{"id":89706,"date":"2026-08-03T14:40:35","date_gmt":"2026-08-03T06:40:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89706.html"},"modified":"2026-08-03T14:40:35","modified_gmt":"2026-08-03T06:40:35","slug":"agent%e4%b8%8e%e5%85%b6%e5%ae%83ai%e5%8d%8f%e5%90%8c%e6%a8%a1%e5%bc%8f%ef%bc%9a%e6%a0%b8%e5%bf%83%e5%8c%ba%e5%88%ab%e4%b8%8e%e9%80%82%e7%94%a8%e5%9c%ba%e6%99%af","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89706.html","title":{"rendered":"Agent\u4e0e\u5176\u5b83AI\u534f\u540c\u6a21\u5f0f\uff1a\u6838\u5fc3\u533a\u522b\u4e0e\u9002\u7528\u573a\u666f"},"content":{"rendered":"<h3>\u5f15\u8a00&#xff1a;AI\u534f\u540c\u7684\u6f14\u8fdb\u4e0eAgent\u7684\u5d1b\u8d77<\/h3>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u6280\u672f\u98de\u901f\u53d1\u5c55\u7684\u4eca\u5929&#xff0c;AI\u7cfb\u7edf\u4e4b\u95f4\u7684\u534f\u540c\u5de5\u4f5c\u5df2\u6210\u4e3a\u63d0\u5347\u80fd\u529b\u3001\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u5173\u952e\u8def\u5f84\u3002\u4ece\u65e9\u671f\u7684\u7b80\u5355API\u8c03\u7528&#xff0c;\u5230\u5982\u4eca\u667a\u80fd\u4f53&#xff08;Agent&#xff09;\u4e3b\u5bfc\u7684\u81ea\u4e3b\u534f\u4f5c&#xff0c;AI\u534f\u540c\u6a21\u5f0f\u7ecf\u5386\u4e86\u663e\u8457\u7684\u6f14\u8fdb\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8Agent&#xff08;\u667a\u80fd\u4f53&#xff09; \u4e0e\u5176\u5b83\u4f20\u7edfAI\u534f\u540c\u6a21\u5f0f&#xff08;\u5982\u591a\u6a21\u578b\u96c6\u6210\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u3001\u8054\u90a6\u5b66\u4e60\u7b49&#xff09;\u7684\u6838\u5fc3\u533a\u522b&#xff0c;\u5e2e\u52a9\u8bfb\u8005\u7406\u89e3\u4e0d\u540c\u6a21\u5f0f\u7684\u9002\u7528\u573a\u666f\u4e0e\u9009\u62e9\u4f9d\u636e\u3002<\/p>\n<p>Agent\u5165\u95e8\u8d44\u6599\u9886\u53d6&#xff1a;https:\/\/pan.quark.cn\/s\/e412aaecc8c0<\/p>\n<h3>1. \u6838\u5fc3\u6982\u5ff5\u5b9a\u4e49<\/h3>\n<h4>1.1 \u4ec0\u4e48\u662fAI\u534f\u540c&#xff1f;<\/h4>\n<p>AI\u534f\u540c\u6cdb\u6307\u4e24\u4e2a\u6216\u4ee5\u4e0a\u7684\u4eba\u5de5\u667a\u80fd\u7ec4\u4ef6\u3001\u6a21\u578b\u6216\u7cfb\u7edf&#xff0c;\u901a\u8fc7\u4fe1\u606f\u4ea4\u6362\u4e0e\u4efb\u52a1\u5206\u914d&#xff0c;\u5171\u540c\u5b8c\u6210\u4e00\u4e2a\u76ee\u6807\u7684\u8fc7\u7a0b\u3002\u5176\u76ee\u7684\u662f\u7a81\u7834\u5355\u4e00\u6a21\u578b\u7684\u5c40\u9650\u6027&#xff0c;\u5b9e\u73b0\u201c1&#043;1&gt;2\u201d\u7684\u6548\u679c\u3002<\/p>\n<h4>1.2 \u4ec0\u4e48\u662fAgent&#xff08;\u667a\u80fd\u4f53&#xff09;&#xff1f;<\/h4>\n<p>\u5728AI\u8bed\u5883\u4e0b&#xff0c;Agent\u662f\u4e00\u4e2a\u5177\u6709\u81ea\u4e3b\u6027&#xff08;Autonomy&#xff09;\u3001\u53cd\u5e94\u6027&#xff08;Reactivity&#xff09;\u3001\u4e3b\u52a8\u6027&#xff08;Pro-activeness&#xff09; \u548c\u793e\u4f1a\u80fd\u529b&#xff08;Social Ability&#xff09; \u7684\u8f6f\u4ef6\u5b9e\u4f53\u3002\u5b83\u80fd\u591f\u611f\u77e5\u73af\u5883&#xff0c;\u6839\u636e\u76ee\u6807\u5236\u5b9a\u8ba1\u5212\u5e76\u6267\u884c\u52a8\u4f5c&#xff0c;\u5728\u590d\u6742\u3001\u52a8\u6001\u7684\u73af\u5883\u4e2d\u6301\u7eed\u8fd0\u4f5c\u3002\u4e00\u4e2a\u5178\u578b\u7684AI Agent\u901a\u5e38\u5305\u542b&#xff1a;\u611f\u77e5\u6a21\u5757\u3001\u51b3\u7b56\u6838\u5fc3&#xff08;\u5982LLM&#xff09;\u3001\u8bb0\u5fc6\u7cfb\u7edf\u548c\u5de5\u5177\u8c03\u7528&#xff08;Action&#xff09;\u80fd\u529b\u3002<\/p>\n<h4>1.3 \u5176\u5b83\u5e38\u89c1\u7684AI\u534f\u540c\u6a21\u5f0f<\/h4>\n<ul>\n<li>\u591a\u6a21\u578b\u96c6\u6210&#xff08;Ensemble&#xff09;&#xff1a;\u591a\u4e2a\u6a21\u578b\u5bf9\u540c\u4e00\u4efb\u52a1\u8fdb\u884c\u9884\u6d4b&#xff0c;\u901a\u8fc7\u6295\u7968\u3001\u52a0\u6743\u5e73\u5747\u7b49\u65b9\u5f0f\u805a\u5408\u7ed3\u679c\u3002<\/li>\n<li>\u5de5\u4f5c\u6d41\/\u7ba1\u9053&#xff08;Pipeline&#xff09;&#xff1a;\u5c06\u4efb\u52a1\u5206\u89e3\u4e3a\u7ebf\u6027\u6b65\u9aa4&#xff0c;\u6bcf\u4e2a\u6b65\u9aa4\u7531\u4e13\u95e8\u7684\u6a21\u578b\u6216\u5904\u7406\u5668\u6309\u56fa\u5b9a\u987a\u5e8f\u6267\u884c\u3002<\/li>\n<li>\u8054\u90a6\u5b66\u4e60&#xff08;Federated Learning&#xff09;&#xff1a;\u591a\u4e2a\u5ba2\u6237\u7aef\u5728\u672c\u5730\u8bad\u7ec3\u6a21\u578b&#xff0c;\u4ec5\u5171\u4eab\u6a21\u578b\u53c2\u6570\u66f4\u65b0&#xff0c;\u5728\u4e2d\u5fc3\u670d\u52a1\u5668\u805a\u5408&#xff0c;\u65e8\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u3002<\/li>\n<li>\u6a21\u578b\u94fe&#xff08;Chain of Models&#xff09;&#xff1a;\u7c7b\u4f3c\u5de5\u4f5c\u6d41&#xff0c;\u4f46\u66f4\u7075\u6d3b&#xff0c;\u5141\u8bb8\u57fa\u4e8e\u4e2d\u95f4\u7ed3\u679c\u8fdb\u884c\u6761\u4ef6\u5206\u652f\u3002<\/li>\n<\/ul>\n<h3>2. Agent\u4e0e\u5176\u5b83\u534f\u540c\u6a21\u5f0f\u7684\u6838\u5fc3\u533a\u522b<\/h3>\n<table>\n<tr>\u7279\u5f81\u7ef4\u5ea6Agent&#xff08;\u667a\u80fd\u4f53&#xff09;\u5176\u5b83AI\u534f\u540c\u6a21\u5f0f&#xff08;\u5982Pipeline\/Ensemble&#xff09;<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u51b3\u7b56\u4e0e\u63a7\u5236\u6d41<\/td>\n<td align=\"left\">\u52a8\u6001\u3001\u81ea\u4e3b\u89c4\u5212\u3002Agent\u6839\u636e\u76ee\u6807\u3001\u5f53\u524d\u72b6\u6001\u548c\u8bb0\u5fc6&#xff0c;\u5b9e\u65f6\u51b3\u5b9a\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u3001\u8c03\u7528\u4ec0\u4e48\u5de5\u5177\u3002<\/td>\n<td align=\"left\">\u9759\u6001\u3001\u9884\u5b9a\u4e49\u3002\u6d41\u7a0b\u5728\u8fd0\u884c\u524d\u5df2\u8bbe\u8ba1\u597d&#xff0c;\u6267\u884c\u8def\u5f84\u56fa\u5b9a\u6216\u4ec5\u6709\u6709\u9650\u5206\u652f\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u76ee\u6807\u4e0e\u4e3b\u52a8\u6027<\/td>\n<td align=\"left\">\u9762\u5411\u9ad8\u5c42\u76ee\u6807\u3002\u7ed9\u5b9a\u4e00\u4e2a\u62bd\u8c61\u76ee\u6807&#xff08;\u5982\u201c\u89e3\u51b3\u7528\u6237\u95ee\u9898\u201d&#xff09;&#xff0c;Agent\u4f1a\u4e3b\u52a8\u62c6\u89e3\u5b50\u4efb\u52a1\u3001\u63a2\u7d22\u65b9\u6848\u3002<\/td>\n<td align=\"left\">\u9762\u5411\u5177\u4f53\u4efb\u52a1\u3002\u7ed9\u5b9a\u4e00\u4e2a\u660e\u786e\u8f93\u5165&#xff0c;\u7cfb\u7edf\u6267\u884c\u9884\u8bbe\u6d41\u7a0b\u4ea7\u751f\u8f93\u51fa&#xff0c;\u7f3a\u4e4f\u5bf9\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\u201d\u7684\u601d\u8003\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u72b6\u6001\u4e0e\u8bb0\u5fc6<\/td>\n<td align=\"left\">\u62e5\u6709\u6301\u7eed\u7684\u5185\u90e8\u72b6\u6001\u4e0e\u957f\u671f\/\u77ed\u671f\u8bb0\u5fc6\u3002\u80fd\u8bb0\u4f4f\u5bf9\u8bdd\u5386\u53f2\u3001\u6267\u884c\u7ed3\u679c&#xff0c;\u5e76\u5229\u7528\u5176\u8fdb\u884c\u540e\u7eed\u51b3\u7b56\u3002<\/td>\n<td align=\"left\">\u901a\u5e38\u65e0\u72b6\u6001\u6216\u4ec5\u6709\u4f1a\u8bdd\u7ea7\u77ed\u6682\u72b6\u6001\u3002\u6bcf\u6b21\u8c03\u7528\u76f8\u5bf9\u72ec\u7acb&#xff0c;\u4e0d\u79ef\u7d2f\u7528\u4e8e\u590d\u6742\u51b3\u7b56\u7684\u957f\u671f\u77e5\u8bc6\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4ea4\u4e92\u6027\u4e0e\u9002\u5e94\u6027<\/td>\n<td align=\"left\">\u9ad8\u5ea6\u4ea4\u4e92\u3002\u53ef\u4e0e\u7528\u6237\u3001\u73af\u5883\u3001\u5176\u4ed6Agent\u8fdb\u884c\u591a\u8f6e\u590d\u6742\u4ea4\u4e92&#xff0c;\u5e76\u80fd\u4ece\u53cd\u9988\u4e2d\u5b66\u4e60\u8c03\u6574\u7b56\u7565\u3002<\/td>\n<td align=\"left\">\u4ea4\u4e92\u6709\u9650\u3002\u901a\u5e38\u662f\u201c\u8f93\u5165-\u5904\u7406-\u8f93\u51fa\u201d\u7684\u5355\u6b21\u6216\u5c11\u91cf\u8f6e\u6b21\u4ea4\u4e92&#xff0c;\u9002\u5e94\u65b0\u60c5\u51b5\u80fd\u529b\u5f31\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5de5\u5177\u4f7f\u7528<\/td>\n<td align=\"left\">\u5de5\u5177\u5373\u6280\u80fd\u3002\u5c06\u5916\u90e8API\u3001\u6570\u636e\u5e93\u3001\u8ba1\u7b97\u5de5\u5177\u7b49\u89c6\u4e3a\u53ef\u968f\u65f6\u8c03\u7528\u7684\u6280\u80fd&#xff0c;\u81ea\u4e3b\u9009\u62e9\u4f55\u65f6\u3001\u5982\u4f55\u4f7f\u7528\u3002<\/td>\n<td align=\"left\">\u5de5\u5177\u5373\u56fa\u5b9a\u7ec4\u4ef6\u3002\u5916\u90e8\u670d\u52a1\u88ab\u786c\u7f16\u7801\u4e3a\u6d41\u7a0b\u4e2d\u7684\u4e00\u4e2a\u73af\u8282&#xff0c;\u8c03\u7528\u65f6\u673a\u548c\u65b9\u5f0f\u56fa\u5b9a\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u590d\u6742\u5ea6\u4e0e\u4e0d\u786e\u5b9a\u6027\u5904\u7406<\/td>\n<td align=\"left\">\u4e13\u4e3a\u5f00\u653e\u57df\u3001\u590d\u6742\u3001\u4e0d\u786e\u5b9a\u73af\u5883\u8bbe\u8ba1&#xff0c;\u80fd\u5904\u7406\u6a21\u7cca\u6307\u4ee4\u3001\u5f02\u5e38\u548c\u610f\u5916\u60c5\u51b5\u3002<\/td>\n<td align=\"left\">\u66f4\u9002\u5408\u5c01\u95ed\u57df\u3001\u5b9a\u4e49\u6e05\u6670\u3001\u6d41\u7a0b\u7a33\u5b9a\u7684\u95ee\u9898&#xff0c;\u5bf9\u5f02\u5e38\u5904\u7406\u80fd\u529b\u8f83\u5f31\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>3. \u67b6\u6784\u4e0e\u6267\u884c\u6d41\u7a0b\u5bf9\u6bd4<\/h3>\n<h4>3.1 \u4f20\u7edfAI\u534f\u540c\u7ba1\u9053&#xff08;Pipeline&#xff09;\u67b6\u6784<\/h4>\n<p>\u7528\u6237\u8f93\u5165<br \/>\n    \u2193<br \/>\n[\u6a21\u578bA&#xff1a;\u610f\u56fe\u8bc6\u522b] \u2192 \u56fa\u5b9a\u8f93\u51fa\u683c\u5f0f<br \/>\n    \u2193<br \/>\n[\u6a21\u578bB&#xff1a;\u4fe1\u606f\u62bd\u53d6] \u2192 \u56fa\u5b9a\u8f93\u51fa\u683c\u5f0f<br \/>\n    \u2193<br \/>\n[\u89c4\u5219\u5f15\u64ce&#xff1a;\u903b\u8f91\u5904\u7406] \u2192 \u56fa\u5b9a\u8f93\u51fa\u683c\u5f0f<br \/>\n    \u2193<br \/>\n[\u6a21\u578bC&#xff1a;\u7ed3\u679c\u751f\u6210] \u2192 \u6700\u7ec8\u8f93\u51fa<\/p>\n<p>\u7279\u70b9&#xff1a;\u6570\u636e\u50cf\u5728\u5de5\u5382\u6d41\u6c34\u7ebf\u4e0a\u4e00\u6837\u6d41\u52a8&#xff0c;\u6bcf\u4e2a\u73af\u8282\u7684\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\u4e25\u683c\u7ea6\u5b9a&#xff0c;\u63a7\u5236\u6d41\u7531\u5f00\u53d1\u8005\u9884\u5148\u7f16\u6392\u3002<\/p>\n<h4>3.2 Agent\u534f\u540c\u67b6\u6784&#xff08;\u4ee5ReAct\u6a21\u5f0f\u4e3a\u4f8b&#xff09;<\/h4>\n<p>\u76ee\u6807&#xff1a;\u56de\u7b54\u7528\u6237\u590d\u6742\u95ee\u9898<br \/>\n    \u2193<br \/>\n[Agent\u6838\u5fc3&#xff08;LLM&#xff09;] \u2190\u2192 [\u5de5\u4f5c\u8bb0\u5fc6]<br \/>\n    |         \u2191<br \/>\n    |&#xff08;\u601d\u8003\u3001\u89c4\u5212\u3001\u51b3\u7b56&#xff09;<br \/>\n    \u2193         |<br \/>\n[\u5de5\u51771&#xff1a;\u641c\u7d22] [\u5de5\u51772&#xff1a;\u8ba1\u7b97] [\u5de5\u51773&#xff1a;\u67e5\u6570\u636e\u5e93]<br \/>\n    |         |         |<br \/>\n    \u2193         \u2193         \u2193<br \/>\n[\u89c2\u5bdf\u7ed3\u679c] \u2192 [\u66f4\u65b0\u8bb0\u5fc6\u4e0e\u72b6\u6001] \u2192 [\u8bc4\u4f30\u662f\u5426\u8fbe\u6210\u76ee\u6807&#xff1f;]<br \/>\n                                    \u2193<br \/>\n                               \u662f \u2192 \u8f93\u51fa\u6700\u7ec8\u7b54\u6848<br \/>\n                               \u5426 \u2192 \u8fdb\u5165\u4e0b\u4e00\u8f6e\u601d\u8003-\u884c\u52a8\u5faa\u73af<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260803064033-6a7037e18ea4d.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u7279\u70b9&#xff1a;\u5f62\u6210\u4e00\u4e2a\u4ee5Agent\u51b3\u7b56\u4e3a\u6838\u5fc3\u7684\u611f\u77e5-\u601d\u8003-\u884c\u52a8\u5faa\u73af\u3002\u63a7\u5236\u6d41\u7531Agent\u6839\u636e\u5b9e\u65f6\u60c5\u51b5\u52a8\u6001\u751f\u6210\u3002<\/p>\n<h3>4. 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Pipelines&#xff1a;\u673a\u5668\u5b66\u4e60\u7aef\u5230\u7aef\u6d41\u6c34\u7ebf\u3002<\/li>\n<li>\u7b80\u5355\u811a\u672c\u62fc\u63a5&#xff1a;\u5bf9\u4e8e\u8f7b\u91cf\u7ea7\u4efb\u52a1&#xff0c;\u76f4\u63a5\u4f7f\u7528Python\u811a\u672c\u8c03\u7528\u4e0d\u540c\u6a21\u578b\u7684API\u3002<\/li>\n<\/ul>\n<h3>6. 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