u505a\u8d22\u52a1\u8bc4\u4f30，\u98ce\u9669Agent\u4ea4\u53c9\u9884\u8b66，\u62a5\u544aAgent\u751f\u6210\u7ed3\u6784\u5316\u7814\u7a76\u62a5\u544a\u2014\u2014\u56db\u4e2aAgent\u5206\u5de5，\u6bd4\u5355Agent\u4e32\u884c\u6548\u7387\u9ad8\u4e09\u5230\u4e94\u500d\u3002\u6838\u5fc3\u7ea6\u675f\u662f\u5408\u89c4\u2014\u2014\u6bcf\u4e00\u6b65\u5fc5\u987b\u6709\u5ba1\u8ba1\u65e5\u5fd7，LangGraph\u7684checkpoint\u5728\u8fd9\u91cc\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1，\u662f\u5408\u89c4\u5e95\u7ebf\u3002<\/p>\n

\u5236\u9020：\u4ece\u81ea\u52a8\u5316\u5230\u81ea\u4e3b\u5316\u3002\u00a0\u897f\u95e8\u5b50\u706f\u5854\u5de5\u5382\u7528Multi-Agent\u7ba1\u7406\u4ea7\u7ebf，\u76ee\u6807\u751f\u4ea7\u6548\u7387\u63d0\u534750%\u3002\u4e2d\u5174\u901a\u8baf\u8fd0\u7ef4\u573a\u666f\u7528\u591aAgent\u534f\u540c，\u4eba\u529b\u6295\u5165\u964d\u4f4e83%\u3002\u4f9b\u5e94\u94feAgent\u63d0\u524d\u8bc6\u522b\u539f\u6750\u6599\u77ed\u7f3a\u98ce\u9669，\u81ea\u52a8\u751f\u6210\u5907\u9009\u65b9\u6848\u3002\u8fd9\u91cc\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f"\u66f4\u806a\u660e"，\u662f"\u66f4\u65e9"\u2014\u2014\u63d0\u524d24\u5c0f\u65f6\u9884\u8b66\u548c\u4e8b\u540e\u8865\u6551，\u5dee\u7684\u662f\u4e00\u4e2a\u91cf\u7ea7\u7684\u635f\u5931\u3002<\/p>\n

\u5ba2\u670d\u4e0e\u7535\u5546：\u6700\u6210\u719f\u3001ROI\u6700\u660e\u786e\u3002\u00a0\u667a\u80fd\u5ba2\u670dMulti-Agent\u5b9e\u73b093%\u65e0\u4eba\u8f85\u52a9\u89e3\u51b3\u7387，\u5ba2\u670d\u4eba\u529b\u6210\u672c\u964d\u4f4e70%\u3002\u7535\u5546\u5168\u573a\u666f\u8986\u76d6\u2014\u2014\u5546\u54c1\u7ba1\u7406Agent\u3001\u8425\u9500\u7b56\u5212Agent\u3001\u76f4\u64ad\u4e2d\u63a7Agent\u5e76\u884c\u8fd0\u8f6c\u3002\u8fd9\u4e2a\u9886\u57df\u7684Multi-Agent\u5df2\u7ecf\u8fc7\u89c4\u6a21\u5316\u9a8c\u8bc1，\u4e0d\u662f\u6982\u5ff5\u9a8c\u8bc1\u9636\u6bb5，\u662f\u6807\u51c6\u65b9\u6848\u9636\u6bb5\u3002<\/p>\n

\u653f\u52a1：\u4ece\u95ee\u7b54\u5230\u529e\u4e8b\u3002\u00a0\u653f\u52a1\u670d\u52a1Agent\u7406\u89e3\u6a21\u7cca\u9700\u6c42\u3001\u81ea\u52a8\u5224\u65ad\u4e8b\u9879\u3001\u6307\u5bfc\u5728\u7ebf\u7533\u62a5，\u771f\u6b63\u5b9e\u73b0"\u53ea\u8dd1\u4e00\u6b21"\u3002\u653f\u7b56\u5206\u6790Agent\u5b9e\u65f6\u626b\u63cf\u56fd\u5bb6\u548c\u5730\u65b9\u653f\u7b56，\u81ea\u52a8\u751f\u6210\u5f71\u54cd\u5206\u6790\u3002FDE\u5728\u653f\u52a1\u573a\u666f\u7684\u7ecf\u9a8c：\u5ba2\u6237\u7684\u771f\u5b9e\u8bc9\u6c42\u4e0d\u662f"AI\u591a\u806a\u660e"，\u662f"\u80fd\u4e0d\u80fd\u66ff\u6211\u628a\u4e8b\u529e\u4e86"\u3002Multi-Agent\u5728\u653f\u52a1\u7684\u4ef7\u503c\u5728\u7aef\u5230\u7aef\u6d41\u7a0b\u95ed\u73af，\u4e0d\u5728\u5355\u70b9\u667a\u80fd\u3002<\/p>\n

\u5171\u540c\u89c4\u5f8b：Multi-Agent\u7684\u843d\u5730\u4ef7\u503c\u4e0d\u5728"\u6280\u672f\u591a\u5148\u8fdb"，\u5728"\u80fd\u4e0d\u80fd\u5e2e\u5ba2\u6237\u89e3\u51b3\u5355Agent\u89e3\u51b3\u4e0d\u4e86\u7684\u95ee\u9898"\u3002\u6570\u636e\u8bf4\u8bdd\u2014\u201466%\u90e8\u7f72\u4f01\u4e1a\u5b9e\u73b0\u751f\u4ea7\u529b\u63d0\u5347，57%\u5b9e\u73b0\u6210\u672c\u8282\u7ea6\u3002\u4f46\u8fd9\u4e2a\u6570\u636e\u7684\u524d\u63d0\u662f\u9009\u5bf9\u4e86\u573a\u666f\u3001\u9009\u5bf9\u4e86\u67b6\u6784\u3001\u9009\u5bf9\u4e86\u6846\u67b6\u3002<\/p>\n

\u4e03\u3001FDE\u5b9e\u6218：Multi-Agent\u843d\u5730\u907f\u5751\u6307\u5357<\/span><\/span><\/h3>\n

\u7406\u8bba\u8bb2\u5b8c，\u5b9e\u6218\u600e\u4e48\u5e72\u3002\u4ee5\u4e0b\u662fFDE\u5728Multi-Agent\u9879\u76ee\u4e2d\u8e29\u8fc7\u7684\u5751\u548c\u5e94\u5bf9\u7b56\u7565，\u90fd\u662f\u771f\u91d1\u767d\u94f6\u6362\u6765\u7684\u3002<\/p>\n

\u5751\u4e00：Agent\u592a\u591a，\u4e92\u76f8\u5435\u67b6<\/span><\/span><\/h4>\n

\u6700\u5e38\u89c1\u7684\u95ee\u9898\u2014\u2014\u4e0a\u6765\u5148\u5b9a\u4e49\u4e03\u516b\u4e2aAgent，\u6bcf\u4e2a\u90fd\u6709\u89d2\u8272\u6709\u5de5\u5177，\u7ed3\u679cAgent\u4e4b\u95f4\u5bf9\u8bdd\u8dd1\u504f，\u4e92\u76f8\u5f15\u7528\u9519\u8bef\u4fe1\u606f，\u6700\u7ec8\u8f93\u51fa\u4e00\u56e2\u4e71\u3002<\/p>\n

\u5e94\u5bf9：Agent\u6570\u91cf\u505a\u51cf\u6cd5\u3002\u80fd\u5408\u5e76\u7684\u5408\u5e76，\u80fd\u7701\u7684\u7701\u3002\u4e00\u6761\u539f\u5219\u2014\u2014\u6bcf\u4e2aAgent\u5fc5\u987b\u6709\u4e0d\u53ef\u66ff\u4ee3\u7684\u4e13\u4e1a\u80fd\u529b，\u5982\u679c\u4e24\u4e2aAgent\u7684\u804c\u8d23\u6709\u91cd\u53e0，\u5408\u5e76\u6210\u4e00\u4e2a\u3002CrewAI\u7684sequential\u6a21\u5f0f\u4ece\u4e24\u4e2aAgent\u5f00\u59cb，\u8dd1\u901a\u4e86\u518d\u52a0，\u6bd4\u4e00\u4e0a\u6765\u94fa\u4e03\u516b\u4e2a\u7a33\u5b9a\u5f97\u591a\u3002<\/p>\n

\u5751\u4e8c：Token\u70e7\u5230\u8089\u75bc<\/span><\/span><\/h4>\n

Multi-Agent\u7684\u6bcf\u4e2aAgent\u72ec\u7acb\u8c03\u6a21\u578b，Agent\u4e4b\u95f4\u6bcf\u8f6e\u5bf9\u8bdd\u90fd\u6d88\u8017Token\u3002\u4e00\u4e2a\u4e09Agent\u534f\u4f5c\u8dd1\u5341\u8f6e\u5bf9\u8bdd，Token\u6d88\u8017\u662f\u5355Agent\u5355\u8f6e\u7684\u4e09\u5341\u500d\u3002\u5ba2\u6237\u4e00\u770b\u8d26\u5355\u8138\u8272\u5c31\u53d8\u4e86\u3002<\/p>\n

\u5e94\u5bf9：\u8bbe\u5bf9\u8bdd\u8f6e\u6b21\u4e0a\u9650，\u5230\u4e86\u5f3a\u5236\u7ed3\u675f\u3002\u975e\u5173\u952eAgent\u7528\u5c0f\u6a21\u578b\u2014\u2014CrewAI\u91cc\u53ef\u4ee5\u7ed9\u4e0d\u540cAgent\u914d\u4e0d\u540cllm_config，\u5206\u6790\u4efb\u52a1\u7528GPT-4o，\u7b80\u5355\u5206\u7c7b\u4efb\u52a1\u7528GPT-4o-mini\u3002Supervisor\u6a21\u5f0f\u91cc，\u5b50Agent\u7ed3\u679c\u4f20\u7ed9Supervisor\u65f6\u505a\u6458\u8981\u538b\u7f29，\u522b\u628a\u539f\u6587\u5168\u4f20\u2014\u2014\u4fe1\u606f\u591f\u4e86\u5c31\u884c\u3002<\/p>\n

\u5751\u4e09：\u8c03\u8bd5\u662f\u5669\u68a6<\/span><\/span><\/h4>\n

\u5355Agent\u51fa\u9519，\u770b\u63a8\u7406\u94fe\u5c31\u884c\u2014\u2014\u601d\u8def\u5728\u54ea\u62d0\u6b6a\u4e00\u773c\u770b\u51fa\u3002Multi-Agent\u51fa\u9519，\u4f60\u5f97\u8ffd\u8e2aSupervisor\u600e\u4e48\u5206\u4efb\u52a1\u3001\u5b50Agent\u5404\u81ea\u600e\u4e48\u63a8\u7406\u3001Agent\u4e4b\u95f4\u600e\u4e48\u4f20\u6d88\u606f\u3001\u54ea\u4e00\u6b65\u4fe1\u606f\u4f20\u9519\u4e86\u2014\u2014\u94fe\u8def\u6307\u6570\u7ea7\u589e\u957f\u3002<\/p>\n

\u5e94\u5bf9：\u9009\u6709\u5185\u7f6e\u8ffd\u8e2a\u7684\u6846\u67b6\u3002LangGraph\u96c6\u6210LangSmith，\u6bcf\u6b65\u72b6\u6001\u53ef\u89c6\u5316\u3002CrewAI\u5f00verbose\u6a21\u5f0f\u80fd\u770b\u5b8c\u6574\u5bf9\u8bdd\u6d41\u3002\u751f\u4ea7\u73af\u5883\u5fc5\u987b\u5efa\u76d1\u63a7\u2014\u2014Token\u6d88\u8017\u3001\u6267\u884c\u8017\u65f6\u3001\u5de5\u5177\u8c03\u7528\u94fe\u4e00\u76ee\u4e86\u7136\u3002\u6ca1\u6709\u53ef\u89c2\u6d4b\u6027\u7684Multi-Agent\u7cfb\u7edf，\u4e0a\u4e86\u751f\u4ea7\u5c31\u662f\u5b9a\u65f6\u70b8\u5f39\u3002<\/p>\n

\u5751\u56db：Agent\u4e4b\u95f4\u4fe1\u606f\u4e22\u5931<\/span><\/span><\/h4>\n

Agent A\u7684\u8f93\u51fa\u4f20\u7ed9Agent B，\u4f46B\u6ca1\u7528\u5230\u5173\u952e\u4fe1\u606f\u2014\u2014\u8981\u4e48\u4f20\u7684\u65f6\u5019\u88ab\u622a\u65ad，\u8981\u4e48B\u7406\u89e3\u504f\u5dee\u5ffd\u7565\u4e86\u3002\u5bfc\u81f4B\u7684\u51b3\u7b56\u57fa\u4e8e\u4e0d\u5b8c\u6574\u4fe1\u606f，\u7ed3\u679c\u51fa\u9519\u3002<\/p>\n

\u5e94\u5bf9：\u8bbe\u8ba1\u660e\u786e\u7684\u4ea4\u63a5\u683c\u5f0f\u3002Agent\u4e4b\u95f4\u4f20\u4fe1\u606f\u7528\u7ed3\u6784\u5316\u683c\u5f0f，\u4e0d\u8981\u4f20\u81ea\u7136\u8bed\u8a00\u81ea\u7531\u6587\u672c\u3002Supervisor\u6c47\u603b\u65f6\u7528\u6a21\u677f\u2014\u2014\u6570\u636e\u90e8\u5206\u3001\u5206\u6790\u90e8\u5206\u3001\u7ed3\u8bba\u90e8\u5206\u3001\u5efa\u8bae\u90e8\u5206\u5206\u6bb5\u660e\u786e\u3002\u5b50Agent\u6536\u5230\u4efb\u52a1\u65f6，\u5728\u56de\u590d\u91cc\u5148\u590d\u8ff0\u5173\u952e\u8f93\u5165\u2014\u2014\u786e\u8ba4\u6536\u5230\u518d\u5e72\u6d3b\u3002<\/p>\n

\u5751\u4e94：\u8fc7\u5ea6\u8bbe\u8ba1<\/span><\/span><\/h4>\n

\u6700\u5bb9\u6613\u72af\u7684\u9519\u3002\u5ba2\u6237\u8981\u4e00\u4e2a"\u81ea\u52a8\u751f\u6210\u5468\u62a5"\u7684\u529f\u80fd，\u4f60\u7ed9\u642d\u4e86\u4e94\u4e2aAgent\u7684\u6570\u636e\u91c7\u96c6\u2192\u6e05\u6d17\u2192\u5206\u6790\u2192\u53ef\u89c6\u5316\u2192\u64b0\u5199\u7cfb\u7edf\u2014\u2014\u70ab\u9177\u662f\u70ab\u9177，\u4f46\u5ba2\u6237\u7684\u771f\u5b9e\u9700\u6c42\u53ef\u80fd\u4e00\u4e2aAgent+RAG+\u6a21\u677f\u5c31\u641e\u5b9a\u4e86\u3002<\/p>\n

\u5e94\u5bf9：\u6c38\u8fdc\u4ece\u6700\u7b80\u65b9\u6848\u5f00\u59cb\u3002\u5148\u7528\u5355Agent\u8dd1\u901a，\u8dd1\u4e0d\u901a\u518d\u62c6\u3002FDE\u7684\u94c1\u5f8b\u2014\u2014\u5ba2\u6237\u8981\u7684\u662f\u95ee\u9898\u88ab\u89e3\u51b3，\u4e0d\u662f\u6280\u672f\u591f\u524d\u6cbf\u3002\u00a0\u8fc7\u5ea6\u8bbe\u8ba1\u4e0d\u662f\u4e13\u4e1a，\u662f\u4e0d\u4e13\u4e1a\u3002\u5728\u5ba2\u6237\u73b0\u573a，\u7b80\u5355\u65b9\u6848\u80fd\u4ea4\u4ed8\u3001\u590d\u6742\u65b9\u6848\u4ea4\u4ed8\u4e0d\u4e86\u2014\u2014\u5ba2\u6237\u9009\u524d\u8005\u3002<\/p>\n

\u516b\u3001\u4eceDify\u5230\u4ee3\u7801\u6846\u67b6\u7684\u8fc1\u79fb\u4fe1\u53f7<\/span><\/span><\/h3>\n

\u524d\u9762\u8bb2\u4e86\u4f4e\u4ee3\u7801\u5e73\u53f0（\u7b2c\u4e03\u7bc7），\u8fd9\u91cc\u8865\u4e00\u4e2a\u5173\u952e\u5224\u65ad\u2014\u2014\u4ec0\u4e48\u65f6\u5019\u8be5\u4eceDify\u8fc1\u79fb\u5230\u4ee3\u7801\u6846\u67b6\u641eMulti-Agent\u3002<\/p>\n

\u4e09\u4e2a\u8fc1\u79fb\u4fe1\u53f7：<\/p>\n

\u4fe1\u53f7\u4e00：\u5206\u652f\u903b\u8f91\u8d85\u8fc7\u53ef\u89c6\u5316\u8868\u8fbe\u80fd\u529b\u3002\u00a0\u6761\u4ef6\u5206\u652f\u5d4c\u5957\u8d85\u8fc7\u4e09\u5c42，\u62d6\u62fd\u754c\u9762\u5f00\u59cb\u7b28\u62d9，\u6539\u4e00\u4e2a\u8282\u70b9\u8fde\u9501\u5f71\u54cd\u4e00\u7247，\u53ef\u89c6\u5316\u53cd\u800c\u4e0d\u76f4\u89c2\u4e86\u3002<\/p>\n

\u4fe1\u53f7\u4e8c：\u9700\u8981\u72b6\u6001\u7ba1\u7406\u548ccheckpoint\u3002\u00a0Dify\u7684\u53ef\u89c6\u5316\u7f16\u6392\u4e0d\u652f\u6301\u663e\u5f0f\u72b6\u6001\u7ba1\u7406\u3002\u5982\u679c\u4f60\u9700\u8981\u591aAgent\u4e4b\u95f4\u5171\u4eab\u72b6\u6001\u3001\u9700\u8981\u4eba\u5de5\u5ba1\u6279\u540e\u6062\u590d\u6267\u884c\u2014\u2014LangGraph\u7684StateGraph\u662f\u7b54\u6848\u3002<\/p>\n

\u4fe1\u53f7\u4e09：Multi-Agent\u534f\u4f5c\u6a21\u5f0f\u8d85\u51fa\u5e73\u53f0\u9884\u8bbe\u3002\u00a0Dify\u652f\u6301\u57fa\u7840\u7684Agent\u4e32\u8054，\u4f46Supervisor\u6a21\u5f0f\u3001\u534f\u4f5c\u534f\u5546\u6a21\u5f0f\u8fd9\u79cd\u590d\u6742\u7f16\u6392\u9700\u8981\u4ee3\u7801\u5c42\u63a7\u5236\u3002<\/p>\n

\u8fc1\u79fb\u8def\u5f84：\u5148\u7528Dify\u642d\u6838\u5fc3\u6d41\u7a0b\u9a8c\u8bc1\u4e1a\u52a1\u4ef7\u503c，\u7136\u540e\u9010\u6b65\u628a\u6027\u80fd\u654f\u611f\u8282\u70b9\u66ff\u6362\u6210LangGraph\u6216CrewAI\u5b9e\u73b0，\u540c\u65f6\u4fdd\u7559Dify\u505a\u914d\u7f6e\u7ba1\u7406\u754c\u9762\u3002\u4e0d\u662f\u4e00\u5200\u5207，\u662f\u6e10\u8fdb\u5f0f\u2014\u2014\u98ce\u9669\u53ef\u63a7，\u968f\u65f6\u56de\u9000\u3002<\/p>\n

\u4e5d\u3001\u6280\u672f\u6808\u51b3\u7b56\u6846\u67b6\u66f4\u65b0\u7248<\/span><\/span><\/h3>\n

\u628aMulti-Agent\u653e\u8fdbFDE\u6280\u672f\u6808\u51b3\u7b56\u6846\u67b6\u7684\u5b8c\u6574\u7248：<\/p>\n

Prompt\u662f"\u600e\u4e48\u56de\u7b54"\u3002\u573a\u666f\u7b80\u5355\u3001\u6570\u636e\u7a33\u5b9a\u5c31\u591f\u4e86\u3002<\/p>\n

RAG\u662f"\u51ed\u4ec0\u4e48\u56de\u7b54"\u3002\u9700\u8981\u77e5\u8bc6\u68c0\u7d22\u3001\u6709\u6587\u6863\u4f9d\u636e\u3002<\/p>\n

LangChain\u662f"\u600e\u4e48\u4e32\u8d77\u6765"\u3002\u5de5\u7a0b\u9aa8\u67b6，\u4ece\u539f\u578b\u9a8c\u8bc1\u5230\u5de5\u7a0b\u5316\u4ea4\u4ed8\u3002<\/p>\n

Agent\u662f"\u600e\u4e48\u5e72\u8d77\u6765"\u3002\u81ea\u4e3b\u51b3\u7b56\u5c42，\u63a8\u7406\u5224\u65ad\u3001\u5de5\u5177\u7f16\u6392\u3002<\/p>\n

Multi-Agent\u662f"\u600e\u4e48\u534f\u4f5c\u5e72"\u3002\u56e2\u961f\u5206\u5de5\u5c42，\u591a\u4e13\u4e1a\u80fd\u529b\u534f\u540c\u3001\u5b50\u4efb\u52a1\u5e76\u884c\u3001\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/p>\n

\u5b8c\u6574\u51b3\u7b56\u94fe：<\/p>\n

\u56de\u7b54\u95ee\u9898\u3001\u77e5\u8bc6\u68c0\u7d22\u2192Prompt + RAG\u3002\u5355\u6b65\u6267\u884c\u3001\u7b80\u5355\u4efb\u52a1\u2192Prompt + Agent\u3002\u590d\u6742\u4efb\u52a1\u3001\u9700\u77e5\u8bc6+\u884c\u52a8\u2192Prompt + RAG + Agent\u3002\u8d85\u590d\u6742\u4efb\u52a1\u3001\u9700\u591a\u4e13\u4e1a\u80fd\u529b\u534f\u540c\u2192Prompt + RAG + Multi-Agent\u3002<\/p>\n

\u4e0d\u662f\u6bcf\u5c42\u90fd\u5f97\u4e0a\u3002FDE\u7684\u6838\u5fc3\u4ef7\u503c\u662f"\u77e5\u9053\u4ec0\u4e48\u573a\u666f\u7528\u4ec0\u4e48\u7ec4\u5408"\u2014\u2014Multi-Agent\u662f\u6280\u672f\u6808\u6700\u9ad8\u5c42，\u4e5f\u662f\u6700\u91cd\u7684\u6b66\u5668\u3002\u7528\u5f97\u5bf9\u662f\u964d\u7ef4\u6253\u51fb，\u7528\u4e0d\u5bf9\u662f\u81ea\u6211\u6d88\u8017\u3002<\/p>\n

\u5341\u3001\u603b\u7ed3<\/span><\/span><\/h3>\n

Multi-Agent\u4e0d\u662f"\u591a\u4e2aAgent\u62fc\u5728\u4e00\u8d77"\u8fd9\u4e48\u7b80\u5355\u3002\u5b83\u7684\u672c\u8d28\u662f\u2014\u2014\u8ba9AI\u4ece"\u5355\u5175\u4f5c\u6218"\u8fdb\u5316\u5230"\u56e2\u961f\u534f\u4f5c"\u3002<\/p>\n

\u4e09\u4e2a\u6838\u5fc3\u67b6\u6784\u6a21\u5f0f\u5bf9\u5e94\u4e09\u7c7b\u573a\u666f：Supervisor\u6a21\u5f0f\u7ba1\u5408\u89c4\u6d41\u7a0b，\u534f\u4f5c\u534f\u5546\u6a21\u5f0f\u641e\u63a2\u7d22\u7814\u7a76，\u5de5\u5177\u94fe\u6a21\u5f0f\u8dd1\u6807\u51c6\u6d41\u6c34\u7ebf\u3002\u56db\u79cd\u4e3b\u6d41\u6846\u67b6\u4ee3\u8868\u56db\u5957\u8bbe\u8ba1\u54f2\u5b66：LangGraph\u4fe1"\u786e\u5b9a\u6027"，AutoGen\u4fe1"\u6d8c\u73b0"，CrewAI\u4fe1"\u7ed3\u6784"，MetaGPT\u4fe1"\u89d2\u8272"\u3002<\/p>\n

FDE\u7684\u9009\u578b\u51b3\u7b56\u6811\u4e94\u6b65\u8d70：\u8981\u4e0d\u8981Multi-Agent\u2192\u4ec0\u4e48\u534f\u4f5c\u6a21\u5f0f\u2192\u786e\u5b9a\u6027\u8981\u6c42\u591a\u9ad8\u2192\u56e2\u961f\u6c34\u5e73\u600e\u6837\u2192\u6210\u672c\u80fd\u4e0d\u80fd\u625b\u3002<\/p>\n

\u4e94\u4e2a\u5b9e\u6218\u907f\u5751\u8981\u70b9：Agent\u505a\u51cf\u6cd5\u3001Token\u8bbe\u4e0a\u9650\u3001\u5fc5\u987b\u5efa\u76d1\u63a7\u3001\u4ea4\u63a5\u7528\u7ed3\u6784\u5316\u683c\u5f0f\u3001\u6c38\u8fdc\u4ece\u6700\u7b80\u65b9\u6848\u5f00\u59cb\u3002<\/p>\n

\u4eceDify\u8fc1\u79fb\u5230\u4ee3\u7801\u6846\u67b6\u7684\u4e09\u4e2a\u4fe1\u53f7：\u5206\u652f\u903b\u8f91\u8d85\u8fc7\u53ef\u89c6\u5316\u8868\u8fbe\u3001\u9700\u8981\u72b6\u6001\u7ba1\u7406\u548ccheckpoint\u3001\u534f\u4f5c\u6a21\u5f0f\u8d85\u51fa\u5e73\u53f0\u9884\u8bbe\u3002<\/p>\n

\u6280\u672f\u6808\u5b8c\u6574\u7248\u4ece\u4f4e\u5230\u9ad8：Prompt\u2192RAG\u2192LangChain\u2192Agent\u2192Multi-Agent\u3002\u6bcf\u4e00\u5c42\u662f\u524d\u4e00\u5c42\u7684"\u4e0d\u591f\u7528\u4e86"\u624d\u52a0\u4e0a\u53bb\u7684\u3002\u4e0d\u662f\u8d8a\u591a\u8d8a\u5389\u5bb3，\u662f\u591f\u7528\u5c31\u597d\u3002<\/p>\n

Multi-Agent\u662fAI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a，\u4f46\u6218\u573a\u4e0d\u7b49\u4eba\u2014\u2014\u5148\u60f3\u6e05\u695a\u518d\u4e0a，\u6bd4\u5148\u4e0a\u4e86\u518d\u60f3\u4fbf\u5b9c\u5f97\u591a\u3002<\/p>\n

\u672c\u7cfb\u5217\u57fa\u4e8eAI\u4ea7\u54c1\u7ecf\u7406\u6559\u7a0b\u4f53\u7cfb，\u56f4\u7ed5FDE（\u7814\u53d1\u6280\u672f\u9002\u914d+\u9879\u76ee\u5168\u6d41\u7a0b\u4ea4\u4ed8+\u4e00\u7ebf\u573a\u666f\u6d1e\u5bdf）\u4e09\u4f4d\u4e00\u4f53\u80fd\u529b\u5c55\u5f00\u3002\u4ece\u524d\u4e03\u7bc7\u7684Prompt\u5230\u4f4e\u4ee3\u7801，\u5230\u672c\u7bc7\u7684Multi-Agent，\u6280\u672f\u6808\u4ece\u5355\u5175\u6b66\u5668\u5347\u7ea7\u5230\u534f\u540c\u4f5c\u6218\u4f53\u7cfb\u3002\u4e0b\u4e00\u7bc7\u5c06\u63a2\u8ba8\u56fd\u4ea7\u751f\u6001\u2014\u2014Dify\u3001Coze\u3001\u6587\u5fc3\u3001\u5143\u5668\u7b49\u56fd\u4ea7AI\u5e73\u53f0\u5728FDE\u843d\u5730\u4e2d\u7684\u89d2\u8272\u548c\u9009\u62e9\u7b56\u7565\u3002<\/p>\n

\u6a21\u578b\u5185\u5377\u65e0\u51fa\u8def，\u843d\u5730\u80fd\u529b\u5b9a\u8f93\u8d62\u3002Multi-Agent\u662f\u843d\u5730\u80fd\u529b\u7684\u8fdb\u9636\u5f62\u6001\u2014\u2014\u4e0d\u662f\u70ab\u6280，\u662f\u8ba9AI\u771f\u6b63\u50cf\u56e2\u961f\u4e00\u6837\u5e72\u6d3b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4e00\u3001\u6570\u636e\u5148\u8bf4\u8bdd2026\u5e74Q1，Agent\u5de5\u7a0b\u5e08\u5c97\u4f4d\u540c\u6bd4\u589e\u957f310%，\u4f9b\u9700\u6bd41:7.5\u2014\u2014\u4e00\u4e2a\u5c97\u4f4d\u4e03\u516b\u4e2a\u4eba\u62a2，\u591aAgent\u534f\u4f5c\u7cfb\u7edf\u5de5\u7a0b\u5e08\u5e74\u85aa\u4e2d\u4f4d\u657095\u4e07，\u6bd4\u4f20\u7edfLLM\u7b97\u6cd5\u5c97\u6ea258%\u3002\u4e2d\u56fdAI Agent\u5e02\u573a2025\u5e74\u8fbe182.34\u4ebf\u5143，\u540c\u6bd4\u589e\u957f78.03%，2026\u5e74\u653f\u5e9c\u5de5\u4f5c\u62a5\u544a\u9996\u6b21\u5c06AI\u667a\u80fd\u4f53\u7eb3\u5165\u56fd\u5bb6\u6218\u7565\u5c42\u9762\u7684\u6280\u672f\u65b9\u5411\u3002\u5168\u7403Agent\u5e02\u573a2025\u5e7473.8\u4ebf\u7f8e\u5143，\u9884\u8ba12032\u5e74\u7834<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10187,10502,74,66,4119,50],"topic":[],"class_list":["post-91998","post","type-post","status-publish","format-standard","hentry","category-server","tag-codingplan","tag-fde","tag-agent","tag-ai","tag-rag","tag-50"],"yoast_head":"\n\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/91998.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u4e00\u3001\u6570\u636e\u5148\u8bf4\u8bdd2026\u5e74Q1，Agent\u5de5\u7a0b\u5e08\u5c97\u4f4d\u540c\u6bd4\u589e\u957f310%，\u4f9b\u9700\u6bd41:7.5\u2014\u2014\u4e00\u4e2a\u5c97\u4f4d\u4e03\u516b\u4e2a\u4eba\u62a2，\u591aAgent\u534f\u4f5c\u7cfb\u7edf\u5de5\u7a0b\u5e08\u5e74\u85aa\u4e2d\u4f4d\u657095\u4e07，\u6bd4\u4f20\u7edfLLM\u7b97\u6cd5\u5c97\u6ea258%\u3002\u4e2d\u56fdAI Agent\u5e02\u573a2025\u5e74\u8fbe182.34\u4ebf\u5143，\u540c\u6bd4\u589e\u957f78.03%，2026\u5e74\u653f\u5e9c\u5de5\u4f5c\u62a5\u544a\u9996\u6b21\u5c06AI\u667a\u80fd\u4f53\u7eb3\u5165\u56fd\u5bb6\u6218\u7565\u5c42\u9762\u7684\u6280\u672f\u65b9\u5411\u3002\u5168\u7403Agent\u5e02\u573a2025\u5e7473.8\u4ebf\u7f8e\u5143，\u9884\u8ba12032\u5e74\u7834\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/91998.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-08T14:17:10+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/91998.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/91998.html\",\"name\":\"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-08T14:17:10+00:00\",\"dateModified\":\"2026-08-08T14:17:10+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/91998.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/91998.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/91998.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/91998.html","og_locale":"zh_CN","og_type":"article","og_title":"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u4e00\u3001\u6570\u636e\u5148\u8bf4\u8bdd2026\u5e74Q1，Agent\u5de5\u7a0b\u5e08\u5c97\u4f4d\u540c\u6bd4\u589e\u957f310%，\u4f9b\u9700\u6bd41:7.5\u2014\u2014\u4e00\u4e2a\u5c97\u4f4d\u4e03\u516b\u4e2a\u4eba\u62a2，\u591aAgent\u534f\u4f5c\u7cfb\u7edf\u5de5\u7a0b\u5e08\u5e74\u85aa\u4e2d\u4f4d\u657095\u4e07，\u6bd4\u4f20\u7edfLLM\u7b97\u6cd5\u5c97\u6ea258%\u3002\u4e2d\u56fdAI Agent\u5e02\u573a2025\u5e74\u8fbe182.34\u4ebf\u5143，\u540c\u6bd4\u589e\u957f78.03%，2026\u5e74\u653f\u5e9c\u5de5\u4f5c\u62a5\u544a\u9996\u6b21\u5c06AI\u667a\u80fd\u4f53\u7eb3\u5165\u56fd\u5bb6\u6218\u7565\u5c42\u9762\u7684\u6280\u672f\u65b9\u5411\u3002\u5168\u7403Agent\u5e02\u573a2025\u5e7473.8\u4ebf\u7f8e\u5143，\u9884\u8ba12032\u5e74\u7834","og_url":"https:\/\/www.wsisp.com\/helps\/91998.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-08T14:17:10+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"5 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/91998.html","url":"https:\/\/www.wsisp.com\/helps\/91998.html","name":"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-08T14:17:10+00:00","dateModified":"2026-08-08T14:17:10+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/91998.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/91998.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/91998.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u4e00\u4e2aAgent\u4e0d\u591f\u7528\uff1fMulti-Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c2026\u5e74AI\u843d\u5730\u7684\u4e0b\u4e00\u4e2a\u6218\u573a"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/91998","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=91998"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/91998\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=91998"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=91998"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=91998"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=91998"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}