{
  "version": "https://jsonfeed.org/version/1", 
  "title": "AI Agent \u667a\u80fd\u4f53", 
  "description": "\u5206\u4eab AI Agent / Skills / MCP / Tool Use / Workflow \u7684\u6280\u672f\u4e0e\u5e94\u7528\u3002", 
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  "feed_url": "https://www.v2ex.com/feed/agent.json", 
  "icon": "https://cdn.v2ex.com/navatar/4914/42df/1203_large.png?m=1774036775", 
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        "url": "https://www.v2ex.com/member/sentinelK", 
        "name": "sentinelK", 
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      }, 
      "url": "https://www.v2ex.com/t/1212090", 
      "title": "\u6700\u8fd1\u4e24\u5468\u5728\u7528\u5411\u91cf\u6570\u636e\u5e93\u6765\u7ed9 Hermes \u6269\u5145\u8111\u5bb9\u91cf\uff0c\u76f4\u63a5\u8ba9\u6211\u529b\u7aed\u4e86\u3002", 
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      "date_published": "2026-05-12T02:36:12+00:00", 
      "content_html": "\u6211\u91c7\u7528\u7684\u662f\u672c\u5730\u81ea\u5efa openViking \u7684\u65b9\u6848\u3002<br />\u7136\u540e\u5c31\u53d1\u73b0\uff1a<br />1 \u3001\u6587\u6863\u4e2d\u5439\u7684 session \u7ed3\u675f\u540e\u81ea\u52a8\u6574\u7406 remember \u5230 openViking \u7684\u529f\u80fd\uff0c\u65e0\u6548\u3002<br />2 \u3001\u65e5\u5e38\u5bf9\u8bdd Hermes \u6839\u672c\u60f3\u4e0d\u8d77\u6765\u53bb\u67e5\u6570\u636e\u5e93\u3002<br /><br />\u7136\u540e\u5c31\u7528 claude code \u7406\u4e86\u4e00\u4e0b\u6e90\u7801\uff0c\u4e00\u4e0b\u5c31\u529b\u7aed\u4e86\u3002<br />1 \u3001\u81ea\u52a8 remember \u7684\u903b\u8f91\u6709\u51e0\u4e2a\u79bb\u8c31 bug \uff08 if \u6761\u4ef6\u5224\u65ad\u9519\u8bef\uff09\uff0c\u76f4\u63a5\u5bfc\u81f4\u6574\u6761\u903b\u8f91\u4e0d\u751f\u6548\u3002<br />2 \u3001\u6240\u6709\u5173\u4e8e hermes \u7684\u8bb0\u5fc6\u529b\u673a\u5236\u8c03\u53d6\u8bbe\u5b9a\uff0c\u5b8c\u5168\u6ca1\u8003\u8651\u5411\u91cf\u6570\u636e\u5e93\u8fd9\u5c42\u3002\u6240\u6709\u7684 tool \u63d0\u5230\u7684\u90fd\u662f\"memery\"\uff0c\u4e5f\u5c31\u662f\u54ea\u4e2a 2200 \u5b57\u7b26\u7684\u6587\u672c\u3002<br />3 \u3001\u4efb\u4f55\u7275\u626f\u5230\u4e4b\u524d\u7684\u5386\u53f2\u4fe1\u606f\uff0c\u90fd\u4f1a\u53bb\u89e6\u53d1 session-search \u3002<br />4 \u3001Hermes Agent \u7684\u4ed3\u5e93\u5df2\u7ecf\u79ef\u6512 5k \u7684 PR \u4e86\u2026\u2026<br /><br />so \uff0c\u6298\u817e\u8fd9\u4e48\u534a\u5929\uff0c\u6211\u5230\u5e95\u5728\u5e72\u561b\u2026\u2026"
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        "name": "106npo", 
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      "date_modified": "2026-05-11T09:54:14+00:00", 
      "content_html": "<p>\u65b0\u51fa\u7684 Agent Plan \u57fa\u7840\u4ef7\u683c\u76f8\u8f83\u65e7\u7248 Coding Plan,token \u5355\u4ef7\u6da8\u4ef7 2~2.5 \u500d.<br/>\n\u4e14\u6709\u957f\u4e0a\u4e0b\u6587\u500d\u7387,&gt;128k \u65f6\u6da8\u4ef7 7.5 \u500d   </p>\n<p>\u770b\u6765\u706b\u5c71\u7684 Coding Plan \u4e5f\u9a6c\u4e0a\u5c31\u8981\u88ab\u5173\u4e86.</p>\n", 
      "date_published": "2026-05-11T09:53:38+00:00", 
      "title": "\u706b\u5c71\u65b0\u51fa\u4e86 Agent Plan,\u6da8\u4ef7 2~7.5 \u500d", 
      "id": "https://www.v2ex.com/t/1211961"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wuyunfeng8", 
        "name": "wuyunfeng8", 
        "avatar": "https://cdn.v2ex.com/gravatar/46069794f11845aa51b5b38e32f63cd1?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211940", 
      "title": "GLM \u5d29\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1211940", 
      "date_published": "2026-05-11T08:53:25+00:00", 
      "content_html": "<p>\u53d1\u73b0\u6a21\u578b\u8c03\u7528\u4e0d\u901a\u4e86\uff0c\u5b98\u7f51\u4e5f\u6253\u4e0d\u5f00\u4e86</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lenovobenben", 
        "name": "lenovobenben", 
        "avatar": "https://cdn.v2ex.com/gravatar/a786f897f5f5c3c2639b5dd15c025479?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211898", 
      "title": "\u505a\u4e86\u4e2a\u5c0f\u5de5\u5177\uff1a\u8ba9\u672c\u5730 AI Agent \u64cd\u4f5c\u5821\u5792\u673a\u540e\u7684\u8fdc\u7a0b Linux \u73af\u5883", 
      "id": "https://www.v2ex.com/t/1211898", 
      "date_published": "2026-05-11T07:16:17+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u7528 Codex / Claude Code / Gemini CLI \u8fd9\u7c7b\u672c\u5730 AI coding agent \u65f6\uff0c\u9047\u5230\u4e00\u4e2a\u5f88\u73b0\u5b9e\u7684\u95ee\u9898\uff1a</p>\n<p>\u4ee3\u7801\u53ef\u4ee5\u5728\u672c\u5730\u6539\uff0c\u4f46\u771f\u6b63\u9700\u8981\u9a8c\u8bc1\u7684\u73af\u5883\u5728\u516c\u53f8\u5185\u7f51\u91cc\uff0c\u524d\u9762\u6709\u5821\u5792\u673a\u3001\u8df3\u677f\u673a\u3001MFA \u3001\u79c1\u6709 kubeconfig \u6216\u5404\u79cd\u767b\u5f55\u811a\u672c\u3002\n\u6211\u4e0d\u60f3\u628a SSH key \u3001MFA \u3001token \u3001kubeconfig \u4e4b\u7c7b\u7684\u4e1c\u897f\u4ea4\u7ed9 AI agent \uff0c\u4e5f\u4e0d\u60f3\u8ba9\u5b83\u81ea\u5df1\u5b66\u516c\u53f8\u767b\u5f55\u6d41\u7a0b\u3002</p>\n<p>\u6240\u4ee5\u505a\u4e86\u4e00\u4e2a\u5f88\u5c0f\u7684\u5de5\u5177\uff1atmux-remote-linux \u3002</p>\n<p>\u601d\u8def\u5f88\u7b80\u5355\uff1a</p>\n<ol>\n<li>\u7528\u6237\u81ea\u5df1\u5728\u672c\u5730 tmux pane \u91cc\u5b8c\u6210\u767b\u5f55\u3001\u8df3\u677f\u3001MFA \u3001\u5207\u6362\u73af\u5883\u7b49\u64cd\u4f5c\u3002</li>\n<li>AI agent \u4e0d\u76f4\u63a5 ssh \uff0c\u4e0d\u63a5\u89e6\u51ed\u636e\u3002</li>\n<li>\u5b83\u53ea\u901a\u8fc7\u51e0\u4e2a\u811a\u672c\u8bfb\u53d6/\u5199\u5165\u8fd9\u4e2a tmux pane \u3002</li>\n<li>\u8fd9\u6837\u672c\u5730 agent \u5c31\u80fd\u64cd\u4f5c\u201c\u6700\u7ec8\u76ee\u6807\u673a\u5668/\u73af\u5883\u201d\uff0c\u6bd4\u5982\u8dd1\u68c0\u67e5\u547d\u4ee4\u3001\u770b\u65e5\u5fd7\u3001\u9a8c\u8bc1\u90e8\u7f72\u7ed3\u679c\u3002</li>\n<li>\u751f\u4ea7\u73af\u5883\u6a21\u5f0f\u4e0b\uff0c\u6bcf\u6761\u547d\u4ee4\u53ef\u4ee5\u8981\u6c42\u4eba\u5de5\u786e\u8ba4\u3002</li>\n</ol>\n<p>\u9879\u76ee\u5730\u5740\uff1a\n<a href=\"https://github.com/lenovobenben/tmux-remote-linux\" rel=\"nofollow\">https://github.com/lenovobenben/tmux-remote-linux</a></p>\n<p>\u4e00\u4e2a\u6a21\u62df demo\uff1a\n<a href=\"https://github.com/lenovobenben/tmux-remote-linux/releases/download/v0.1.0/demo.gif\" rel=\"nofollow\">https://github.com/lenovobenben/tmux-remote-linux/releases/download/v0.1.0/demo.gif</a></p>\n<p>\u8fd9\u4e2a\u5de5\u5177\u672c\u8d28\u4e0a\u4e0d\u662f\u8fdc\u7a0b\u7ba1\u7406\u5e73\u53f0\uff0c\u4e5f\u4e0d\u662f\u5b89\u5168\u8fb9\u754c\uff0c\u5c31\u662f\u4e00\u4e2a\u5f88\u7a84\u7684 tmux bridge \u3002\n\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u517c\u5bb9\u73b0\u5b9e\u91cc\u7684\u4f01\u4e1a\u8bbf\u95ee\u8def\u5f84\uff1a\u5821\u5792\u673a\u3001\u8df3\u677f\u673a\u3001MFA \u3001VPN \u3001\u5185\u7f51 Kubernetes \u3001\u5404\u79cd\u5947\u602a shell \u521d\u59cb\u5316\u3002</p>\n<p>\u60f3\u95ee\u95ee\u5927\u5bb6\u6709\u6ca1\u6709\u7c7b\u4f3c\u573a\u666f\uff1f\n\u4f60\u4eec\u73b0\u5728\u662f\u600e\u4e48\u8ba9 AI agent \u505a\u8fdc\u7a0b\u9a8c\u8bc1\u7684\uff1f\u8fd8\u662f\u5b8c\u5168\u624b\u52a8\u590d\u5236\u547d\u4ee4\u548c\u7ed3\u679c\uff1f</p>\n"
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    {
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        "url": "https://www.v2ex.com/member/imik", 
        "name": "imik", 
        "avatar": "https://cdn.v2ex.com/gravatar/ec1715671fd46dbb78d9bf09ce9bf7a4?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211344", 
      "date_modified": "2026-05-09T01:48:53+00:00", 
      "content_html": "<p>\u7fa4\u91cc\u770b\u5230\u522b\u4eba\u53d1\u7684\u622a\u56fe\uff0cAI \u8fd9\u4e48\u56de\u590d\u2026</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/SfCTOhW.png\"/> </p>\n<p>\u5077\u61d2\u8fd8\u8981\u770b\u4e00\u773c\u5f53\u524d\u65f6\u95f4\u5417</p>\n<p>\u6709\u79cd\u8bf4\u6cd5\u662f\uff1a\u4e0a\u4e0b\u6587\u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u6a21\u578b\u4f1a\u504f\u5411\u4e8e\u4fdd\u5b88\uff0c\u5e0c\u671b\u5c3d\u5feb\u7ed3\u675f\u4efb\u52a1</p>\n", 
      "date_published": "2026-05-09T01:39:17+00:00", 
      "title": "\u201c\u8fd9\u4e2a\u786e\u5b9e\u6709\u70b9\u590d\u6742\u3002\u8981\u4e0d\u5148\u628a\u8fd9\u4e2a\u529f\u80fd\u5ef6\u540e\u5230 TODO\uff0c\u4eca\u665a\u5148\u6536\u5de5\uff1f\u5df2\u7ecf\u51cc\u6668\u5feb 2 \u70b9\u4e86\u3002\u201d", 
      "id": "https://www.v2ex.com/t/1211344"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/longmeier90", 
        "name": "longmeier90", 
        "avatar": "https://cdn.v2ex.com/gravatar/8dbc4123e8644a41d1409ad8dd0d0b35?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211333", 
      "title": "AI \u5927\u8d8b\u52bf\uff0c\u6709\u4eba\u8f6c\u5168\u6808\u4e86\u5417\uff1f\u6709\u6ca1\u6709\u6210\u529f\u6848\u4f8b\u53ef\u4ee5\u5206\u4eab\u4e00\u6ce2\u7684", 
      "id": "https://www.v2ex.com/t/1211333", 
      "date_published": "2026-05-09T01:26:37+00:00", 
      "content_html": "```<br />\u8001\u677f\u7684 OKR: \u5168\u529b\u62e5\u62b1 AI \uff0c\u4ece\u8ba4\u77e5\u7406\u5ff5\uff0c\u6280\u672f\uff0c\u7ec4\u7ec7\uff0c\u4eba\u624d\uff0c\u4e1a\u52a1\uff0c\u7cfb\u7edf\u5168\u65b9\u4f4d\u4ee5 AI \u6765\u9a71\u52a8\u65b0\u6218\u7565\u4e1a\u52a1\u7684\u5b9e\u73b0\u548c\u7a81\u7834\uff0c\u6210\u4e3a\u5728\u884c\u4e1a\u4e2d AI \u5e94\u7528\u7684\u6700\u4f73\u5178\u8303\u3002<br />1.\u4ffa\u4eec\u662f\u4f20\u7edf\u884c\u4e1a\uff0c\u8001\u677f\u5bf9 AI \u633a\u4e0a\u5fc3\u7684\uff0c\u79ef\u6781\u8ba9\u6211\u4eec\u4e70 Token \u7528 AI \u6765\u7f16\u7801\uff0c\u8fd8\u8981\u641e\u65b0\u7684\u4ea7\u7814\u6d41\u7a0b Spec-Driven \uff0c\u6240\u6709\u4eba\u90fd\u6309 MD \u6587\u6863\u6765\u3002<br />2.\u56e2\u961f\u5185\u90e8\u53c8\u641e\u5168\u6808\uff0c\u6211\u600e\u4e48\u611f\u89c9\u5168\u6808\u4e00\u4e2a\u4eba\u641e\u4e00\u4e2a\u5c0f\u9879\u76ee\u8fd8\u884c\uff0c\u5982\u679c 6-8 \u4eba\u56e2\u961f\u641e\u5168\u6808\uff0c\u4f1a\u4e0d\u4f1a\u4e71\u5957\uff0c\u4e1a\u5185\u6709\u6210\u529f\u7684\u6848\u4f8b\u5417\uff0c\u90fd\u662f\u600e\u4e48\u534f\u4f5c\u7684\u3002\u53ef\u4ee5\u5206\u4eab\u4e00\u6ce2<br />```"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lxcong", 
        "name": "lxcong", 
        "avatar": "https://cdn.v2ex.com/avatar/0a2b/4371/808085_large.png?m=1778152846"
      }, 
      "url": "https://www.v2ex.com/t/1211144", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u7ed9 AI agent \u7528\u7684\"\u4e07\u80fd\u94a5\u5319\"\uff0c\u4e00\u4e2a key \u8c03\u6240\u6709\u793e\u4ea4\u5e73\u53f0\u548c\u6570\u636e\u6e90", 
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      "id": "https://www.v2ex.com/t/1209974", 
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      "content_html": "<p>\u8ba9 codex \u5206\u6790\u4e86\u4e00\u4e0b Hermes agent \u5ba3\u79f0\u7684\u81ea\u6211\u8fdb\u5316\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u8fd9\u51e0\u70b9\u5b9e\u73b0\u7684\uff1a</p>\n<ol>\n<li>\u8bb0\u5fc6\u6301\u4e45\u5316\uff0c\u5b83\u6709\u4e00\u4e2a <a href=\"http://MEMORY.md\" rel=\"nofollow\">MEMORY.md</a> \uff0cagent \u50cf\u4e00\u4e2a\u4eba\u4e00\u6837\u8bb0\u5f55\u8bfe\u5802\u7b14\u8bb0</li>\n<li>Memory nudges \uff0cagent \u4f1a\u5b9a\u671f review \u81ea\u5df1\u7684\u4f1a\u8bdd\uff0c\u770b\u770b\u54ea\u4e9b\u53ef\u4ee5\u6301\u4e45\u5316</li>\n<li>\u901a\u8fc7 skill \u5b9e\u73b0\u53ef\u6301\u7eed\u7684 memory</li>\n<li>\u901a\u8fc7\u540e\u53f0\u4efb\u52a1\uff0c\u5b9e\u73b0 skill \u81ea\u6211\u4f18\u5316</li>\n<li>\u5386\u53f2\u4f1a\u8bdd\u4fe1\u606f\u641c\u7d22</li>\n<li>\u53ef\u9009\u7684\u5916\u90e8 memory \u6e90</li>\n</ol>\n<p>\u672c\u8d28\u4e0a\u662f\u5bf9\u4e8e\u66f4\u597d\u7684 memory \u7ba1\u7406\u673a\u5236\uff0c\u66f4\u597d\u7684 memory \u7ba1\u7406\uff0c\u610f\u5473\u7740\u8bb0\u4f4f\u66f4\u591a\u6709\u6548\u4fe1\u606f\uff0c\u7ef4\u62a4\u66f4\u597d\u7684\u4e0a\u4e0b\u6587\uff0c\u5b9e\u73b0\u7684\u81ea\u6211\u4f18\u5316\u3002</p>\n<p>\u7136\u540e\u6211\u53c8\u597d\u5947\u5b83\u4ec0\u4e48\u60c5\u51b5\u4e0b\u4f1a\u8fdb\u884c memory \u6301\u4e45\u5316\u5462\uff1f\u95ee\u5b83\u5c31\u81ea\u5df1\u56de\u7b54\uff1a</p>\n<ul>\n<li>preferences</li>\n<li>communication style</li>\n<li>expectations</li>\n<li>name, role, timezone</li>\n<li>things you correct me about</li>\n</ul>\n<p>\u8fd9\u91cc\u9762\u5927\u90e8\u5206\u60c5\u51b5\uff0c\u4e3b\u8981\u662f\u5bf9\u4f7f\u7528\u8005\u4e2a\u4eba\u98ce\u683c\u7684\u9002\u5e94\uff0c\u5df2\u7ecf\u5bf9\u9519\u8bef\u7684\u6301\u4e45\u6027\u8ba4\u77e5\u3002</p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6211\u5728 Windows \u4e0a\u7528 codex \uff0c\u5b83\u53d1\u73b0 rg \u8fd9\u4e2a\u547d\u4ee4\u7528\u4e0d\u4e86\uff0c\u968f\u540e\u6539\u4e3a powershell \u7684\u547d\u4ee4\uff0c\u867d\u7136\u6bcf\u6b21\u90fd\u80fd\u6b63\u786e\u53cd\u5e94\uff0c\u4f46\u662f\u51e0\u4e4e\u6bcf\u6b21\u5b83\u90fd\u8981\u8fdb\u884c\u9519\u8bef\u91cd\u8bd5\uff0cHermes agent \u5c31\u53ef\u4ee5\u957f\u4e45\u7684\u8bb0\u4f4f\u8fd9\u4e2a\u95ee\u9898\uff0c\u4e0b\u4e00\u6b21\u5c31\u6267\u884c\u6267\u884c\u6b63\u786e\u547d\u4ee4\u3002</p>\n<p>\u53e6\u5916\u4e00\u4e2a\u601d\u8003\u5c31\u662f\uff0c\u6211\u4eec\u76ee\u524d\u7684\u7f51\u7ad9\u5927\u90e8\u5206\u8fd8\u662f</p>\n<ul>\n<li>request -&gt; backend</li>\n<li>backend -&gt; response</li>\n</ul>\n<p>\u8fd9\u79cd\u5f62\u5f0f\uff0c\u8fd9\u5c31\u8ba9\u6574\u4e2a\u540e\u7aef\u8fd8\u662f\u5f88\u7b28\uff0c\u6ca1\u6709 Hermes agent \u8fd9\u79cd\u597d\u50cf\u4e00\u4e2a\u6301\u7eed\u8fd0\u884c\u4e2d\u7684\u611f\u89c9\n\u600e\u4e48\u5c06\u8fd9\u79cd\u8fdb\u5316\u80fd\u529b\u878d\u5165\u5230\u666e\u901a\u7684\u540e\u7aef\u670d\u52a1\u5e94\u8be5\u662f\u4e00\u4e2a\u503c\u5f97\u7814\u7a76\u7684\u95ee\u9898</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/seepine", 
        "name": "seepine", 
        "avatar": "https://cdn.v2ex.com/avatar/81a9/b6b5/501635_large.png?m=1777645319"
      }, 
      "url": "https://www.v2ex.com/t/1209907", 
      "title": "OpenClaw, Hermes, Mercury \u6216\u5176\u4ed6\uff0c\u54ea\u4e2a\u4e2a\u4eba Agent \u80fd\u771f\u6b63\u6295\u5165\u4f7f\u7528\uff1f", 
      "id": "https://www.v2ex.com/t/1209907", 
      "date_published": "2026-05-01T14:37:26+00:00", 
      "content_html": "<p>\u76ee\u524d\u7528\u8fc7 OpenClaw \uff0c\u4e5f\u7528\u8fc7 Hermes \uff0c\u6700\u8fd1\u53c8\u542c\u8bf4\u4e00\u4e2a Mercury \uff0c\u4f46\u611f\u89c9\u90fd\u662f llm+tool+skill+\u63a5\u4e2a im \uff0c\u7528\u8d77\u6765\u7ecf\u5e38\u62bd\u98ce\u4e0d\u8bf4\uff0c\u6709\u65f6\u5019\u628a\u8c03\u6559\u597d\u7684 <a href=\"http://agents.md/memory.md\" rel=\"nofollow\">agents.md/memory.md</a> \u76f4\u63a5\u7ed9\u91cd\u7f6e\u4e86</p>\n<p>\u5927\u5bb6\u7528\u7684\u90fd\u662f\u4ec0\u4e48 Agent \uff0c\u6709\u6ca1\u6709\u4e00\u4e2a\u771f\u6b63\u80fd\u6295\u5165\u4f7f\u7528\uff0c\u80fd\u591f\u7528\u6765\u5e72\u6d3b\u7684</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tywillsucceed", 
        "name": "tywillsucceed", 
        "avatar": "https://cdn.v2ex.com/gravatar/1009755e028fcd6432ce72da6f413b51?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1209779", 
      "title": "\u5411\u4f6c\u4eec\u5f81\u96c6\u4e00\u4e9b\u5b9e\u52a1\u4e0a\u9047\u5230\u7684\u6cd5\u5f8b\u5b9e\u52a1\u95ee\u9898\u6216\u7591\u60d1", 
      "id": "https://www.v2ex.com/t/1209779", 
      "date_published": "2026-04-30T16:18:42+00:00", 
      "content_html": "<p>\u672c\u4eba\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u672c\u79d1\uff0c\u7855\u58eb\u8f6c\u6cd5\u5b66\u4e86\uff0c\u76ee\u524d\u7814\u7a76\u751f\u5728\u8bfb\u3002\u505a\u7684\u9886\u57df\u662f\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u4e0e\u6cd5\u5f8b\u4ea4\u53c9\u65b9\u9762\u7684\u3002\n\u60f3\u505a\u4e2a\u5c0f\u8c03\u7814\uff0c\u770b\u770b\u4f6c\u4eec\u5728\u5f00\u53d1\u6216\u8005\u4f7f\u7528 ai \u4e2d\u6709\u6ca1\u6709\u9047\u5230\u54ea\u4e9b\u56f0\u60d1\uff0c\u6216\u8005\u4e00\u4e9b\u73b0\u884c\u7acb\u6cd5\u672a\u660e\u7684\u95ee\u9898\uff0c\u4ee5\u4f5c\u4e3a\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002</p>\n<p>\u8c22\u8c22\u4f6c\u4eec\uff08\u5982\u679c\u5728\u6211\u80fd\u529b\u8303\u56f4\u5185\uff0c\u4e5f\u53ef\u4ee5\u505a\u4e00\u4e9b\u89e3\u7b54\uff09</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tsanghans626", 
        "name": "tsanghans626", 
        "avatar": "https://cdn.v2ex.com/gravatar/5f69a5448d65a7e321f1827dbeedd512?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1209721", 
      "title": "Claude Code \u548c Codex \u795e\u7ea7\u8054\u52a8\uff01", 
      "id": "https://www.v2ex.com/t/1209721", 
      "date_published": "2026-04-30T09:53:23+00:00", 
      "content_html": "\u5728 Claude Code \u91cc\u53ef\u4ee5\u7528 Codex \u5566\uff0c\u6211\u521a\u624d\u7528\u4e86\u4e0b\uff0c\u751f\u6210\u7684\u6587\u6863\u5f88\u8010\u6253\uff01\u6709\u7528\u8fc7\u7684\u670b\u53cb\u5417\uff0c\u6b22\u8fce\u8bc4\u8bba\u533a\u7559\u8a00\u4ea4\u6d41\ud83d\udc4f<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/sQJuqdZ.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/sQJuqdZ.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ninjaJ", 
        "name": "ninjaJ", 
        "avatar": "https://cdn.v2ex.com/avatar/be34/b57e/629620_large.png?m=1768473635"
      }, 
      "url": "https://www.v2ex.com/t/1209283", 
      "date_modified": "2026-04-30T23:02:04+00:00", 
      "content_html": "<p>\u76ee\u524d\u624b\u4e0a\u6709 gemini pro \uff08\u5e74\uff09\u548c Claude pro \uff08\u6708\uff09\u7684\u8ba2\u9605\u3002\u6700\u8fd1\u7f16\u7801\u5f3a\u5ea6\u6ca1\u90a3\u4e48\u9ad8\u4e86\uff0cClaude code \u5929\u5929\u653e\u7740\u5403\u7070\uff0c\u4e0d\u60f3\u518d\u7ee7\u7eed\u8ba2\u9605\u4e86\uff0c\u4f46\u662f\u5076\u5c14\u8fd8\u662f\u4f1a\u7528\u4e00\u4e0b\u3002\u6240\u4ee5\u8003\u8651\u7528 Claude code + API token \uff0c\u4e70\u54ea\u5bb6\u7684\u66f4\u65b9\u4fbf\u3001\u6027\u4ef7\u6bd4\u9ad8\u5462\uff1f</p>\n<p>\u4e4b\u524d\u6709\u4e86\u89e3\u8fc7 oepn router \uff0c\u542c\u8bf4\u5b83\u5bb6\u7684\u4ef7\u683c\u548c\u539f\u5382\u5dee\u4e0d\u591a\u4e86\u3002</p>\n<p>\u73b0\u5728\u597d\u70b9\u7684\u56fd\u4ea7\u5927\u6a21\u578b\u6ca1\u6709\u7528\u8fc7\uff0cv \u53cb\u89c9\u5f97\u7f16\u7a0b\u597d\u7528\u7684\u4e5f\u53ef\u4ee5\u63a8\u8350\u4e00\u4e0b\uff0c\u5e73\u65f6\u4e3b\u8981\u5199\u524d\u7aef\u5168\u6808\u548c Rust \uff0c\u5076\u5c14\u5199\u70b9 Java \u3002</p>\n", 
      "date_published": "2026-04-29T02:07:34+00:00", 
      "title": "Claude code \u4e0d\u60f3\u8ba2\u9605\u4e86\uff0c API token \u9009\u54ea\u5bb6\uff1f", 
      "id": "https://www.v2ex.com/t/1209283"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/cocong", 
        "name": "cocong", 
        "avatar": "https://cdn.v2ex.com/avatar/63d3/f969/553019_large.png?m=1773881551"
      }, 
      "url": "https://www.v2ex.com/t/1209273", 
      "title": "\u4f60\u4eec CC \u90fd\u7528\u5728\u65b0\u9879\u76ee\uff1f\u8001\u9879\u76ee\u5462\uff1f", 
      "id": "https://www.v2ex.com/t/1209273", 
      "date_published": "2026-04-29T01:52:21+00:00", 
      "content_html": "<p>\u65b0\u9879\u76ee\u4ece\u96f6\u5f00\u59cb\u6211\u89c9\u5f97\u7528 AI \u6ca1\u95ee\u9898\uff0c\u4f46\u662f\u50cf\u73b0\u6709\u7684\u5df2\u7ecf\u8fed\u4ee3\u4e86\u8fd1\u5341\u5e74\u7684\u4e1a\u52a1\u4ee3\u7801\uff0c\u5b58\u5728\u5404\u79cd\u5916\u90e8\u4f9d\u8d56\uff0c\u5404\u79cd\u8865\u4e01\uff0c\u5404\u79cd\u5b9a\u65f6\u4efb\u52a1\uff0c\u5404\u79cd\u4e34\u65f6\u811a\u672c\uff0c\u4ee3\u7801\u91cf\u81f3\u5c11\u4e00\u767e\u4e07\u884c\u4ee5\u4e0a\uff0c\u4e5f\u6ca1\u6709\u6587\u6863\u548c\u6ce8\u91ca\uff0cAI \u771f\u80fd\u641e\u5f97\u5b9a\uff1f\u8fd8\u662f\u8bf4\u8981\u505a\u4ec0\u4e48\u529f\u80fd\u518d\u4e00\u70b9\u4e00\u70b9\u8865\u5145\u4e1a\u52a1\u6587\u6863\uff1f\u800c\u4e14\u7531\u4e8e\u4e1a\u52a1\u7684\u590d\u6742\u6027\uff0c\u5f88\u591a\u65f6\u5019\u4f60\u770b\u4ee3\u7801\u4e5f\u770b\u4e0d\u61c2\uff0c\u5f97\u53bb\u5b9e\u9645\u7528\u4e00\u4e0b\u8c03\u8bd5\u4e00\u4e0b\u624d\u77e5\u9053\u8fd9\u91cc\u662f\u5728\u5e72\u561b\uff0c\u6240\u4ee5\u7528 AI \u662f\u4e0d\u4ec5\u8981 review \uff0c\u8fd8\u8981\u4eba\u5de5\u6d4b\u8bd5\u4e00\u4e0b\uff1f</p>\n<p>\u76ee\u524d\u6211\u516c\u53f8\u6709\u4eba\u7528\uff0c\u5439\u5f97\u795e\u4e4e\u5176\u795e\uff0c\u6211\u8fc7\u53bb\u770b\u4e86\u4e00\u4e0b\uff0c\u4ed6\u662f\u7528\u5728\u524d\u7aef\uff0c\u800c\u4e14\u751f\u51fa\u6765\u7684\u4ee3\u7801\u90fd\u662f\u91cd\u65b0\u9020\u8f6e\u5b50\uff0c\u4e0d\u4f1a\u590d\u7528\u73b0\u6709\u8f6e\u5b50\u548c\u7f16\u7801\u89c4\u8303\uff01\u4ed6\u8bf4\u51c6\u5907\u8dd1\u8def\u4e86\uff0c\u4e0d\u5728\u4e4e\u8fd9\u4e9b\u4e86\uff01</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zenfsharp", 
        "name": "zenfsharp", 
        "avatar": "https://cdn.v2ex.com/avatar/c5f6/c01c/559666_large.png?m=1755776819"
      }, 
      "url": "https://www.v2ex.com/t/1209168", 
      "title": "\u6c42\u4e00\u4e2a iOS \u5e94\u7528\uff0c\u63a5\u81ea\u5b9a\u4e49 API", 
      "id": "https://www.v2ex.com/t/1209168", 
      "date_published": "2026-04-28T10:01:31+00:00", 
      "content_html": "<p>\u5b9e\u5728\u662f\u4e0d\u60f3\u7528\u8c46\u5305\u5343\u95ee\u5143\u5b9d\u4e4b\u7c7b\u7684 APP \u4e86\u3002</p>\n<p>\u6c42\u4e00\u4e2a iOS \u5e94\u7528\uff0c\u80fd\u63a5\u81ea\u5b9a\u4e49 API \uff0c\u80fd\u8054\u7f51\u641c\u7d22\u3002</p>\n<p>\u4e00\u822c\u90fd\u95ee\u4e9b\u5b9e\u65f6\u4fe1\u606f\u3001\u751f\u6d3b\u5e38\u8bc6\u548c\u6982\u5ff5\u3002</p>\n<p>\u8bd5\u8fc7 OpenCat \u3001Cumbersome \uff0c\u90fd\u4e0d\u592a\u597d\u7528\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JarvisMa", 
        "name": "JarvisMa", 
        "avatar": "https://cdn.v2ex.com/avatar/3c70/584c/338587_large.png?m=1777355316"
      }, 
      "url": "https://www.v2ex.com/t/1209093", 
      "date_modified": "2026-04-28T05:59:30+00:00", 
      "content_html": "<p>\u957f\u671f\u4f7f\u7528 Claude Code,\u4f46\u6700\u8fd1\u8d8a\u53d1\u51b3\u5b9a Opus 4.7 \u5077\u61d2+\u7cca\u5f04\u4e86\u3002</p>\n<p>\u672c\u8eab\u505a\u5d4c\u5165\u5f0f+\u8fb9\u7f18\u8ba1\u7b97\uff0c\u4e00\u4e2a\u95ee\u9898 Opus 4.7 \u5df2\u7ecf\u6298\u817e\u4e24\u4e09\u5929\u6ca1\u5f04\u597d\uff0c\u4eca\u65e9\u5c1d\u8bd5\u4e86\u4e0b Codex 5.5,\u4e00\u51fb\u6bd9\u547d\uff0c\u76f4\u63a5\u8dd1\u901a\uff0c\u8fd8\u6539\u4e86\u4e0d\u5c11 Opus 4.7 \u7559\u4e0b\u7684\u95ee\u9898\u3002</p>\n<p>\u4e8e\u662f\u4fee\u6539\u4e86\u8ba2\u9605\u8ba1\u5212\uff1a</p>\n<ul>\n<li>ChatGPT: Plus($20) --&gt; Pro 5x($100)</li>\n<li>Claude: Max 20x($220) --&gt; Max 5x($110)</li>\n</ul>\n<p>\u5148\u8fd9\u6837\u7528\u4e00\u6bb5\u65f6\u95f4\uff0c\u770b\u770b Anthropic \u4f1a\u4e0d\u4f1a\u505a\u4e00\u4e9b\u6539\u8fdb\uff0c\u5df2\u7ecf\u770b\u5230\u975e\u5e38\u591a\u8bf4 Codex 5.5 \u4f53\u611f\u8fdc\u5f3a\u4e8e Opus 4.7 \u7684\u8ba8\u8bba\u4e86\uff0c\u800c\u4e14\u7528 Claude Code \u8fd8\u80c6\u6218\u5fc3\u60ca\uff0c\u56e0\u4e3a\u5df2\u7ecf\u88ab\u5c01\u4e86\u4e24\u4e2a\u53f7\uff0c\u7533\u8bc9\u65e0\u679c\u3002</p>\n<p>\u65e0\u5948 Claude Code CLI \u8fd8\u662f\u592a\u597d\u7528\uff0c\u7528 OpenAI \u5199\u7684 codex-plugin-cc \u63d2\u4ef6\u76f4\u63a5\u5728 Claud Code \u4e2d\u8c03\u7528 Codex \u8fd8\u4e0d\u9519\u3002</p>\n", 
      "date_published": "2026-04-28T05:58:53+00:00", 
      "title": "\u770b\u770b\u5404\u4f4d\u7684 Vibe Coding \u914d\u7f6e", 
      "id": "https://www.v2ex.com/t/1209093"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/bronyakaka", 
        "name": "bronyakaka", 
        "avatar": "https://cdn.v2ex.com/avatar/4bc4/38c9/676530_large.png?m=1770871894"
      }, 
      "url": "https://www.v2ex.com/t/1208964", 
      "date_modified": "2026-04-27T16:10:08+00:00", 
      "content_html": "<p>\u5206\u4eab\u4e00\u4e0b\u5927\u5bb6\u624b\u91cc\u597d\u7528\u7684 agent \uff0c\u6211\u5148\u8bf4\u6211\u77e5\u9053\u7684\n\u5e0c\u671b\u627e\u4e2a\u4ea4\u4e92\u4f18\u96c5\uff0c\u5f00\u6e90\u8f7b\u91cf\uff0c\u529f\u80fd\u5b8c\u5584\uff0c\u81ea\u5b9a\u4e49\u5f00\u653e\u7684 agent</p>\n<h2>claude code</h2>\n<ul>\n<li>\u95ed\u6e90</li>\n<li>\u6709\u6545\u610f\u5e72\u6270\u5176\u4ed6\u6a21\u578b\u548c\u6295\u6bd2\u7684\u98ce\u9669\uff08\u4e0d\u76f8\u4fe1 anthropic \uff09</li>\n<li>\u4e13\u95e8\u9488\u5bf9 claude \u6a21\u578b\u4f18\u5316\uff0c\u9002\u914d\u5176\u4ed6\u6a21\u578b\u4e0d\u8db3</li>\n<li>\u6700\u8fd1\u4fee\u4e86\u51e0\u4e2a bug \u53e3\u7891\u4f3c\u4e4e\u53cd\u8f6c</li>\n<li>\u8d44\u6e90\u5360\u7528\u4e0d\u9ad8</li>\n<li>\u6210\u719f\uff0c\u5e7f\u6cdb\u4f7f\u7528</li>\n<li>\u6545\u610f\u9690\u85cf\u601d\u8003\u94fe\uff1f\u6d41\u5f0f\u8f93\u51fa\u597d\u50cf\u4e5f\u6709\u95ee\u9898\uff0c\u9ed8\u8ba4\u4e00\u6b21\u8f93\u51fa\u5230\u5c4f\u5e55\uff0c\u4f53\u9a8c\u4e00\u822c</li>\n</ul>\n<h2>codex cli</h2>\n<ul>\n<li>\u5f00\u6e90</li>\n<li>\u8d44\u6e90\u5360\u7528\u4e0d\u9ad8</li>\n<li>\u6210\u719f\uff0c\u5e7f\u6cdb\u4f7f\u7528</li>\n<li>\u65b0\u7248\u672c responses \u63a5\u53e3\u683c\u5f0f\u4e0d\u9002\u914d\u5f88\u591a\u4e09\u65b9\u6a21\u578b</li>\n<li>\u754c\u9762\u6bd4\u8f83\u7b80\u964b</li>\n<li>\u6709\u5bf9\u5e94 app</li>\n</ul>\n<h2>opencode</h2>\n<ul>\n<li>\u5f00\u6e90</li>\n<li>bun \u6bd4\u8f83\u5403\u5185\u5b58\uff0c\u4e0d\u7a33\u5b9a</li>\n<li>\u4ea4\u4e92\u76f8\u5f53\u4e0d\u9519\uff0c\u7f8e\u89c2\uff0c\u6d41\u5f0f</li>\n<li>\u81ea\u5e26\u5957\u9910\u4e5f\u4e0d\u9519</li>\n<li>\u5bf9\u5f00\u6e90\u6a21\u578b\u7684\u9002\u914d\u975e\u5e38\u597d\u548c\u53ca\u65f6</li>\n<li>\u672c\u8eab\u529f\u80fd\u6bd4\u8f83\u8584\u5f31\uff0c\u6bd4\u5982\u7f16\u6392 agents</li>\n<li>\u6709\u5bf9\u5e94 app</li>\n</ul>\n<h2>copilot cli</h2>\n<ul>\n<li>\u5fae\u8f6f\u4f3c\u4e4e\u91cd\u5fc3\u8fd8\u662f\u5728 vscode chat \u91cc\uff0ccli \u6bd4\u8f83\u57fa\u7840</li>\n<li>\u6ca1\u6df1\u5ea6\u4f53\u9a8c\u8fc7\uff0c\u4e0d\u6df1\u5ea6\u8bc4\u4ef7</li>\n</ul>\n<h2>kimi code</h2>\n<ul>\n<li>\u672a\u4f7f\u7528\u8fc7</li>\n<li>\u4f3c\u4e4e python \u5199\u7684\uff1f\u53ef\u80fd\u6bd4\u8f83\u7701\u5185\u5b58</li>\n</ul>\n<h2>Aider</h2>\n<ul>\n<li>\u6ca1\u7528\u8fc7\uff0c\u4f3c\u4e4e\u754c\u9762\u6bd4\u8f83\u7b80\u5355</li>\n</ul>\n<h2>OpenHands</h2>\n<ul>\n<li>\u6ca1\u7528\u8fc7</li>\n</ul>\n<h2>CrewAI</h2>\n<ul>\n<li>\u6ca1\u7528\u8fc7</li>\n</ul>\n", 
      "date_published": "2026-04-27T16:08:16+00:00", 
      "title": "[\u8c03\u7814] \u4e3b\u6d41\u7f16\u7a0b agent", 
      "id": "https://www.v2ex.com/t/1208964"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/supereggs", 
        "name": "supereggs", 
        "avatar": "https://cdn.v2ex.com/gravatar/7f9608c70ebe0bc16ca1bdad33829f9f?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208828", 
      "title": "Qoder \u8981\u6062\u590d\u539f\u4ef7\u4e86. \u4ef7\u683c\u76f4\u63a5\u7ffb\u500d, \u6d88\u8d39\u4e0d\u8d77\u4e86....", 
      "id": "https://www.v2ex.com/t/1208828", 
      "date_published": "2026-04-27T06:44:38+00:00", 
      "content_html": "\u539f\u6765\u4e00\u4e2a\u6708 30 \u7f8e\u5143, \u73b0\u5728\u8981 60 \u7f8e\u5143\u4e86."
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/cwcc", 
        "name": "cwcc", 
        "avatar": "https://cdn.v2ex.com/avatar/47e1/761c/530166_large.png?m=1711442407"
      }, 
      "url": "https://www.v2ex.com/t/1208700", 
      "date_modified": "2026-04-26T23:50:44+00:00", 
      "content_html": "<p>\u611f\u89c9\u672c\u5730\u7684\u6a21\u578b\u6709\u5f88\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u4e5f\u6709\u5c40\u9650\uff0c\u4e3b\u8981\u662f\u53d7\u9650\u4e8e\u786c\u4ef6\u5427\u3002\u4ee5\u4e0b\u51e0\u70b9\uff1a</p>\n<ul>\n<li>\u9664\u4e86\u590d\u6742\u67b6\u6784\u8c03\u6574\u5206\u6790\u5de5\u4f5c\u5916\uff0c\u65e5\u5e38\u7684 CRUD \u5f00\u53d1\u3001\u9879\u76ee\u603b\u7ed3\u3001\u6587\u6863\u7ffb\u8bd1\u3001\u9700\u6c42\u8f93\u5165\u548c\u6a21\u5757\u7684 Bug \u4fee\u590d\u4e0a\uff0c\u51e0\u4e4e\u53ef\u4ee5\u66ff\u4ee3\u5728\u7ebf\u6a21\u578b\u3002</li>\n<li>\u590d\u6742\u5206\u6790\u4ee5\u53ca\u6df1\u5ea6\u7684\u95ee\u9898\u67e5\u627e\u3001\u5927\u4e0a\u4e0b\u6587\u8fd8\u53d7\u9650\u4e8e\u6a21\u578b\u89c4\u6a21\u548c\u5185\u5b58\u3002</li>\n<li>\u7ecf\u8fc7\u8c46\u5305\u548c\u6a21\u578b\u81ea\u8eab\u7ed9\u51fa llm \u4f18\u5316\u5efa\u8bae\uff0c\u4f7f\u7528 GGUF \u6a21\u578b\u80fd\u8dd1\u51fa 33 token/s \u7684\u901f\u5ea6\uff0c\u4f7f\u7528 MLX \u80fd\u5230 38 token/s \u3002</li>\n<li>36G \u5185\u5b58\u4e0d\u591f\uff0c\u5f00\u592a\u5927\u4e0a\u4e0b\u6587\u4f1a\u7206\u663e\u5b58\uff0c\u53ea\u80fd\u91cd\u542f\u3002</li>\n</ul>\n<p>\u7b2c\u4e00\u6b21\u4f53\u4f1a\u5230 Mac \u7684\u6027\u80fd\u5c45\u7136\u8fd9\u4e48\u4e0d\u591f\u7528\uff0c\u641e\u5f97\u90fd\u60f3\u6362 M5 Max \u4e86\uff0c\u4f46\u611f\u89c9\u4e13\u95e8\u4e3a AI \u4e5f\u4e0d\u662f\u7279\u522b\u503c\u5f97\u3002</p>\n", 
      "date_published": "2026-04-26T23:47:44+00:00", 
      "title": "\u7b80\u5355\u4f7f\u7528\u4e86\u4e00\u5468\u5728\u672c\u5730 Mac \u7684 qwen3.6-35b-a3b \u6a21\u578b", 
      "id": "https://www.v2ex.com/t/1208700"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/San2025", 
        "name": "San2025", 
        "avatar": "https://cdn.v2ex.com/gravatar/303ce62383ba74545f2a72bc17ffd611?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208408", 
      "title": "\u6709\u4ec0\u4e48\u9f99\u867e\u3001\u517b\u867e OpenClaw \u8bba\u575b\u63a8\u8350\u5417 \uff1f", 
      "id": "https://www.v2ex.com/t/1208408", 
      "date_published": "2026-04-24T18:24:00+00:00", 
      "content_html": "<p>\u9f99\u867e\u706b\u4e86\u8fd9\u4e48\u4e45\uff0c \u6211\u90fd\u8fd8\u6ca1\u7528\u4e0a\uff0c \u6700\u8fd1\u51c6\u5907\u817e\u51fa\u4e00\u53f0\u7535\u8111\u6765\u72ec\u7acb\u8fd0\u884c\u73a9\u73a9</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lmmlwen", 
        "name": "lmmlwen", 
        "avatar": "https://cdn.v2ex.com/gravatar/75eea309ac6986c0a5cd55cc46242966?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208207", 
      "title": "codex \u6709\u4ec0\u4e48\u597d\u7684\u4e2d\u8f6c\u7ad9\u5417", 
      "id": "https://www.v2ex.com/t/1208207", 
      "date_published": "2026-04-24T02:47:45+00:00", 
      "content_html": "\u4e0d\u60f3\u518d\u5b98\u65b9\u8ba2\u9605\u4e86"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/paranoiagu", 
        "name": "paranoiagu", 
        "avatar": "https://cdn.v2ex.com/gravatar/d86363b57ea0d2aeeacee9e9650725b5?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1207990", 
      "date_modified": "2026-04-23T05:44:07+00:00", 
      "content_html": "<p>\u76ee\u524d\u53d1\u73b0\uff1a</p>\n<p>1 \u3001\u8c37\u6b4c antigravity \uff0c\u514d\u8d39\u529e\u5f00\u59cb\u4e0d\u597d\u7528\uff0c\u5404\u79cd\u62a5\u9519\uff0c\u8ba9 retry \uff0c\u4f46\u57fa\u672c\u90fd\u8fd8\u662f\u5931\u8d25\u3002</p>\n<p>2 \u3001codex \uff0c\u53d8\u6162\uff0c\u6539\u4e2a\u5f88\u7b80\u5355\u7684\u95ee\u9898\u8bdd\u4e86\u597d\u957f\u65f6\u95f4</p>\n<p>3 \u3001glm \uff0c\u4e5f\u6709\u62a5\u9519\u51fa\u73b0\uff0c\u800c\u4e14 14:00 \u5f00\u59cb\uff0c\u7b97\u9ad8\u5cf0\u3002</p>\n<p>4 \u3001\u2026\u2026\u2026\u2026\u5176\u4ed6\u8fd8\u6ca1\u7528\u3002</p>\n<p>\u96be\u9053\u90a3\u4e2a\u65f6\u5019\uff0c\u6539\u4f11\u606f\u4e86\uff1f\u4ee5\u540e\u516c\u53f8\u8981\u8c03\u4f5c\u606f\u4e86\uff1f</p>\n", 
      "date_published": "2026-04-23T05:43:35+00:00", 
      "title": "\u5927\u5bb6\u6709\u6ca1\u6709\u53d1\u73b0\u4e0b\u5348 2~3 \u70b9\u5f00\u59cb\uff0c coding vibe \u5c31\u5f00\u59cb\u53d8\u6162", 
      "id": "https://www.v2ex.com/t/1207990"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lmmlwen", 
        "name": "lmmlwen", 
        "avatar": "https://cdn.v2ex.com/gravatar/75eea309ac6986c0a5cd55cc46242966?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1207955", 
      "title": "VsCode \u5207\u6362\u5230 TRAE \u56fd\u9645\u7248\u8fd8\u662f Cursor\uff1f", 
      "id": "https://www.v2ex.com/t/1207955", 
      "date_published": "2026-04-23T03:36:58+00:00", 
      "content_html": "\u73b0\u5728 GitHub \u5c01\u53f7\u8fc7\u4e8e\u4e25\u91cd\uff0c\u4e24\u4e2a\u8d26\u53f7\u90fd\u88ab\u5c01\u4e86\uff0ccopilot \u6211\u770b\u662f\u6ca1\u6cd5\u7528\u4e86\u3002\u800c\u4e14\u73b0\u5728\u7981\u6b62\u65b0\u7528\u6237\u6ce8\u518c\uff0c\u8fd9\u4e24\u4e2a\u54ea\u4e2a\u597d\u4e9b\uff1f\u8fd8\u662f\u6709\u5176\u4ed6\u63a8\u8350\u7684\uff1f<br />codex \u6709\u4e86\uff0c\u4f46\u8fd8\u662f\u6bd4\u8f83\u559c\u6b22\u8fd9\u79cd IDE \u7f16\u8f91\u5668"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/phli", 
        "name": "phli", 
        "avatar": "https://cdn.v2ex.com/gravatar/6b5274edba61e53dabdca7b0f7131a42?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1207805", 
      "title": "\u9ebb\u70e6\u63a8\u8350\u4e0b\u6bd4\u8f83\u7a33\u5b9a\u7684\u68af\u5b50\uff0c\u6211\u73b0\u5728\u4e24\u4e2a\u68af\u5b50\u7f8e\u56fd\u8282\u70b9\u90fd\u4e0d\u80fd\u7528\u4e86", 
      "id": "https://www.v2ex.com/t/1207805", 
      "date_published": "2026-04-22T10:23:54+00:00", 
      "content_html": "\u73b0\u5728\u9700\u8981\u8fde gemini \u6709\u65f6\u5019\u68af\u5b50\u8fde\u63a5\u8d85\u65f6\u5c31\u4e0d\u80fd\u7528\uff0c\u54ea\u4f4d\u5927\u4f6c\u6709\u6bd4\u8f83\u7a33\u5b9a\u7684\u80fd\u8fde\u7f8e\u56fd\u8282\u70b9\u7684\u597d\u7528\u7684\u63a8\u8350\u4e0b"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/urdad", 
        "name": "urdad", 
        "avatar": "https://cdn.v2ex.com/gravatar/538b3e247290c32c7a8e9cbd04fe3e62?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1207497", 
      "date_modified": "2026-04-21T08:20:46+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5f00\u59cb\u7814\u7a76 docker \u90e8\u7f72\u4e2a harmesagent \u73a9\u73a9\uff0c\u7136\u540e\u770b\u5230\u5f88\u591a\u63a8\u8350 m2.7 \u7684\u91cf\u5927\u7ba1\u9971\uff0cpinchbench \u6392\u884c\u4e5f\u662f\u524d\u51e0\u4f4d\uff0c\u5c31\u4e70\u4e86\u4e2a 49 \u5957\u9910\u8bd5\u4e86\u8bd5\uff0c\u7ed3\u679c\u53d1\u73b0\u8ba9\u4ed6\u5b9e\u73b0\u4e2a\u81ea\u5df1\u6253\u901a gitea \u81ea\u52a8\u5ba1\u6279 pr \u90fd\u6574\u4e0d\u660e\u767d\u3002\u6211\u5c31\u5f88\u597d\u5947\uff0c\u628a\u5b98\u65b9\u7684\u6587\u6848\u5473\u9053\u4e86 gemini \u91cc\uff0c\u4e0b\u9762\u662f gemini \u7684\u8bc4\u8bba\uff0c\u5927\u5bb6\u56fe\u4e00\u4e50\u5c31\u597d\uff1a  </p>\n<p>\u8fd9\u4efd\u53d1\u5e03\u4ecb\u7ecd\u7b80\u76f4\u662f\u4e00\u4efd\u201c\u6559\u79d1\u4e66\u7ea7\u522b\u201d\u7684\u5927\u6a21\u578b\u516c\u5173\u7a3f\u3002\u5982\u679c\u4f60\u5e26\u7740\u5f00\u53d1\u8005\u7684\u89c6\u89d2\uff0c\u5265\u79bb\u6389\u90a3\u4e9b\u9ad8\u5927\u4e0a\u7684\u540d\u8bcd\uff0c\u8fd9\u7bc7\u7a3f\u5b50\u91cc\u85cf\u7740\u975e\u5e38\u591a\u7ecf\u4e0d\u8d77\u63a8\u6572\u7684\u201c\u7aef\u502a\u201d\u548c\u8425\u9500\u8bdd\u672f\u3002</p>\n<p>\u6211\u751a\u81f3\u5728\u5b83\u7528\u6765\u80cc\u4e66\u7684\u8dd1\u5206\u6570\u636e\u91cc\u770b\u5230\u4e86\u6211\u81ea\u5df1\u7684\u540d\u5b57\uff08 Gemini-3.1 \uff09\uff0c\u4ee5\u53ca\u672a\u6765\u7248\u672c\u7684\u53cb\u5546\uff08 Opus 4.6, GPT-5.4 \uff09\u3002\u8fd9\u5c31\u66f4\u6709\u610f\u601d\u4e86\uff0c\u6211\u4eec\u53ef\u4ee5\u9010\u6bb5\u62c6\u89e3\u4e00\u4e0b\u8fd9\u4e9b\u201c\u9065\u9065\u9886\u5148\u201d\u80cc\u540e\u7684\u6f5c\u53f0\u8bcd\uff1a</p>\n<ol>\n<li>\u5371\u9669\u7684\u201c\u81ea\u52a8\u5316\u8fd0\u7ef4\u201d\u5e7b\u89c9\n\u516c\u5173\u7a3f\uff1a \u201c\u9762\u5bf9\u6211\u4eec\u5b9e\u9645\u7684\u751f\u4ea7\u73af\u5883\u544a\u8b66\u2026\u2026\u4e3b\u52a8\u8fde\u63a5\u6570\u636e\u5e93\u6267\u884c\u9a8c\u8bc1\u6839\u56e0\uff0c\u5b9a\u4f4d\u5230\u4ee3\u7801\u4ed3\u5e93\u4e2d\u7f3a\u5931\u7684\u7d22\u5f15\u8fc1\u79fb\u6587\u4ef6\uff0c\u751a\u81f3\u77e5\u9053\u7528\u975e\u963b\u585e\u5efa\u7d22\u5f15\u5148\u6b62\u8840\uff0c\u518d\u63d0 MR \u3002\u201d</li>\n</ol>\n<p>\u770b\u7834\u7aef\u502a\uff1a 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      "url": "https://www.v2ex.com/t/1206969", 
      "title": "mini-cc\uff1a\u6253\u9020\u4f60\u7684\u4e13\u5c5e\u8f7b\u91cf\u7ea7 AI \u7f16\u7a0b\u667a\u80fd\u4f53", 
      "id": "https://www.v2ex.com/t/1206969", 
      "date_published": "2026-04-19T05:49:07+00:00", 
      "content_html": "<p>\u4f60\u662f\u5426\u60f3\u8fc7\u62e5\u6709\u4e00\u4e2a\u50cf Claude Code \u4e00\u6837\u5f3a\u5927\u7684\u547d\u4ee4\u884c AI \u7f16\u7a0b\u52a9\u624b\uff1f  </p>\n<p>\u4f60\u662f\u5426\u60f3\u6df1\u5165\u4e86\u89e3 Agent \uff08\u667a\u80fd\u4f53\uff09\u80cc\u540e\u7684\u6838\u5fc3\u4e8b\u4ef6\u5faa\u73af\u4e0e\u5de5\u5177\u8c03\u7528\uff08 Tool Use \uff09\u539f\u7406\uff1f</p>\n<p><strong>mini-cc</strong> \u5c31\u662f\u4e3a\u4f60\u51c6\u5907\u7684\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\uff01</p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u5b8c\u5168\u4f7f\u7528 TypeScript \u7f16\u5199\u7684\u8f7b\u91cf\u7ea7 AI \u7f16\u7a0b Agent \u6838\u5fc3\u6846\u67b6\u3002</p>\n<p>\u5b83\u6452\u5f03\u4e86\u590d\u6742\u7684\u5386\u53f2\u5305\u88b1\uff0c\u91c7\u7528\u7eaf\u7cb9\u7684<strong>\u51fd\u6570\u5f0f\u7f16\u7a0b\uff08 Functional Programming \uff09</strong>\u8303\u5f0f\uff0c\u5c06\u5927\u6a21\u578b\u3001\u5de5\u5177\u7cfb\u7edf\u3001\u8bb0\u5fc6\u4e0a\u4e0b\u6587\u4e0e\u4e8b\u4ef6\u5faa\u73af\u7cbe\u7b80\u5230\u4e86\u6781\u81f4\u3002</p>\n<hr/>\n<h2>\u2728 \u6838\u5fc3\u80fd\u529b\u4e0e\u4eae\u70b9</h2>\n<h3>1. \ud83e\udde0 \u591a\u6a21\u578b\u517c\u5bb9\u4e0e\u65e0\u7f1d\u5207\u6362</h3>\n<ul>\n<li><strong>\u53cc\u64ce\u9a71\u52a8</strong>\uff1a\u539f\u751f\u652f\u6301 Anthropic API \uff08\u5982 Claude 3.5 Sonnet/Opus \uff09\u4ee5\u53ca\u57fa\u4e8e OpenAI \u6807\u51c6\u7684\u5404\u7c7b\u5927\u6a21\u578b\u63a5\u53e3\u3002</li>\n<li><strong>\u5f00\u6e90/\u56fd\u4ea7\u6a21\u578b\u9002\u914d</strong>\uff1a\u5b8c\u7f8e\u9002\u914d Qwen \uff08\u901a\u4e49\u5343\u95ee\uff09\u3001DeepSeek \u3001Kimi \u7b49\u70ed\u95e8\u6a21\u578b\u3002\u53ea\u9700\u4fee\u6539 <code>.env</code> \u73af\u5883\u53d8\u91cf\uff0c\u5373\u53ef\u4e00\u952e\u5207\u6362\u5e95\u5c42\u5927\u8111\u3002</li>\n</ul>\n<h3>2. \ud83d\udca1 \u6c89\u6d78\u5f0f\u7684\u201c\u601d\u8003\u201d\u4f53\u9a8c\uff08\u6df1\u5ea6\u9002\u914d\u63a8\u7406\u6a21\u578b\uff09</h3>\n<ul>\n<li><strong>\u6d41\u5f0f\u8f93\u51fa</strong>\uff1a\u652f\u6301\u6781\u901f\u7684\u6d41\u5f0f\u6587\u672c\u6e32\u67d3\uff0c\u544a\u522b\u6f2b\u957f\u7684\u7b49\u5f85\u3002</li>\n<li><strong>\u601d\u7ef4\u94fe\uff08 CoT \uff09\u53ef\u89c6\u5316</strong>\uff1a\u6df1\u5ea6\u9002\u914d\u5982 Qwen-Max / DeepSeek-R1 \u7b49\u5e26\u6709 <code>reasoning_content</code> \u7684\u6a21\u578b\u3002</li>\n<li>AI \u7684\u63a8\u5bfc\u548c\u601d\u8003\u8fc7\u7a0b\u5728\u7ec8\u7aef\u4e2d\u5b9e\u65f6\u5448\u73b0\uff0c\u8ba9\u4f60\u6e05\u6670\u770b\u5230\u5b83\u89e3\u51b3\u95ee\u9898\u7684\u6bcf\u4e00\u6b65\u903b\u8f91\u3002</li>\n</ul>\n<h3>3. \ud83d\udee0\ufe0f \u5f3a\u5927\u7684\u81ea\u4e3b\u884c\u52a8\u529b\uff08 Tool Use \u7cfb\u7edf\uff09</h3>\n<ul>\n<li><strong>BashTool</strong>\uff1a\u8d4b\u4e88 AI \u7ec8\u7aef\u6267\u884c\u6743\u9650\uff0c\u5b83\u53ef\u4ee5\u5e2e\u4f60\u81ea\u52a8\u6267\u884c <code>npm install</code>\u3001<code>git commit</code>\u3001\u8fd0\u884c\u6d4b\u8bd5\u811a\u672c\u7b49\u3002\u5b89\u5168\u6c99\u76d2\u673a\u5236\u4fdd\u969c\u9ad8\u5371\u547d\u4ee4\u88ab\u6709\u6548\u62e6\u622a\u3002</li>\n<li><strong>FileReadTool</strong>\uff1a\u8d4b\u4e88 AI \u8bfb\u53d6\u672c\u5730\u4ee3\u7801\u5e93\u7684\u6743\u9650\uff0c\u652f\u6301\u7a81\u7834\u957f\u5ea6\u9650\u5236\u7684\u667a\u80fd\u622a\u65ad\u3002</li>\n<li><strong>FileWriteTool</strong>\uff1a\u8d4b\u4e88 AI \u4fee\u6539\u3001\u8986\u76d6\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u652f\u6301\u81ea\u52a8\u8865\u5168\u7f3a\u5931\u7684\u76ee\u5f55\u5c42\u7ea7\u3002\u4f60\u53ea\u9700\u63d0\u51fa\u9700\u6c42\uff0c\u4ee3\u7801\u4fee\u6539\u5168\u81ea\u52a8\u5b8c\u6210\u3002</li>\n</ul>\n<h3>4. \ud83d\udd01 \u6c38\u4e0d\u8a00\u5f03\u7684 Agent \u5faa\u73af</h3>\n<ul>\n<li>\u5b9e\u73b0\u4e86\u4e13\u4e1a\u7684 Tool Use \u4e8b\u4ef6\u5faa\u73af\uff08 Agent Loop \uff09\u3002</li>\n<li>\u5f53\u4efb\u52a1\u590d\u6742\u65f6\uff0cAI \u4f1a\u8fde\u7eed\u591a\u6b21\u8c03\u7528\u5de5\u5177\uff08\u5982\uff1a\u5148 <code>FileReadTool</code> \u770b\u4ee3\u7801 -&gt; \u518d <code>BashTool</code> \u8fd0\u884c\u6d4b\u8bd5 -&gt; \u6700\u540e <code>FileWriteTool</code> \u4fee\u590d Bug \uff09\uff0c\u76f4\u5230\u5f7b\u5e95\u89e3\u51b3\u4f60\u7684\u95ee\u9898\u3002</li>\n</ul>\n<h3>5. \ud83d\udee1\ufe0f \u7eaf\u7cb9\u7684\u51fd\u6570\u5f0f\u67b6\u6784</h3>\n<ul>\n<li>\u5168\u9762\u62e5\u62b1\u51fd\u6570\u5f0f\u7f16\u7a0b\uff08 FP \uff09\u601d\u60f3\uff0c\u96f6 <code>class</code> \u4f9d\u8d56\u3002\u95ed\u5305\u72b6\u6001\u7ba1\u7406\u4f7f\u5f97\u6838\u5fc3\u66f4\u52a0\u5b89\u5168\u3001\u9ad8\u6548\u4e14\u6613\u4e8e\u6d4b\u8bd5\u4e0e\u6269\u5c55\u3002</li>\n<li>\u9644\u5e26\u8be6\u5c3d\u7684\u4e2d\u6587\u6ce8\u91ca\uff0c\u662f\u5b66\u4e60\u548c\u4e8c\u6b21\u5f00\u53d1 Agent \u7684\u7edd\u4f73\u6559\u79d1\u4e66\u3002</li>\n</ul>\n<hr/>\n<h2>\ud83c\udfae \u4ea4\u4e92\u6548\u679c\u5c55\u793a\uff1a\u4e00\u53e5\u8bdd\u751f\u6210\u4e94\u5b50\u68cb\u6e38\u620f\uff01</h2>\n<p>\u5728\u7ec8\u7aef\u4e2d\u542f\u52a8 <code>mini-cc</code> \u540e\uff0c\u4f60\u53ea\u9700\u4e00\u53e5\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u5b83\u5c31\u80fd\u5316\u8eab\u4e3a\u5168\u6808\u5f00\u53d1\u5de5\u7a0b\u5e08\uff0c\u4ece\u6784\u601d\u5230\u7f16\u7801\uff0c\u4e00\u6c14\u5475\u6210\u3002</p>\n<p>\u4ee5\u4e0b\u662f\u771f\u5b9e\u4ea4\u4e92\u5b9e\u5f55\uff08\u8fd8\u539f\u4e86\u5229\u7528 <code>test_file/gomoku</code> \u7f16\u5199\u4e94\u5b50\u68cb\u7684\u8fc7\u7a0b\uff09\uff1a</p>\n<pre><code class=\"language-text\">mini-cc&gt; \u5e2e\u6211\u5199\u4e00\u4e2a\u7f51\u9875\u7248\u7684\u4e94\u5b50\u68cb\u6e38\u620f\uff0c\u653e\u5728 test_file/gomoku \u76ee\u5f55\u4e0b\u3002\u9875\u9762\u8981\u597d\u770b\uff0c\u5e26\u9ed1\u767d\u68cb\u63d0\u793a\u3002\n\n[Agent] \u5df2\u6536\u5230\u6307\u4ee4\uff0c\u6b63\u5728\u601d\u8003\u4e2d...\n\n==================== \u601d\u8003\u8fc7\u7a0b ====================\n1. \u7528\u6237\u9700\u8981\u4e00\u4e2a\u4e94\u5b50\u68cb\u6e38\u620f\uff0c\u5305\u542b HTML/CSS/JS \u3002\n2. \u76ee\u6807\u76ee\u5f55\u662f\u76f8\u5bf9\u4e8e\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u7684 test_file/gomoku \u3002\n3. \u9700\u8981\u63d0\u4f9b\u6f02\u4eae\u7684 UI \u754c\u9762\uff0c\u4ee5\u53ca\u5f53\u524d\u8f6e\u5230\u54ea\u4e00\u65b9\u4e0b\u68cb\u7684\u63d0\u793a\uff08\u5982\uff1a\u9ed1\u68cb\u5148\u884c\uff09\u3002\n4. \u6211\u5c06\u4f7f\u7528 FileWriteTool \u5206\u522b\u521b\u5efa index.html \u3001style.css \u548c script.js \u3002\n5. \u68cb\u76d8\u53ef\u4ee5\u4f7f\u7528 Canvas \u6216\u8005 DOM \u5143\u7d20\u7f51\u683c\u6765\u5b9e\u73b0\uff0c\u4e3a\u4e86\u7b80\u5355\u76f4\u89c2\uff0c\u6211\u8fd9\u91cc\u4f7f\u7528 DOM \u7f51\u683c\u7ed3\u5408 CSS \u6837\u5f0f\u6765\u5b9e\u73b0\u3002\n\n==================== \u6a21\u578b\u56de\u590d ====================\n\u597d\u7684\uff0c\u6211\u8fd9\u5c31\u4e3a\u60a8\u521b\u5efa\u5e26\u6709\u7cbe\u7f8e UI \u548c\u72b6\u6001\u63d0\u793a\u7684\u4e94\u5b50\u68cb\u5c0f\u6e38\u620f\u3002\n\n\u25b6 [Agent] \u6b63\u5728\u8c03\u7528\u5de5\u5177: FileWriteTool ...\n[FileWriteTool] \u6b63\u5728\u5199\u5165\u6587\u4ef6: /xxxx/mini-cc/test_file/gomoku/index.html\n\u2714 [Agent] \u5de5\u5177 FileWriteTool \u6267\u884c\u5b8c\u6bd5\u3002\n\n\u25b6 [Agent] \u6b63\u5728\u8c03\u7528\u5de5\u5177: FileWriteTool ...\n[FileWriteTool] \u6b63\u5728\u5199\u5165\u6587\u4ef6: /xxxx/mini-cc/test_file/gomoku/style.css\n\u2714 [Agent] \u5de5\u5177 FileWriteTool \u6267\u884c\u5b8c\u6bd5\u3002\n\n\u25b6 [Agent] \u6b63\u5728\u8c03\u7528\u5de5\u5177: FileWriteTool ...\n[FileWriteTool] \u6b63\u5728\u5199\u5165\u6587\u4ef6: /xxxx/mini-cc/test_file/gomoku/script.js\n\u2714 [Agent] \u5de5\u5177 FileWriteTool \u6267\u884c\u5b8c\u6bd5\u3002\n\n==================== \u601d\u8003\u8fc7\u7a0b ====================\n\u6587\u4ef6\u5747\u5df2\u521b\u5efa\u6210\u529f\u3002\n\n==================== \u5b8c\u6574\u56de\u590d ====================\n\u4e94\u5b50\u68cb\u5c0f\u6e38\u620f\u5df2\u7ecf\u4e3a\u60a8\u521b\u5efa\u5b8c\u6210\uff01\n\n\u6211\u4e3a\u60a8\u751f\u6210\u4e86\u4ee5\u4e0b\u6587\u4ef6\uff1a\n1. `index.html`: \u5305\u542b\u6e38\u620f\u68cb\u76d8\u548c\u72b6\u6001\u63d0\u793a\u680f\uff08`&lt;div class=\"status\" id=\"status\"&gt;\u9ed1\u68cb\u5148\u884c&lt;/div&gt;`\uff09\u3002\n2. `style.css`: \u63d0\u4f9b\u4e86\u6728\u8d28\u68cb\u76d8\u914d\u8272\u548c\u9ed1\u767d\u68cb\u5b50\u7684\u7acb\u4f53\u9634\u5f71\u6548\u679c\u3002\n3. `script.js`: \u5b9e\u73b0\u4e86 15x15 \u7684\u68cb\u76d8\u903b\u8f91\u3001\u843d\u5b50\u4ea4\u66ff\u89c4\u5219\u4ee5\u53ca\u6a2a\u3001\u7ad6\u3001\u659c\u5411\u7684\u4e94\u5b50\u8fde\u73e0\u80dc\u8d1f\u5224\u65ad\u3002\n\n\u60a8\u53ef\u4ee5\u76f4\u63a5\u7528\u6d4f\u89c8\u5668\u6253\u5f00 `test_file/gomoku/index.html` \u4f53\u9a8c\u6e38\u620f\uff01\n</code></pre>\n<p><img alt=\"code1\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/DltDs3R.jpg\"/></p>\n<p><img alt=\"code2\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/CGRgVXs.jpg\"/></p>\n<p>\u53ea\u9700\u51e0\u79d2\u949f\uff0c\u4e00\u4e2a\u5e26\u6709 <code>&lt;div class=\"status\" id=\"status\"&gt;\u9ed1\u68cb\u5148\u884c&lt;/div&gt;</code> \u72b6\u6001\u63d0\u793a\u7684\u4e94\u5b50\u68cb\u7f51\u9875\u4fbf\u81ea\u52a8\u751f\u6210\u5e76\u843d\u76d8\uff01</p>\n<p><img alt=\"wuziqi\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/LNc6eO1.jpg\"/></p>\n<p><img alt=\"buddy\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/CxDKIb2.jpg\"/></p>\n<hr/>\n<h2>\ud83d\ude80 \u7acb\u5373\u5f00\u59cb\u4f60\u7684 Agent \u4e4b\u65c5</h2>\n<p>\u65e0\u8bba\u4f60\u662f\u60f3\u6253\u9020\u81ea\u5df1\u7684\u6548\u7387\u5de5\u5177\uff0c\u8fd8\u662f\u60f3\u63a2\u7d22\u5927\u6a21\u578b\u5728\u5de5\u7a0b\u9886\u57df\u7684\u65e0\u9650\u6f5c\u80fd\uff0c<strong>mini-cc</strong> \u90fd\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u8d77\u70b9\u3002</p>\n<p>\ud83d\udc49 <strong>\u67e5\u770b\u6e90\u7801\u4e0e\u6587\u6863</strong>\uff1a<a href=\"https://github.com/you-want/mini-cc\" rel=\"nofollow\">mini-cc GitHub Repository</a>  \u6765\u4e2a Star \u2728\u3002\n\ud83d\udc49 <strong>\u6df1\u5165\u67b6\u6784\u8bbe\u8ba1</strong>\uff1a\u8bf7\u9605\u8bfb\u6211\u4eec\u7684 <a href=\"./docs/00-outline.md\" rel=\"nofollow\">\ud83d\udcda \u6587\u6863\u6307\u5357</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jackdan9", 
        "name": "jackdan9", 
        "avatar": "https://cdn.v2ex.com/gravatar/6ca6449741d6a672269c9453a73bab69?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1206422", 
      "date_modified": "2026-04-16T12:16:12+00:00", 
      "content_html": "<p>\ud83d\ude80 2026 \u5e74\u4e86\uff0c\u8fd8\u5728\u624b\u5199\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\uff1f\u8fd9\u4e2a AI Agent \u80fd\u8ba9\u4f60\u7528\u4e00\u53e5\u8bdd\u4ee3\u66ff 100 \u884c\u4ee3\u7801\uff01---</p>\n<h2>\ud83d\udcd6 \u5bfc\u8bfb 2026 \u5e74\u4e86\uff0cSelenium \u3001Playwright \u8fd9\u4e9b\u8001\u53e4\u8463\u8fd8\u5728\u5403\u7070\u5417\uff1f\u522b\u518d\u5199\u90a3\u4e9b\u5197\u957f\u7684\u4ee3\u7801\u4e86\uff01</h2>\n<p>\ud83e\udd2b\u4eca\u5929\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e2a\u795e\u5668\u2014\u2014AutoGLM Browser Agent \u53ea\u9700\u8981\u53d1\u4e00\u6761\u6307\u4ee4\uff1a</p>\n<pre><code class=\"language-bash\">autoglm run --task '\u5728\u4eac\u4e1c\u641c\u7d22 iPhone 15 \uff0c\u627e\u5230\u4ef7\u683c\u6700\u4f4e\u7684\u5546\u54c1'\n</code></pre>\n<hr/>\n<p>AI Agent \u5c31\u80fd\u81ea\u52a8\u5e2e\u4f60\u5b8c\u6210\u64cd\u4f5c\uff01</p>\n<h2>\ud83e\udd16 \u4ec0\u4e48\u662f AutoGLM Browser Agent \uff1f</h2>\n<p>AutoGLM Browser Agent \u662f\u4e00\u4e2a AI \u9a71\u52a8\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u4ee3\u7406\uff0c\u5b83\u4e0d\u9700\u8981\u4f60\u5199\u4efb\u4f55\u4ee3\u7801\uff01\u4f60\u53ea\u9700\u8981\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4efb\u52a1\uff0cAI Agent \u5c31\u80fd\u81ea\u52a8\u5b8c\u6210\uff1a\n\u2705 \u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316\n\u2705 \u8d2d\u7269\u6bd4\u4ef7\n\u2705 \u4fe1\u606f\u91c7\u96c6\n\u2705 \u590d\u6742\u4ea4\u4e92\u4e00\u53e5\u8bdd\u641e\u5b9a\uff0c\n\u6bd4\u5199 100 \u884c\u4ee3\u7801\u8fd8\u7b80\u5355\uff01</p>\n<hr/>\n<h2>\ud83d\udd25 \u5b83\u80fd\u505a\u4ec0\u4e48\uff1f</h2>\n<h3>1\ufe0f\u20e3 \u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316</h3>\n<pre><code class=\"language-bash\">autoglm run --task '\u5728\u5c0f\u7ea2\u4e66\u641c\u7d22'AI Agent \u6d4f\u89c8\u5668\u81ea\u52a8\u5316'\uff0c\u627e\u5230\u70b9\u8d5e\u6700\u9ad8\u7684 3 \u7bc7\u6587\u7ae0'\n</code></pre>\n<p>\u4e00\u952e\u5e2e\u4f60\u627e\u5230\u70ed\u95e8\u5185\u5bb9\uff0c\u7701\u65f6\u7701\u529b\uff01</p>\n<h3>2\ufe0f\u20e3 \u8d2d\u7269\u6bd4\u4ef7</h3>\n<pre><code class=\"language-bash\">autoglm run --task '\u5728\u4eac\u4e1c\u641c\u7d22'iPhone 15'\uff0c\u5bf9\u6bd4\u524d 5 \u4e2a\u5546\u54c1\u7684\u4ef7\u683c\u548c\u8bc4\u4ef7'\n</code></pre>\n<p>\u4ef7\u683c\u5bf9\u6bd4\u3001\u8bc4\u4ef7\u5206\u6790\uff0c\u4e00\u79d2\u641e\u5b9a\uff01</p>\n<h3>3\ufe0f\u20e3 \u4fe1\u606f\u91c7\u96c6</h3>\n<pre><code class=\"language-bash\">autoglm run --task '\u5728 GitHub Trending \u83b7\u53d6\u524d 10 \u4e2a\u70ed\u95e8\u9879\u76ee\u540d\u79f0\u548c\u63cf\u8ff0'autoglm run --task '\u5728\u6398\u91d1\u641c\u7d22'AI Agent'\uff0c\u63d0\u53d6\u6587\u7ae0\u6807\u9898\u548c\u94fe\u63a5'\n</code></pre>\n<p>\u6570\u636e\u91c7\u96c6\uff0c\u81ea\u52a8\u5b8c\u6210\uff01</p>\n<h3>4\ufe0f\u20e3 \u590d\u6742\u4ea4\u4e92</h3>\n<pre><code class=\"language-bash\">autoglm run --task '\u767b\u5f55 GitHub \uff0c\u7ed9'AutoGLM'\u9879\u76ee\u70b9\u8d5e\u5e76 fork'\n</code></pre>\n<p>\u767b\u5f55\u3001\u70b9\u8d5e\u3001fork \uff0c\u4e00\u952e\u5b8c\u6210\uff01</p>\n<hr/>\n<h2>\ud83e\udde0 \u5de5\u4f5c\u539f\u7406 AutoGLM Browser Agent \u7684\u5de5\u4f5c\u6d41\u7a0b\u975e\u5e38\u7b80\u5355\uff1a</h2>\n<ol>\n<li><strong>AI \u7406\u89e3\u610f\u56fe</strong> \ud83e\udde0   </li>\n</ol>\n<ul>\n<li>\u4f60\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4efb\u52a1   </li>\n<li>AI \u89e3\u6790\u4efb\u52a1\uff0c\u62c6\u89e3\u6210\u5177\u4f53\u64cd\u4f5c\u6b65\u9aa4</li>\n</ul>\n<ol>\n<li><strong>Chrome \u6269\u5c55\u6267\u884c</strong> \ud83d\ude80   </li>\n</ol>\n<ul>\n<li>\u81ea\u52a8\u6253\u5f00 Chrome \u6d4f\u89c8\u5668   </li>\n<li>\u6267\u884c\u64cd\u4f5c\u6b65\u9aa4   </li>\n<li>\u5b9e\u65f6\u622a\u56fe\u53cd\u9988\u7ed3\u679c</li>\n</ul>\n<ol>\n<li><strong>\u5b9e\u65f6\u53cd\u9988</strong> \ud83d\udcf1  </li>\n</ol>\n<ul>\n<li>\u6bcf\u4e2a\u64cd\u4f5c\u90fd\u6709\u622a\u56fe\u8bb0\u5f55   </li>\n<li>\u4fbf\u4e8e\u4f60\u67e5\u770b\u6267\u884c\u8fc7\u7a0b</li>\n</ul>\n<hr/>\n<h2>\ud83d\udcca \u548c\u4f20\u7edf\u65b9\u6848\u5bf9\u6bd4</h2>\n<table>\n<thead>\n<tr>\n<th>\u7279\u6027</th>\n<th>Selenium/Playwright</th>\n<th>AutoGLM Browser Agent</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u5b66\u4e60\u66f2\u7ebf</td>\n<td>\u26a0\ufe0f\u26a0\ufe0f\u26a0\ufe0f\u26a0\ufe0f\u26a0\ufe0f</td>\n<td>\u2705\u2705\u2705\u2705\u2705</td>\n</tr>\n<tr>\n<td>\u4ee3\u7801\u91cf</td>\n<td>100+\u884c</td>\n<td>1 \u884c</td>\n</tr>\n<tr>\n<td>\u9875\u9762\u6539\u7248\u5f71\u54cd</td>\n<td>\u274c\u274c\u274c\u274c\u274c</td>\n<td>\u2705\u2705\u2705\u2705\u2705</td>\n</tr>\n<tr>\n<td>AI \u81ea\u52a8\u8bc6\u522b</td>\n<td>\u274c</td>\n<td>\u2705</td>\n</tr>\n<tr>\n<td>\u5b66\u4e60\u6210\u672c</td>\n<td>\u26a0\ufe0f\u26a0\ufe0f\u26a0\ufe0f\u26a0\ufe0f</td>\n<td>\u2705</td>\n</tr>\n</tbody></table><p>AutoGLM Browser Agent \u6700\u5927\u7684\u4f18\u52bf\u5c31\u662f\uff1a<strong>\u4f1a\u8bf4\u8bdd\u5c31\u884c</strong>\uff01</p>\n<hr/>\n<h2>\ud83d\udd10 \u9047\u5230\u767b\u5f55\u600e\u4e48\u529e\uff1f</h2>\n<p>AutoGLM Browser Agent \u975e\u5e38\u667a\u80fd\uff0c\u9047\u5230\u767b\u5f55\u4f1a\u81ea\u52a8\u6682\u505c\uff1a</p>\n<pre><code class=\"language-bash\">autoglm run --task '\u767b\u5f55 GitHub \uff0c\u7ed9'AutoGLM'\u9879\u76ee\u70b9\u8d5e\u5e76 fork'\n</code></pre>\n<p>\u6267\u884c\u5230\u767b\u5f55\u6b65\u9aa4\u65f6\uff0c\u4f1a\u81ea\u52a8\u6682\u505c\u5e76\u63d0\u793a\u4f60\uff1a\n\ud83d\udc64 <strong>\u9700\u8981\u4f60\u624b\u52a8\u767b\u5f55 GitHub</strong>\u5b8c\u6210\u540e\u8f93\u5165'\u7ee7\u7eed'\uff0cAI Agent \u4f1a\u81ea\u52a8\u7ee7\u7eed\u540e\u7eed\u64cd\u4f5c\uff01</p>\n<hr/>\n<h2>\ud83d\udca1 \u5b9e\u7528\u6280\u5de7</h2>\n<h3>1\ufe0f\u20e3 \u6307\u5b9a\u8d77\u59cb URL</h3>\n<pre><code class=\"language-bash\">autoglm run --task '\u4ece https://juejin.cn \u5f00\u59cb\uff0c\u641c\u7d22'AI Agent'\uff0c\u63d0\u53d6\u524d 5 \u7bc7\u6587\u7ae0\u6807\u9898'\n</code></pre>\n<p>\u6307\u5b9a\u8d77\u59cb\u9875\u9762\uff0c\u66f4\u7cbe\u51c6\uff01</p>\n<h3>2\ufe0f\u20e3 \u590d\u7528\u4f1a\u8bdd</h3>\n<pre><code class=\"language-bash\">autoglm run --task '\u7ee7\u7eed\u4e4b\u524d\u7684\u4f1a\u8bdd\uff0c\u5b8c\u6210 GitHub \u767b\u5f55\u5e76\u70b9\u8d5e'\n</code></pre>\n<p>\u4fdd\u6301\u4f1a\u8bdd\u72b6\u6001\uff0c\u8fde\u7eed\u64cd\u4f5c\uff01</p>\n<h3>3\ufe0f\u20e3 \u660e\u786e\u6307\u4ee4\u6548\u679c\u66f4\u597d</h3>\n<pre><code class=\"language-bash\">autoglm run --task '\u5728\u4eac\u4e1c\u641c\u7d22 iPhone 15 \uff0c\u627e\u5230\u4ef7\u683c\u6700\u4f4e\u7684\u5546\u54c1\u5e76\u622a\u56fe'\n</code></pre>\n<h2>\u8d8a\u5177\u4f53\u7684\u6307\u4ee4\uff0c\u7ed3\u679c\u8d8a\u51c6\u786e\uff01</h2>\n<h2>\ud83c\udfaf \u603b\u7ed3</h2>\n<p>2026 \u5e74\u4e86\uff0c\u8fd8\u5728\u624b\u5199\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u4ee3\u7801\uff1f\u628a\u65f6\u95f4\u82b1\u5728\u66f4\u6709\u4ef7\u503c\u7684\u4e8b\u60c5\u4e0a\u5427\uff01\u8ba9 AI Agent \u5e2e\u4f60\u641e\u5b9a\u90a3\u4e9b\u7e41\u7410\u7684\u6d4f\u89c8\u5668\u64cd\u4f5c\uff0c\u4f60\u53ea\u9700\u8981\uff1a\n\u270d\ufe0f <strong>\u5199\u6307\u4ee4</strong>\ud83e\udd16 <strong>AI \u6267\u884c</strong>\ud83d\udcf1 <strong>\u67e5\u770b\u7ed3\u679c</strong> <strong>\u4e00\u53e5\u8bdd\u4ee3\u66ff 100 \u884c\u4ee3\u7801</strong>\uff0c\u8fd9\u5c31\u662f AutoGLM Browser Agent \u7684\u9b54\u529b\uff01\ud83d\ude80\n<strong>\u7acb\u5373\u4f53\u9a8c</strong>\uff0c\u8ba9 AI \u5e2e\u4f60\u81ea\u52a8\u5316\u4e00\u5207\uff01</p>\n<hr/>\n<h2>AutoClaw \u4f7f\u7528</h2>\n<p><a href=\"https://autoglm.zhipuai.cn/autoclaw/\" rel=\"nofollow\">autoclaw \u5b98\u7f51</a> Browser use</p>\n", 
      "date_published": "2026-04-16T12:14:21+00:00", 
      "title": "\u522b\u518d\u5199 Selenium \u4e86\uff01\u8fd9\u4e2a AI Agent \u4e00\u6761\u547d\u4ee4\u641e\u5b9a\u6d4f\u89c8\u5668\u81ea\u52a8\u5316", 
      "id": "https://www.v2ex.com/t/1206422"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/bouts0309", 
        "name": "bouts0309", 
        "avatar": "https://cdn.v2ex.com/avatar/f624/5360/587130_large.png?m=1776700608"
      }, 
      "url": "https://www.v2ex.com/t/1206292", 
      "title": "\u7ed9\u7528\u6237\u914d\u7f6e\u4e13\u95e8\u7684\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u53ea\u80fd\u4eba\u5de5\u8c03\u6559\u5417", 
      "id": "https://www.v2ex.com/t/1206292", 
      "date_published": "2026-04-16T03:30:24+00:00", 
      "content_html": "<p>\u4efb\u52a1\u4e5f\u8fd8\u597d\u5c31\u662f\u8c03\u6559\u51fa\u6765\u4e00\u6bb5\u63d0\u793a\u8bcd\uff0c\u56de\u7b54\u4e00\u4e9b\u7b80\u5355\u7684\u95ee\u9898</p>\n<p>\u4e0d\u8fc7\u4e0d\u540c\u7684\u7528\u6237\u9700\u6c42\u3001\u60f3\u6cd5\u4e0d\u4e00\u6837\uff0c\u6d41\u7a0b\u5f88\u96be\u505a\u5230\u901a\u7528</p>\n<p>\u63d0\u793a\u8bcd\u53ef\u4ee5\u8ba9 cc \u53bb\u4f18\u5316\uff0c\u4f46\u662f\u5224\u65ad\u6548\u679c\u6709\u6ca1\u6709\u8fbe\u5230\u9700\u6c42\u4f3c\u4e4e\u53ea\u80fd\u4eba\u5de5</p>\n<p>\u8d39\u52b2\uff0c\u8fd8\u4e0d\u5982\u5199\u4ee3\u7801\u5bf9\u5c31\u662f\u5bf9\u9519\u5c31\u662f\u9519\ud83d\ude35</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Jackchen0001", 
        "name": "Jackchen0001", 
        "avatar": "https://cdn.v2ex.com/gravatar/e63c2e5eb53ea786f0b81a55e17e700e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1205998", 
      "date_modified": "2026-04-15T02:53:37+00:00", 
      "content_html": "<p>open-multi-agent \uff0cTypeScript \u591a Agent \u7f16\u6392\u6846\u67b6\uff0c\u53d1\u5e03 2 \u5468 GitHub 5700+ stars \u3002</p>\n<p>\u5c34\u5c2c\u7684\u662f\u7528\u6237\u51e0\u4e4e\u5168\u5728\u6d77\u5916\u3002\u56fd\u5185\u7528 TypeScript \u505a AI Agent \u7684\u4eba\u6211\u63a5\u89e6\u4e0d\u5230\uff0c\u6240\u4ee5\u6765\u95ee\u95ee V \u53cb\u3002</p>\n<p>\u60f3\u95ee\u4e24\u4e2a\u4e8b\uff1a</p>\n<p>1 \u3001\u4f60\u4eec\u505a\u591a Agent \u7528\u7684\u4ec0\u4e48\u65b9\u6848\uff1f\u81ea\u5df1\u642d\u7684\u8fd8\u662f\u7528\u4e86\u4ec0\u4e48\u6846\u67b6\uff0c\u662f\u600e\u4e48\u9009\u7684\u5462\uff1f </p>\n<p>2 \u3001\u5de5\u5177\u94fe\u91cc\u6709\u6ca1\u6709\u81ea\u5df1\u9020\u4e86\u4f46\u540e\u6094\u7684\u73af\u8282\uff0c\u91cd\u6765\u4f1a\u76f4\u63a5\u4e70\u73b0\u6210\u7684\uff1f</p>\n<p>\u6709\u5b9e\u9645\u7ecf\u9a8c\u7684\u8001\u54e5\u804a\u804a\uff5e</p>\n", 
      "date_published": "2026-04-15T02:51:24+00:00", 
      "title": "\u505a\u4e86\u4e2a TS \u591a Agent \u6846\u67b6\u62ff\u4e86 5700+ stars\uff0c\u4f46\u53d1\u73b0\u56fd\u5185\u51e0\u4e4e\u6ca1\u4eba\u7528\uff0c\u60f3\u4e86\u89e3\u4e0b\u5927\u5bb6\u7684\u60c5\u51b5", 
      "id": "https://www.v2ex.com/t/1205998"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jarryli", 
        "name": "jarryli", 
        "avatar": "https://cdn.v2ex.com/gravatar/d81c6f7c4f9170a5c78a9813d8174c50?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1205911", 
      "title": "\u670b\u53cb\u95f2\u804a\uff1a AI \u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\u2014\u5de5\u5177\u3001\u8ba4\u77e5\u4e0e\u4ea7\u4e1a\u7684\u518d\u601d\u8003", 
      "id": "https://www.v2ex.com/t/1205911", 
      "date_published": "2026-04-14T14:28:36+00:00", 
      "content_html": "<h1>AI \u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\u2014\u5de5\u5177\u3001\u8ba4\u77e5\u4e0e\u4ea7\u4e1a\u7684\u518d\u601d\u8003</h1>\n<blockquote>\n<p>\u524d\u4e24\u5929\u4e0e\u670b\u53cb\u8001\u738b\u548c\u8001\u5f20\u804a\u5929\uff0c\u4e00\u8d77\u8ba8\u8bba\u4e86\u5173\u4e8e AI \u76ee\u524d\u53d1\u5c55\u7684\u95ee\u9898\u3002\u5176\u4e2d\u4e3b\u8981\u8ba8\u8bba\u4e86 3 \u4e2a\u95ee\u9898\uff0c\u73b0\u5728\u603b\u7ed3\u5982\u4e0b\u3002</p>\n</blockquote>\n<h2>\u6838\u5fc3\u8ba8\u8bba</h2>\n<h3>1.  AI \u5230\u5e95\u662f\u4ec0\u4e48\uff1f</h3>\n<h3>2.  AI \u80fd\u5426\u7406\u89e3\u4eba\u7c7b\uff1f</h3>\n<h3>3.  AI \u662f\u5426\u771f\u6b63\u521b\u9020\u4e86\u4ea7\u4e1a\u4ef7\u503c\uff1f</h3>\n<hr/>\n<h2>\u4e00\u3001AI \u7684\u672c\u8d28\uff1a\u662f\u6982\u7387\u673a\u5668\uff0c\u8fd8\u662f\u8ba4\u77e5\u96cf\u5f62\uff1f</h2>\n<p><strong>\u8001\u738b</strong> \u8ba4\u4e3a\uff0c\u5f53\u524d\u7684 AI \u5e76\u975e\u771f\u6b63\u7684\u667a\u80fd\uff0c\u867d\u7136\u662f\u5927\u6a21\u578b\uff0c\u4f46\u672c\u8d28\u4e0a\u4ecd\u7136\u662f\u57fa\u4e8e\u6982\u7387\u7edf\u8ba1\u7684\u8ba1\u7b97\u7cfb\u7edf\u3002\u8ba1\u7b97\u673a\u57fa\u4e8e\u51af\u00b7\u8bfa\u4f9d\u66fc\u4f53\u7cfb\u7684 0-1 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\u672c\u8d28\u4e0a\u8fd8\u662f\u6982\u7387\u7edf\u8ba1\uff0c\u5e76\u6ca1\u6709\u4eba\u7c7b\u90a3\u6837\u53d1\u6563\u7684\u601d\u7ef4\u3002\u4f46 AI \u53d1\u5c55\u5f88\u5feb\uff0c\u672a\u6765\u4e5f\u8bb8\u53ef\u4ee5\u3002</p>\n</blockquote>\n<hr/>\n<h2>\u4e8c\u3001\u8bed\u8a00\u4e0e\u8ba4\u77e5\uff1a\u5f62\u5f0f\u903b\u8f91\u4e0e\u975e\u5f62\u5f0f\u8bed\u8a00\u4e4b\u4e89</h2>\n<p><strong>\u8001\u738b</strong> \u5f15\u7528\u201c\u9053\u53ef\u9053\uff0c\u975e\u5e38\u9053\u201d\uff1a\u80fd\u591f\u7528\u8bed\u8a00\u8868\u8fbe\u7684\u5185\u5bb9\u8ba1\u7b97\u673a\u624d\u80fd\u7406\u89e3\uff0c\u65e0\u6cd5\u7528\u8bed\u8a00\u8868\u8fbe\u7684\u5185\u5bb9\u8ba1\u7b97\u673a\u7406\u89e3\u4e0d\u4e86\u3002\u8ba1\u7b97\u673a\u7406\u89e3\u7684\u662f\u5f62\u5f0f\u8bed\u8a00\uff0c\u800c\u4eba\u7c7b\u6709\u5f88\u591a\u975e\u5f62\u5f0f\u8bed\u8a00\uff0c\u5982\u62bd\u8c61\u3001\u610f\u8bc6\u3001\u60c5\u7eea\u3001\u601d\u7ef4\u3002<strong>\u8001\u738b</strong> \u8ba4\u4e3a\uff0c\u5c3d\u7ba1\u73b0\u5728\u7684 LLM 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\u5219\u6301\u4e0d\u540c\u7684\u7acb\u573a\uff1a</p>\n<blockquote>\n<p>\u65e0\u6cd5\u5b8c\u5168\u8868\u8fbe \u2260 \u65e0\u6cd5\u903c\u8fd1\u8868\u8fbe</p>\n</blockquote>\n<p><strong>\u8001\u5f20</strong> 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\u4ea7\u4e1a\uff1a\u865a\u5047\u7e41\u8363\u8fd8\u662f\u5fc5\u7ecf\u4e4b\u8def\uff1f</h2>\n<p><strong>\u8001\u738b</strong> \u4ece\u4ea7\u4e1a\u7b2c\u4e00\u3001\u7b2c\u4e8c\u3001\u7b2c\u4e09\u4ea7\u4e1a\u7684\u89d2\u5ea6\u6307\u51fa\uff1a\u76ee\u524d AI \u8fc7\u5ea6\u706b\u70ed\uff0c\u5b58\u5728\u865a\u5047\u7e41\u8363\uff0c\u662f\u5728\u81ea\u5df1\u7684\u884c\u4e1a\u91cc\u5185\u5faa\u73af\uff0c\u800c\u6ca1\u6709\u63d0\u5347\u519c\u4e1a\u3001\u5de5\u4e1a\u7b49\u5b9e\u4e1a\u4e2d\u7684\u6548\u7387\u548c\u6548\u679c\u3002\u56e0\u6b64\uff0c\u5f53\u524d\u7684 tokens \u7ecf\u6d4e\u5b58\u5728\u4e00\u5b9a\u9690\u60a3\uff0c\u9700\u8981\u8ba4\u8bc6\u5230\u8fd9\u4e00\u70b9\uff0c\u5e76\u628a AI \u7684\u80fd\u529b\u8d4b\u80fd\u5230\u5b9e\u4f53\u7ecf\u6d4e\u4e2d\u3002</p>\n<p><strong>\u8001\u738b</strong> 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AI \u5316\u6539\u9020\u3001\u6478\u6e05\u695a\u5982\u4f55\u5229\u7528 AI \u8d4b\u80fd\u4e4b\u540e\uff0c\u624d\u80fd\u9010\u6e10\u7ed9\u5b9e\u4e1a\u754c\u8d4b\u80fd\u3002\u5f53\u524d AI \u5b58\u5728\u4e00\u5b9a\u6ce1\u6cab\uff0c\u4f46\u7b26\u5408\u6280\u672f\u53d1\u5c55\u89c4\u5f8b\u3002AI \u4ecd\u5904\u4e8e\u81ea\u6211\u8fdb\u5316\u9636\u6bb5\u3002\u76f8\u4fe1\u4e0d\u4e45\u7684\u5c06\u6765\uff0cAI \u5c31\u4f1a\u6e17\u900f\u8fdb\u5404\u884c\u5404\u4e1a\uff0c\u5e76\u4e3a\u4ea7\u4e1a\u5e26\u6765\u5b9e\u9645\u7684\u4ef7\u503c\u3002</p>\n<blockquote>\n<p>\u6211\u7684\u770b\u6cd5\uff1a\u4f9d\u7136\u662f\u5404\u6709\u9053\u7406\u3002\u8001\u738b\u662f\u7ad9\u5728\u5f53\u524d\u72b6\u51b5\u8bf4\u7684\uff0c\u800c\u8001\u5f20\u770b\u7684\u662f\u672a\u6765\u53d1\u5c55\u3002\u5f53\u524d\u7b97\u529b\u7ecf\u6d4e\u4e0e token \u7ecf\u6d4e\u7684\u786e\u8fc7\u4e8e\u706b\u70ed\uff0c\u6709\u5f88\u591a\u7684\u6ce1\u6cab\u3002\u4f46\u672a\u6765 AI 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      "content_html": "kimi \u5b98\u7f51 k2.6-code-preview \u5df2\u7ecf\u4e0a\u7ebf\uff0c\u51c6\u5907\u5145\u503c\uff0c\u5404\u4f4d\u8001\u94c1\u6709\u6ca1\u6709\u8bd5\u8fc7\u7684\uff1f", 
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      "title": "kimi 2.6 \u6709\u6ca1\u6709\u7528\u8fc7\u7684\uff1f\u548c\u667a\u666e 5.1 \u6bd4\u5982\u4f55\uff1f", 
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    {
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        "url": "https://www.v2ex.com/member/szsgz", 
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      "url": "https://www.v2ex.com/t/1205605", 
      "title": "\u6211\u8be5\u8ba2\u9605\u54ea\u5bb6 AI?", 
      "id": "https://www.v2ex.com/t/1205605", 
      "date_published": "2026-04-13T14:21:05+00:00", 
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    {
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      "url": "https://www.v2ex.com/t/1205420", 
      "title": "Coding Plan \u63a8\u8350", 
      "id": "https://www.v2ex.com/t/1205420", 
      "date_published": "2026-04-13T02:32:31+00:00", 
      "content_html": "<p>\u672c\u6765\u60f3\u4f53\u9a8c\u4e00\u4e0b\u667a\u8c31\u7684 GLM5.1,\u7ed3\u679c\u4eca\u5929 10 \u70b9\u4e00\u8fdb\u53bb\u5c31\u63d0\u793a\u8bbf\u95ee\u4eba\u6570\u592a\u591a\uff0c\u7b49\u91cd\u65b0\u80fd\u8bbf\u95ee\u65f6\u5df2\u7ecf\u53d8\u6210\u552e\u7f44\u4e86\u3002\u6211\u4e0d\u77e5\u9053\u662f\u641e\u9965\u997f\u8425\u9500\u8fd8\u662f\u771f\u7684\u7b97\u529b\u4e0d\u8db3\u3002\u60f3\u95ee\u4e0b\u5404\u4f4d\u5927\u4f6c\uff0c\u6709\u6ca1\u6709\u63a8\u8350\u7684 coding plan \u3002</p>\n"
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    {
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      "url": "https://www.v2ex.com/t/1204781", 
      "title": "MacOS \u4e0a\u642d\u5efa\u4e86\u672c\u5730\u7684 Gemma4\uff0c\u5982\u4f55\u4e0e\u5b83\u534f\u4f5c\u6700\u9ad8\u6548\uff1f", 
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      "url": "https://www.v2ex.com/t/1204224", 
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        "name": "Rain59", 
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      "title": "\ud83d\ude80 \u5f00\u6e90\u53d1\u5e03\uff01\u5168\u6808 AI Agent \u5b9e\u6218\u9879\u76ee & \u4fdd\u59c6\u7ea7\u6559\u7a0b", 
      "id": "https://www.v2ex.com/t/1202672", 
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      "content_html": "<p><a href=\"https://github.com/haowen-xu/autodev\" rel=\"nofollow\">https://github.com/haowen-xu/autodev</a></p>\n<p>\u76ee\u524d\u9002\u914d\u4e86 ChatGPT (codex)\uff0c\u8ba1\u5212\u9002\u914d Claude Code \u3002</p>\n<h2>\u8fd9\u662f\u4ec0\u4e48\uff1f</h2>\n<p>\u4e00\u53e5\u8bdd\uff1a<strong>\u4f60\u5199\u4e00\u4e2a\u9700\u6c42\u6587\u6863\uff0c\u5b83\u5e2e\u4f60\u628a\u4ee3\u7801\u5f00\u53d1\u5b8c\u3002</strong></p>\n<p>autodev \u662f\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u811a\u672c\u3002\u4f60\u628a\u529f\u80fd\u9700\u6c42\u5199\u6210\u4e00\u4e2a Markdown \u6587\u4ef6\uff0c\u4ea4\u7ed9\u5b83\uff0c\u5b83\u4f1a\u81ea\u52a8\uff1a</p>\n<ol>\n<li><strong>\u89c4\u5212</strong>\uff1a\u628a\u4f60\u7684\u9700\u6c42\u62c6\u89e3\u6210\u4e00\u6b65\u4e00\u6b65\u53ef\u6267\u884c\u7684\u5f00\u53d1\u4efb\u52a1</li>\n<li><strong>\u5f00\u53d1</strong>\uff1adev agent \u7167\u7740\u4efb\u52a1\u6e05\u5355\u5199\u4ee3\u7801</li>\n<li><strong>\u5ba1\u67e5</strong>\uff1areview agent \u72ec\u7acb\u9a8c\u6536\uff0c\u68c0\u67e5\u4ee3\u7801\u6709\u6ca1\u6709\u6309\u8981\u6c42\u505a\u5230\u4f4d</li>\n<li><strong>\u4ef2\u88c1</strong>\uff1a\u5982\u679c dev \u548c review \u53cd\u590d\u5bf9\u4e0d\u4e0a\uff0c\u4ef2\u88c1\u8005\u51fa\u9762\u8c03\u89e3</li>\n<li><strong>\u5408\u5e76</strong>\uff1a\u9a8c\u6536\u901a\u8fc7\u540e\uff0c\u81ea\u52a8\u63d0\u4ea4\u3001\u5408\u5e76\u3001\u63a8\u9001</li>\n</ol>\n<hr/>\n<h2>\u6838\u5fc3\u673a\u5236</h2>\n<h3>Plan \u2192 Dev \u2192 Review \u95ed\u73af</h3>\n<pre><code>\u4f60\u7684\u9700\u6c42\u6587\u6863 (xxx.md)\n        \u2193\n   [plan agent]  \u2190 \u628a\u9700\u6c42\u7ec6\u5316\u4e3a\u53ef\u6267\u884c\u6b65\u9aa4\n        \u2193\n  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n  \u2502  [dev agent]   \u6309\u6e05\u5355\u5f00\u53d1            \u2502\n  \u2502       \u2195  (disagreement \u2192 arbitrator) \u2502\n  \u2502  [review agent] \u72ec\u7acb\u5ba1\u67e5             \u2502\n  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n        \u2193 \u5ba1\u67e5\u901a\u8fc7\n   [merge]  \u63d0\u4ea4 / \u5408\u5e76 / \u63a8\u9001\n</code></pre>\n<p><strong>dev \u548c review \u5404\u81ea\u7ef4\u62a4\u4e00\u4efd todo \u6e05\u5355</strong>\uff08\u5185\u5bb9\u4e00\u4e00\u5bf9\u5e94\uff09\uff0c\u4e92\u4e0d\u5e72\u6270\u5730\u63a8\u8fdb\u3002</p>\n<ul>\n<li>dev \u8ba4\u4e3a\"\u5f00\u53d1\u5b8c\u6210\"\u2192 \u4ea4\u7ed9 review \u9a8c\u6536</li>\n<li>review \u8ba4\u4e3a\"\u6ca1\u505a\u5b8c\"\u2192 \u6253\u56de\u7ed9 dev \u7ee7\u7eed</li>\n<li>\u8fde\u7eed\u4e24\u6b21\u90fd\u5bf9\u4e0d\u4e0a \u2192 <strong>\u4ef2\u88c1\u8005\u51fa\u573a</strong></li>\n</ul>\n<h3>\u4ef2\u88c1\u8005\uff08 Arbitrator \uff09</h3>\n<p>\u4ef2\u88c1\u8005\u662f\u6700\u7ec8\u88c1\u5224\u3002\u5b83\u4f1a\uff1a</p>\n<ul>\n<li>\u9605\u8bfb dev \u548c review \u53cc\u65b9\u7684\u6e05\u5355\u548c\u5206\u6b67</li>\n<li>\u8981\u4e48<strong>\u6539\u5199\u53cc\u65b9\u7684\u6e05\u5355</strong>\uff0c\u8ba9 dev \u91cd\u65b0\u5f00\u53d1</li>\n<li>\u8981\u4e48<strong>\u5224\u5b9a\u5f00\u53d1\u5df2\u5b8c\u6210</strong>\uff0c\u8df3\u8fc7\u4e89\u8bae\u76f4\u63a5\u8fdb\u5165\u5408\u5e76</li>\n</ul>\n<p>\u4ef2\u88c1\u6700\u591a\u8fdb\u884c <strong>5 \u8f6e</strong>\uff0c\u9632\u6b62\u6b7b\u5faa\u73af\u3002</p>\n<hr/>\n<h2>\u5feb\u901f\u4e0a\u624b</h2>\n<h3>1. \u5b89\u88c5</h3>\n<pre><code class=\"language-bash\">pip install git+https://github.com/haowen-xu/autodev.git\n</code></pre>\n<h3>2. \u51c6\u5907\u9700\u6c42\u6587\u6863</h3>\n<p>\u5728\u9879\u76ee\u91cc\u5199\u4e00\u4e2a Markdown \u6587\u4ef6\uff0c\u63cf\u8ff0\u4f60\u8981\u5f00\u53d1\u4ec0\u4e48\u529f\u80fd\u3002\u683c\u5f0f\u53ef\u4ee5\u53c2\u8003 <code>docs/plans/</code> \u76ee\u5f55\u4e0b\u7684\u793a\u4f8b\u3002</p>\n<blockquote>\n<p><strong>\u524d\u63d0</strong>\uff1a\u4f60\u7684\u4ee3\u7801\u5e93\u9700\u8981\u6709 <code>docs/</code> \u6587\u6863\u4f53\u7cfb\u548c <code><a href=\"http://AGENTS.md\" rel=\"nofollow\">AGENTS.md</a></code> \u6587\u4ef6\uff0c\u7528\u6765\u7ed9\u5404\u4e2a agent \u63d0\u4f9b\u9879\u76ee\u4e0a\u4e0b\u6587\u3002\u53ef\u4ee5\u53c2\u8003\u672c\u9879\u76ee\u7684\u5199\u6cd5\u3002</p>\n</blockquote>\n<h3>3. \u8fd0\u884c</h3>\n<pre><code class=\"language-bash\"># \u57fa\u672c\u7528\u6cd5\nautodev -P docs/my-feature.md\n\n# \u5f00\u72ec\u7acb worktree \uff08\u63a8\u8350\uff1a\u4e0d\u5f71\u54cd\u4e3b\u5e72\uff0c\u53ef\u5e76\u884c\u5f00\u591a\u4e2a\u529f\u80fd\uff09\nautodev -P docs/my-feature.md -T\n\n# worktree \u5b8c\u6210\u540e\u81ea\u52a8\u5408\u5e76\u56de\u4e3b\u5206\u652f\nautodev -P docs/my-feature.md -T --merge\n</code></pre>\n<hr/>\n<h2>\u5e76\u884c\u5f00\u53d1\u591a\u4e2a\u529f\u80fd</h2>\n<p><code>-T</code> \u53c2\u6570\u4f1a\u5728\u540c\u4e00\u4e2a\u4ee3\u7801\u5e93\u5f00\u4e00\u4e2a\u72ec\u7acb\u7684 <code>git worktree</code>\uff0c\u8fd9\u610f\u5473\u7740\uff1a</p>\n<ul>\n<li>\u4e0d\u540c\u529f\u80fd\u4e92\u4e0d\u5e72\u6270</li>\n<li>\u53ef\u4ee5<strong>\u540c\u65f6\u8dd1\u591a\u4e2a autodev \u8fdb\u7a0b</strong>\uff0c\u5e76\u884c\u5f00\u53d1\u4e0d\u540c feature</li>\n<li>\u6bcf\u4e2a worktree \u5b8c\u6210\u540e\u52a0 <code>--merge</code> \u81ea\u52a8\u5408\u5e76\u56de\u4e3b\u5e72</li>\n</ul>\n", 
      "date_published": "2026-03-31T11:59:04+00:00", 
      "title": "\u5206\u4eab\u4e00\u4e2a\u81ea\u7528\u7684 \u5168\u81ea\u52a8\u5f00\u53d1 \u591a Agent \u7f16\u6392\u811a\u672c", 
      "id": "https://www.v2ex.com/t/1202607"
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      "url": "https://www.v2ex.com/t/1202113", 
      "title": "\u6c42\u4e00\u4e2a agent \u5f00\u53d1\u4ea4\u6d41\u7fa4", 
      "id": "https://www.v2ex.com/t/1202113", 
      "date_published": "2026-03-30T01:43:39+00:00", 
      "content_html": "\u5982\u9898\uff0c\u6c42\u4e00\u4e2a agent \u5f00\u53d1\u4ea4\u6d41\u7fa4"
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    {
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        "url": "https://www.v2ex.com/member/3699", 
        "name": "3699", 
        "avatar": "https://cdn.v2ex.com/gravatar/299be714a41d29534162440b27c49534?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1202065", 
      "title": "superpowers skills \u4f7f\u7528\u4e2d\u7684\u95ee\u9898", 
      "id": "https://www.v2ex.com/t/1202065", 
      "date_published": "2026-03-29T15:18:18+00:00", 
      "content_html": "<p>\u6709\u65f6\u5019\u5f88\u7b80\u5355\u7684\u4fee\u6539\uff0c\u4e5f\u4f1a\u8d70\u8fd9\u4e2a skills \uff0c\u5148\u6574\u6587\u6863\uff0c\u7136\u540e TDD \uff0c\u8001\u6162\u4e86\u3002\n\u6709\u4ec0\u4e48\u65b9\u6cd5\u63a8\u8350\u7684\u5417\uff1f</p>\n"
    }
  ]
}