{"id":123638,"date":"2026-11-07T22:49:05","date_gmt":"2026-11-07T14:49:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123638.html"},"modified":"2026-11-07T22:49:05","modified_gmt":"2026-11-07T14:49:05","slug":"dsh-superagent-%e8%ae%b2%e9%80%8f%ef%bc%9a%e5%bd%93%e7%93%b6%e9%a2%88%e4%bb%8e%e6%a8%a1%e5%9e%8b%e8%83%bd%e5%8a%9b%e5%8f%98%e6%88%90%e4%ba%ba%e7%9a%84%e6%b3%a8%e6%84%8f%e5%8a%9b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123638.html","title":{"rendered":"dsh-superagent \u8bb2\u900f\uff1a\u5f53\u74f6\u9888\u4ece\u6a21\u578b\u80fd\u529b\u53d8\u6210\u4eba\u7684\u6ce8\u610f\u529b"},"content":{"rendered":"<p>\u5148\u770b\u4e00\u4e2a\u65e5\u5e38\u573a\u666f&#xff1a;\u4f60\u8ba9 Claude Code \u4fee\u4e00\u4e2a bug&#xff0c;\u5207\u53bb\u53e6\u4e00\u4e2a\u7ec8\u7aef\u8ba9 Codex \u5347\u7ea7\u4f9d\u8d56&#xff0c;\u518d\u5207\u56de\u6765\u56de\u7b54 agent \u7684\u63d0\u95ee\u2014\u2014\u7b2c\u4e09\u4e2a session \u7684\u8fdb\u5ea6\u4f60\u53c8\u60f3\u4e0d\u8d77\u6765\u4e86\u3002\u6a21\u578b\u5199\u4ee3\u7801\u8d8a\u6765\u8d8a\u5feb&#xff0c;\u8ddf\u4e0d\u4e0a\u8282\u594f\u7684\u53d8\u6210\u4e86\u4f60\u81ea\u5df1\u3002DeepSeek Harness \u56e2\u961f\u6700\u8fd1\u5f00\u6e90\u7684 dsh-superagent&#xff0c;\u5c31\u662f\u51b2\u7740\u8fd9\u4e2a\u95ee\u9898\u53bb\u7684&#xff1a;\u5b83\u4e0d\u662f&#034;\u66f4\u806a\u660e\u7684 agent&#034;&#xff0c;\u800c\u662f\u4e00\u5957\u7ba1\u7406\u4e00\u7fa4 agent session \u7684\u7ed3\u6784\u3002<\/p>\n<p>\u672c\u6587\u57fa\u4e8e MarkTechPost \u7684\u62a5\u9053\u3001DeepSeek \u7684\u8bbe\u8ba1\u6587\u6863\u8f6c\u8ff0\u548c dsh-superagent \u7684 README \u4fe1\u606f\u5199\u6210\u3002\u6570\u636e\u5168\u90e8\u6765\u81ea DeepSeek \u81ea\u62a5\u7684\u6a21\u62df\u5b9e\u9a8c&#xff0c;\u4e14\u7ecf\u4e8c\u624b\u8f6c\u8ff0\u2014\u2014\u8fd9\u70b9\u540e\u9762\u4e13\u95e8\u6709\u4e00\u8282\u8bb2\u600e\u4e48\u6253\u6298\u7740\u8bfb\u3002<\/p>\n<h3>\u4e00\u3001superagent \u7684 super&#xff0c;\u6307\u4ec0\u4e48<\/h3>\n<p>\u5148\u628a\u4e8b\u5b9e\u6446\u9f50&#xff1a;dsh-superagent v0.1.0&#xff0c;MIT \u8bb8\u53ef&#xff0c;TypeScript \u5199\u7684\u4e00\u4e2a bundle&#xff0c;\u5b9a\u4f4d\u662f\u7814\u7a76\u539f\u578b\u2014\u2014\u6574\u4e2a release \u53ea\u6709 1 \u4e2a commit&#xff0c;\u539f\u578b\u5473\u5f88\u8db3\u3002<\/p>\n<p>\u5b83\u9762\u5411\u5355\u4e2a GitHub \u4ed3\u5e93&#xff0c;\u884c\u4e3a\u4e00\u53e5\u8bdd\u8bf4\u5f97\u5b8c&#xff1a;<\/p>\n<ul>\n<li>\u76d1\u542c GitHub \u4e8b\u4ef6&#xff08;\u53ef\u9009\u63a5\u5165\u98de\u4e66&#xff09;&#xff1b;<\/li>\n<li>\u5f53&#034;\u5141\u8bb8\u7684\u4eba&#034;\u5411\u5b83\u63d0\u51fa\u8bf7\u6c42\u65f6&#xff0c;\u5f00\u4e00\u4e2a\u5de5\u4f5c\u9879&#xff0c;\u53eb Ticket&#xff1b;<\/li>\n<li>\u6bcf\u4e2a Ticket \u5728\u81ea\u5df1\u7684 session \u548c\u76ee\u5f55\u91cc\u6267\u884c&#xff0c;\u4e92\u4e0d\u5e72\u6270&#xff1b;<\/li>\n<li>\u7ed3\u679c\u56de\u5230\u539f\u6765\u7684\u5bf9\u8bdd\u91cc&#xff0c;\u901a\u5e38\u662f\u4e00\u4e2a pull request&#xff1b;<\/li>\n<li>\u672c\u5730 Web \u9762\u677f\u53ea\u5217\u9700\u8981\u4eba\u5904\u7406\u7684\u4e8b\u2014\u2014\u6ca1\u8f6e\u5230\u4f60\u7684&#xff0c;\u4e0d\u70e6\u4f60\u3002<\/li>\n<\/ul>\n<p>\u90a3 super \u5728\u54ea&#xff1f;\u4e3b\u6d41\u7f16\u7801 agent \u7684\u57fa\u672c\u5355\u4f4d\u662f 1 \u4e2a session&#xff1a;\u4f60\u5f00\u4e00\u4e2a\u5bf9\u8bdd&#xff0c;\u76ef\u7740\u5b83\u8dd1\u5b8c\u3002dsh-superagent \u7684\u57fa\u672c\u5355\u4f4d\u662f\u4e00\u7fa4\u88ab\u7ba1\u7406\u7684 session&#xff1a;\u4e00\u4e2a\u5e38\u9a7b\u7684 Router \u8d1f\u8d23\u63a5\u8bdd\u548c\u5206\u53d1&#xff0c;\u4e00\u7fa4\u9694\u79bb\u7684 Worker \u5404\u81ea\u57cb\u5934\u5e72\u6d3b\u3002\u8bf4\u5b83\u662f&#034;\u7ba1\u7406 agent \u7684 agent&#034;&#xff0c;\u5c31\u662f\u8fd9\u4e2a\u610f\u601d\u3002<\/p>\n<h3>\u4e8c\u3001\u4e3a\u4ec0\u4e48\u8981\u505a\u5b83&#xff1a;\u74f6\u9888\u642c\u5bb6<\/h3>\n<p>DeepSeek \u56e2\u961f\u7684\u8bba\u8bc1\u8d77\u70b9\u662f\u4e00\u4e2a\u89c2\u5bdf&#xff1a;\u4e3b\u6d41 agent \u628a 1 \u4e2a session \u5f53\u4f5c\u57fa\u672c\u5355\u4f4d&#xff0c;\u800c\u4e00\u4e2a\u4eba\u540c\u65f6\u80fd\u4e3b\u52a8\u8ddf\u4f4f\u7684 session \u53ea\u6709 3 \u5230 5 \u4e2a\u3002<\/p>\n<p>\u8fd9\u4e2a\u6570\u5b57\u662f\u4eba\u7684\u8ba4\u77e5\u4e0a\u9650&#xff0c;\u4e0d\u662f\u5de5\u5177\u7684\u3002\u4e8e\u662f\u94fe\u6761\u53d8\u6210\u4e86\u8fd9\u6837&#xff1a;\u6a21\u578b\u80fd\u529b\u6da8\u3001\u5e76\u884c\u4efb\u52a1\u6da8\u3001session \u8d8a\u5f00\u8d8a\u591a\u2014\u2014\u4eba\u7684\u6ce8\u610f\u529b\u6210\u4e86\u591a\u4efb\u52a1\u7684\u74f6\u9888\u3002\u4ee5\u524d\u6211\u4eec\u8bf4 agent \u8dd1\u4e0d\u52a8\u662f\u6a21\u578b\u4e0d\u884c&#xff0c;\u73b0\u5728\u591a\u4efb\u52a1\u573a\u666f\u91cc\u5148\u8db4\u4e0b\u7684\u662f\u76ef\u7740\u5c4f\u5e55\u7684\u4eba\u3002<\/p>\n<p>README \u91cc\u90a3\u6761\u6838\u5fc3\u89c4\u5219&#xff0c;\u5c31\u662f\u5bf9\u8fd9\u4e2a\u74f6\u9888\u7684\u76f4\u63a5\u56de\u5e94&#xff1a;<\/p>\n<p>take as little human attention as possible, and give as much value as possible.<\/p>\n<p>\u5360\u7528\u5c3d\u91cf\u5c11\u7684\u4eba\u7684\u6ce8\u610f\u529b&#xff0c;\u4ea7\u51fa\u5c3d\u91cf\u591a\u7684\u4ef7\u503c\u3002\u8bbe\u8ba1\u6587\u6863\u628a\u5b83\u843d\u6210\u4e86\u5177\u4f53\u884c\u4e3a\u5b88\u5219&#xff1a;\u786e\u8ba4\u4e00\u6b21&#xff0c;\u5e72\u6d3b\u65f6\u95ed\u5634&#xff0c;\u53ea\u5728\u6709\u7ed3\u679c\u3001\u6709\u95ee\u9898\u3001\u6709\u5931\u8d25\u65f6\u518d\u8bf4\u8bdd\u3002<\/p>\n<p>\u5bf9\u7167\u4e00\u4e0b\u6211\u4eec\u5e73\u65f6\u7684\u4f53\u9a8c&#xff1a;agent \u6bcf\u6267\u884c\u4e00\u6b65\u90fd\u6c47\u62a5\u4e00\u53e5&#034;\u597d\u7684&#xff0c;\u6211\u73b0\u5728\u67e5\u770b\u6587\u4ef6\u2026\u2026\u597d\u7684&#xff0c;\u6587\u4ef6\u5df2\u8bfb\u53d6\u2026\u2026&#034;\u2014\u2014\u6bcf\u53e5\u8bdd\u90fd\u5728\u82b1\u4f60\u7684\u6ce8\u610f\u529b&#xff0c;\u800c\u4e14\u5927\u90e8\u5206\u4e0d\u503c\u5f97\u82b1\u3002\u5728 dsh-superagent \u7684\u8bbe\u8ba1\u91cc&#xff0c;\u6ce8\u610f\u529b\u662f\u9884\u7b97&#xff0c;\u82b1\u4e4b\u524d\u5148\u95ee\u503c\u4e0d\u503c\u3002\u8fd9\u4e0d\u662f\u793c\u8c8c\u95ee\u9898&#xff0c;\u662f\u67b6\u6784\u95ee\u9898&#xff0c;\u4e0b\u4e00\u8282\u770b\u5b83\u600e\u4e48\u843d\u5b9e\u3002<\/p>\n<h3>\u4e09\u3001Router-Worker&#xff1a;\u4e24\u5c42\u7ed3\u6784\u600e\u4e48\u7701\u6ce8\u610f\u529b<\/h3>\n<p>\u7814\u7a76\u56e2\u961f\u628a\u67b6\u6784\u63cf\u8ff0\u6210\u4e24\u5c42&#xff1a;\u957f\u671f\u8fd0\u884c\u7684 Router \u8d1f\u8d23\u4ea4\u4e92\u548c\u5206\u53d1&#xff0c;\u9694\u79bb\u7684 Worker session \u8d1f\u8d23\u5b9e\u9645\u5e72\u6d3b\u3002<\/p>\n<p>\u7528\u540e\u7aef\u7684\u773c\u5149\u770b\u8fd9\u662f\u8001\u719f\u4eba\u2014\u2014\u8c03\u5ea6\u4e2d\u5fc3\u548c\u6267\u884c\u5668\u5206\u79bb\u3002Router \u662f\u524d\u53f0\u63a5\u5f85\u5458&#xff1a;\u5e38\u9a7b\u3001\u8bdd\u591a\u3001\u4f46\u5de5\u5177\u96c6\u523b\u610f\u505a\u5c0f&#xff08;\u8dd1\u7684\u662f dsh-superagent-router preset&#xff09;&#xff1b;Worker \u662f\u540e\u53a8&#xff1a;\u6bcf\u5f20\u5de5\u5355\u4e00\u4e2a\u72ec\u7acb session&#xff08;\u8dd1 dsh-superagent-worker&#xff09;&#xff0c;\u7092\u5b8c\u83dc\u7aef\u51fa\u53bb\u5c31\u5173\u706b\u3002\u63a5\u5f85\u5458\u4e0d\u78b0\u7076\u53f0&#xff0c;\u540e\u53a8\u4e0d\u63a5\u5ba2\u2014\u2014\u4f1a\u8bdd\u5bb9\u6613\u88ab\u5435\u6b7b\u7684\u548c\u9700\u8981\u5927\u5de5\u5177\u96c6\u7684&#xff0c;\u88ab\u62c6\u5230\u4e86\u4e24\u8fb9\u3002<\/p>\n<p>\u62c6\u5b8c\u4e4b\u540e&#xff0c;\u4ece&#034;\u4ed3\u5e93\u91cc\u53d1\u751f\u4e86\u4e00\u4ef6\u4e8b&#034;\u5230&#034;\u7ed3\u679c\u56de\u5230\u5bf9\u8bdd\u91cc&#034;&#xff0c;\u6574\u4f53\u6d41\u7a0b\u957f\u8fd9\u6837&#xff1a;<\/p>\n<p>GitHub \/ \u98de\u4e66\u4e8b\u4ef6<br \/>\n      \u2502<br \/>\n      \u25bc<br \/>\nRouter&#xff08;\u5e38\u9a7b&#xff1a;\u542c\u6d88\u606f\u3001\u505a\u5224\u65ad\u3001\u6d3e\u6d3b&#xff09;<br \/>\n      \u2502  Eval&#xff1a;\u8fd9\u4e00\u6279 Trigger \u8981\u4e0d\u8981\u5f00\u5de5&#xff1f;<br \/>\n      \u2502  \u5f00 Ticket&#xff08;\u5e26\u4e0d\u53ef\u53d8\u7684 Mandate&#xff09;<br \/>\n      \u25bc<br \/>\nWorker \u00d7 N&#xff08;\u6bcf\u5f20 Ticket \u4e00\u4e2a\u9694\u79bb session &#043; \u72ec\u7acb\u76ee\u5f55&#xff09;<br \/>\n      \u2502<br \/>\n      \u25bc<br \/>\n\u7ed3\u679c \u2192 \u56de\u5230\u539f\u5bf9\u8bdd&#xff08;\u901a\u5e38\u662f\u4e00\u4e2a PR&#xff09;<br \/>\n      \u2514\u2500 \u540e\u7eed\u8bc4\u8bba\u8d70 Subscription \u81ea\u52a8\u56de\u5230\u539f\u6765\u7684 Worker<\/p>\n<p>\u843d\u5230\u9886\u57df\u6a21\u578b&#xff0c;\u662f\u56db\u6b65&#xff1a;<\/p>\n<p>Source \u2192 Trigger\u3002 GitHub \u6216\u98de\u4e66\u4ea7\u751f\u4e8b\u4ef6\u3002\u6709\u4eba &#064; \u5b83\u3001issue \u88ab\u5206\u914d\u3001CI \u6302\u4e86\u2014\u2014\u8fd9\u4e9b\u5148\u53d8\u6210 Trigger\u3002<\/p>\n<p>Eval\u3002 Router \u5224\u65ad&#xff1a;\u8fd9\u4e00\u6279 Trigger \u662f\u4e0d\u662f\u5728\u8981\u65b0\u5de5\u4f5c&#xff1f;\u6ce8\u610f\u662f\u6512\u4e00\u6279\u518d\u5224\u65ad&#xff0c;\u4e0d\u662f\u6765\u4e00\u6761\u5904\u7406\u4e00\u6761\u2014\u2014\u8fd9\u662f\u5b83\u625b\u6d88\u606f\u6d41\u7684\u7b2c\u4e00\u4e2a\u624b\u6bb5\u3002<\/p>\n<p>Ticket\u3002 \u5224\u5b9a\u8981\u5e72\u6d3b&#xff0c;\u5c31\u5f00\u4e00\u5f20 Ticket\u3002\u5b9a\u4e49\u91cc\u6700\u5173\u952e\u7684\u4e00\u4e2a\u8bcd&#xff1a;Ticket \u662f a unit of authorized work\u2014\u2014\u4e00\u4efd\u88ab\u6388\u6743\u7684\u5de5\u4f5c\u3002\u6bcf\u5f20 Ticket \u5e26\u4e00\u4efd\u4e0d\u53ef\u53d8\u7684 Mandate&#xff0c;\u767d\u7eb8\u9ed1\u5b57\u5199\u6e05&#034;\u5b83\u51ed\u4ec0\u4e48\u53ef\u4ee5\u5e72\u8fd9\u4ef6\u4e8b&#034;\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u503c\u5f97\u591a\u770b\u4e00\u773c&#xff1a;agent \u4e0d\u662f&#034;\u60f3\u505a\u5c31\u505a&#034;&#xff0c;\u5b83\u7684\u6267\u884c\u6743\u88ab\u4e00\u4efd\u4e0d\u53ef\u7be1\u6539\u7684\u8bf4\u660e\u6846\u4f4f\u2014\u2014\u4e8b\u540e\u8ffd\u6eaf&#034;\u5f53\u521d\u4e3a\u4ec0\u4e48\u653e\u884c\u8fd9\u4ef6\u4e8b&#034;&#xff0c;\u6709\u636e\u53ef\u67e5\u3002<\/p>\n<p>Subscription\u3002 \u5de5\u4f5c\u505a\u5230\u4e00\u534a&#xff0c;\u6709\u4eba\u5728 PR \u4e0a\u8ffd\u8bc4\u4e86\u4e00\u53e5&#xff0c;\u4f46\u6ca1\u518d &#064; \u5b83\u2014\u2014\u8fd9\u6761\u8bc4\u8bba\u9760\u8ba2\u9605\u5173\u7cfb\u81ea\u52a8\u8def\u7531\u56de\u539f\u6765\u7684\u90a3\u4e2a Worker&#xff0c;\u4e0d\u9700\u8981\u4eba\u91cd\u65b0\u70b9\u540d\u3002\u76f8\u5f53\u4e8e\u4f1a\u8bdd\u7c98\u6027&#xff1a;\u6d3b\u6ca1\u5e72\u5b8c&#xff0c;\u5bf9\u8bdd\u4e0d\u6563\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u4e0d\u8d77\u773c\u4f46\u5f88\u89c1\u529f\u529b\u7684\u7ec6\u8282&#xff1a;Worker \u91cc\u7684 shell \u547d\u4ee4\u8d85\u8fc7 5 \u79d2\u5c31\u8f6c\u5165\u540e\u53f0\u6267\u884c\u3002\u4e3a\u4ec0\u4e48&#xff1f;Worker \u8981\u6301\u7eed\u63a5\u6536\u6d88\u606f&#xff0c;\u4e00\u6761\u5361 10 \u5206\u949f\u7684\u6784\u5efa\u547d\u4ee4\u5982\u679c\u5360\u7740\u524d\u53f0&#xff0c;Worker \u5c31\u804b\u4e86\u30025 \u79d2\u8f6c\u540e\u53f0&#xff0c;\u6d88\u606f\u5faa\u73af\u4e0d\u65ad\u2014\u2014\u548c\u540e\u7aef&#034;\u522b\u8ba9\u6162\u8c03\u7528\u963b\u585e\u4e3b\u5faa\u73af&#034;\u662f\u540c\u4e00\u4e2a\u9053\u7406&#xff0c;\u53ea\u662f\u8fd9\u91cc\u963b\u585e\u7684\u4ee3\u4ef7\u662f\u6f0f\u6d88\u606f&#xff0c;\u4e0d\u662f\u8d85\u65f6\u3002<\/p>\n<p>\u6570\u4e00\u6570\u8fd9\u4e9b\u8bbe\u8ba1\u5206\u522b\u7701\u4e86\u8c01\u7684\u6ce8\u610f\u529b&#xff1a;Eval \u6512\u6279\u7701\u7684\u662f Router \u7684\u5904\u7406\u91cf&#xff08;Router \u80cc\u540e\u7ec8\u7a76\u8fde\u7740\u4eba&#xff09;&#xff1b;Ticket \u7684\u72ec\u7acb session \u7701\u7684\u662f\u4eba\u5207\u6362\u4e0a\u4e0b\u6587\u7684\u6210\u672c&#xff1b;Subscription \u7701\u7684\u662f&#034;\u6bcf\u6b21\u8ddf\u8fdb\u90fd\u5f97\u91cd\u65b0\u70b9\u540d&#034;\u7684\u91cd\u590d\u8f93\u5165&#xff1b;5 \u79d2\u8f6c\u540e\u53f0\u7701\u7684\u662f\u76ef\u68a2\u3002\u6bcf\u4e00\u5904\u90fd\u5728\u5151\u73b0\u7b2c\u4e8c\u8282\u90a3\u53e5\u8bdd\u3002<\/p>\n<h3>\u56db\u3001\u4e3b\u52a8\u5de5\u4f5c\u600e\u4e48\u7ba1\u4f4f&#xff1a;observe \u5c31\u662f\u5f71\u5b50\u6a21\u5f0f<\/h3>\n<p>\u5230\u70b9\u8be5\u4e0d\u8be5\u81ea\u5df1\u5e72\u6d3b&#xff0c;\u662f agent \u7c7b\u7cfb\u7edf\u6700\u5371\u9669\u7684\u5f00\u5173\u3002dsh-superagent \u7684\u6388\u6743\u6587\u6863\u7ed9\u4e86\u4e09\u6863 accept mode&#xff1a;<\/p>\n<ul>\n<li>off&#xff1a;\u4e0d\u4e3b\u52a8\u63a5\u6d3b&#xff1b;<\/li>\n<li>observe&#xff08;\u9ed8\u8ba4&#xff09;&#xff1a;\u7167\u5e38\u5224\u65ad\u3001\u7167\u5e38\u8bb0\u5f55&#034;\u5982\u679c\u6211\u653e\u884c&#xff0c;\u6211\u4f1a\u63a5\u53d7\u54ea\u4e9b\u8bf7\u6c42&#034;\u2014\u2014\u4f46\u4e0d\u771f\u5e72&#xff1b;<\/li>\n<li>auto&#xff1a;\u771f\u4e3b\u52a8\u5e72\u3002<\/li>\n<\/ul>\n<p>\u5173\u952e\u5728\u9ed8\u8ba4\u503c\u3002\u56e2\u961f\u6ca1\u6709\u628a&#034;\u4e3b\u52a8&#034;\u5f53\u5356\u70b9\u76f4\u63a5\u6253\u5f00&#xff0c;\u800c\u662f\u5148\u8ba9\u5b83\u8dd1\u5728\u5f71\u5b50\u6a21\u5f0f\u91cc&#xff1a;\u6240\u6709\u672c\u4f1a\u63a5\u53d7\u7684\u8bf7\u6c42\u90fd\u8bb0\u4e0b\u6765&#xff0c;\u4eba\u56de\u5934\u770b\u8fd9\u4efd\u8bb0\u5f55&#xff0c;\u89c9\u5f97\u5224\u5f97\u51c6\u4e86&#xff0c;\u518d\u5207 auto\u3002\u505a\u8fc7\u7070\u5ea6\u53d1\u5e03\u6216\u5f71\u5b50\u6d41\u91cf\u7684\u8bfb\u8005\u4f1a\u79d2\u61c2&#xff1a;\u4e3b\u52a8\u884c\u4e3a\u5148\u5f71\u5b50\u8dd1&#xff0c;\u89c2\u5bdf\u591f\u4e86\u518d\u653e\u91cf\u2014\u2014\u8fd9\u5957\u6d41\u7a0b\u5728\u6d41\u91cf\u7cfb\u7edf\u91cc\u9a8c\u8bc1\u8fc7\u65e0\u6570\u904d&#xff0c;\u642c\u8fdb agent \u4e00\u70b9\u4e0d\u8fdd\u548c\u3002<\/p>\n<p>\u8fd9\u5176\u5b9e\u662f\u5168\u6587\u6700\u503c\u5f97\u5e26\u8d70\u7684\u8bbe\u8ba1&#xff1a;\u4f60\u8981\u5728\u81ea\u5df1\u7684\u7cfb\u7edf\u91cc\u7ed9\u81ea\u52a8\u5316\u52a0&#034;\u4e3b\u52a8\u884c\u4e3a&#034;\u65f6&#xff0c;off\/observe\/auto \u4e09\u6863\u52a0\u4e00\u4e2a\u9ed8\u8ba4 observe&#xff0c;\u5c31\u662f\u73b0\u6210\u7684\u7b54\u6848\u3002<\/p>\n<h3>\u4e94\u3001\u6570\u636e\u600e\u4e48\u770b&#xff1a;\u9a8c\u8bc1\u4e86\u67b6\u6784&#xff0c;\u6ca1\u9a8c\u8bc1\u4ee3\u7801\u8d28\u91cf<\/h3>\n<p>DeepSeek \u7528\u6a21\u62df\u7684\u7fa4\u804a\u548c GitHub CI \u6d88\u606f\u6d41\u505a\u5b9e\u9a8c&#xff1a;\u6bcf\u8f6e\u7ea6 300 \u6761\u6d88\u606f&#xff0c;\u5176\u4e2d\u7ea6 20 \u6761\u662f\u771f\u5b9e\u5de5\u4f5c\u8bf7\u6c42&#xff0c;\u6bcf\u4e2a\u65b9\u6848\u8dd1 5 \u6b21\u3002\u7ed3\u679c&#xff1a;<\/p>\n<table>\n<tr>\u65b9\u6848p50p95<\/tr>\n<tbody>\n<tr>\n<td>Super-agent<\/td>\n<td>12.4 \u5206\u949f<\/td>\n<td>15.7 \u5206\u949f<\/td>\n<\/tr>\n<tr>\n<td>\u5355 session &#043; subagents&#xff08;\u4e2d\u6027 prompt&#xff09;<\/td>\n<td>\u672a\u7ed9\u51fa<\/td>\n<td>29.5 \u5206\u949f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5927\u7ea6 1.9 \u500d\u7684\u5dee\u8ddd\u3002\u4f46\u8bfb\u8fd9\u7ec4\u6570\u5b57\u4e4b\u524d&#xff0c;\u5148\u505a\u4e09\u4ef6\u8bda\u5b9e\u7684\u4e8b&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u57fa\u7ebf\u53ef\u80fd\u6ca1\u53d1\u6325\u3002 \u62a5\u9053\u660e\u786e\u6307\u51fa&#xff1a;\u4e2d\u6027 prompt \u4e0b&#xff0c;\u57fa\u7ebf\u5728 5 \u6b21\u8fd0\u884c\u91cc\u4e00\u6b21\u90fd\u6ca1\u8c03\u7528 subagent\u3002\u6240\u4ee5\u8fd9\u7ec4\u5bf9\u6bd4\u5b9e\u9645\u4e0a\u662f&#034;\u7eaf\u5355 session&#034;\u5bf9&#034;superagent&#034;&#xff0c;\u800c\u4e0d\u662f&#034;\u6700\u4f73\u5b9e\u8df5\u5355\u673a&#034;\u5bf9&#034;superagent&#034;\u30021.9 \u500d\u8981\u6253\u6298\u770b\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u5de5\u5177\u662f\u6a21\u62df\u7684\u3002 \u5b9e\u9a8c\u7528\u7684\u662f\u5408\u6210\u6d88\u606f\u548c\u6a21\u62df\u5de5\u5177&#xff0c;\u771f\u5b9e\u7f16\u7801\u8d28\u91cf\u6ca1\u6709\u6d4b\u91cf\u300215.7 \u5206\u949f\u8dd1\u5b8c\u7684\u662f&#034;\u6a21\u62df\u4efb\u52a1&#034;&#xff0c;\u4e0d\u662f&#034;\u771f bug&#034;\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u6570\u5b57\u81ea\u62a5\u4e14\u4e8c\u624b\u3002 \u6240\u6709\u6570\u5b57\u6765\u81ea DeepSeek \u81ea\u5df1\u7684\u62a5\u544a&#xff0c;\u4e14\u672c\u6587\u7ecf MarkTechPost \u8f6c\u8ff0&#xff0c;\u8bef\u5dee\u65e0\u6cd5\u72ec\u7acb\u6838\u9a8c\u3002<\/p>\n<p>\u6253\u5b8c\u6298&#xff0c;\u8fd9\u7ec4\u6570\u636e\u8fd8\u80fd\u8bfb\u51fa\u4ec0\u4e48&#xff1f;\u4e24\u6761&#xff0c;\u800c\u4e14\u90fd\u633a\u6709\u4fe1\u606f\u91cf&#xff1a;<\/p>\n<p>\u6d88\u878d\u5b9e\u9a8c\u8bf4&#034;\u4e8b\u4ef6\u76f4\u901a&#034;\u503c\u94b1\u3002 \u628a&#034;\u4e8b\u4ef6\u76f4\u901a\u7ed9 Worker&#034;\u8fd9\u6761\u8def\u53bb\u6389\u540e&#xff0c;Router \u7684\u51b3\u7b56\u91cf\u6da8\u4e86\u7ea6 30%&#xff0c;cache \u8bfb token \u4ece 23.23M \u6da8\u5230 31.77M&#xff08;\u7ea6 &#043;37%&#xff09;\u3002\u53cd\u8fc7\u6765\u8bfb&#xff1a;\u76f4\u901a\u8bbe\u8ba1\u7701\u4e0b\u7684\u662f\u5b9e\u6253\u5b9e\u7684 token \u5f00\u9500\u2014\u2014\u80fd\u76f4\u901a\u7684\u4e8b\u4e0d\u8d70 Router \u51b3\u7b56&#xff0c;\u4fbf\u5b9c\u3002<\/p>\n<p>\u538b\u6d4b\u8bf4 Router \u8fd9\u4e2a\u5355\u70b9\u8fd8\u6491\u5f97\u4f4f\u3002 \u5230\u8fbe\u7387\u4ece\u6bcf\u5206\u949f\u7ea6 1 \u6761\u62c9\u5230 40 \u6761&#xff0c;\u6279\u5927\u5c0f\u4ece 1.0 \u6da8\u5230 2.8&#xff08;\u8d1f\u8f7d\u9ad8\u4e86\u6512\u5f97\u66f4\u72e0&#xff0c;\u7b26\u5408\u76f4\u89c9&#xff09;&#xff0c;\u5355\u8bf7\u6c42\u5ef6\u8fdf\u4ece 2.5 \u79d2\u6da8\u5230 3.9 \u79d2\u2014\u2014\u6da8\u4e86\u4f46\u6ca1\u5d29\u3002Router \u662f\u5e38\u9a7b\u5355\u70b9&#xff0c;\u5b83\u7684\u6781\u9650\u5728\u54ea&#xff0c;\u8fd9\u4e2a\u5b9e\u9a8c\u7ed9\u51fa\u4e86\u4e00\u89d2\u7684\u91cf\u7ea7\u611f\u3002<\/p>\n<p>\u6240\u4ee5\u6b63\u786e\u7684\u8bfb\u6cd5\u662f&#xff1a;\u8fd9\u4efd\u62a5\u544a\u9a8c\u8bc1\u7684\u662f&#034;\u8fd9\u5957\u7ed3\u6784\u5728\u5608\u6742\u6d88\u606f\u6d41\u91cc\u6491\u5f97\u4f4f\u3001\u4e14\u786e\u5b9e\u7701\u6ce8\u610f\u529b&#034;&#xff0c;\u9a8c\u8bc1\u4e0d\u4e86&#034;\u5b83\u5199\u51fa\u6765\u7684\u4ee3\u7801\u597d&#034;\u3002\u539f\u578b\u9636\u6bb5\u505a\u5230\u8fd9\u4e00\u6b65\u662f\u5408\u683c\u7684&#xff0c;\u4f46\u628a 15.7 \u5206\u949f\u5f53\u6210\u751f\u4ea7\u6027\u80fd\u6570\u5b57\u5f15\u7528&#xff0c;\u5c31\u8fc7\u4e86\u3002<\/p>\n<h3>\u516d\u3001\u548c\u5176\u4ed6 GitHub \u7f16\u7801 agent \u6bd4&#xff0c;\u5dee\u5f02\u5728\u54ea<\/h3>\n<table>\n<tr>\u7ef4\u5ea6dsh-superagentGitHub Copilot cloud agentClaude Code ActionOpenAI Codex<\/tr>\n<tbody>\n<tr>\n<td>\u89e6\u53d1<\/td>\n<td>\u5141\u8bb8\u7684\u4eba mention&#xff1b;\u6210\u6587\u89c4\u5219<\/td>\n<td>Issue \u6307\u6d3e\u3001\u804a\u5929\u3001API\u3001Slack \u7b49<\/td>\n<td>&#064;claude mention\u3001issue \u6307\u6d3e\u3001workflow prompt<\/td>\n<td>Slack \u91cc &#064;Codex&#xff1b;\u4e91\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u52a8\u5e72\u6d3b<\/td>\n<td>\u6709&#xff0c;\u89c4\u5219\u95e8\u63a7&#xff0c;observe \u9ed8\u8ba4<\/td>\n<td>\u6709&#xff0c;automations<\/td>\n<td>\u6709&#xff0c;workflow \u4e8b\u4ef6<\/td>\n<td>\u672a\u62ab\u9732<\/td>\n<\/tr>\n<tr>\n<td>\u5e76\u884c\u9694\u79bb session<\/td>\n<td>\u6709&#xff0c;1 Ticket 1 session<\/td>\n<td>\u672a\u62ab\u9732<\/td>\n<td>\u672a\u62ab\u9732<\/td>\n<td>\u672a\u62ab\u9732<\/td>\n<\/tr>\n<tr>\n<td>\u8dd1\u5728\u54ea<\/td>\n<td>\u4f60\u81ea\u5df1\u7684\u673a\u5668&#xff08;Harness profile&#xff09;<\/td>\n<td>GitHub \u540e\u53f0<\/td>\n<td>\u4f60\u7684 GitHub Actions runner<\/td>\n<td>Codex \u4e91<\/td>\n<\/tr>\n<tr>\n<td>\u804a\u5929\u6765\u6e90<\/td>\n<td>\u98de\u4e66&#xff08;\u53ef\u9009&#xff09;<\/td>\n<td>Slack\u3001Teams<\/td>\n<td>\u672a\u62ab\u9732<\/td>\n<td>Slack<\/td>\n<\/tr>\n<tr>\n<td>\u8bb8\u53ef<\/td>\n<td>MIT<\/td>\n<td>\u672a\u62ab\u9732<\/td>\n<td>MIT<\/td>\n<td>CLI \u5f00\u6e90<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u7528\u6027<\/td>\n<td>\u7814\u7a76\u539f\u578b<\/td>\n<td>\u4ed8\u8d39 Copilot \u5957\u9910<\/td>\n<td>API key \u6216\u4e91<\/td>\n<td>ChatGPT Plus \u8d77<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u5904\u5dee\u5f02\u6700\u503c\u5f97\u8bf4&#xff1a;<\/p>\n<p>\u5e76\u884c\u9694\u79bb session \u662f\u5b83\u7684\u72ec\u6709\u4e3b\u5f20\u3002 \u522b\u5bb6\u8fd9\u4e00\u683c\u5168\u662f&#034;\u672a\u62ab\u9732&#034;\u2014\u2014\u6ca1\u6cd5\u8bc1\u5b9e\u5c31\u5f53\u6ca1\u6709&#xff0c;\u8fd9\u662f\u8bfb\u5bf9\u6bd4\u8868\u7684\u57fa\u672c\u7eaa\u5f8b\u30021 Ticket 1 \u9694\u79bb session \u662f dsh-superagent \u7684\u67b6\u6784\u6838\u5fc3&#xff0c;\u4e0d\u662f\u529f\u80fd\u5f00\u5173\u3002<\/p>\n<p>\u4e3b\u52a8\u5de5\u4f5c\u7684\u9ed8\u8ba4\u6863\u4f4d\u3002 \u90fd\u652f\u6301\u4e3b\u52a8\u89e6\u53d1&#xff0c;\u4f46 dsh-superagent \u9ed8\u8ba4 observe\u2014\u2014\u5148\u5f71\u5b50\u540e\u653e\u91cf&#xff0c;\u8fd9\u4e2a\u9ed8\u8ba4\u503c\u672c\u8eab\u5c31\u662f\u8bbe\u8ba1\u6001\u5ea6\u3002<\/p>\n<p>\u8dd1\u5728\u4f60\u81ea\u5df1\u7684\u673a\u5668\u4e0a\u3002 Copilot \u5728 GitHub \u540e\u53f0&#xff0c;Claude Code \u5728 Actions runner&#xff0c;Codex \u5728\u4e91\u4e0a&#xff1b;dsh-superagent \u662f\u4f60\u81ea\u5df1\u673a\u5668\u4e0a\u7684\u4e00\u4e2a Harness 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