\n\n\n\n
\u6700\u8fd1\u5e2e\u4e00\u4e2a\u505a\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u7684\u670b\u53cb\u770b\u4ed6\u4eec\u7684 Agent \u67b6\u6784\u8bbe\u8ba1\u3002\u4e00\u5f20\u56fe\u644a\u5f00\uff1a\u4e94\u4e2a Agent\u3001\u4e00\u4e2a Supervisor\u3001\u518d\u52a0\u4e00\u5957\u6d88\u606f\u603b\u7ebf\uff0c\u8bf4\u662f\u6253\u7b97\u5347\u7ea7\u667a\u80fd\u5ba2\u670d\u3002<\/p>\n\n\n\n
\u6211\u95ee\u4e86\u53e5: “\u4f60\u4eec\u73b0\u5728\u7684\u5ba2\u670d\u573a\u666f\u91cc\uff0c\u7528\u6237\u95ee\u7684\u95ee\u9898\u548c\u6807\u51c6\u7b54\u6848\uff0c\u5bf9\u5f97\u4e0a\u5417\uff1f”<\/p>\n\n\n\n
\u5bf9\u65b9\u6123\u4e86\u4e00\u4e0b\uff0c\u8bf4: “\u5bf9\u5f97\u4e0a\uff0c\u65e0\u975e\u5c31\u662f\u67e5\u8ba2\u5355\u72b6\u6001\u3001\u89e3\u91ca\u9000\u8d27\u653f\u7b56\u3001\u6216\u8005\u8f6c\u4eba\u5de5\u3002”<\/p>\n\n\n\n
\u6211\u8bf4: “\u90a3\u6839\u672c\u7528\u4e0d\u7740 Multi\u2011Agent\u3002\u641e\u4e2a\u7b80\u5355\u5de5\u4f5c\u6d41\uff0c\u52a0\u51e0\u4e2a\u5224\u65ad\u5206\u652f\u5c31\u591f\u7528\u4e86\u3002\u6210\u672c\u81f3\u5c11\u80fd\u780d\u6389\u516b\u6210\u3002”<\/p>\n\n\n\n
\u8fd9\u79cd\u60c5\u51b5\u6211\u8fd9\u4e24\u5e74\u9047\u5230\u5f88\u591a\u6b21\u3002\u5f88\u591a\u5f00\u53d1\u8005\uff0c\u7279\u522b\u662f\u521a\u5165\u884c\u7684\uff0c\u5bb9\u6613\u89c9\u5f97\u67b6\u6784\u8d8a\u590d\u6742\u8d8a\u663e\u5f97\u6709\u6280\u672f\u542b\u91cf\u3002\u597d\u50cf\u4e0d\u63d0 “\u591a\u667a\u80fd\u4f53” \u5c31\u663e\u5f97\u81ea\u5df1\u4e0d\u591f Agentic\u3002\u4f46\u6211\u505a\u8fc7\u7684\u9879\u76ee\u91cc\uff0c\u6709\u4e00\u534a\u7684\u8fd4\u5de5\u548c\u5931\u8d25\uff0c\u8d77\u56e0\u90fd\u662f\u67b6\u6784\u9009\u5927\u4e86\u3001\u9009\u91cd\u4e86 \u2014\u2014 \u7528\u5bb0\u725b\u5200\u53bb\u6740\u4e86\u4e00\u53ea\u9e21\u3002<\/p>\n\n\n\n
\u4eca\u5929\u54b1\u628a\u5f53\u524d\u51e0\u79cd\u4e3b\u6d41\u7684 Agent \u67b6\u6784\u9010\u4e2a\u62c6\u5f00\u7ed9\u4f60\u770b\uff1aReAct\u3001Workflow\u3001Planner\u2011Executor\u3001Multi\u2011Agent\u3001Supervisor \u548c Swarm<\/strong>\u3002\u6211\u4e0d\u60f3\u8bb2\u592a\u591a\u7a7a\u7406\u8bba\uff0c\u54b1\u4eec\u7528\u4e00\u4e2a\u6848\u4f8b\uff0c\u6765\u8bf4\u6e05\u695a\u5b83\u4eec\u5404\u81ea\u5728\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u3001\u4ec0\u4e48\u65f6\u5019\u662f\u8fc7\u5ea6\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u8d44\u6e90\u6709\u9650\u7684\u65f6\u5019\uff0c\u8be5\u600e\u4e48\u505a\u51fa\u6700\u660e\u667a\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \u4e00\u3001\u5148\u641e\u6e05\u695a\uff1a\u67b6\u6784\u4e3a\u4ec0\u4e48\u4f1a\u8d8a\u6765\u8d8a\u590d\u6742\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n Agent \u67b6\u6784\u8fd9\u51e0\u5e74\u82b1\u6837\u8d8a\u6765\u8d8a\u591a\u3002\u4f46\u8ffd\u5230\u5e95\u5c42\uff0c\u6240\u6709\u8fd9\u4e9b\u53d8\u5316\u90fd\u5728\u505a\u540c\u4e00\u4ef6\u4e8b \u2014\u2014 \u6253\u8865\u4e01\uff0c\u4fee\u8865 LLM \u5929\u751f\u7684\u4e09\u4e2a\u7f3a\u9677\u3002<\/p>\n\n\n\n \ud83d\udd39 \u7b2c\u4e00\u4e2a\u7f3a\u9677\uff1aLLM \u4e0d\u4f1a\u52a8\u624b<\/strong><\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 \u7b2c\u4e8c\u4e2a\u7f3a\u9677\uff1aLLM \u4e0d\u4f1a\u89c4\u5212<\/strong><\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 \u7b2c\u4e09\u4e2a\u7f3a\u9677\uff1aLLM \u4e0d\u4f1a\u5206\u8eab<\/strong><\/p>\n\n\n\n Agent \u67b6\u6784\u7684\u6f14\u8fdb\uff1a\u5c42\u5c42\u9012\u8fdb\uff0c\u89e3\u51b3\u6838\u5fc3\u77ed\u677f<\/p>\n\n\n \u641e\u6e05\u695a\u4e86\u4e0a\u9762\u8fd9\u4e9b\uff0c\u4f60\u5728\u505a\u9009\u578b\u65f6\u5c31\u4e0d\u5bb9\u6613\u88ab\u8d8a\u590d\u6742\u8d8a\u5148\u8fdb\u8fd9\u79cd\u9519\u89c9\u7275\u7740\u8d70\u3002\u6bcf\u4ee3\u65b0\u67b6\u6784\u90fd\u662f\u5728\u4e0a\u4e00\u4ee3\u57fa\u7840\u4e0a\u8865\u7279\u5b9a\u7684\u5751\uff0c\u4e0d\u662f\u63a8\u5012\u91cd\u6765\u3002 \u63a5\u4e0b\u6765\u7528\u540c\u4e00\u4e2a\u6848\u4f8b\u8d2f\u7a7f\u5168\u6587\uff1a<\/p>\n\n\n\n \u73b0\u5728\u770b\u770b\uff0c\u4e0d\u540c\u67b6\u6784\u5206\u522b\u4f1a\u600e\u4e48\u5e94\u5bf9\u8fd9\u4e2a\u9700\u6c42\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \u4e8c\u3001\u67b6\u6784\u4e00\uff1aReAct\u2011\u8ba9 Agent \u5b66\u4f1a \u201c\u52a8\u624b\u201d \u7684\u57fa\u7840<\/strong> \ud83d\udd16<\/strong><\/p>\n\n\n\n ReAct \u662f\u6240\u6709\u590d\u6742 Agent \u67b6\u6784\u7684\u5730\u57fa\u3002\u5b83\u7684\u5168\u79f0\u662f Reason\uff08\u63a8\u7406\uff09+ Act\uff08\u884c\u52a8\uff09<\/strong>\u3002\u6838\u5fc3\u903b\u8f91\uff0c\u5c31\u662f\u8ba9\u6a21\u578b\u5728\u4e00\u4e2a \u201c\u601d\u8003 \u2192 \u884c\u52a8 \u2192 \u89c2\u5bdf\u201d \u7684\u5faa\u73af\u91cc\u53cd\u590d\u8fed\u4ee3\uff0c\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n\n\n\n \u62ff\u4e0a\u9762\u90a3\u4e2a\u6848\u4f8b\u7684\u7b2c\u4e00\u6b65 “\u5206\u6790\u4e0a\u5468\u9500\u552e\u6570\u636e” \u6765\u8d70\u4e00\u904d\uff1a<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 \u4ec0\u4e48\u65f6\u5019\u7528 ReAct?<\/strong><\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 ReAct \u7684\u81f4\u547d\u7f3a\u9677<\/strong><\/p>\n\n\n\n ReAct \u6700\u5927\u7684\u95ee\u9898\u662f\u6ca1\u6709\u5168\u5c40\u89c6\u91ce\uff0c\u8d70\u4e00\u6b65\u770b\u4e00\u6b65\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u6ca1\u5730\u56fe\u3001\u53ea\u9760\u8def\u724c\u8d70\u8def\u7684\u4eba\u3002\u524d\u671f\u4e00\u6b65\u8d70\u504f\uff0c\u540e\u9762\u53ef\u80fd\u8d8a\u8d70\u8d8a\u8fdc\uff0c\u5f7b\u5e95\u504f\u79bb\u6700\u521d\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n \u5728\u6211\u4eec\u8fd9\u4e2a\u6848\u4f8b\u91cc\uff0c\u5982\u679c ReAct \u5206\u6790\u5b8c\u9500\u552e\u6570\u636e\u4e4b\u540e\uff0c\u76f4\u63a5\u8df3\u53bb\u5199\u6587\u6848\uff0c\u5fd8\u4e86\u8fd8\u8981\u7ed3\u5408\u70ed\u70b9\uff0c\u90a3\u6574\u4e2a\u4efb\u52a1\u5c31\u4e0d\u7b97\u5b8c\u6210\u3002<\/p>\n\n\n\n \u4f5c\u4e3a OPC\uff0cReAct \u662f\u4f60\u5fc5\u987b\u638c\u63e1\u7684\u5165\u95e8\u7ea7\u67b6\u6784\u3002\u5f88\u591a\u7b80\u5355\u7684 toB \u9700\u6c42\uff0c\u4e00\u4e2a\u7a33\u5b9a\u7684 ReAct \u5faa\u73af\u5c31\u591f\u7528\u4e86\u3002\u4f46\u4efb\u52a1\u8d85\u8fc7\u4e94\u6b65\uff0c\u6216\u8005\u6b65\u9aa4\u4e4b\u95f4\u6709\u4e25\u683c\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u5c31\u5f97\u8003\u8651\u5347\u7ea7\u67b6\u6784\u4e86\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \u4e09\u3001\u67b6\u6784\u4e8c\uff1aWorkflow\u2011\u7528 \u201c\u786e\u5b9a\u6027\u201d \u6362 \u201c\u53ef\u63a7\u6027\u201d \u7684\u6d41\u6c34\u7ebf<\/strong> \ud83d\udd16<\/strong><\/p>\n\n\n\n \u5f88\u591a\u4eba\u628a Workflow\uff08\u5de5\u4f5c\u6d41\uff09\u548c Agent \u6df7\u4e3a\u4e00\u8c08\uff0c\u8fd9\u662f\u4e2a\u5e38\u89c1\u7684\u8bef\u533a\uff0c\u6211\u4eec\u5728\u4e4b\u524d\u7684\u7b14\u8bb0\u91cc\u8ba8\u8bba\u8fc7\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n \u4e25\u683c\u6765\u8bf4\uff0cWorkflow \u4e0d\u662f Agent\u3002\u5b83\u662f\u4e00\u4e2a\u9884\u5148\u5b9a\u4e49\u597d\u7684\u3001\u786e\u5b9a\u6027\u7684\u6d41\u7a0b\u56fe\u3002AI \u6a21\u578b\u6216\u5de5\u5177\u53ea\u662f\u88ab\u5b89\u6392\u5728\u6d41\u7a0b\u7684\u67d0\u4e2a\u8282\u70b9\u4e0a\u5e72\u6d3b\u3002AI \u81ea\u5df1\u6ca1\u6709\u51b3\u5b9a \u201c\u4e0b\u4e00\u6b65\u8be5\u8d70\u54ea\u6761\u8def\u201d \u7684\u6743\u529b\u3002<\/p>\n\n\n\n \u6211\u4eec\u628a\u6574\u4e2a “\u81ea\u52a8\u5316\u793e\u4ea4\u5a92\u4f53\u8fd0\u8425” \u7684\u6848\u4f8b\u7528 Workflow \u91cd\u65b0\u8bbe\u8ba1\uff1a<\/p>\n\n\n \u770b\u5230\u533a\u522b\u4e86\u6ca1\uff1f\u5728\u8fd9\u4e2a Workflow \u91cc\uff0c\u6bcf\u4e00\u6b65\u505a\u4ec0\u4e48\u3001\u6309\u4ec0\u4e48\u987a\u5e8f\u3001\u7528\u4ec0\u4e48\u5de5\u5177\uff0c\u90fd\u662f\u63d0\u524d\u5199\u6b7b\u5728\u4ee3\u7801\u91cc\u7684\u3002LLM \u53ea\u662f\u4e00\u4e2a\u88ab\u8c03\u7528\u7684\u51fd\u6570\uff0c\u8d1f\u8d23\u5728\u7279\u5b9a\u8282\u70b9\u5b8c\u6210\u7279\u5b9a\u7684\u6587\u672c\u751f\u6210\u4efb\u52a1\u3002\u5b83\u4e0d\u53ef\u80fd\u4e34\u65f6\u51b3\u5b9a “\u4eca\u5929\u4e0d\u60f3\u7ed3\u5408\u70ed\u70b9\u4e86” \u6216\u8005 “\u8df3\u8fc7\u4eba\u5de5\u5ba1\u6838”\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 \u4ec0\u4e48\u65f6\u5019\u7528 Workflow?<\/strong><\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 Workflow \u7684\u77ed\u677f<\/strong><\/p>\n\n\n\n \u5b83\u7684\u4f18\u70b9\uff08\u786e\u5b9a\u6027\uff09\u540c\u65f6\u4e5f\u662f\u7f3a\u70b9\u3002\u4e00\u65e6\u9047\u5230\u6d41\u7a0b\u4e4b\u5916\u7684\u7a81\u53d1\u60c5\u51b5\uff0c\u5b83\u6ca1\u6709\u5e94\u53d8\u80fd\u529b\u3002\u800c\u4e14\u6d41\u7a0b\u8d8a\u590d\u6742\uff0c\u524d\u671f\u6210\u672c\u8d8a\u9ad8\uff0c\u540e\u671f\u4fee\u6539\u8d8a\u9ebb\u70e6\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \u56db\u3001\u67b6\u6784\u4e09\uff1aPlanner\u2011Executor\u2011\u628a \u201c\u601d\u8003\u201d \u548c \u201c\u5e72\u6d3b\u201d \u5f7b\u5e95\u5206\u5f00<\/strong> \ud83d\udd16<\/strong><\/p>\n\n\n\n \u5f53\u4efb\u52a1\u590d\u6742\u5230\u9700\u8981\u591a\u6b65\u9aa4\u89c4\u5212\uff0c\u4e14\u6b65\u9aa4\u4e4b\u95f4\u6709\u4f9d\u8d56\u5173\u7cfb\uff0cReAct \u8fb9\u60f3\u8fb9\u505a\u90a3\u5957\u5c31\u4e0d\u591f\u7528\u4e86\u3002\u8fd9\u65f6\u5019\u8be5\u7528 Planner\u2011Executor \u67b6\u6784\u3002<\/p>\n\n\n\n \u6838\u5fc3\u601d\u8def\u5f88\u7b80\u5355\uff1a\u628a “\u60f3” \u548c “\u505a” \u5206\u5f00\u3002<\/p>\n\n\n\n \u62ff\u6848\u4f8b\u91cc “\u5199 3 \u7bc7\u6587\u6848” \u8fd9\u4e2a\u5b50\u4efb\u52a1\u6765\u7ec6\u5316\uff1a<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 \u4ec0\u4e48\u65f6\u5019\u7528 Planner\u2011Executor?<\/strong><\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 <\/strong>Planner\u2011Executor \u7684\u4ee3\u4ef7<\/strong><\/p>\n\n\n\n \u8fd9\u4e2a\u67b6\u6784\u6709\u6210\u672c\u3002\u89c4\u5212\u9636\u6bb5\u672c\u8eab\u5c31\u8981\u6d88\u8017\u989d\u5916\u7684 LLM \u8c03\u7528\uff0c\u6210\u672c\u4f1a\u660e\u663e\u589e\u52a0\u3002\u800c\u4e14\u5982\u679c Planner \u7684\u89c4\u5212\u8d28\u91cf\u4e0d\u9ad8 \u2014\u2014 \u6bd4\u5982\u6b65\u9aa4\u62c6\u89e3\u4e0d\u5408\u7406 \u2014\u2014 \u6574\u4e2a\u94fe\u6761\u4ece\u8d77\u70b9\u5c31\u6b6a\u4e86\uff0c\u540e\u9762\u6267\u884c\u5f97\u518d\u7ec6\u4e5f\u6ca1\u7528\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \u4e94\u3001\u56e2\u961f\u534f\u540c\u67b6\u6784\uff1aMulti\u2011Agent\u3001Supervisor\u3001Swarm<\/strong> \ud83d\udd16<\/strong><\/p>\n\n\n\n \u5f53\u4efb\u52a1\u590d\u6742\u5230\u9700\u8981\u540c\u65f6\u5177\u5907\u591a\u4e2a\u9886\u57df\u7684\u6df1\u5ea6\u4e13\u4e1a\u80fd\u529b\u65f6\uff0c\u5355\u4e2a Agent \u518d\u52a0 Planner \u53ef\u80fd\u4e5f\u625b\u4e0d\u4f4f\u4e86\u3002\u6bd4\u5982\u6211\u4eec\u8fd9\u4e2a\u6848\u4f8b\uff0c\u5982\u679c\u5347\u7ea7\u6210 “\u4e0d\u4ec5\u8981\u53d1\u793e\u5a92\uff0c\u8fd8\u8981\u540c\u6b65\u66f4\u65b0\u5b98\u7f51\u3001\u5199\u82f1\u6587\u65b0\u95fb\u7a3f\u3001\u5236\u4f5c\u4ecb\u7ecd\u89c6\u9891”\uff0c\u90a3\u5c31\u5f97\u9760\u4e00\u4e2a\u56e2\u961f\u6765\u914d\u5408\u4e86\u3002<\/p>\n\n\n\n Multi\u2011Agent\uff08\u591a\u667a\u80fd\u4f53\uff09\u8981\u89e3\u51b3\u7684\u4e0d\u662f\u89c4\u5212\u95ee\u9898\uff0c\u662f\u4e13\u4e1a\u5206\u5de5\u95ee\u9898\u3002Supervisor\uff08\u76d1\u7763\u8005\uff09\u548c Swarm\uff08\u8702\u7fa4\uff09\u5219\u662f Multi\u2011Agent \u6846\u67b6\u4e0b\u7684\u4e24\u79cd\u4e0d\u540c\u7684\u7ec4\u7ec7\u7ba1\u7406\u65b9\u5f0f\uff0c\u51b3\u5b9a\u4e86\u8fd9\u7fa4 Agent \u4e4b\u95f4\u600e\u4e48\u534f\u4f5c\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 5.1 \u67b6\u6784\u56db\uff1aMulti\u2011Agent \u2014\u2014 \u7ec4\u5efa\u4f60\u7684 \u201cAI \u4e13\u5bb6\u59d4\u5458\u4f1a\u201d<\/strong><\/p>\n\n\n\n \u4e00\u4e2a\u5178\u578b\u7684 Multi\u2011Agent \u56e2\u961f\uff0c\u53ef\u80fd\u4f1a\u6709\u8fd9\u6837\u7684\u89d2\u8272\u5212\u5206\uff1a<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n Supervisor \u6a21\u5f0f\uff1a\u4e2d\u5fc3\u5316\u7684\u516c\u53f8\u67b6\u6784<\/strong><\/p>\n\n\n\n \u8fd9\u79cd\u6a21\u5f0f\u4e0b\u6709\u4e00\u4e2a\u7edd\u5bf9\u7684\u9886\u5bfc \u2014\u2014 Supervisor Agent\uff08\u4e3b\u7ba1\uff09<\/strong>\u3002\u50cf\u516c\u53f8\u90e8\u95e8\u603b\u76d1\u4e00\u6837\uff0c\u8d1f\u8d23\u63a5\u6536\u6700\u7ec8\u76ee\u6807\u3001\u5206\u914d\u4efb\u52a1\u7ed9\u4e0b\u5c5e\u3001\u8ddf\u8e2a\u8fdb\u5ea6\u3001\u6574\u5408\u6240\u6709\u4eba\u7684\u5de5\u4f5c\u6210\u679c\uff0c\u5bf9\u6700\u7ec8\u8d28\u91cf\u8d1f\u8d23\u3002<\/p>\n\n\n\n \u5176\u4ed6 Agent \u90fd\u53ea\u662f Worker\uff08\u5458\u5de5\uff09<\/strong>\uff0c\u542c\u4ece Supervisor \u6307\u6325\uff0c\u5b8c\u6210\u81ea\u5df1\u5206\u5185\u5de5\u4f5c\u5e76\u5411 Supervisor \u6c47\u62a5\u3002\u5b83\u4eec\u4e4b\u95f4\u4e00\u822c\u6ca1\u6709\u6a2a\u5411\u6c9f\u901a\u3002<\/p>\n\n\n \ud83d\udd39 \u4ec0\u4e48\u65f6\u5019\u7528 Supervisor?<\/strong><\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 5.2 Swarm \u6a21\u5f0f\uff1a\u53bb\u4e2d\u5fc3\u5316\u7684 \u201c\u5f00\u6e90\u793e\u533a\u534f\u4f5c\u201d<\/strong><\/p>\n\n\n\n Swarm \u6a21\u5f0f\u5b8c\u5168\u76f8\u53cd\u3002\u5b83\u6ca1\u6709\u56fa\u5b9a\u7684\u9886\u5bfc\u89d2\u8272\u3002<\/p>\n\n\n\n \u6240\u6709 Agent \u90fd\u662f\u5e73\u7b49\u7684\u3002\u63a7\u5236\u6743\u548c\u8bdd\u8bed\u6743\u5728 Agent \u4e4b\u95f4\u52a8\u6001\u8f6c\u79fb\u3002\u5b83\u4eec\u901a\u8fc7\u4e00\u79cd\u81ea\u4e3b\u534f\u5546\u7684\u673a\u5236\u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8be5\u8c01\u63a5\u624b\u3002<\/p>\n\n\n\n \u8fd9\u6709\u70b9\u50cf\u4e00\u4e2a\u5f00\u6e90\u793e\u533a\u3002\u4e00\u4e2a Agent \u5b8c\u6210\u5de5\u4f5c\u540e\uff0c\u628a\u4ea7\u51fa\u5e7f\u64ad\u51fa\u53bb\uff0c\u5e76\u8bf4\u4e00\u53e5\uff1a”\u6211\u5b8c\u6210\u4e86\u6570\u636e\u5206\u6790\uff0c\u73b0\u5728\u9700\u8981\u6709\u4eba\u63a5\u7740\u5199\u6587\u6848\u3002”Copywriter Agent \u542c\u5230\u8fd9\u4e2a\u4fe1\u53f7\uff0c\u4e3b\u52a8\u63a5\u624b\u4efb\u52a1\u3002<\/p>\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 \u4ec0\u4e48\u65f6\u5019\u7528 Swarm?<\/strong><\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \ud83d\udd39 Multi\u2011Agent \u7684\u5de8\u5927\u4ee3\u4ef7<\/strong><\/p>\n\n\n\n \u65e0\u8bba\u7528 Supervisor \u8fd8\u662f Swarm\uff0c\u5f15\u5165 Multi\u2011Agent \u7684\u4ee3\u4ef7\u90fd\u5f88\u5927\uff1a\u534f\u8c03\u6210\u672c\u9ad8\u3001\u901a\u4fe1\u5f00\u9500\u5927\u3001\u8bbe\u8ba1\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u4e0a\u5347<\/strong>\u3002\u4e0a\u4e0b\u6587\u4f20\u9012\u8fc7\u7a0b\u4e2d\uff0c\u5f88\u5bb9\u6613\u56e0\u4e3a\u67d0\u4e2a\u73af\u8282\u88ab\u7cbe\u7b80\u6216\u8bef\u89e3\uff0c\u5bfc\u81f4\u4fe1\u606f\u635f\u8017\uff0c\u5f71\u54cd\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n\n\n\n \u3000\u3000<\/p>\n\n\n\n \u516d\u3001\u603b\u7ed3\u4e00\u4e0b\u5427\uff1a\u4e00\u4e2a\u5b9e\u7528\u7684\u51b3\u7b56\u6811<\/strong> \ud83d\udd16<\/strong><\/p>\n\n\n\n \u8bb2\u5b8c\u4e86\u8fd9\u51e0\u79cd\u67b6\u6784\uff0c\u6211\u4eec\u56de\u5230\u6700\u5b9e\u9645\u7684\u95ee\u9898\uff1a\u4f5c\u4e3a\u8d44\u6e90\u6709\u9650\u7684 OPC\uff0c\u5230\u5e95\u8be5\u600e\u4e48\u9009\uff1f<\/strong><\/p>\n\n\n\n \u6211\u901a\u5e38\u4f1a\u6309\u7167\u4e0b\u9762\u8fd9\u4e2a\u51b3\u7b56\u6811<\/strong>\uff0c\u6765\u5feb\u901f\u5730\u505a\u5224\u65ad\uff1a<\/p>\n\n\n\n \u6211\u901a\u5e38\u4f1a\u6309\u7167\u4e0b\u9762\u8fd9\u4e2a\u51b3\u7b56\u6811\uff0c\u6765\u5feb\u901f\u5730\u505a\u5224\u65ad\uff1a<\/p>\n\n\n\n \u6700\u540e\uff0c\u4e00\u5f20\u6211\u81ea\u5df1\u6574\u7406\u7684\u67b6\u6784\u6210\u719f\u5ea6\u4e0e\u7279\u6027\u5bf9\u6bd4\u56fe\uff0c\u4f9b\u4f60\u53c2\u8003\uff1a<\/p>\n\n\n\n \u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5 \u524d\u8a00 \ud83d\udd16 \u6700\u8fd1\u5e2e\u4e00\u4e2a\u505a\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u7684\u670b\u53cb\u770b\u4ed6\u4eec\u7684 Agent \u67b6\u6784\u8bbe\u8ba1\u3002\u4e00\u5f20\u56fe\u644a\u5f00 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"_links":{"self":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21370"}],"collection":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21370"}],"version-history":[{"count":1,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21370\/revisions"}],"predecessor-version":[{"id":21380,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21370\/revisions\/21380"}],"wp:attachment":[{"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21370"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21370"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21370"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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![\"\"](\"https:\/\/92it.top\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-118.png\")
<\/figure><\/div>\n\n\n\u5047\u8bbe\u4f60\u662f\u4e2a OPC\uff0c\u63a5\u4e86\u4e2a\u4e0d\u5927\u4e0d\u5c0f\u7684\u9879\u76ee\uff1a\u5e2e\u4e00\u5bb6\u5c0f\u578b\u7535\u5546\u516c\u53f8\u505a\u4e00\u4e2a\u793e\u4ea4\u5a92\u4f53\u8fd0\u8425 Agent\u3002
\u6bcf\u5468\u4e00\u65e9\u4e0a\u5341\u70b9\uff0c\u8fd9\u4e2a Agent \u9700\u8981\u81ea\u52a8\u5b8c\u6210\u8fd9\u4e9b\u4e8b\uff1a
- \u5206\u6790\u4e0a\u5468\u4ea7\u54c1\u7684\u9500\u552e\u6570\u636e\uff1b
- \u6293\u53d6\u8fd1\u671f\u7684\u7f51\u7edc\u70ed\u70b9\uff1b
- \u5199 3 \u7bc7\u6838\u5fc3\u4ea7\u54c1\u7684\u63a8\u5e7f\u6587\u6848\uff08\u5c0f\u7ea2\u4e66\u98ce\u683c\uff09\uff1b
- \u6bcf\u7bc7\u914d\u4e00\u5f20\u56fe\uff1b
- \u628a\u56fe\u6587\u53d1\u5230\u516c\u53f8\u793e\u4ea4\u8d26\u53f7\u4e0a\uff1b<\/pre>\n\n\n\n
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SELECT product_name, SUM(sales) FROM sales_records\nWHERE date >= '\u4e0a\u5468\u4e00' AND date <= '\u4e0a\u5468\u65e5' GROUP BY\nproduct_name ORDER BY SUM(sales) DESC;<\/pre>\n\n\n\n
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[{\"product_name\": \"\u667a\u80fd\u5496\u5561\u673a\", \"sales\": 52000}, {\"product_name\": \"\u4fbf\u643a\u5438\u5c18\u5668\", \"sales\": 38000}, ...]<\/code><\/li>\n\n\n\n![\"\"](\"https:\/\/92it.top\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-120.png\")
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\n\n\n\n![\"\"](\"https:\/\/92it.top\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-122-668x1024.png\")
<\/figure><\/div>\n\n\n\n
\ud83d\udca1 \u6211\u7684\u5efa\u8bae\u662f\uff1atoB \u573a\u666f\u4e0b\uff0c\u5982\u679c\u4efb\u52a1\u6d41\u7a0b\u80fd\u6e05\u6670\u5730\u5b9a\u4e49\u4e0b\u6765\uff0c\u4f18\u5148\u7528 Workflow\uff0c\u522b\u603b\u89c9\u5f97\u4e0a Agent \u624d\u663e\u5f97\u66f4\u667a\u80fd\u3002\u7a33\u5b9a\u53ef\u9760\uff0c\u624d\u662f B \u7aef\u5ba2\u6237\u771f\u6b63\u7684\u7b2c\u4e00\u8bc9\u6c42\u3002
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\ud83d\udca1 \u6211\u7684\u5efa\u8bae\uff1a\u4e00\u822c\u53ea\u5728**\u9ad8\u4ef7\u503c\u3001\u957f\u94fe\u6761\u7684\u573a\u666f**\u91cc\u624d\u8003\u8651\u7528 Planner\u2011Executor\u3002\u666e\u901a\u7b80\u5355\u4efb\u52a1\u7528\u5b83\uff0c\u5927\u70ae\u6253\u868a\u5b50\uff0c\u7eaf\u5c5e\u6d6a\u8d39\u94b1\u3002<\/pre>\n\n\n\n
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![\"\"](\"https:\/\/92it.top\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-123-933x1024.png\")
<\/figure><\/div>\n\n\n\n
![\"\"](\"https:\/\/92it.top\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-125-953x1024.png\")
<\/figure><\/div>\n\n\n\n
\ud83d\udca1 \u6211\u7ed9\u81ea\u5df1\u5b9a\u4e86\u4e00\u6761\u89c4\u77e9\uff1a\u5f15\u5165 Multi\u2011Agent \u4e4b\u524d\uff0c\u5148\u95ee\u81ea\u5df1\u4e00\u4e2a\u95ee\u9898 \u2014\u2014 \u8fd9\u4e2a\u4efb\u52a1\uff0c\u771f\u7684\u975e\u8981\u4e00\u4e2a\u56e2\u961f\u624d\u80fd\u5b8c\u6210\u5417\uff1f\u5355\u4e2a Agent \u52a0\u4e00\u4e2a\u597d\u7684 Planner\uff0c\u771f\u7684\u505a\u4e0d\u5230\u5417\uff1f\u5982\u679c\u7b54\u6848\u662f\u5426\u5b9a\u7684\uff0c\u786c\u8981\u62c6\u6210\u591a\u4e2a\u89d2\u8272\u534f\u4f5c\uff0c\u53ea\u4f1a\u628a\u7cfb\u7edf\u641e\u5f97\u66f4\u8106\u5f31\uff0c\u4e0d\u4f1a\u66f4\u806a\u660e\u3002<\/pre>\n\n\n\n
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\u67b6\u6784\u6a21\u5f0f<\/th> \u590d\u6742\u5ea6 \/ \u6210\u672c<\/th> \u80fd\u529b\u4e0a\u9650<\/th> \u53ef\u63a7\u6027<\/th> \u6838\u5fc3\u89e3\u51b3\u95ee\u9898<\/th><\/tr><\/thead> ReAct<\/td> \u2605\u2606\u2606\u2606\u2606<\/td> \u2605\u2605\u2606\u2606\u2606<\/td> \u2605\u2605\u2605\u2606\u2606<\/td> \u8ba9 AI \u5b66\u4f1a \u201c\u52a8\u624b\u201d<\/td><\/tr> Workflow<\/td> \u2605\u2605\u2606\u2606\u2606<\/td> \u2605\u2606\u2606\u2606\u2606<\/td> \u2605\u2605\u2605\u2605\u2605<\/td> \u6d41\u7a0b\u7684 \u201c\u786e\u5b9a\u6027\u201d<\/td><\/tr> Planner\u2011Executor<\/td> \u2605\u2605\u2605\u2606\u2606<\/td> \u2605\u2605\u2605\u2605\u2606<\/td> \u2605\u2605\u2605\u2605\u2606<\/td> \u590d\u6742\u4efb\u52a1\u7684 \u201c\u89c4\u5212\u201d<\/td><\/tr> Multi\u2011Agent (Supervisor)<\/td> \u2605\u2605\u2605\u2605\u2606<\/td> \u2605\u2605\u2605\u2605\u2605<\/td> \u2605\u2605\u2605\u2605\u2606<\/td> \u4e13\u5bb6\u7684 \u201c\u5206\u5de5\u201d \u4e0e \u201c\u7ba1\u63a7\u201d<\/td><\/tr> Multi\u2011Agent (Swarm)<\/td> \u2605\u2605\u2605\u2605\u2605<\/td> \u2605\u2605\u2605\u2605\u2605<\/td> \u2605\u2605\u2605\u2606\u2606<\/td> \u52a8\u6001\u73af\u5883\u7684 \u201c\u534f\u4f5c\u201d \u4e0e \u201c\u9002\u5e94\u201d<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"