{"id":123382,"date":"2026-11-07T04:48:47","date_gmt":"2026-11-06T20:48:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123382.html"},"modified":"2026-11-07T04:48:47","modified_gmt":"2026-11-06T20:48:47","slug":"deepseek-super-agent-%e6%9e%b6%e6%9e%84%e6%8b%86%e8%a7%a3%ef%bc%9a%e4%bb%8e%e5%b7%a5%e5%85%b7%e5%88%b0ai-%e5%90%8c%e4%ba%8b%ef%bc%8c%e8%bf%9e%e7%bb%ad%e3%80%81","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123382.html","title":{"rendered":"DeepSeek Super-agent \u67b6\u6784\u62c6\u89e3\uff1a\u4ece\u201c\u5de5\u5177\u201d\u5230\u201cAI \u540c\u4e8b\u201d\uff0c\u8fde\u7eed\u3001\u9ad8\u6548\u3001\u4e3b\u52a8\u3001\u6301\u4e45\u56db\u4e2a\u6807\u51c6\u5982\u4f55\u771f\u6b63\u843d\u5730"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>1 \u95ee\u9898\u7684\u8d77\u70b9&#xff1a;Session\u4e3a\u4ec0\u4e48\u6210\u4e3a\u591a\u4efb\u52a1Agent\u7684\u74f6\u9888<\/li>\n<li>\n<ul>\n<li>1.1 \u5355Session\u7684\u56db\u79cd\u786c\u4f24<\/li>\n<li>1.2 \u56db\u4e2a\u6807\u51c6\u4e0d\u662f\u5e76\u5217\u529f\u80fd&#xff0c;\u800c\u662f\u5bf9\u56db\u79cd\u5931\u8d25\u6a21\u5f0f\u7684\u5206\u522b\u56de\u5e94<\/li>\n<\/ul>\n<\/li>\n<li>2 \u8fde\u7eed\u6027\u7684\u843d\u5730&#xff1a;Router\u4f5c\u4e3a\u552f\u4e00\u7684\u201c\u8ba4\u77e5\u951a\u70b9\u201d<\/li>\n<li>\n<ul>\n<li>2.1 \u8fde\u7eed\u6027\u4e0d\u80fd\u9760\u201c\u66f4\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u89e3\u51b3<\/li>\n<li>2.2 Router\u7684\u804c\u8d23\u8fb9\u754c&#xff1a;\u53ea\u505a\u201c\u8be5\u63a8\u7ed9\u8c01\u201d\u7684\u5224\u65ad<\/li>\n<li>2.3 Chain of Recall&#xff1a;\u8fde\u7eed\u6027\u5728\u201c\u7a97\u53e3\u88c5\u4e0d\u4e0b\u201d\u65f6\u7684\u9000\u8def<\/li>\n<li>2.4 \u8fde\u7eed\u6027\u7684\u5de5\u7a0b\u4ee3\u4ef7&#xff1a;Router\u7684\u4e0a\u4e0b\u6587\u5c31\u662f\u6210\u672c<\/li>\n<\/ul>\n<\/li>\n<li>3 \u9ad8\u6548\u6027\u7684\u843d\u5730&#xff1a;\u9694\u79bb\u6267\u884c\u4e0e\u5f02\u6b65\u4ea4\u4e92<\/li>\n<li>\n<ul>\n<li>3.1 Worker\u9694\u79bb\u89e3\u51b3\u7684\u662f\u201c\u8bed\u4e49\u6c61\u67d3\u201d&#xff0c;\u4e0d\u53ea\u662f\u201c\u5e76\u53d1\u201d<\/li>\n<li>3.2 \u5f02\u6b65ReAct&#xff1a;\u628a\u201c\u7b49\u5f85\u5de5\u5177\u8fd4\u56de\u201d\u4ece\u4ea4\u4e92\u8def\u5f84\u4e0a\u6458\u51fa\u53bb<\/li>\n<li>3.3 \u6295\u673a\u6267\u884c&#xff1a;\u7528\u540e\u53f0\u8ba1\u7b97\u6362\u524d\u53f0\u7b49\u5f85<\/li>\n<\/ul>\n<\/li>\n<li>4 \u4e3b\u52a8\u6027\u7684\u843d\u5730&#xff1a;\u5148\u4e8e\u201c\u80fd\u4e0d\u80fd\u4e3b\u52a8\u201d&#xff0c;\u662f\u201c\u8be5\u4e0d\u8be5\u4e3b\u52a8\u201d<\/li>\n<li>\n<ul>\n<li>4.1 \u4e3b\u52a8\u6027\u7684\u5371\u9669\u5728\u4e8e\u5b83\u6269\u5927\u4e86Agent\u7684\u884c\u52a8\u8868\u9762<\/li>\n<li>4.2 \u4e24\u7ea7\u8fc7\u6ee4&#xff1a;Fast Path\u5199\u6b7b\u5728\u4ee3\u7801\u91cc&#xff0c;Slow Path\u624d\u4ea4\u7ed9\u6a21\u578b<\/li>\n<li>4.3 \u5f71\u5b50\u6a21\u5f0f&#xff1a;\u4e3b\u52a8\u6027\u4e0d\u662f\u4e00\u6b21\u6027\u5f00\u542f\u7684\u5f00\u5173<\/li>\n<\/ul>\n<\/li>\n<li>5 \u6301\u4e45\u6027\u7684\u843d\u5730&#xff1a;\u72b6\u6001\u4e0d\u4e22\u4e0d\u7b49\u4e8e\u4efb\u52a1\u4e0d\u8dd1\u504f<\/li>\n<li>\n<ul>\n<li>5.1 \u5b58\u7b97\u5206\u79bb&#xff1a;\u628a\u201c\u8ba1\u7b97\/\u72b6\u6001\u201d\u548c\u201c\u6267\u884c\u73af\u5883\u201d\u62c6\u5f00<\/li>\n<li>5.2 Watchdog&#xff1a;\u4e00\u4e2a\u5728Agent Loop\u4e4b\u5916\u7684\u63a7\u5236\u56de\u8def<\/li>\n<li>5.3 \u4e00\u4e2a\u5fc5\u987b\u6807\u6ce8\u7684\u843d\u5dee&#xff1a;Watchdog\u5728\u5f00\u6e90\u539f\u578b\u4e2d\u5e76\u672a\u5b9e\u88c5<\/li>\n<\/ul>\n<\/li>\n<li>6 \u5b9e\u9a8c\u8bfb\u6cd5&#xff1a;\u5c3e\u90e8\u7a33\u5b9a\u6027\u662f\u4e70\u6765\u7684&#xff0c;\u8d26\u5355\u662ftoken<\/li>\n<li>\n<ul>\n<li>6.1 \u6d88\u878d\u5b9e\u9a8c\u7684\u6570\u5b57\u4e0e\u8bfb\u6cd5<\/li>\n<li>6.2 \u6210\u672c\u7ed3\u6784\u7684\u654f\u611f\u6027<\/li>\n<\/ul>\n<\/li>\n<li>7 \u4ece\u201c\u80fd\u8dd1\u7684\u67b6\u6784\u201d\u5230\u201c\u6562\u6258\u4ed8\u7684\u540c\u4e8b\u201d&#xff1a;\u6cbb\u7406\u7f3a\u53e3\u5728\u54ea\u91cc<\/li>\n<li>\n<ul>\n<li>7.1 \u6388\u6743\u6a21\u578b&#xff1a;\u539f\u578b\u91cc\u6700\u503c\u94b1\u7684\u4e0d\u662f\u67b6\u6784\u56fe<\/li>\n<li>7.2 \u957f\u7a0b\u4f9d\u8d56\u6df1\u5ea6&#xff1a;\u67b6\u6784\u7ba1\u7406\u7684\u662f\u5e76\u53d1&#xff0c;\u4e0d\u662f\u8ba4\u77e5\u72b6\u6001\u8ddf\u8e2a<\/li>\n<li>7.3 \u4e00\u4e2a\u8bda\u5b9e\u7684\u5b9a\u4f4d<\/li>\n<\/ul>\n<\/li>\n<li>8 \u603b\u7ed3&#xff1a;\u56db\u4e2a\u6807\u51c6\u7684\u843d\u5730\u7a0b\u5ea6&#xff0c;\u6bd4\u201cSuper\u201d\u8fd9\u4e2a\u8bcd\u66f4\u91cd\u8981<\/li>\n<li>\n<ul>\n<li>\u53c2\u8003\u8d44\u6599<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>2026\u5e7410\u670831\u65e5&#xff0c;DeepSeek Harness\u56e2\u961f\u53d1\u5e03\u6280\u672f\u957f\u6587\u300aSuper-agent \u8bbe\u8ba1\u63a2\u7d22&#xff1a;\u8fc8\u5411\u66f4\u81ea\u4e3b\u7684 Agent \u7cfb\u7edf\u300b&#xff0c;\u540c\u65e5\u5f00\u6e90\u7814\u7a76\u539f\u578b dsh-superagent-prototype&#xff08;MIT \/ TypeScript&#xff09;\u3002\u4e09\u5929\u4e4b\u5185&#xff0c;\u8fd9\u4e2a\u4ed3\u5e93\u51b2\u5230GitHub\u7b2c\u4e00&#xff0c;\u5355\u65e5\u6da8\u661f\u8d85\u8fc73700\u3002\u4f46\u6bd4star\u6570\u66f4\u503c\u5f97\u8bfb\u7684&#xff0c;\u662f\u6587\u7ae0\u5f00\u5934\u90a3\u53e5\u81ea\u6211\u9650\u5b9a\u2014\u2014\u201c\u8fd9\u662f\u4e00\u7bc7\u9762\u5411\u5de5\u7a0b\u5b9e\u8df5\u7684\u67b6\u6784\u601d\u8def\u63a2\u8ba8&#xff0c;\u5e76\u975e\u5bf9\u73b0\u6709\u4ea7\u54c1\u529f\u80fd\u7684\u4ecb\u7ecd\u201d \u3002<\/p>\n<p>\u8fd9\u4efd\u5de5\u4f5c\u7684\u51fa\u53d1\u70b9\u51e0\u4e4e\u6240\u6709\u4eba\u90fd\u80fd\u5728\u65e5\u5e38\u4f7f\u7528\u4e2d\u4f53\u611f\u5230&#xff1a;\u5f53\u6a21\u578b\u6267\u884c\u5355\u4e2a\u4efb\u52a1\u5df2\u7ecf\u4e0d\u592a\u9700\u8981\u4eba\u76ef\u7740&#xff0c;\u74f6\u9888\u5c31\u8f6c\u79fb\u5230\u4e86\u4eba\u7684\u6ce8\u610f\u529b\u4e0a\u3002DeepSeek\u56e2\u961f\u7684\u89c2\u5bdf\u662f&#xff0c;\u4e00\u4e2a\u4eba\u901a\u5e38\u53ea\u80fd\u540c\u65f6\u8ddf\u8fdb3\u52305\u4e2a\u6d3b\u8dc3Session&#xff1b;\u8d85\u8fc7\u8fd9\u4e2a\u6570\u91cf&#xff0c;\u4eba\u5c31\u4ece\u201c\u6307\u6325\u8005\u201d\u9000\u5316\u6210\u201c\u4e0a\u4e0b\u6587\u642c\u8fd0\u5668\u201d\u3002Super-agent\u8981\u505a\u7684\u4e0d\u662f\u8bad\u7ec3\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u6a21\u578b&#xff0c;\u800c\u662f\u628a\u201c\u7ef4\u62a4\u4f1a\u8bdd\u3001\u540c\u6b65\u4e0a\u4e0b\u6587\u3001\u5206\u6d3e\u4efb\u52a1\u201d\u8fd9\u4e9b\u539f\u672c\u538b\u5728\u7528\u6237\u8eab\u4e0a\u7684\u5de5\u4f5c\u642c\u5230\u7cfb\u7edf\u5c42&#xff0c;\u8ba9Agent\u4ece\u4e00\u4e2a\u201c\u4f60\u6233\u4e00\u4e0b\u5b83\u8d70\u4e00\u6b65\u201d\u7684\u5de5\u5177&#xff0c;\u53d8\u6210\u4e00\u4e2a\u6301\u7eed\u5728\u7ebf\u3001\u5e76\u884c\u63a8\u8fdb\u3001\u4e3b\u52a8\u627e\u6d3b\u3001\u6545\u969c\u81ea\u6108\u7684\u201c\u540c\u4e8b\u201d\u3002<\/p>\n<p>\u8fd9\u4e2a\u76ee\u6807\u88ab\u62c6\u6210\u56db\u4e2a\u53ef\u68c0\u9a8c\u7684\u6807\u51c6\u2014\u2014\u8fde\u7eed\u3001\u9ad8\u6548\u3001\u4e3b\u52a8\u3001\u6301\u4e45\u2014\u2014\u5e76\u4e3a\u6bcf\u4e00\u4e2a\u6807\u51c6\u7ed9\u51fa\u4e86\u5bf9\u5e94\u7684\u67b6\u6784\u673a\u5236&#xff1a;Router\/Worker\u53cc\u5c42\u67b6\u6784\u3001\u4e8b\u4ef6\u9a71\u52a8\u4e24\u7ea7\u8fc7\u6ee4\u3001\u5b58\u7b97\u5206\u79bb\u4e0eWatchdog\u3002\u672c\u6587\u6cbf\u7740\u8fd9\u56db\u4e2a\u6807\u51c6\u9010\u4e00\u62c6\u89e3&#xff1a;\u6bcf\u4e00\u4e2a\u6807\u51c6\u8bd5\u56fe\u89e3\u51b3\u4ec0\u4e48\u5de5\u7a0b\u5931\u8d25\u6a21\u5f0f&#xff0c;\u67b6\u6784\u7528\u4ec0\u4e48\u673a\u5236\u53bb\u63a5\u4f4f\u5b83&#xff0c;\u673a\u5236\u7684\u4ee3\u4ef7\u662f\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u2014\u2014\u540c\u6837\u91cd\u8981\u2014\u2014\u5f00\u6e90\u539f\u578b\u91cc\u54ea\u4e9b\u80fd\u529b\u771f\u6b63\u843d\u5730\u4e86\u3001\u54ea\u4e9b\u8fd8\u505c\u7559\u5728\u8bbe\u8ba1\u6587\u6863\u548c\u5185\u90e8\u7cfb\u7edf\u4e2d\u3002<\/p>\n<h2>1 \u95ee\u9898\u7684\u8d77\u70b9&#xff1a;Session\u4e3a\u4ec0\u4e48\u6210\u4e3a\u591a\u4efb\u52a1Agent\u7684\u74f6\u9888<\/h2>\n<h3>1.1 \u5355Session\u7684\u56db\u79cd\u786c\u4f24<\/h3>\n<p>\u73b0\u6709\u4e3b\u6d41Agent\u51e0\u4e4e\u90fd\u4ee5\u5355\u4e2aSession\u4e3a\u8fd0\u884c\u5355\u5143\u3002Session\u5185\u90e8\u5305\u542b\u4e00\u6b21\u4efb\u52a1\u7684\u5168\u90e8\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u72b6\u6001\u548c\u73af\u5883\u914d\u7f6e&#xff0c;Session\u4e4b\u95f4\u5f7c\u6b64\u72ec\u7acb\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u5728\u4e00\u4e2a\u4efb\u52a1\u4e0a\u662f\u81ea\u6d3d\u7684&#xff0c;\u4f46\u5f53\u4efb\u52a1\u6570\u91cf\u589e\u52a0\u3001\u4efb\u52a1\u4e4b\u95f4\u9700\u8981\u534f\u4f5c\u65f6&#xff0c;\u5931\u6548\u7684\u5c31\u4e0d\u662f\u6a21\u578b&#xff0c;\u800c\u662fSession\u4e4b\u95f4\u7684\u534f\u8c03\u5c42\u3002<\/p>\n<p>DeepSeek\u56e2\u961f\u5217\u51fa\u4e86\u56db\u79cd\u5178\u578b\u7684\u5931\u6548\u6a21\u5f0f\u3002\u7b2c\u4e00\u79cd\u662f\u5355\u4f1a\u8bdd\u540c\u6b65\u963b\u585e&#xff1a;\u6807\u51c6ReAct\u5faa\u73af\u5728\u53d1\u8d77\u4e00\u4e2a\u8017\u65f6\u5de5\u5177\u8c03\u7528\u540e&#xff0c;\u6574\u4e2a\u5faa\u73af\u963b\u585e\u5728\u7b49\u5f85\u7ed3\u679c\u4e0a&#xff0c;\u7528\u6237\u5728\u6b64\u671f\u95f4\u65e0\u6cd5\u5f97\u5230\u54cd\u5e94&#xff0c;\u4e5f\u65e0\u6cd5\u4e0b\u8fbe\u65b0\u6307\u4ee4\u3002\u7b2c\u4e8c\u79cd\u662f\u591a\u4efb\u52a1\u4e0a\u4e0b\u6587\u6df7\u4e71&#xff1a;\u4e0d\u540c\u4efb\u52a1\u7684\u72b6\u6001\u6563\u843d\u5728\u591a\u4e2aSession\u4e2d&#xff0c;A\u4f1a\u8bdd\u91cc\u5f97\u51fa\u7684\u7ed3\u8bbaB\u4f1a\u8bdd\u4e0d\u77e5\u9053&#xff0c;\u7528\u6237\u5fc5\u987b\u624b\u52a8\u5207\u6362\u5e76\u81ea\u5df1\u8bb0\u4f4f\u6bcf\u6761\u4e0a\u4e0b\u6587\u3002\u7b2c\u4e09\u79cd\u662f\u8bbe\u5907\u79bb\u7ebf\u5373\u505c&#xff1a;\u672c\u5730Agent\u7684\u8fd0\u884c\u72b6\u6001\u4e0e\u7528\u6237\u8bbe\u5907\u7ed1\u5b9a&#xff0c;\u7535\u8111\u5173\u673a\u6216\u8fdb\u7a0b\u5d29\u6e83&#xff0c;\u4efb\u52a1\u5c31\u6c38\u4e45\u7ec8\u6b62\u3002\u7b2c\u56db\u79cd\u662f\u5207\u6362\u540e\u4e22\u5931\u8de8\u4f1a\u8bdd\u8fde\u7eed\u6027&#xff1a;\u5386\u53f2\u8fdb\u5ea6\u4e0d\u5bb9\u6613\u81ea\u7136\u6062\u590d&#xff0c;\u7528\u6237\u88ab\u8feb\u627f\u62c5\u201c\u4e0a\u4e0b\u6587\u642c\u8fd0\u201d\u7684\u89d2\u8272\u3002<\/p>\n<p>\u8fd9\u56db\u79cd\u5931\u6548\u6a21\u5f0f\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u6784\u6027\u7ed3\u8bba&#xff1a;\u201c\u7ef4\u62a4\u5168\u5c40\u8fde\u7eed\u6027\u201d\u548c\u201c\u9ad8\u5e76\u53d1\u6267\u884c\u201d\u662f\u4e24\u4ef6\u4e0d\u540c\u7684\u4e8b&#xff0c;\u4e0d\u8be5\u7531\u540c\u4e00\u5c42\u627f\u62c5\u3002\u5982\u679c\u5f3a\u884c\u8ba9\u4e00\u4e2aSession\u540c\u65f6\u505a\u8fd9\u4e24\u4ef6\u4e8b&#xff0c;\u5c31\u4f1a\u5728\u8fde\u7eed\u6027\u548c\u541e\u5410\u91cf\u4e4b\u95f4\u9677\u5165\u4e0d\u53ef\u8c03\u548c\u7684\u6743\u8861\u3002\u628a\u4efb\u52a1\u90fd\u585e\u8fdb\u4e00\u4e2aSession&#xff0c;\u4e0a\u4e0b\u6587\u4f1a\u7206\u70b8&#xff0c;\u4efb\u52a1\u53ea\u80fd\u6392\u961f&#xff1b;\u53cd\u8fc7\u6765\u6bcf\u6761\u4e8b\u4ef6\u90fd\u65b0\u5f00Session&#xff0c;\u5e76\u53d1\u6700\u9ad8&#xff0c;\u4f46\u5168\u5c40\u4e0a\u4e0b\u6587\u5272\u88c2&#xff0c;\u7ed3\u679c\u4e92\u4e0d\u76f8\u901a\u3002<\/p>\n<h3>1.2 \u56db\u4e2a\u6807\u51c6\u4e0d\u662f\u5e76\u5217\u529f\u80fd&#xff0c;\u800c\u662f\u5bf9\u56db\u79cd\u5931\u8d25\u6a21\u5f0f\u7684\u5206\u522b\u56de\u5e94<\/h3>\n<p>\u201c\u8fde\u7eed\u3001\u9ad8\u6548\u3001\u4e3b\u52a8\u3001\u6301\u4e45\u201d\u5728\u67b6\u6784\u8bc4\u5ba1\u91cc\u4e0d\u662f\u56db\u4e2a\u5f62\u5bb9\u8bcd&#xff0c;\u800c\u662f\u56db\u4e2a\u53ef\u68c0\u9a8c\u7684\u9a8c\u6536\u6761\u4ef6\u3002\u5b83\u4eec\u5404\u81ea\u5bf9\u5e94\u4e00\u79cd\u5de5\u7a0b\u5931\u8d25\u6a21\u5f0f&#xff0c;\u4e5f\u5404\u81ea\u6709\u4e00\u4e2a\u53cd\u4f8b\u2014\u2014\u5373\u73b0\u6709\u65b9\u6848\u7684\u77ed\u677f&#xff1a;<\/p>\n<table>\n<tr>\u6807\u51c6\u542b\u4e49\u5931\u8d25\u6a21\u5f0f&#xff08;\u53cd\u4f8b&#xff09;\u652f\u6491\u673a\u5236<\/tr>\n<tbody>\n<tr>\n<td>\u8fde\u7eed<\/td>\n<td>\u5728IM\u3001GitHub\u7b49\u719f\u6089\u754c\u9762\u4e0e\u540c\u4e00\u4e2aAgent\u4ea4\u4e92&#xff0c;\u611f\u89c9\u59cb\u7ec8\u53ea\u6709\u4e00\u4e2aAgent<\/td>\n<td>\u9700\u8981\u81ea\u5df1\u8bb0\u201cSession X\u7684\u4e0a\u4e0b\u6587\u91cc\u6709\u6ca1\u6709Y\u4fe1\u606f\u201d<\/td>\n<td>Router\u5168\u5c40\u4e0a\u4e0b\u6587 &#043; Chain of Recall<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u6548<\/td>\n<td>\u54cd\u5e94\u5feb&#xff0c;\u4e14\u80fd\u5e76\u884c\u9ad8\u8d28\u91cf\u5b8c\u6210\u591a\u4e2a\u590d\u6742\u4efb\u52a1<\/td>\n<td>\u5355ReAct Loop\u4e32\u884c&#xff0c;\u7b49\u4e0a\u4e00\u4e2a\u8dd1\u5b8c\u624d\u80fd\u63a5\u4e0b\u4e00\u4e2a<\/td>\n<td>Worker\u9694\u79bb &#043; \u5f02\u6b65ReAct<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u52a8<\/td>\n<td>\u6301\u7eed\u89c2\u5bdf\u73af\u5883\u4e8b\u4ef6&#xff0c;\u4e3b\u52a8\u63a8\u8fdb\u503c\u5f97\u5904\u7406\u7684\u4e8b&#xff0c;\u4e0d\u9700\u8981\u65f6\u4fdd\u6301\u5b89\u9759<\/td>\n<td>\u5fc5\u987b\u4eba\u9010\u6761\u4e0b\u8fbe\u6307\u4ee4&#xff0c;\u88ab\u52a8\u6267\u884c\u4e00\u6b21<\/td>\n<td>\u4e8b\u4ef6\u9a71\u52a8Fast\/Slow Path &#043; \u6295\u673a\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u6301\u4e45<\/td>\n<td>\u59cb\u7ec8\u5728\u7ebf&#xff0c;\u957f\u671f\u8fd0\u884c\u9047\u5f02\u5e38\u80fd\u81ea\u6062\u590d<\/td>\n<td>\u8bbe\u5907\u79bb\u7ebf\u5373\u505c&#xff0c;\u5f02\u5e38\u540e\u9700\u4eba\u5de5\u91cd\u542f<\/td>\n<td>\u5b58\u7b97\u5206\u79bb &#043; \u5916\u90e8Watchdog<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u88681&#xff1a;\u56db\u4e2a\u6807\u51c6\u4e0e\u5404\u81ea\u7684\u5931\u8d25\u6a21\u5f0f\u3001\u652f\u6491\u673a\u5236<\/p>\n<p>\u7406\u89e3\u8fd9\u5f20\u8868\u7684\u542b\u4e49&#xff0c;\u662f\u7406\u89e3\u540e\u9762\u6bcf\u4e00\u4e2a\u67b6\u6784\u7ec4\u4ef6\u4e3a\u4ec0\u4e48\u88ab\u8bbe\u8ba1\u6210\u90a3\u4e2a\u6837\u5b50\u7684\u524d\u63d0\u3002\u56db\u4e2a\u6807\u51c6\u4e0d\u662f\u56db\u4e2a\u53ef\u4ee5\u72ec\u7acb\u6253\u52fe\u7684\u529f\u80fd\u70b9&#xff0c;\u800c\u662f\u56db\u79cd\u5931\u8d25\u6a21\u5f0f\u7684\u5206\u522b\u56de\u5e94&#xff1b;\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u771f\u5b9e\u7684\u5f20\u529b&#xff0c;\u800cSuper-agent\u7684\u67b6\u6784\u9009\u62e9\u672c\u8d28\u4e0a\u662f\u5728\u8fd9\u4e9b\u5f20\u529b\u4e2d\u505a\u53d6\u820d\u3002DeepSeek\u81ea\u5df1\u4e5f\u627f\u8ba4&#xff0c;\u5355\u4e2aReAct Loop\u65e0\u6cd5\u540c\u65f6\u652f\u6491\u8fd9\u56db\u4e2a\u7279\u5f81&#xff0c;\u5e95\u5c42\u5fc5\u987b\u6362\u4e00\u5957\u67b6\u6784\u3002\u8fd9\u5957\u67b6\u6784\u501f\u7528\u7684\u5168\u90e8\u662f\u64cd\u4f5c\u7cfb\u7edf\u91cc\u5df2\u7ecf\u9a8c\u8bc1\u51e0\u5341\u5e74\u7684\u7ecf\u5178\u62bd\u8c61\u2014\u2014\u8fdb\u7a0b\u8c03\u5ea6\u3001Page Cache\u3001\u5b58\u7b97\u5206\u79bb\u3001\u770b\u95e8\u72d7\u2014\u2014\u65b0\u9896\u4e4b\u5904\u4e0d\u5728\u4e8e\u53d1\u660e\u4e86\u65b0\u7406\u8bba&#xff0c;\u800c\u5728\u4e8e\u628a\u8fd9\u4e9b\u6a21\u5f0f\u6307\u5411\u4e86\u5199\u4ee3\u7801\u7684Agent\u3002<\/p>\n<h2>2 \u8fde\u7eed\u6027\u7684\u843d\u5730&#xff1a;Router\u4f5c\u4e3a\u552f\u4e00\u7684\u201c\u8ba4\u77e5\u951a\u70b9\u201d<\/h2>\n<h3>2.1 \u8fde\u7eed\u6027\u4e0d\u80fd\u9760\u201c\u66f4\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u89e3\u51b3<\/h3>\n<p>\u4e00\u4e2a\u76f4\u89c9\u7684\u89e3\u6cd5\u662f\u628a\u6240\u6709\u6e20\u9053\u7684\u6d88\u606f\u585e\u8fdb\u540c\u4e00\u4e2a\u8d85\u957f\u4e0a\u4e0b\u6587&#xff0c;\u8fde\u7eed\u6027\u81ea\u7136\u5c31\u5b9e\u73b0\u4e86\u3002\u8fd9\u4e2a\u89e3\u6cd5\u5728\u5de5\u7a0b\u4e0a\u4e0d\u6210\u7acb&#xff0c;\u539f\u56e0\u4e0d\u5728\u7a97\u53e3\u5927\u5c0f&#xff0c;\u800c\u5728\u4e0a\u4e0b\u6587\u6c61\u67d3\u548c\u6210\u672c\u7ed3\u6784\u3002Agent\u662f\u201c\u8bfb\u591a\u5199\u5c11\u201d\u7684\u7cfb\u7edf&#xff0c;\u7edd\u5927\u90e8\u5206token\u6d88\u8017\u5728\u91cd\u590d\u8bfb\u53d6\u4e0d\u65ad\u589e\u957f\u7684\u4e0a\u4e0b\u6587\u4e0a\u3002\u628a\u6240\u6709\u5386\u53f2\u4fdd\u7559\u5728\u6d3b\u8dc3\u7a97\u53e3\u4e2d&#xff0c;\u4f1a\u8ba9\u5ef6\u8fdf\u548c\u6210\u672c\u540c\u65f6\u5931\u63a7&#xff1b;\u800c\u5982\u679c\u4e3a\u4e86\u63a7\u5236\u6210\u672c\u800c\u622a\u65ad\u5386\u53f2&#xff0c;\u8de8\u6e20\u9053\u7684\u8fde\u7eed\u6027\u53c8\u4f1a\u65ad\u88c2\u3002<\/p>\n<p>DeepSeek\u7684\u9009\u62e9\u4e0d\u662f\u6269\u5927\u5355\u4e00\u4e0a\u4e0b\u6587&#xff0c;\u800c\u662f\u628a\u201c\u5168\u5c40\u8ba4\u77e5\u201d\u548c\u201c\u6267\u884c\u4e0a\u4e0b\u6587\u201d\u5206\u79bb\u3002Router\u7ef4\u62a4\u4e00\u4efd\u8de8\u6e20\u9053\u7684\u5168\u5c40\u89c6\u56fe&#xff0c;\u4f46\u4e0d\u627f\u62c5\u5177\u4f53\u6267\u884c&#xff1b;Worker\u62e5\u6709\u5404\u81ea\u9694\u79bb\u7684\u4f1a\u8bdd\u548c\u5de5\u5177\u73af\u5883&#xff0c;\u53ea\u770b\u5230\u4e0e\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u3002\u8fde\u7eed\u6027\u7531Router\u7684\u5168\u5c40\u89c6\u56fe\u4fdd\u8bc1&#xff0c;\u6267\u884c\u6548\u7387\u7531Worker\u7684\u9694\u79bb\u4fdd\u8bc1&#xff0c;\u4e24\u8005\u4e0d\u518d\u4e92\u65a5\u3002<\/p>\n<h3>2.2 Router\u7684\u804c\u8d23\u8fb9\u754c&#xff1a;\u53ea\u505a\u201c\u8be5\u63a8\u7ed9\u8c01\u201d\u7684\u5224\u65ad<\/h3>\n<p>Router\u7684\u804c\u8d23\u53ef\u4ee5\u88ab\u7cbe\u786e\u5730\u5212\u4e3a\u4e94\u9879&#xff1a;\u4e8b\u4ef6\u63a5\u6536\u3001\u4efb\u52a1\u8bc6\u522b\u3001\u4efb\u52a1\u5206\u6d3e\u3001\u5168\u5c40\u4e0a\u4e0b\u6587\u7ef4\u62a4\u3001\u5bf9\u5916\u7edf\u4e00\u6c9f\u901a\u3002\u5b83\u4e0d\u6df1\u5165\u6267\u884c\u4ee3\u7801\u4fee\u6539\u3001\u6d4b\u8bd5\u6216\u8d44\u6599\u5206\u6790\u3002DeepSeek\u5728\u6587\u7ae0\u4e2d\u751a\u81f3\u63d0\u5230&#xff0c;Router\u201c\u751a\u81f3\u53ef\u4ee5\u4e0d\u914d\u5907Bash\u5de5\u5177\u201d&#xff0c;\u5b83\u7684\u89d2\u8272\u662f\u201c\u9879\u76ee\u4e3b\u7ba1\u201d&#xff0c;\u800c\u4e0d\u662f\u201c\u5e72\u6d3b\u7684\u4eba\u201d\u3002\u4e00\u4e2a\u5185\u90e8\u5b9e\u4f8b\u53ef\u4ee5\u8bf4\u660e\u8fd9\u4e2a\u5206\u5de5&#xff1a;\u56e2\u961f\u6210\u5458\u5728\u7fa4\u804a\u91cc\u8bf4\u201c\u8fd9\u4e2a\u9879\u76ee\u6709BUG\u201d&#xff0c;\u6ca1\u6709\u4eba&#064;\u5b83&#xff0c;Super-agent\u5728\u540e\u53f0\u9759\u9ed8\u590d\u73b0&#xff0c;\u786e\u8ba4\u95ee\u9898\u5b58\u5728\u5e76\u627e\u5230\u7b80\u5355\u4fee\u590d\u65b9\u6cd5\u540e\u624d\u63d0\u4ea4PR&#xff0c;\u4ea4\u7ed9\u4eba\u9a8c\u6536&#xff1b;\u540e\u7eed\u6709\u4eba\u5728GitHub\u8bc4\u8bba\u91cc\u8981\u6c42\u6362\u4e00\u79cd\u4fee\u6cd5&#xff0c;\u5b83\u53c8\u80fd\u4ece\u804a\u5929\u8f6f\u4ef6\u7684\u4e0a\u4e0b\u6587\u5207\u5230GitHub\u7ee7\u7eed\u505a\u3002<\/p>\n<p>\u8fd9\u4e2a\u8fb9\u754c\u7684\u8bbe\u8ba1\u542b\u4e49\u662f&#xff1a;Router\u7684\u5ef6\u8fdf\u76f4\u63a5\u51b3\u5b9a\u7528\u6237\u7684\u4ea4\u4e92\u4f53\u9a8c&#xff0c;\u56e0\u6b64\u5b83\u5fc5\u987b\u4fdd\u6301\u201c\u8584\u201d\u3002\u5982\u679cRouter\u81ea\u5df1\u53bb\u505a\u8017\u65f6\u7684\u6267\u884c\u5de5\u4f5c&#xff0c;\u7528\u6237\u5728\u7b49\u5f85\u671f\u95f4\u65e0\u6cd5\u5f97\u5230\u4efb\u4f55\u54cd\u5e94&#xff0c;\u8fde\u7eed\u6027\u7684\u201c\u4ea4\u4e92\u54cd\u5e94\u8fc5\u901f\u201d\u8fd9\u4e00\u5c42\u5c31\u7834\u4e86\u3002\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u7ec6\u8282\u662f&#xff1a;Worker\u4e4b\u95f4\u4e0d\u76f4\u63a5\u4e92\u76f8\u901a\u4fe1&#xff0c;\u4e5f\u4e0d\u76f4\u63a5\u5411\u7528\u6237\u56de\u590d&#xff1b;Worker\u5c06\u72b6\u6001\u548c\u7ed3\u679c\u6c47\u62a5\u7ed9Router&#xff0c;\u7531\u540e\u8005\u7edf\u4e00\u5bf9\u5916\u6c9f\u901a\u3002\u51b2\u7a81\u7684\u53d1\u73b0\u9760Worker\u8ba2\u9605\u540c\u4e00\u4e2aThread\u6765\u201c\u81ea\u884c\u53d1\u73b0\u201d&#xff0c;\u800c\u4e0d\u662f\u9760Router\u5145\u5f53\u6d88\u606f\u603b\u7ebf\u3002Router\u5c42\u7684\u4efb\u52a1\u5e38\u5e38\u6ca1\u6709\u60f3\u8c61\u4e2d\u590d\u6742&#xff0c;\u7528\u8f83\u8f7b\u91cf\u7684\u6a21\u578b\u5f80\u5f80\u5c31\u80fd\u517c\u987e\u901f\u5ea6\u4e0e\u6548\u679c\u3002<\/p>\n<h3>2.3 Chain of Recall&#xff1a;\u8fde\u7eed\u6027\u5728\u201c\u7a97\u53e3\u88c5\u4e0d\u4e0b\u201d\u65f6\u7684\u9000\u8def<\/h3>\n<p>\u8fde\u7eed\u6027\u6700\u68d8\u624b\u7684\u60c5\u5f62\u4e0d\u662f\u201c\u5f53\u524d\u7a97\u53e3\u591f\u4e0d\u591f\u201d&#xff0c;\u800c\u662f\u5386\u53f2\u4efb\u52a1\u7684\u4fe1\u606f\u5728\u5f88\u4e45\u4e4b\u540e\u88ab\u91cd\u65b0\u9700\u8981&#xff0c;\u4f46\u5df2\u7ecf\u4e0d\u5728\u6d3b\u8dc3\u4e0a\u4e0b\u6587\u4e2d\u3002DeepSeek\u4e3a\u6b64\u8bbe\u8ba1\u4e86\u94fe\u5f0f\u53ec\u56de&#xff08;Chain of Recall&#xff09; &#xff1a;\u901a\u8fc7Trigger\u3001Thread\u548cWorker Session\u7b49\u5bf9\u8c61\u4e4b\u95f4\u7684\u5f15\u7528\u5173\u7cfb&#xff0c;\u8ba9\u6a21\u578b\u6cbf\u7740\u5173\u8054ID\u9010\u6b65\u627e\u56de\u5386\u53f2\u4efb\u52a1\u4fe1\u606f\u3002<\/p>\n<p>\u4e0e\u94fe\u5f0f\u53ec\u56de\u914d\u5957\u7684\u662fInline &amp; Spill&#xff1a;\u5c06\u8fd1\u671f\u53ef\u80fd\u7528\u5230\u7684\u4fe1\u606f\u76f4\u63a5\u653e\u5165\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff0c;\u5c06\u8d85\u51fa\u9884\u7b97\u6216\u4f4e\u9891\u4f7f\u7528\u7684\u5185\u5bb9\u4fdd\u7559\u5728\u7a97\u53e3\u4e4b\u5916&#xff0c;\u4f9b\u6a21\u578b\u6309\u9700\u8bfb\u53d6\u3002\u8fd9\u4e24\u9879\u673a\u5236\u7684\u7ec4\u5408&#xff0c;\u672c\u8d28\u4e0a\u662f\u628a\u4e0a\u4e0b\u6587\u7a97\u53e3\u5f53\u4f5c\u7f13\u5b58\u6765\u7ba1\u7406\u2014\u2014\u7a97\u53e3\u662f\u70ed\u7684\u3001\u6709\u9650\u7684\u4e00\u5c42&#xff0c;\u5386\u53f2\u4fe1\u606f\u6309\u5f15\u7528\u94fe\u5728\u51b7\u5b58\u50a8\u4e2d\u6309\u9700\u8c03\u9875\u3002<\/p>\n<p>  #mermaid-svg-84mACaMWtGnuvMEr{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-84mACaMWtGnuvMEr .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-84mACaMWtGnuvMEr .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-84mACaMWtGnuvMEr .error-icon{fill:#552222;}#mermaid-svg-84mACaMWtGnuvMEr .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-84mACaMWtGnuvMEr .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-84mACaMWtGnuvMEr .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-84mACaMWtGnuvMEr .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-84mACaMWtGnuvMEr .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-84mACaMWtGnuvMEr .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-84mACaMWtGnuvMEr .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-84mACaMWtGnuvMEr .marker{fill:#333333;stroke:#333333;}#mermaid-svg-84mACaMWtGnuvMEr .marker.cross{stroke:#333333;}#mermaid-svg-84mACaMWtGnuvMEr svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-84mACaMWtGnuvMEr p{margin:0;}#mermaid-svg-84mACaMWtGnuvMEr .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-84mACaMWtGnuvMEr .cluster-label text{fill:#333;}#mermaid-svg-84mACaMWtGnuvMEr .cluster-label span{color:#333;}#mermaid-svg-84mACaMWtGnuvMEr .cluster-label span p{background-color:transparent;}#mermaid-svg-84mACaMWtGnuvMEr .label text,#mermaid-svg-84mACaMWtGnuvMEr span{fill:#333;color:#333;}#mermaid-svg-84mACaMWtGnuvMEr .node rect,#mermaid-svg-84mACaMWtGnuvMEr .node circle,#mermaid-svg-84mACaMWtGnuvMEr .node ellipse,#mermaid-svg-84mACaMWtGnuvMEr .node polygon,#mermaid-svg-84mACaMWtGnuvMEr .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-84mACaMWtGnuvMEr .rough-node .label text,#mermaid-svg-84mACaMWtGnuvMEr .node .label text,#mermaid-svg-84mACaMWtGnuvMEr .image-shape .label,#mermaid-svg-84mACaMWtGnuvMEr .icon-shape .label{text-anchor:middle;}#mermaid-svg-84mACaMWtGnuvMEr .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-84mACaMWtGnuvMEr .rough-node .label,#mermaid-svg-84mACaMWtGnuvMEr .node .label,#mermaid-svg-84mACaMWtGnuvMEr .image-shape .label,#mermaid-svg-84mACaMWtGnuvMEr .icon-shape .label{text-align:center;}#mermaid-svg-84mACaMWtGnuvMEr .node.clickable{cursor:pointer;}#mermaid-svg-84mACaMWtGnuvMEr .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-84mACaMWtGnuvMEr .arrowheadPath{fill:#333333;}#mermaid-svg-84mACaMWtGnuvMEr .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-84mACaMWtGnuvMEr .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-84mACaMWtGnuvMEr .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-84mACaMWtGnuvMEr .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-84mACaMWtGnuvMEr .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-84mACaMWtGnuvMEr .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-84mACaMWtGnuvMEr .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-84mACaMWtGnuvMEr .cluster text{fill:#333;}#mermaid-svg-84mACaMWtGnuvMEr .cluster span{color:#333;}#mermaid-svg-84mACaMWtGnuvMEr div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-84mACaMWtGnuvMEr .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-84mACaMWtGnuvMEr rect.text{fill:none;stroke-width:0;}#mermaid-svg-84mACaMWtGnuvMEr .icon-shape,#mermaid-svg-84mACaMWtGnuvMEr .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-84mACaMWtGnuvMEr .icon-shape p,#mermaid-svg-84mACaMWtGnuvMEr .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-84mACaMWtGnuvMEr .icon-shape rect,#mermaid-svg-84mACaMWtGnuvMEr .image-shape rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-84mACaMWtGnuvMEr .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-84mACaMWtGnuvMEr .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-84mACaMWtGnuvMEr :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Worker \u9694\u79bb\u5c42 \u00b7 \u539a\u6267\u884c&#xff0c;\u4e0d\u5bf9\u8bdd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Router \u5168\u5c40\u5c42 \u00b7 \u8584\u534f\u8c03&#xff0c;\u4e0d\u6267\u884c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Fast Path \u51c6\u5165<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Router \u5f52\u5c5e\u5224\u65ad<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u72b6\u6001 \/ \u7ed3\u679c\u6c47\u62a5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u72b6\u6001 \/ \u7ed3\u679c\u6c47\u62a5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u552f\u4e00\u9762\u5411\u4eba\u7684\u51fa\u53e3<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Chain of Recall\u6cbf\u5f15\u7528 ID \u56de\u6eaf<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8ba2\u9605\u76f4\u901a\u540e\u7eed\u4e8b\u4ef6\u7ed5\u8fc7 Router<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Trigger\u5916\u90e8\u4e8b\u4ef6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Thread\u540c\u4e00\u4e1a\u52a1\u5bf9\u8c61\u7684\u4e8b\u4ef6\u6d41<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Ticket\u9700\u8ddf\u8e2a\u7684\u5de5\u4f5c\u4efb\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Assignment\u67d0\u6b21\u5177\u4f53\u6267\u884c\u5b89\u6392<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Worker Session A\u72ec\u7acb\u4e0a\u4e0b\u6587 \/ \u72ec\u7acb\u76ee\u5f55<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Worker Session B\u72ec\u7acb\u4e0a\u4e0b\u6587 \/ \u72ec\u7acb\u76ee\u5f55<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Router \u7edf\u4e00\u5bf9\u5916<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237<\/p>\n<p><\/span><\/p>\n<p>\u56fe1&#xff1a;Router\/Worker\u53cc\u5c42\u67b6\u6784\u4e0eChain of Recall\u7684\u5f15\u7528\u94fe<\/p>\n<p>\u8fd9\u5f20\u56fe\u7684\u8bfb\u6cd5\u662f&#xff1a;\u5168\u5c40\u5c42\u8d1f\u8d23\u201c\u77e5\u9053\u201d&#xff0c;\u6267\u884c\u5c42\u8d1f\u8d23\u201c\u505a\u5230\u201d\u3002Trigger\u6309\u4e1a\u52a1\u5f52\u5c5e\u6c47\u5165Thread&#xff0c;Router\u53ea\u5728\u521d\u59cb\u4e8b\u4ef6\u65f6\u505a\u4e00\u6b21\u5f52\u5c5e\u5224\u65ad&#xff0c;\u540e\u7eed\u4e8b\u4ef6\u901a\u8fc7\u8ba2\u9605\u76f4\u901a\u7ed5\u8fc7Router\u3002Chain of Recall\u662f\u5168\u5c40\u5c42\u5728\u7a97\u53e3\u88c5\u4e0d\u4e0b\u5386\u53f2\u65f6\u7684\u9000\u8def&#xff0c;\u5b83\u6cbf\u7740\u5df2\u7ecf\u5efa\u7acb\u7684\u5bf9\u8c61\u5f15\u7528\u8d70&#xff0c;\u800c\u4e0d\u662f\u91cd\u65b0\u505a\u8bed\u4e49\u641c\u7d22\u3002<\/p>\n<h3>2.4 \u8fde\u7eed\u6027\u7684\u5de5\u7a0b\u4ee3\u4ef7&#xff1a;Router\u7684\u4e0a\u4e0b\u6587\u5c31\u662f\u6210\u672c<\/h3>\n<p>Router\u8981\u7ef4\u6301\u5168\u5c40\u89c6\u56fe&#xff0c;\u5c31\u5fc5\u987b\u62e5\u6709\u957f\u4e0a\u4e0b\u6587&#xff1b;\u800c\u957f\u4e0a\u4e0b\u6587\u7684\u6210\u672c\u76f4\u63a5\u51b3\u5b9a\u4e86\u8fd9\u4e2a\u201c\u529e\u516c\u5ba4\u4e3b\u4efb\u201d\u89d2\u8272\u517b\u4e0d\u517b\u5f97\u8d77\u3002DeepSeek\u7684\u6d88\u878d\u5b9e\u9a8c\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5177\u4f53\u7684\u91cf\u7ea7&#xff1a;\u53bb\u6389\u8ba2\u9605\u76f4\u901a\u540e&#xff0c;Router\u7684\u51b3\u5b9a\u6570\u589e\u52a0\u7ea630%&#xff0c;\u8bfb\u7f13\u5b58token\u4ece2323\u4e07\u4e0a\u5347\u52303177\u4e07&#xff0c;\u589e\u5e4537%\u3002\u76f4\u901a\u673a\u5236\u4e0d\u63d0\u5347\u901f\u5ea6&#xff0c;\u4e5f\u4e0d\u63d0\u5347\u8d28\u91cf&#xff0c;\u5b83\u53ea\u7701\u94b1\u2014\u2014\u5982\u679c\u6240\u6709\u5df2\u5f52\u5c5e\u4e8b\u4ef6\u90fd\u7ecf\u8fc7Router\u8f6c\u53d1&#xff0c;Router\u7684\u4e0a\u4e0b\u6587\u4f1a\u88ab\u53cd\u590d\u91cd\u8bfb&#xff0c;\u6210\u672c\u4f1a\u4ee5Router\u8c03\u7528\u6b21\u6570\u4e3a\u4e58\u6570\u653e\u5927\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u636e\u7684\u67b6\u6784\u542b\u4e49\u662f&#xff1a;\u8fde\u7eed\u6027\u4e0d\u662f\u514d\u8d39\u7684&#xff0c;\u5b83\u7684\u7ecf\u6d4e\u6027\u4f9d\u8d56\u4e8e\u7f13\u5b58\u4ef7\u683c\u3002\u5982\u679cRouter\u6240\u4f9d\u8d56\u7684\u6a21\u578b\u7f13\u5b58\u4ef7\u683c\u8f83\u9ad8&#xff0c;\u7ef4\u6301\u5168\u5c40\u89c6\u56fe\u7684\u8d26\u5c31\u7b97\u4e0d\u8fc7\u6765\u3002\u8fd9\u662fSuper-agent\u67b6\u6784\u5728\u5546\u4e1a\u4e0a\u80fd\u5426\u6210\u7acb\u7684\u524d\u63d0\u6761\u4ef6\u4e4b\u4e00&#xff0c;\u800c\u4e0d\u662f\u4e00\u4e2a\u7eaf\u7cb9\u7684\u5de5\u7a0b\u4f18\u5316\u95ee\u9898\u3002<\/p>\n<h2>3 \u9ad8\u6548\u6027\u7684\u843d\u5730&#xff1a;\u9694\u79bb\u6267\u884c\u4e0e\u5f02\u6b65\u4ea4\u4e92<\/h2>\n<h3>3.1 Worker\u9694\u79bb\u89e3\u51b3\u7684\u662f\u201c\u8bed\u4e49\u6c61\u67d3\u201d&#xff0c;\u4e0d\u53ea\u662f\u201c\u5e76\u53d1\u201d<\/h3>\n<p>\u628a\u591a\u4e2a\u4efb\u52a1\u653e\u8fdb\u4e0d\u540cWorker\u5e76\u884c\u6267\u884c&#xff0c;\u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u5e76\u53d1\u95ee\u9898&#xff0c;\u5b9e\u8d28\u4e0a\u662f\u8bed\u4e49\u6c61\u67d3\u95ee\u9898\u3002\u5982\u679c\u4e24\u4e2aWorker\u5171\u4eab\u4e0a\u4e0b\u6587&#xff0c;\u4efb\u52a1A\u7684\u4e2d\u95f4\u5047\u8bbe\u4f1a\u6e17\u5165\u4efb\u52a1B\u7684\u63a8\u7406\u8fc7\u7a0b&#xff0c;\u6a21\u578b\u53ef\u80fd\u5728\u4efb\u52a1B\u4e2d\u5f15\u7528\u4efb\u52a1A\u7684\u9519\u8bef\u524d\u63d0\u800c\u4e0d\u81ea\u77e5\u3002Worker\u7684\u4e0a\u4e0b\u6587\u9694\u79bb\u662f\u5bf9\u8fd9\u79cd\u6c61\u67d3\u7684\u5de5\u7a0b\u9632\u5fa1&#xff1a;\u6bcf\u4e2a\u4efb\u52a1\u4e00\u4e2a\u72ec\u7acb\u4f1a\u8bdd\u548c\u5de5\u4f5c\u76ee\u5f55&#xff0c;\u201c\u4feeBug\u7684\u4e13\u5fc3\u4feeBug&#xff0c;\u5199\u62a5\u544a\u7684\u4e13\u5fc3\u5199\u62a5\u544a\u201d\u3002Worker A\u548cWorker B\u8bfb\u53d6\u7684\u6587\u4ef6\u3001\u4ea7\u751f\u7684\u6d4b\u8bd5\u65e5\u5fd7\u548c\u4e2d\u95f4\u7ed3\u679c\u90fd\u4fdd\u7559\u5728\u5404\u81ea\u7684Session\u4e2d&#xff0c;\u907f\u514d\u4e0d\u540c\u4efb\u52a1\u7684\u6267\u884c\u4fe1\u606f\u76f8\u4e92\u5e72\u6270\u3002<\/p>\n<p>\u9694\u79bb\u7684\u4ee3\u4ef7\u662f\u5168\u5c40\u4e00\u81f4\u6027\u9700\u8981\u989d\u5916\u673a\u5236\u6765\u7ef4\u6301\u3002\u4e00\u4e2a\u4efb\u52a1\u5728Worker A\u4e2d\u4ea7\u51fa\u7684\u4e2d\u95f4\u7ed3\u679c&#xff0c;\u5982\u679cWorker B\u9700\u8981\u4f5c\u4e3a\u8f93\u5165&#xff0c;\u4e0d\u80fd\u9760\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u81ea\u52a8\u4f20\u9012&#xff0c;\u800c\u5fc5\u987b\u901a\u8fc7Router\u7684\u663e\u5f0f\u534f\u8c03\u6216\u5bf9\u8c61\u5f15\u7528\u94fe\u6765\u4f20\u9012\u3002\u8fd9\u662f\u7528\u663e\u5f0f\u7684\u534f\u8c03\u6210\u672c\u6362\u53d6\u9690\u5f0f\u7684\u6c61\u67d3\u98ce\u9669\u4e0b\u964d\u3002\u5728\u957f\u7a0b\u4efb\u52a1\u4e2d&#xff0c;\u8fd9\u4e2a\u4ea4\u6362\u901a\u5e38\u662f\u5212\u7b97\u7684&#xff0c;\u56e0\u4e3a\u8bed\u4e49\u6c61\u67d3\u7684\u4ee3\u4ef7\u662f\u4efb\u52a1\u7ea7\u7684\u5931\u8d25&#xff0c;\u800c\u534f\u8c03\u6210\u672c\u7684\u4ee3\u4ef7\u662f\u5ef6\u8fdf\u548ctoken\u3002<\/p>\n<h3>3.2 \u5f02\u6b65ReAct&#xff1a;\u628a\u201c\u7b49\u5f85\u5de5\u5177\u8fd4\u56de\u201d\u4ece\u4ea4\u4e92\u8def\u5f84\u4e0a\u6458\u51fa\u53bb<\/h3>\n<p>\u6807\u51c6ReAct\u5faa\u73af\u7684\u74f6\u9888\u5728\u4e8e\u5de5\u5177\u8c03\u7528\u7684\u540c\u6b65\u6027\u3002Super-agent\u5f15\u5165\u7684\u5f02\u6b65ReAct Loop\u5c06\u8017\u65f6\u5de5\u5177\u8c03\u7528\u6539\u4e3a\u5f02\u6b65\u7684 start() \u548c stop()&#xff1a;Agent\u542f\u52a8\u540e\u53f0\u4efb\u52a1\u540e\u7acb\u5373\u8fd4\u56de Started \u72b6\u6001&#xff0c;\u4e0d\u5fc5\u7b49\u5f85\u5b8c\u6210&#xff1b;\u540e\u53f0\u7ed3\u679c\u968f\u540e\u4f5c\u4e3a\u65b0\u4e8b\u4ef6\u8fdb\u5165\u4f1a\u8bdd&#xff0c;\u524d\u53f0\u5bf9\u8bdd\u53ef\u4ee5\u7ee7\u7eed\u63a5\u6536\u7528\u6237\u7684\u65b0\u6d88\u606f\u3002<\/p>\n<p>\u8fd9\u4e2a\u6539\u52a8\u7684\u5b9e\u8d28\u662f\u628a\u201c\u540c\u6b65\u963b\u585e\u201d\u8f6c\u5316\u4e3a\u201c\u4e8b\u4ef6\u9a71\u52a8\u7684\u72b6\u6001\u63a8\u8fdb\u201d\u3002\u7528\u6237\u611f\u77e5\u5230\u7684\u662f\u4e00\u4e2a\u59cb\u7ec8\u53ef\u54cd\u5e94\u7684Agent&#xff0c;\u800c\u4e0d\u662f\u4e00\u4e2a\u5728\u5de5\u5177\u8c03\u7528\u671f\u95f4\u201c\u5361\u4f4f\u201d\u7684\u7cfb\u7edf\u3002\u4f46\u9700\u8981\u8bda\u5b9e\u6807\u6ce8\u7684\u662f&#xff1a;DeepSeek\u56e2\u961f\u7279\u522b\u8bf4\u660e&#xff0c;\u5f02\u6b65\u4efb\u52a1\u673a\u5236\u5df2\u7ecf\u5728DeepSeek Harness\u4e2d\u5b9e\u73b0&#xff0c;\u4f46\u5c1a\u672a\u9ed8\u8ba4\u5f00\u542f\u3002\u8fd9\u610f\u5473\u7740\u201c\u9ad8\u6548\u201d\u6807\u51c6\u5728\u4ea4\u4e92\u5c42\u9762\u7684\u5b8c\u5168\u843d\u5730&#xff0c;\u5728\u516c\u5f00\u53ef\u7528\u7684\u9ed8\u8ba4\u5f62\u6001\u4e2d\u8fd8\u4e0d\u662f\u65e2\u6210\u4e8b\u5b9e\u3002<\/p>\n<h3>3.3 \u6295\u673a\u6267\u884c&#xff1a;\u7528\u540e\u53f0\u8ba1\u7b97\u6362\u524d\u53f0\u7b49\u5f85<\/h3>\n<p>\u6295\u673a\u6267\u884c\u662f\u9ad8\u6548\u6027\u4e0e\u4e3b\u52a8\u6027\u7684\u4ea4\u53c9\u673a\u5236\u3002\u7cfb\u7edf\u6839\u636e\u73af\u5883\u4fe1\u53f7\u5728\u540e\u53f0\u63d0\u524d\u5f00\u5c55\u5de5\u4f5c&#xff1a;\u6536\u5230\u4f1a\u8bae\u9080\u7ea6\u540e\u5148\u68c0\u67e5\u65e5\u7a0b\u51b2\u7a81\u3001\u641c\u96c6\u80cc\u666f\u8d44\u6599\u5e76\u51c6\u5907\u56de\u590d\u8349\u7a3f&#xff1b;\u5728\u7814\u53d1\u534f\u4f5c\u4e2d&#xff0c;\u7fa4\u804a\u8ba8\u8bba\u95ee\u9898\u65f6\u5c1d\u8bd5\u590d\u73b0\u6545\u969c\u3001\u5bfb\u627e\u4fee\u590d\u65b9\u6848&#xff0c;\u53ea\u6709\u786e\u8ba4\u95ee\u9898\u4e14\u627e\u5230\u7b80\u5355\u4fee\u590d\u65b9\u5f0f\u540e\u624d\u5411\u7528\u6237\u4ea4\u4ed8\u7ed3\u679c\u3002<\/p>\n<p>\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u7528\u540e\u53f0\u8ba1\u7b97\u6362\u524d\u53f0\u7b49\u5f85\u65f6\u95f4\u7684\u7b56\u7565\u3002\u5b83\u7684\u98ce\u9669\u4e5f\u5f88\u76f4\u63a5&#xff1a;\u5982\u679c\u6295\u673a\u65b9\u5411\u5224\u65ad\u9519\u8bef&#xff0c;\u6d88\u8017\u7684token\u548c\u5de5\u5177\u8c03\u7528\u5c31\u662f\u6c89\u6ca1\u6210\u672c\u3002DeepSeek\u5728\u5b9e\u9a8c\u4e2d\u627f\u8ba4&#xff0c;Super-agent\u6574\u4f53\u4e0a\u662f\u201c\u7528\u66f4\u591atoken\u6765\u6362\u53d6\u66f4\u77ed\u3001\u66f4\u7a33\u7684\u5b8c\u6210\u65f6\u95f4\u201d\u3002\u6548\u7387\u7684\u63d0\u5347\u4e0d\u662f\u514d\u8d39\u7684&#xff0c;\u5b83\u6709\u4e00\u4e2a\u660e\u786e\u7684token\u8d26\u5355\u3002<\/p>\n<h2>4 \u4e3b\u52a8\u6027\u7684\u843d\u5730&#xff1a;\u5148\u4e8e\u201c\u80fd\u4e0d\u80fd\u4e3b\u52a8\u201d&#xff0c;\u662f\u201c\u8be5\u4e0d\u8be5\u4e3b\u52a8\u201d<\/h2>\n<h3>4.1 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Path\u6539\u63d0\u793a\u8bcd&#xff1b;\u60f3\u8c03\u6574\u8bed\u4e49\u7b56\u7565&#xff0c;\u6539\u4e00\u53e5\u8bdd\u5c31\u884c&#xff0c;\u4e0d\u7528\u53d1\u7248\u3002<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u91cc\u6700\u91cd\u8981\u7684\u4e00\u6761\u539f\u5219\u662f&#xff1a;\u201c\u89c4\u5219\u6ca1\u5141\u8bb8\u7684&#xff0c;\u4e0d\u52a8\u201d 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polygon,#mermaid-svg-tJKIi2H3AmBcZuDE .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-tJKIi2H3AmBcZuDE .rough-node .label text,#mermaid-svg-tJKIi2H3AmBcZuDE .node .label text,#mermaid-svg-tJKIi2H3AmBcZuDE .image-shape .label,#mermaid-svg-tJKIi2H3AmBcZuDE .icon-shape .label{text-anchor:middle;}#mermaid-svg-tJKIi2H3AmBcZuDE .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-tJKIi2H3AmBcZuDE .rough-node .label,#mermaid-svg-tJKIi2H3AmBcZuDE .node .label,#mermaid-svg-tJKIi2H3AmBcZuDE .image-shape .label,#mermaid-svg-tJKIi2H3AmBcZuDE .icon-shape .label{text-align:center;}#mermaid-svg-tJKIi2H3AmBcZuDE .node.clickable{cursor:pointer;}#mermaid-svg-tJKIi2H3AmBcZuDE .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-tJKIi2H3AmBcZuDE .arrowheadPath{fill:#333333;}#mermaid-svg-tJKIi2H3AmBcZuDE .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-tJKIi2H3AmBcZuDE .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-tJKIi2H3AmBcZuDE .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-tJKIi2H3AmBcZuDE .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-tJKIi2H3AmBcZuDE .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-tJKIi2H3AmBcZuDE .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-tJKIi2H3AmBcZuDE .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-tJKIi2H3AmBcZuDE .cluster text{fill:#333;}#mermaid-svg-tJKIi2H3AmBcZuDE .cluster span{color:#333;}#mermaid-svg-tJKIi2H3AmBcZuDE div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-tJKIi2H3AmBcZuDE .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-tJKIi2H3AmBcZuDE rect.text{fill:none;stroke-width:0;}#mermaid-svg-tJKIi2H3AmBcZuDE .icon-shape,#mermaid-svg-tJKIi2H3AmBcZuDE .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-tJKIi2H3AmBcZuDE .icon-shape p,#mermaid-svg-tJKIi2H3AmBcZuDE .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-tJKIi2H3AmBcZuDE .icon-shape rect,#mermaid-svg-tJKIi2H3AmBcZuDE .image-shape rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-tJKIi2H3AmBcZuDE .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-tJKIi2H3AmBcZuDE .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-tJKIi2H3AmBcZuDE :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6388\u6743\u4e0e\u7070\u5ea6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Slow Path \u00b7 \u8bed\u4e49\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Fast Path \u00b7 \u7a0b\u5e8f\u5c42 \u00b7 \u96f6\u6a21\u578b\u6210\u672c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u9ad8\u566a\u97f3\u4e8b\u4ef6\u6d41<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4e22\u5f03<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4e22\u5f03<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4e22\u5f03&#xff1a;\u663e\u5f0f\u547c\u53eb\u4e0d\u7b49\u4e8e\u6388\u6743<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u51c6\u5165\u5019\u9009<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4eba\u5de5\u590d\u6838\u540e\u5207\u6362<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u95f2\u804a\u6d88\u606f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u65e0\u5173 CI \u901a\u77e5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u540d\u5355\u5185\u7528\u6237 &#064;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u540d\u5355\u5185\u7528\u6237\u4e0d &#064;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u964c\u751f\u4eba &#064;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6765\u6e90 &#043; \u7fa4\u7ec4 &#043; \u767d\u540d\u5355\u786e\u5b9a\u6027\u51c6\u5165<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>LLM \u6309\u63d0\u793a\u8bcd\u7b56\u7565\u5224\u65ad\u662f\u5426\u503c\u5f97\u884c\u52a8<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u663e\u5f0f &#064; ?<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>observe \u6a21\u5f0f\u8bb0\u8d26 would accept<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>auto \u6a21\u5f0f\u6267\u884c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e0d\u8fdb\u5165\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<p>\u56fe2&#xff1a;Fast Path \/ Slow Path\u4e24\u7ea7\u8fc7\u6ee4\u4e0eobserve\/auto\u53cc\u6a21\u5f0f\u95f8\u95e8<\/p>\n<p>\u8fd9\u5f20\u56fe\u7684\u5173\u952e\u4fe1\u606f\u662f&#xff1a;\u6a21\u578b\u53ea\u770b\u5230\u5df2\u7ecf\u88ab\u4ee3\u7801\u5c42\u5141\u8bb8\u8fdb\u5165\u7684\u4e8b\u4ef6&#xff0c;\u4e3b\u52a8\u6027\u88ab\u4e24\u5c42\u201c\u95f8\u95e8\u201d\u5939\u4f4f\u3002Fast Path\u8d1f\u8d23\u628a\u566a\u97f3\u6321\u5728\u6a21\u578b\u4e4b\u5916&#xff0c;observe\/auto\u53cc\u6a21\u5f0f\u8d1f\u8d23\u628a\u201c\u63a8\u65ad\u578b\u4e3b\u52a8\u201d\u9650\u5236\u5728\u53ef\u89c2\u6d4b\u3001\u53ef\u64a4\u56de\u7684\u7070\u5ea6\u533a\u95f4\u5185\u3002<\/p>\n<h2>5 \u6301\u4e45\u6027\u7684\u843d\u5730&#xff1a;\u72b6\u6001\u4e0d\u4e22\u4e0d\u7b49\u4e8e\u4efb\u52a1\u4e0d\u8dd1\u504f<\/h2>\n<h3>5.1 \u5b58\u7b97\u5206\u79bb&#xff1a;\u628a\u201c\u8ba1\u7b97\/\u72b6\u6001\u201d\u548c\u201c\u6267\u884c\u73af\u5883\u201d\u62c6\u5f00<\/h3>\n<p>\u4f20\u7edf\u672c\u5730Agent\u7684\u6301\u4e45\u6027\u5929\u82b1\u677f\u662f\u8bbe\u5907\u672c\u8eab\u3002Super-agent\u7684\u5b58\u7b97\u5206\u79bb\u8bbe\u8ba1\u5c06Agent Loop\u7684\u8ba1\u7b97\u4e0e\u4f1a\u8bdd\u6301\u4e45\u5316\u72b6\u6001\u653e\u5728\u4e91\u7aef&#xff0c;\u800c\u6267\u884c\u73af\u5883\u53ef\u4ee5\u4fdd\u7559\u5728\u7528\u6237\u672c\u5730\u8bbe\u5907&#xff0c;\u672c\u5730\u53ea\u90e8\u7f72\u8d1f\u8d23\u6267\u884c\u547d\u4ee4\u548c\u8fd4\u56de\u7ed3\u679c\u7684\u8f7b\u91cfdaemon\u3002\u8fd9\u4e2a\u62c6\u5206\u652f\u6301BYOM&#xff08;Bring Your Own Machine&#xff09;&#xff0c;\u4e5f\u652f\u6301\u4e91\u7aef\u6258\u7ba1\u673a\u5668\u6216\u6309\u9700\u521b\u5efa\u7684\u8ba1\u7b97\u73af\u5883\u3002<\/p>\n<p>\u76f4\u63a5\u6548\u679c\u662f&#xff1a;\u4e91\u7aefAgent\u53ef\u4ee5\u6301\u7eed\u5728\u7ebf&#xff0c;\u672c\u5730\u8bbe\u5907\u79bb\u7ebf\u65f6\u4efb\u52a1\u72b6\u6001\u4e0d\u4e22\u5931&#xff1b;\u8bbe\u5907\u91cd\u65b0\u4e0a\u7ebf\u540e&#xff0c;daemon\u91cd\u65b0\u63a5\u5165&#xff0c;Worker\u53ef\u4ee5\u7ee7\u7eed\u6267\u884c\u3002\u6301\u4e45\u6027\u7684\u7b2c\u4e00\u5c42\u2014\u2014\u201c\u72b6\u6001\u4e0d\u4e22\u201d\u2014\u2014\u5728\u67b6\u6784\u4e0a\u6709\u4e86\u6e05\u6670\u7684\u843d\u70b9\u3002DeepSeek\u628a\u8fd9\u4e00\u5c42\u7684\u672c\u8d28\u6982\u62ec\u4e3a&#xff1a;\u628a\u64cd\u4f5c\u7cfb\u7edf\u91cc\u201c\u8fdb\u7a0b\u72b6\u6001\u4e0e\u6267\u884c\u73af\u5883\u89e3\u8026\u201d\u7684\u601d\u60f3\u5e73\u79fb\u5230Agent\u8fd0\u884c\u65f6\u3002<\/p>\n<h3>5.2 Watchdog&#xff1a;\u4e00\u4e2a\u5728Agent Loop\u4e4b\u5916\u7684\u63a7\u5236\u56de\u8def<\/h3>\n<p>\u5b58\u7b97\u5206\u79bb\u4fdd\u8bc1\u4e86\u201c\u72b6\u6001\u4e0d\u4e22\u201d&#xff0c;\u4f46\u4e0d\u4fdd\u8bc1\u201c\u4efb\u52a1\u4e0d\u8dd1\u504f\u201d\u3002\u4e00\u4e2aWorker\u53ef\u80fd\u9677\u5165\u5faa\u73af\u3001\u53cd\u590d\u8c03\u7528\u65e0\u6548\u5de5\u5177\u3001\u6216\u8005\u671d\u7740\u4e0e\u539f\u59cb\u76ee\u6807\u76f8\u53cd\u7684\u65b9\u5411\u6267\u884c\u800c\u4e0d\u81ea\u77e5\u3002\u8fd9\u4e9b\u95ee\u9898\u7684\u6839\u6e90\u5728\u4e8e&#xff1a;Agent Loop\u5185\u90e8\u7684\u6a21\u578b\u6ca1\u6709\u53ef\u9760\u7684\u81ea\u6211\u8bca\u65ad\u80fd\u529b\u2014\u2014\u201c\u504f\u79bb\u201d\u7684\u5224\u65ad\u9700\u8981\u76f8\u5bf9\u4e8e\u5168\u5c40\u76ee\u6807\u7684\u89c6\u89d2&#xff0c;\u800cLoop\u5185\u90e8\u7684\u6a21\u578b\u53ea\u6709\u5c40\u90e8\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>Watchdog\u7684\u8bbe\u8ba1\u6b63\u662f\u9488\u5bf9\u8fd9\u4e2a\u76f2\u533a&#xff1a;\u5b83\u5728\u4e3b\u67b6\u6784\u4e4b\u5916\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684Session\u8fd0\u884c&#xff0c;\u5f62\u6210\u5916\u90e8\u63a7\u5236\u56de\u8def\u3002\u5b83\u76d1\u63a7\u7684\u4e0d\u4ec5\u662f\u63a5\u53e3\u62a5\u9519\u548c\u72b6\u6001\u6062\u590d\u5931\u8d25\u7b49\u57fa\u7840\u8bbe\u65bd\u95ee\u9898&#xff0c;\u8fd8\u4f1a\u901a\u8fc7\u6a21\u578b\u5224\u65adWorker\u662f\u5426\u53d6\u5f97\u5b9e\u8d28\u8fdb\u5c55\u3001\u6267\u884c\u65b9\u5411\u662f\u5426\u504f\u79bb\u76ee\u6807&#xff0c;\u5e76\u5728\u53d1\u73b0\u5f02\u5e38\u65f6\u4ecb\u5165\u4fee\u590d\u3002\u7528\u63a7\u5236\u8bba\u7684\u89c6\u89d2\u770b&#xff0c;Agent Loop\u672c\u8eab\u662f\u4e00\u4e2a\u5f00\u73af\u6216\u5f31\u95ed\u73af\u7cfb\u7edf&#xff0c;Watchdog\u662f\u90a3\u4e2a\u72ec\u7acb\u7684\u89c2\u6d4b\u5668&#xff0c;\u628a\u7cfb\u7edf\u4ece\u201c\u5047\u8bbeWorker\u4f1a\u6b63\u786e\u6267\u884c\u201d\u53d8\u6210\u201c\u6301\u7eed\u68c0\u9a8cWorker\u662f\u5426\u5728\u6b63\u786e\u6267\u884c\u201d\u3002<\/p>\n<h3>5.3 \u4e00\u4e2a\u5fc5\u987b\u6807\u6ce8\u7684\u843d\u5dee&#xff1a;Watchdog\u5728\u5f00\u6e90\u539f\u578b\u4e2d\u5e76\u672a\u5b9e\u88c5<\/h3>\n<p>\u8fd9\u662f\u8f6c\u8ff0\u4e2d\u6700\u5bb9\u6613\u88ab\u9057\u6f0f\u3001\u4f46\u5bf9\u5de5\u7a0b\u5224\u65ad\u6700\u5173\u952e\u7684\u4e8b\u5b9e\u3002\u539f\u578b\u4ed3\u5e93\u7684README\u660e\u786e\u58f0\u660e\u8fd9\u662f\u7814\u7a76\u539f\u578b\u3001\u4e0d\u662f\u6b63\u5f0f\u4ea7\u54c1&#xff0c;\u5927\u90e8\u5206\u5de5\u7a0b\u7531\u7f16\u7801Agent\u5b8c\u6210&#xff0c;\u4e0e\u5185\u90e8\u7248\u672c\u548c\u8bbe\u8ba1\u6587\u7ae0\u91cc\u7684\u5b9e\u73b0\u90fd\u4e0d\u5b8c\u5168\u4e00\u81f4\u3002\u5bf9 dsh-superagent-prototype \u7684\u9010\u6587\u4ef6\u6838\u67e5\u4e5f\u786e\u8ba4&#xff1a;\u539f\u578b\u76ee\u524d\u771f\u6b63\u5b9e\u88c5\u7684\u662f\u6388\u6743\u95e8\u7981&#xff08;\u51c6\u5165\u77e9\u9635 &#043; Mandate &#043; \u5f71\u5b50\u6a21\u5f0f&#xff09;&#xff0c;\u800cWatchdog\u3001\u5b58\u7b97\u5206\u79bb\u7b49\u8bbe\u8ba1\u5c5e\u4e8efuture direction&#xff1b;\u6587\u7ae0\u7684\u6d88\u878d\u6570\u636e\u540c\u6837\u6765\u81ea\u5408\u6210\u8d1f\u8f7d\u4e0e\u7b80\u5316\u73af\u5883&#xff0c;\u5b98\u65b9\u81ea\u8ff0\u201c\u4ec5\u4f5c\u4e3a\u521d\u6b65\u53c2\u8003\u201d\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u201c\u6301\u4e45\u6027\u201d\u5728\u516c\u5f00\u53ef\u9a8c\u8bc1\u7684\u4ee3\u7801\u4e2d&#xff0c;\u4e3b\u8981\u843d\u5730\u5728\u6388\u6743\u72b6\u6001\u7684\u6301\u4e45\u5316\u4e0e\u53ef\u6062\u590d&#xff0c;\u800c\u4e0d\u662f\u8fd0\u884c\u65f6\u7684\u6545\u969c\u81ea\u6108\u3002Watchdog\u7684\u5b8c\u6574\u80fd\u529b\u5b58\u5728\u4e8e\u67b6\u6784\u8bbe\u8ba1\u548c\u5185\u90e8\u7cfb\u7edf\u4e2d&#xff0c;\u5f00\u6e90\u539f\u578b\u5c55\u793a\u7684\u662f\u63a7\u5236\u5e73\u9762&#xff08;\u8c01\u80fd\u505a\u4ec0\u4e48\u3001\u505a\u5230\u4ec0\u4e48\u8303\u56f4&#xff09;&#xff0c;\u800c\u4e0d\u662f\u8fd0\u884c\u65f6\u5e73\u9762&#xff08;\u8dd1\u504f\u4e86\u600e\u4e48\u62c9\u56de\u6765&#xff09;\u3002\u628a\u8bbe\u8ba1\u6587\u6863\u4e2d\u7684\u80fd\u529b\u7b49\u540c\u4e8e\u5df2\u4ea4\u4ed8\u7684\u80fd\u529b&#xff0c;\u662f\u5bf9\u8fd9\u6b21\u53d1\u5e03\u6700\u5e38\u89c1\u7684\u8bef\u8bfb\u3002<\/p>\n<p> 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.flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-4liRm3x5ou5MzGWP .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-4liRm3x5ou5MzGWP .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-4liRm3x5ou5MzGWP .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-4liRm3x5ou5MzGWP .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-4liRm3x5ou5MzGWP .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-4liRm3x5ou5MzGWP .cluster text{fill:#333;}#mermaid-svg-4liRm3x5ou5MzGWP .cluster span{color:#333;}#mermaid-svg-4liRm3x5ou5MzGWP div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-4liRm3x5ou5MzGWP .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-4liRm3x5ou5MzGWP rect.text{fill:none;stroke-width:0;}#mermaid-svg-4liRm3x5ou5MzGWP .icon-shape,#mermaid-svg-4liRm3x5ou5MzGWP .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-4liRm3x5ou5MzGWP .icon-shape p,#mermaid-svg-4liRm3x5ou5MzGWP .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-4liRm3x5ou5MzGWP .icon-shape rect,#mermaid-svg-4liRm3x5ou5MzGWP .image-shape rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-4liRm3x5ou5MzGWP .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-4liRm3x5ou5MzGWP .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-4liRm3x5ou5MzGWP :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5f00\u6e90\u539f\u578b\u5df2\u5b9e\u88c5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8bbe\u8ba1\u6587\u6863\u4e2d\u7684\u6301\u4e45\u6027\u95ed\u73af<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>future direction<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u672a\u5b9e\u88c5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u672a\u5b9e\u88c5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5185\u90e8\u7cfb\u7edf\u80fd\u529b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5b58\u7b97\u5206\u79bb\u4e91\u7aef\u72b6\u6001\u6301\u4e45\u5316<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5916\u90e8 Watchdog\u72ec\u7acb Session \u89c2\u6d4b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u504f\u79bb\u68c0\u6d4b\u65b9\u5411 \/ \u8fdb\u5c55\u5224\u65ad<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4ecb\u5165\u4fee\u590d\u6062\u590d\u6216\u7ec8\u6b62<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6388\u6743\u95e8\u7981Mandate \u4e0d\u53ef\u53d8<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e24\u7ea7\u8fc7\u6ee4Fast Path \u4ee3\u7801\u5f3a\u5236<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5f71\u5b50\u6a21\u5f0fwould accept \u8bb0\u8d26<\/p>\n<p><\/span><\/p>\n<p>\u56fe3&#xff1a;\u8bbe\u8ba1\u6587\u6863\u4e2d\u7684\u6301\u4e45\u6027\u95ed\u73af\u4e0e\u5f00\u6e90\u539f\u578b\u5b9e\u9645\u843d\u5730\u8303\u56f4\u7684\u5206\u754c<\/p>\n<p>\u8fd9\u5f20\u56fe\u8981\u4f20\u8fbe\u7684\u662f\u4e00\u6761\u5de5\u7a0b\u5224\u65ad\u4e0a\u7684\u5206\u754c\u7ebf&#xff1a;\u8bbe\u8ba1\u6587\u6863\u7684\u80fd\u529b\u8303\u56f4\u548c\u5f00\u6e90\u539f\u578b\u7684\u53ef\u9a8c\u8bc1\u8303\u56f4\u4e0d\u662f\u540c\u4e00\u4e2a\u5706\u3002\u6301\u4e45\u6027\u7684\u201c\u8bbe\u8ba1\u95ed\u73af\u201d\u662f\u5b8c\u6574\u7684&#xff0c;\u4f46\u516c\u5f00\u4ee3\u7801\u9a8c\u8bc1\u7684\u662f\u63a7\u5236\u5e73\u9762&#xff0c;\u4e0d\u662f\u8fd0\u884c\u65f6\u81ea\u6108\u5e73\u9762\u3002<\/p>\n<h2>6 \u5b9e\u9a8c\u8bfb\u6cd5&#xff1a;\u5c3e\u90e8\u7a33\u5b9a\u6027\u662f\u4e70\u6765\u7684&#xff0c;\u8d26\u5355\u662ftoken<\/h2>\n<h3>6.1 \u6d88\u878d\u5b9e\u9a8c\u7684\u6570\u5b57\u4e0e\u8bfb\u6cd5<\/h3>\n<p>DeepSeek\u5728\u7ea6300\u6761\u6d88\u606f\u300120\u9879\u5de5\u4f5c\u8bf7\u6c42\u7684\u5408\u6210\u8d1f\u8f7d\u4e0a\u505a\u4e86\u6d88\u878d\u5b9e\u9a8c&#xff0c;\u7f16\u7801\u5de5\u4f5c\u7528\u4e00\u4e2a\u53ea\u6d88\u8017\u65f6\u95f4\u7684\u5de5\u5177\u4ee3\u66ff&#xff08;\u8861\u91cf\u8c03\u5ea6\u80fd\u529b\u800c\u975e\u7f16\u7801\u80fd\u529b&#xff09;&#xff0c;\u6bcf\u79cd\u65b9\u6848\u8dd15\u6b21&#xff0c;\u5b98\u65b9\u81ea\u8ff0\u201c\u4ec5\u4f5c\u4e3a\u521d\u6b65\u53c2\u8003\u201d\u3002\u56db\u7ec4\u65b9\u6848\u7684\u5bf9\u6bd4\u53ef\u4ee5\u6574\u7406\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ec4P50 \u5b8c\u6210\u65f6\u95f4P95 \u5b8c\u6210\u65f6\u95f4\u8bfb\u7f13\u5b58 Token\u6838\u5fc3\u7ed3\u8bba<\/tr>\n<tbody>\n<tr>\n<td>Super-agent<\/td>\n<td>12.4 min<\/td>\n<td>15.7 min<\/td>\n<td>2323 \u4e07<\/td>\n<td>\u57fa\u51c6<\/td>\n<\/tr>\n<tr>\n<td>\u5355Session &#043; Subagent&#xff08;\u4e2d\u6027\u63d0\u793a&#xff09;<\/td>\n<td>20.4 min<\/td>\n<td>29.5 min<\/td>\n<td>605 \u4e07<\/td>\n<td>Super-agent\u5feb39%\/47%&#xff0c;\u4f46token\u7ea6\u4e3a3.84\u500d<\/td>\n<\/tr>\n<tr>\n<td>\u5355Session &#043; Subagent&#xff08;\u63d0\u793a\u4f18\u5148\u59d4\u6d3e&#xff09;<\/td>\n<td>~13.8 min&#xff08;P50\u4ec5\u5dee\u7ea610%&#xff09;<\/td>\n<td>29.0 min<\/td>\n<td>1082 \u4e07&#xff08;2.15\u500d&#xff09;<\/td>\n<td>P95\u5dee46%&#xff0c;token\u4e3a2.15\u500d<\/td>\n<\/tr>\n<tr>\n<td>Super-agent\u53bb\u6389\u8ba2\u9605\u76f4\u901a<\/td>\n<td>12.6 min<\/td>\n<td>15.5 min<\/td>\n<td>3177 \u4e07<\/td>\n<td>\u901f\u5ea6\u57fa\u672c\u6301\u5e73&#xff0c;token\u589e\u52a037%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u88682&#xff1a;Super-agent\u6d88\u878d\u5b9e\u9a8c\u5173\u952e\u6570\u636e<\/p>\n<p>\u8fd9\u7ec4\u6570\u5b57\u91cc\u6700\u5bb9\u6613\u88ab\u8bef\u8bfb\u7684\u662f\u201c\u5feb39%\u201d\u3002\u5982\u679c\u628aP50\u5f53\u4f5c\u67b6\u6784\u4f18\u52bf\u7684\u8bc1\u636e&#xff0c;\u5c31\u4f1a\u5ffd\u7565\u4e00\u4e2a\u66f4\u91cd\u8981\u7684\u4e8b\u5b9e&#xff1a;\u5982\u679c\u63d0\u793a\u8bcd\u5199\u597d\u4e86&#xff0c;\u5355Session\u7684\u4e2d\u4f4d\u6570\u8868\u73b0\u548cSuper-agent\u53ea\u5dee\u7ea610%\u3002\u67b6\u6784\u771f\u6b63\u4e70\u5230\u7684\u662f\u5c3e\u90e8\u7a33\u5b9a\u6027&#xff1a;\u4e2d\u6027\u63d0\u793a\u4e0b&#xff0c;\u5e26Subagent\u5de5\u5177\u7684\u5355Session\u8dd15\u6b21\u4e00\u6b21\u90fd\u6ca1\u6709\u59d4\u6d3e&#xff0c;\u6a21\u578b\u5224\u65ad\u4efb\u52a1\u201c\u5f88\u5c0f\u201d\u800c\u81ea\u5df1\u4e32\u884c\u6267\u884c&#xff0c;\u4e00\u8def\u62d6\u5230\u7ea629.5\u5206\u949f\u7684P95&#xff1b;Super-agent\u7684P95\u538b\u523015.7\u5206\u949f&#xff0c;\u5c3e\u5ef6\u8fdf\u51e0\u4e4e\u8170\u65a9\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4&#xff0c;Super-agent\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u5e73\u5747\u60c5\u51b5\u4e0b\u66f4\u5feb\u201d&#xff0c;\u800c\u662f\u201c\u6700\u574f\u60c5\u51b5\u4e0b\u4e0d\u4f1a\u5d29\u6e83\u201d \u3002\u5bf9\u4e8e\u6309\u5206\u949f\u8ba1\u8d39\u5de5\u7a0b\u5e08\u65f6\u95f4\u7684\u56e2\u961f&#xff0c;\u5c3e\u90e8\u7a33\u5b9a\u6027\u7684\u4ef7\u503c\u8fdc\u9ad8\u4e8e\u4e2d\u4f4d\u6570\u7684\u5fae\u5c0f\u5dee\u8ddd&#xff1b;\u5bf9\u4e8e\u9884\u7b97\u654f\u611f\u7684\u4e2a\u4eba\u7528\u6237&#xff0c;2\u52304\u500d\u7684\u7f13\u5b58token\u589e\u91cf\u5219\u662f\u771f\u5b9e\u7684\u8d1f\u62c5\u3002<\/p>\n<h3>6.2 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\u4ece\u201c\u80fd\u8dd1\u7684\u67b6\u6784\u201d\u5230\u201c\u6562\u6258\u4ed8\u7684\u540c\u4e8b\u201d&#xff1a;\u6cbb\u7406\u7f3a\u53e3\u5728\u54ea\u91cc<\/h2>\n<h3>7.1 \u6388\u6743\u6a21\u578b&#xff1a;\u539f\u578b\u91cc\u6700\u503c\u94b1\u7684\u4e0d\u662f\u67b6\u6784\u56fe<\/h3>\n<p>\u5982\u679c\u628aSuper-agent\u5f53\u6210\u4e00\u4e2a\u201c\u591a\u667a\u80fd\u4f53\u8c03\u5ea6\u201d\u7684\u67b6\u6784\u6765\u8bfb&#xff0c;\u4f1a\u9519\u8fc7\u539f\u578b\u4e2d\u6700\u5177\u5de5\u7a0b\u8fc1\u79fb\u4ef7\u503c\u7684\u90e8\u5206&#xff1a;\u6388\u6743\u88ab\u5efa\u6a21\u6210\u4e86\u5b8c\u6574\u7684\u9886\u57df\u6a21\u578b&#xff0c;\u800c\u4e0d\u662f\u7cfb\u7edf\u8fb9\u680f\u91cc\u7684\u4e00\u4e2a\u6743\u9650\u5f00\u5173\u3002<\/p>\n<p>\u6838\u5fc3\u8bbe\u8ba1\u70b9\u5305\u62ec&#xff1a;Mandate\u4e0d\u53ef\u53d8\u2014\u2014accept\u65f6\u56fa\u5316Policy\u7248\u672c\u3001\u8303\u56f4\u3001\u5f3a\u5ea6\u548c\u5339\u914d\u89c4\u5219&#xff0c;\u8981\u6269\u5927\u5de5\u4f5c\u8303\u56f4\u5fc5\u987b\u5f00\u65b0Ticket\u3001\u7b7e\u65b0Mandate&#xff0c;\u65e7\u51ed\u8bc1\u6c38\u8fdc\u4e0d\u6539&#xff1b;\u6743\u9650\u4e0e\u5185\u5bb9\u9694\u79bb\u2014\u2014\u201cMessages, comments and quoted documents are inputs to a decision; they cannot change those permissions\u201d&#xff0c;\u6d88\u606f\u5185\u5bb9\u518d\u600e\u4e48\u6784\u9020&#xff0c;\u53ea\u80fd\u5f71\u54cd\u201c\u8fd9\u4e00\u5355\u600e\u4e48\u5e72\u201d&#xff0c;\u6539\u4e0d\u4e86\u201c\u8fd9\u5355\u4e3a\u4ec0\u4e48\u88ab\u6388\u6743\u201d&#xff1b;\u6267\u884c\u8005\u4e0d\u53ef\u81ea\u8bc1\u2014\u2014\u201cAn Executor cannot declare that a person asked it to stop\u201d&#xff0c;\u505c\u6b62\u6307\u4ee4\u7684\u6743\u5a01\u6765\u6e90\u662f\u4eba&#xff0c;\u4e0d\u662f\u6267\u884c\u8005\u81ea\u5df1\u3002\u8fd9\u51e0\u6761\u628a\u63d0\u793a\u6ce8\u5165\u7684\u9632\u5fa1\u4ece\u201c\u8fc7\u6ee4\u6076\u610f\u5185\u5bb9\u201d\u4e0a\u79fb\u5230\u201c\u5185\u5bb9\u5728\u6388\u6743\u6a21\u578b\u91cc\u6839\u672c\u6ca1\u6709\u90a3\u4e2a\u6743\u9650\u4f4d\u201d&#xff0c;\u662f\u4e00\u4e2a\u65b9\u5411\u6027\u7684\u6b63\u786e\u9009\u62e9\u3002<\/p>\n<h3>7.2 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\u3002<\/p>\n<h3>7.3 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\u603b\u7ed3&#xff1a;\u56db\u4e2a\u6807\u51c6\u7684\u843d\u5730\u7a0b\u5ea6&#xff0c;\u6bd4\u201cSuper\u201d\u8fd9\u4e2a\u8bcd\u66f4\u91cd\u8981<\/h2>\n<p>Super-agent\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u8bc1\u660e\u4e86\u201cAI\u53ef\u4ee5\u5f53\u540c\u4e8b\u201d&#xff0c;\u800c\u5728\u4e8e\u5b83\u628a\u201c\u540c\u4e8b\u201d\u8fd9\u4e2a\u6a21\u7cca\u7684\u9690\u55bb\u62c6\u89e3\u6210\u4e86\u56db\u4e2a\u53ef\u5de5\u7a0b\u5316\u3001\u53ef\u5206\u522b\u68c0\u9a8c\u7684\u6807\u51c6&#xff0c;\u5e76\u4e3a\u6bcf\u4e00\u4e2a\u6807\u51c6\u7ed9\u51fa\u4e86\u5177\u4f53\u7684\u67b6\u6784\u56de\u5e94\u3002\u4f46\u56db\u4e2a\u6807\u51c6\u7684\u843d\u5730\u7a0b\u5ea6\u5e76\u4e0d\u76f8\u540c&#xff0c;\u8fd9\u4e00\u70b9\u6bd4\u4efb\u4f55\u5355\u4e00\u7684\u603b\u8bc4\u90fd\u66f4\u6709\u4fe1\u606f\u91cf&#xff1a;<\/p>\n<p>\u8fde\u7eed\u6027\u7531Router\u7684\u5168\u5c40\u4e0a\u4e0b\u6587\u548cChain of 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Super-agent\u7ed9\u51fa\u4e86\u4e00\u4e2a\u503c\u5f97\u501f\u9274\u7684\u67b6\u6784\u65b9\u5411&#xff0c;\u4f46\u5b83\u6ca1\u6709\u66ff\u4efb\u4f55\u4eba\u56de\u7b54\u8fd9\u4e09\u4e2a\u95ee\u9898\u3002\u4ece\u201c\u5de5\u5177\u201d\u5230\u201c\u540c\u4e8b\u201d\u7684\u6700\u540e\u4e00\u6bb5\u8def&#xff0c;\u4e0d\u5728Router\u548cWorker\u7684\u62c6\u5206\u91cc&#xff0c;\u800c\u5728\u6388\u6743\u6a21\u578b\u3001\u72b6\u6001\u8ddf\u8e2a\u80fd\u529b\u548c\u8fd0\u884c\u65f6\u6cbb\u7406\u7684\u4ea4\u6c47\u5904\u3002<\/p>\n<h3>\u53c2\u8003\u8d44\u6599<\/h3>\n<li>DoNews. DeepSeek \u63d0\u51fa Super-agent \u67b6\u6784\u8bbe\u8ba1&#xff1a;\u63a2\u7d22\u66f4\u81ea\u4e3b\u7684\u667a\u80fd\u4f53\u7cfb\u7edf. 2026-11-01. https:\/\/www.donews.com\/news\/detail\/1\/6760986.html \u30109\u3011<\/li>\n<li>PChome. DeepSeek\u63d0\u51faSuper-agent\u67b6\u6784\u8bbe\u8ba1&#xff1a;\u8fc8\u5411\u66f4\u81ea\u4e3b\u7684Agent\u7cfb\u7edf. 2026-11-01. https:\/\/article.pchome.net\/news\/16524.html \u301013\u3011<\/li>\n<li>\u592a\u5e73\u6d0b\u79d1\u6280. \u4eba\u7c7b\u6ce8\u610f\u529b\u4e0d\u591f\u7528\u4e86&#xff1f;DeepSeek\u51b3\u5b9a\u8ba9AI\u81ea\u5df1\u7ba1\u81ea\u5df1. 2026-11-03. https:\/\/www.pconline.com.cn\/focus\/2184\/21848725.html \u301012\u3011<\/li>\n<li>\u817e\u8baf\u4e91\u5f00\u53d1\u8005\u793e\u533a. DeepSeek \u5f00\u6e90 Super-agent&#xff1a;Agent \u4e0d\u4e0b\u73ed\u3001\u4e0d\u7528\u4f60 &#064;&#xff0c;\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4\u76f4\u63a5\u780d\u534a. 2026-11-02. https:\/\/cloud.tencent.cn\/developer\/article\/2774420 \u301014\u3011<\/li>\n<li>\u54c1\u73a9. DeepSeek\u53d1\u5e03Super-agent\u67b6\u6784 \u63a8\u52a8\u667a\u80fd\u4f53\u5411\u81ea\u4e3b\u7ba1\u5bb6\u578b\u6f14\u8fdb. 2026-11-03. https:\/\/www.pingwest.com\/w\/319118 \u301010\u3011<\/li>\n<li>\u949b\u5a92\u4f53. DeepSeek\u4e0d\u6ee1\u8db3\u4e8e\u6a21\u578b&#xff0c;\u8fd8\u8981\u8ba9AI\u81ea\u5df1\u5e72\u6d3b. 2026-11-03. https:\/\/www.tmtpost.com\/8190971.html \u301011\u3011<\/li>\n<li>\u963f\u91cc\u4e91\u5f00\u53d1\u8005\u793e\u533a. DeepSeek Super-agent&#xff1a;\u4ece\u5355 Session \u5230\u6301\u7eed\u8fd0\u884c\u7684 Agent \u7cfb\u7edf. 2026-11-03. https:\/\/developer.aliyun.com\/article\/1778414 \u30108\u3011<\/li>\n<li>\u534e\u4e3a\u4e91\u793e\u533a. \u4e00\u4e2a\u4eba\u53ea\u80fd\u8ddf 3~5 \u4e2a\u4f1a\u8bdd&#xff1a;DeepSeek Super-agent \u7528\u516d\u4e2a\u6743\u8861&#xff0c;\u628a Agent \u4ece&#034;\u7a97\u53e3&#034;\u6539\u6210&#034;\u7cfb\u7edf&#034;. 2026-11-01. https:\/\/bbs.huaweicloud.com\/blogs\/513458 \u301017\u3011<\/li>\n<li>OSCHINA. DeepSeek \u56e2\u961f\u628a Agent \u8bbe\u8ba1\u6210\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d&#xff1a;\u591a\u4efb\u52a1\u7684\u4e0a\u9650\u4e0d\u8be5\u662f\u4eba\u7684\u6ce8\u610f\u529b. 2026-11-02. https:\/\/www.oschina.net\/news\/503338\/deepseek-harness-super-agent \u301022\u3011<\/li>\n<li>\u77e5\u4e4e\u4e13\u680f. \u4e0d\u53ea\u8bfb\u62a5\u544a&#xff1a;DeepSeek Super-agent \u7684\u67b6\u6784\u3001\u6e90\u7801\u3001\u5b9e\u9a8c\u4e0e\u4f01\u4e1a\u843d\u5730\u62c6\u89e3. 2026-11-02. https:\/\/zhuanlan.zhihu.com\/p\/2100599046138237946 \u301015\u3011<\/li>\n<li>\u7f51\u6613\u53f7. DeepSeek\u7684Super-agent\u4e00\u591c\u51b2\u4e0aGitHub\u7b2c\u4e00&#xff1a;AI\u5f00\u59cb\u66ff\u4f60\u201c\u6d3e\u6d3b\u201d\u4e86&#xff0c;\u4f46\u6211\u53d1\u73b0\u5b83\u7684Token\u8d26\u5355\u6da8\u4e863.8\u500d. 2026-11-02. https:\/\/www.163.com\/dy\/article\/LAOBRIJA0556ODSC_pdya11y.html \u301016\u3011<\/li>\n<li>\u6398\u91d1. \u62c6\u5b8c DeepSeek \u521a\u5f00\u6e90\u7684 dsh-superagent&#xff1a;\u4e00\u4e2a\u4f1a\u81ea\u5df1\u5728\u7fa4\u91cc\u63a5\u6d3b\u3001\u81ea\u5df1\u63d0 PR \u7684 Agent. 2026-11-02. https:\/\/juejin.cn\/post\/7703011669409169442 \u301019\u3011<\/li>\n<li>\u6398\u91d1. DeepSeek \u5f00\u6e90 Super-agent \u539f\u578b\u62c6\u89e3&#xff1a;\u6388\u6743\u94fe\u600e\u4e48\u8bbe\u8ba1\u3001\u5b9e\u9a8c\u600e\u4e48\u8bfb\u3001Watchdog \u4e3a\u4ec0\u4e48\u6ca1\u5b9e\u88c5. 2026-11-03. https:\/\/juejin.cn\/post\/7703531021345996854 \u301020\u3011<\/li>\n<li>\u6398\u91d1. \u4e3b\u52a8\u6027 Agent \u7684\u7b2c\u4e00\u9053\u5de5\u7a0b\u9898&#xff1a;Fast\/Slow Path \u4e24\u7ea7\u8fc7\u6ee4&#xff0c;\u9644 80 \u884c\u53ef\u8dd1\u6a21\u62df\u5668. 2026-11-03. https:\/\/juejin.cn\/post\/7703754295011328027 \u301021\u3011<\/li>\n<li>\u4e2a\u4eba\u535a\u5ba2. DeepSeek \u5f00\u6e90 Super Agent \u539f\u578b&#xff0c;\u6700\u786c\u7684\u7ea6\u675f\u662f\u522b\u70e6\u4eba. 2026-11. https:\/\/wangruofeng007.com\/blog\/2026-11\/dsh-superagent-attention-first\/ \u301023\u3011<\/li>\n<li>CSDN DevPress. DeepSeek Super-agent\u67b6\u678406&#xff1a;\u603b\u7ed3\u7bc7. 2026-11-03. https:\/\/devpress.csdn.net\/aibjcy\/6ae955a2e5f4ca4eff8e152e.html \u301025\u3011<\/li>\n<li>\u540c\u82b1\u987a\u8d22\u7ecf \/ \u5fb7\u90a6\u8bc1\u5238. 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