{
  "version": "https://jsonfeed.org/version/1",
  "title": "\u7a0b\u5e8f\u5458",
  "description": "While code monkeys are not eating bananas, they're coding.",
  "home_page_url": "https://www.v2ex.com/go/programmer",
  "feed_url": "https://www.v2ex.com/feed/programmer.json",
  "icon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_large.png?m=1733731195",
  "favicon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_normal.png?m=1733731195",
  "items": [
    {
      "title": "\u600e\u4e48\u529e\uff0c\u6211\u5df2\u7ecf\u4e60\u60ef\u4e86\u6bcf\u5929\u51e0\u4ebf token \u4e86\u3002\u3002\u3002\u3002",
      "date_published": "2026-06-27T15:54:20+00:00",
      "id": "https://www.v2ex.com/t/1223371",
      "url": "https://www.v2ex.com/t/1223371",
      "author": {
        "name": "Jensond",
        "url": "https://www.v2ex.com/member/Jensond",
        "avatar": "https://cdn.v2ex.com/avatar/8f42/0a93/693025_large.png?m=1782031493"
      },
      "content_html": "<p>\u73a9\u8425\u9500\u8fd8\u5f97\u96f7\u8001\u677f\u554a\uff0c\u6211\u5df2\u7ecf\u4e60\u60ef\u4e86\u6bcf\u65e5\u51e0\u4ebf token \u4e86\uff0c\u9a6c\u4e0a\u5230\u671f\u4e86\uff0c\u600e\u4e48\u529e\uff1f\u843d\u5dee\u5b9e\u5728\u592a\u5927\u4e86\uff0c\u6709\u6ca1\u6709\u540c\u6e29\u5c42\u66ff\u4ee3\u554a\uff0c\u6587\u672c\u6a21\u578b\u5c31\u884c\u554a\uff0c\u521a\u770b\u770b\u5176\u4ed6\u7684 plan \u5355\u4ef7\uff0c\u8089\u75bc\uff01</p>\n"
    },
    {
      "title": "\u6211\u7528 AI \u7684\u5b9e\u8df5\uff1a\u628a\u5927\u4efb\u52a1\u7ed9 AI\uff0c\u51fa\u9519\uff0c\u518d\u62c6\u5206\u5c0f\u4efb\u52a1\u5b8c\u6210\uff0c\u5e76\u8bb0\u5f55\u9519\u8bef\u548c\u4efb\u52a1\u8fc7\u7a0b",
      "date_published": "2026-06-27T13:04:36+00:00",
      "id": "https://www.v2ex.com/t/1223353",
      "url": "https://www.v2ex.com/t/1223353",
      "author": {
        "name": "Chuckle",
        "url": "https://www.v2ex.com/member/Chuckle",
        "avatar": "https://cdn.v2ex.com/avatar/0b33/4c86/604103_large.png?m=1782562131"
      },
      "content_html": "<p>\u5206\u4eab\u4e0b\u5de5\u4f5c\u4e2d\u7684 AI \u5b9e\u8df5\uff0c\u73b0\u5728\u6a21\u578b\u7528 glm5.2 \u66f4\u591a\uff0c\u5de5\u5177\u53f8\u5185\u7528\u7684\uff0c\u5199\u5f97\u5f88\u7cd9\uff0c\u4e5f\u4e0d\u653e\u51fa\u6765\u4e86\uff0c\u7eaf\u5520\u55d1\u4e0b\uff0c\u60f3\u770b\u770b\u8fd9\u79cd\u5b9e\u8df5\u65b9\u5411\u5bf9\u4e0d\u5bf9\uff0c\u6709\u6ca1\u6709\u66f4\u597d\u7528\u7684\u3002</p>\n<h2>\u8bbe\u8ba1</h2>\n<p>\u524d\u63d0\u662f\u6709\u4e00\u4e2a\u8ba9 AI \u80fd\u591f\u8bb0\u5f55\u9519\u8bef\u3001\u4efb\u52a1\u3001\u9879\u76ee\u7b49\u4fe1\u606f\u7684<strong>\u73af\u5883</strong>\u3002\n\u5b9e\u9645\u4e0a\u5c31\u662f\u4e2a cli \u5de5\u5177\uff0c\u518d\u7528 skill + hook \u53bb\u6559 AI \u7528\u8fd9\u4e2a cli \uff0c\u4ee5\u53ca\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u3001\u8bb0\u5f55\u673a\u5236\u3002\u81f3\u4e8e<strong>\u8bb0\u5f55</strong>\u5c31\u662f\u4e00\u5806\u6709\u76ee\u5f55\u7ed3\u6784\u7684 md \u3001yaml \u3001json \u6587\u4ef6\uff0c\u653e\u5230\u4e86 ~/ \u4e0b\u7684\u4e00\u4e2a\u6587\u4ef6\u5939\u91cc\u3002</p>\n<p>\u5728\u8fd9\u4e2a\u73af\u5883\u4e0b\uff0c\u8ba9 AI \u653e\u624b\u53bb\u5e72\uff0c\u4e0d\u9700\u8981\u63d0\u524d\u5582\u5165\u79c1\u57df\u77e5\u8bc6 skill \u6587\u6863\u3002</p>\n<p>\u521a\u5f00\u59cb\uff0cAI \u80af\u5b9a\u4f1a\u9519\uff0c\u4eba\u5de5\u4ecb\u5165\u5f97\u4f1a\u5f88\u9891\u7e41\uff0c\u4f1a\u9047\u5230\u5404\u79cd\u70e7\u8111\u7684\u9519\u8bef\uff0c\u4ee3\u7801\u4e5f\u8981\u9010\u884c cr \uff0c\u4f46\u54ea\u6015\u53ea\u662f\u6539\u4e00\u884c\u5165\u53c2\u9519\u8bef\uff0c\u4e5f\u8981\u5728\u5bf9\u8bdd\u6846\u4e2d\u544a\u8bc9 AI \u539f\u6765\u4e3a\u4ec0\u4e48\u9519\uff0c\u5e94\u8be5\u6539\u6210\u4ec0\u4e48\u3002\u73af\u5883\u4f1a\u8ba9 AI \u80fd\u591f\u8bb0\u5f55\u8fd9\u4e9b\u4fe1\u606f\u3002\u7b49 AI \u719f\u6089\u9879\u76ee\u540e\uff0c\u5c31\u8f7b\u677e\u4e86\u3002</p>\n<p>\u4e0d\u9700\u8981\u62c5\u5fc3\u6709\u9650\u7684\u4e0a\u4e0b\u6587\uff0csubagent \u4e5f\u4e0d\u5fc5\u8981\uff0c\u4e00\u65e6\u89e6\u53d1\u538b\u7f29\uff0c\u8ba9 AI \u8bfb\u53d6\u56de\u73af\u5883\u4e2d\u8bb0\u5f55\u7684\u4efb\u52a1\u3001\u73af\u5883\u4e0a\u4e0b\u6587\u5373\u53ef\uff0c\u5728\u73af\u5883\u4fe1\u606f\u8db3\u591f\u7684\u4e00\u6b21\u5bf9\u8bdd\u4e0b\uff0cAI \u7ecf\u8fc7\u591a\u8f6e\u538b\u7f29\u540e\u8fd8\u80fd\u4fdd\u6301\u5de5\u4f5c\u6d41\uff0c\u5e76\u5b8c\u6210\u4efb\u52a1\u3002</p>\n<p>\u5b9e\u9645\u5f00\u53d1\u9700\u6c42\uff0c\u5f80\u5f80\u6d89\u53ca\u5f88\u591a\u4ed3\u5e93\uff0c\u5728\u8be5\u73af\u5883\u4e2d\u4e0d\u65ad\u8ba9 AI \u5b8c\u6210\u4efb\u52a1\uff0c\u81ea\u7136\u800c\u7136\u4e5f\u8bb0\u5f55\u4e86\u9879\u76ee\u4e4b\u95f4\u7684\u5173\u7cfb\u3001\u5f00\u53d1\u8005\u5e38\u7ed9\u8be5\u9879\u76ee\u7684\u79f0\u547c\u3001\u75db\u70b9\u7b49\u7b49\u3002</p>\n<p>rag \u662f\u6709\u7528\u7684\uff0c\u4f46\u4e0d\u9700\u8981\u591a\u9ad8\u7684\u51c6\u786e\u5ea6\uff0c\u7528\u5c0f\u7684 Embedding \u6a21\u578b + sqlite \u672c\u5730\u8dd1\uff0c\u53ea\u662f\u4e3a\u4e86 AI \u65b9\u4fbf\u6839\u636e\u4efb\u52a1\u63d0\u793a\u8bcd\uff0c\u81ea\u5df1\u5f04\u4e00\u4e9b\u5173\u952e\u8bcd\u53bb\u73af\u5883\u4e2d\u641c\u8bb0\u5f55\u3001\u76f8\u5173\u4efb\u52a1\u7b49\u7b49\u4fe1\u606f\uff0c\u641c\u51fa\u6765\u4e00\u4e2a\u76ee\u5f55\uff0c\u8ba9 AI \u6311\u7740\u8bfb\u53bb\u3002</p>\n<h2>\u4f8b\u5b50</h2>\n<p>\u6628\u5929\u7684\u4e00\u4e2a\u4efb\u52a1\u63d0\u793a\u8bcd\uff0c\u201c\u5c06\u5f53\u524d\u65e7\u7ec4\u4ef6 1.129 \u30020 \u7248\u672c\u4f9d\u8d56\u7684\u65b0\u63d0\u4ea4\uff0c\u8fc1\u79fb\u81f3\u91cd\u6784\u540e\u7684\u65b0\u7ec4\u4ef6\u201d\u3002</p>\n<p>\u80cc\u666f\u662f\u91cd\u6784\u4e86\u4e00\u4e2a\u5341\u591a w \u4ee3\u7801\u7684\u7ec4\u4ef6\uff0c\u62c6\u5206\u6210\u4e86\u4e24\u4e2a\u65b0\u7ec4\u4ef6\uff0c\u5176\u4e2d\u4e00\u4e2a\u8981\u88ab\u5176\u5b83\u5730\u65b9\u590d\u7528\uff0c\u6240\u4ee5 AI \u4e00\u5171\u8981\u770b 3 \u4e2a\u72ec\u7acb\u9879\u76ee\u4ed3\u5e93\u3002\u4ec5\u4e00\u53e5\u8bdd\uff0cAI \u5c31\u5728\u73af\u5883\u4e2d\u627e\u5230\u4e86\u4e00\u5207\u4fe1\u606f\uff0c\u7136\u540e\u82b1\u8d39 20 \u5206\u949f\uff0c3 \u8f6e\u4e0a\u4e0b\u6587\u538b\u7f29\u540e\uff0c100%\u5b8c\u6210\u4e86\u8fc1\u79fb\u3002</p>\n<p>\u6ca1\u6709\u4eba\u5de5\u4ecb\u5165\uff0c\u6211\u4e5f\u5f88\u60ca\u8bb6\uff0c\u53ef\u80fd\u662f\u56e0\u4e3a AI \u5df2\u7ecf\u975e\u5e38\u719f\u6089\u8fd9\u4e2a\u51e0\u4e2a\u9879\u76ee\u4e86\uff0c\u5c31\u7b97\u6ca1\u6709\u544a\u8bc9\u5b83\u8981\u4fdd\u6301\u957f\u4efb\u52a1\u8fd0\u884c\uff0c\u56e0\u4e3a\u4fe1\u606f\u8db3\u591f\uff0cAI \u4e5f\u81ea\u7136\u800c\u7136\u5730\u4e00\u8f6e\u5bf9\u8bdd\u5b8c\u6210\u3002</p>\n<p>\u4e4b\u524d\u7684\u91cd\u6784\u4efb\u52a1\u82b1\u4e86\u4e00\u4e2a\u6708\u591a\uff0c\u8fd9\u4e00\u4e2a\u6708\u4e00\u76f4\u5728\u73af\u5883\u4e2d\u8ba9 AI \u5b8c\u6210\u4efb\u52a1\uff0c\u6700\u5f00\u59cb\u6211\u8ba9 AI \u76f4\u63a5\u6309\u8981\u6c42\u91cd\u6784\u6240\u6709\u4ee3\u7801\uff0c\u6548\u679c\u5f88\u4e0d\u597d\uff0c\u4e1a\u52a1\u903b\u8f91\u4e00\u584c\u7cca\u6d82\uff0c\u4f46\u76ee\u5f55\u7ed3\u6784\u90a3\u4e9b\u6709\u6a21\u6709\u6837\u3002\u540e\u9762\u6839\u636e\u5404\u529f\u80fd\u6a21\u5757\uff0c\u9010\u4e2a\u91cd\u6784\uff0c\u6838\u5fc3\u6570\u636e\u6d41\u3001\u67b6\u6784\u53e4\u6cd5\u7f16\u7a0b\uff0c\u9010\u884c cr \uff0c\u8dd1\u901a\u4e1a\u52a1\uff0c\u6307\u51fa\u95ee\u9898\u3002\u73b0\u5728\u6211\u53ef\u80fd\u90fd\u5fd8\u8bb0\u4e86\u4e00\u4e9b\u7ec6\u8282\u7684\u6570\u636e\u6d41\u3001\u5751\u70b9\u3001\u59a5\u534f\uff0c\u4f46 AI \u8fd8\u8bb0\u5f97\uff0c\u5e76\u5076\u5c14\u5728\u5b8c\u6210\u65b0\u4efb\u52a1\u65f6\uff0c\u53d1\u73b0\u95ee\u9898\u3002</p>\n<h2>\u591a\u4eba\u53c2\u4e0e</h2>\n<p>\u628a ~/ \u4e0b\u90a3\u4e2a\u6587\u4ef6\u5939\u63d0\u4ea4\u6210\u4e2a git \u4ed3\u5e93\uff0c\u522b\u4eba clone \u5c31\u884c\uff0c\u505a\u4e86\u591a\u7528\u6237\u533a\u5206\uff0c\u6240\u4ee5\u5404\u8bb0\u5f55\u5404\u7684\uff0c\u7ed9 AI \u63d0\u4f9b\u4fe1\u606f\u65f6\uff0c\u662f\u53c2\u8003\u6240\u6709\u7528\u6237\u7684\u8bb0\u5f55\u7684\u3002</p>\n<h2>\u788e\u788e\u5ff5</h2>\n<p>\u4e1a\u52a1\u6587\u6863\u5168\u5728\u65e0\u6570\u4ea7\u54c1 prd \u91cc\uff0c\u5148\u8f88\u7684\u6587\u6863\u3001\u6d41\u7a0b\u56fe\u4e5f\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u5f88\u591a\u548c\u73b0\u5b58\u4ee3\u7801\u6620\u5c04\u4e0d\u4e0a\uff0c\u8001\u7ec4\u4ef6\u591a\u5e74\u8fed\u4ee3\uff0c\u4ee3\u7801\u903b\u8f91\u4e0d\u5fcd\u76f4\u89c6\uff0c\u4e00\u884c 3 \u5e74\u524d\u7684 // todo \u8fd9\u91cc\u6709\u95ee\u9898 \u7684\u6ce8\u91ca\uff0c\u8ba9\u6211\u7709\u5934\u4e00\u76b1\u3002\u9760 AI \u81ea\u52a8\u751f\u6210 repo wiki \u548c\u4e1a\u52a1\u903b\u8f91\u4e5f\u662f\u4e24\u7801\u4e8b\uff0c\u8fd8\u7f3a\u5931\u4e86\u4e0a\u4e0b\u6e38\u7ec4\u4ef6\u94fe\u8def\u7684\u4f9d\u8d56\u7406\u89e3\uff0c\u7528\u4e0d\u4e86\u3002</p>\n<p>\u6240\u4ee5\uff0c\u4e00\u5f00\u59cb\u5c31\u4e0d\u60f3\u4eba\u5de5\u63d0\u524d\u68b3\u7406\u51fa\u4e00\u5806\u6587\u6863\uff0c\u5c31\u662f\u61d2\u4e86\uff0c\u5e72\u770b\u8001\u4ee3\u7801\u592a\u70e7\u8111\u4e86\uff0c\u4ec5\u505a\u4e86\u9876\u5c42\u6392\u671f\u548c\u5927\u6982\u9879\u76ee\u7ed3\u6784\u7406\u89e3\uff0c\u5c31\u76f4\u63a5\u8ba9 AI \u5f00\u5e72\uff0c\u518d\u4e00\u8fb9\u5b9e\u73b0\u4e86\u8fd9\u4e2a\u201c\u73af\u5883\u201d\u3002</p>\n<p>\u8fd9\u5957\u8dd1\u4e0b\u6765 token \u6d88\u8017\u91cf\u633a\u5927\u7684\uff0c\u4e0d\u8fc7\u90fd\u662f\u53f8\u5185\u989d\u5ea6\uff0c\u72e0\u72e0\u8e6c\u4e86\u3002</p>\n"
    },
    {
      "title": "\u5206\u4eab\u4e00\u4e2a\u5c0f\u5de5\u5177\uff1a\u4e00\u952e\u5f55\u5236\u5f53\u524d\u6807\u7b7e\u9875\u7f51\u7edc\u8bf7\u6c42\u5e76\u5bfc\u51fa HAR",
      "date_published": "2026-06-27T10:59:06+00:00",
      "id": "https://www.v2ex.com/t/1223338",
      "url": "https://www.v2ex.com/t/1223338",
      "author": {
        "name": "yyyyu",
        "url": "https://www.v2ex.com/member/yyyyu",
        "avatar": "https://cdn.v2ex.com/avatar/1540/35a6/565589_large.png?m=1782281826"
      },
      "content_html": "\u5927\u5bb6\u597d\uff0c\u6211\u505a\u4e86\u4e00\u4e2a Chrome \u6269\u5c55\uff1aHAR Debugger \u3002<br /><br />  \u5b83\u89e3\u51b3\u7684\u95ee\u9898\u5f88\u7b80\u5355\uff1a\u6709\u65f6\u5019\u6392\u67e5\u63a5\u53e3\u3001\u9875\u9762\u52a0\u8f7d\u3001\u7b2c\u4e09\u65b9\u8d44\u6e90\u95ee\u9898\uff0c\u9700\u8981\u5bfc\u51fa HAR \u6587\u4ef6\uff0c\u4f46\u6bcf\u6b21\u90fd\u8981\u6253\u5f00 DevTools \u3001\u5207\u5230 Network \u3001\u52fe Preserve log \u3001\u590d\u73b0\u95ee\u9898\u3001\u53f3\u952e\u5bfc\u51fa\uff0c\u6d41\u7a0b\u6bd4\u8f83\u7e41\u7410\u3002<br /><br />  \u8fd9\u4e2a\u6269\u5c55\u7684\u76ee\u6807\u662f\u628a\u6d41\u7a0b\u7b80\u5316\u6210\uff1a<br /><br />  1. \u6253\u5f00\u76ee\u6807\u9875\u9762<br />  2. \u70b9\u51fb\u6269\u5c55\u5f00\u59cb\u5f55\u5236<br />  3. \u590d\u73b0\u95ee\u9898<br />  4. \u518d\u6b21\u70b9\u51fb\u505c\u6b62\u5e76\u81ea\u52a8\u5bfc\u51fa .har \u6587\u4ef6<br /><br />  \u76ee\u524d\u6269\u5c55\u5df2\u7ecf\u4e0a\u67b6 Chrome Web Store <br />  <a target=\"_blank\" href=\"https://chromewebstore.google.com/detail/har-debugger/lnjegalpjbigjlpmakbaoneflkcjmifh?authuser=0&amp;hl=zh-CN\" rel=\"nofollow noopener\">https://chromewebstore.google.com/detail/har-debugger/lnjegalpjbigjlpmakbaoneflkcjmifh?authuser=0&amp;hl=zh-CN</a><br /><br />  \u5b9e\u73b0\u4e0a\u4e3b\u8981\u7528\u4e86 Chrome \u7684 debugger API \uff0c\u5f55\u5236\u5f53\u524d tab \u7684 Network/Page \u4e8b\u4ef6\uff0c\u7136\u540e\u7528 chrome-har \u8f6c\u6362\u6210 HAR \u683c\u5f0f\u3002\u7531\u4e8e MV3 service worker \u91cc\u5904\u7406 Blob \u4e0b\u8f7d\u4e0d\u592a\u65b9\u4fbf\uff0c\u6240\u4ee5\u7528\u4e86<br />  offscreen document \u6765\u521b\u5efa Object URL \uff0c\u518d\u901a\u8fc7 chrome.downloads.download \u4e0b\u8f7d\u6587\u4ef6\u3002<br /><br />  \u6ca1\u6709\u8d26\u53f7\u3001\u4e91\u7aef\u4e0a\u4f20\u3001\u540e\u7aef\u670d\u52a1..\u548c\u5bfc\u51fa\u90fd\u5728\u672c\u5730\u5b8c\u6210\uff0c\u5b9a\u4f4d\u5c31\u662f\u4e00\u4e2a\u8f7b\u91cf\u8c03\u8bd5\u5de5\u5177\u3002<br /><br />  \u9002\u5408\u7684\u573a\u666f\uff1a<br /><br />  - \u7ed9\u540e\u7aef\u540c\u4e8b\u590d\u73b0\u63a5\u53e3\u95ee\u9898<br />  - \u7ed9 SaaS / \u5ba2\u670d / \u6d4b\u8bd5\u56e2\u961f\u6536\u96c6\u7f51\u7edc\u8bf7\u6c42\u8bc1\u636e<br />  - \u4e0d\u60f3\u6559\u975e\u6280\u672f\u7528\u6237\u6253\u5f00 DevTools \u5bfc\u51fa HAR<br />  - \u5feb\u901f\u4fdd\u5b58\u67d0\u6b21\u9875\u9762\u8bf7\u6c42\u8bb0\u5f55<br /><br />  \u6b22\u8fce\u5927\u5bb6\u8bd5\u7528\uff0c\u4e5f\u6b22\u8fce\u63d0\u5efa\u8bae,\u540e\u7eed\u53ef\u80fd\u52a0\u7684\u529f\u80fd\uff1a<br /><br />  - \u81ea\u52a8\u8131\u654f Cookie / Authorization<br />  - \u5f55\u5236\u5b8c\u6210\u540e\u5c55\u793a\u8bf7\u6c42\u5217\u8868\u9884\u89c8<br />  - \u53ea\u5f55\u5236 Fetch/XHR<br />  - \u4e00\u952e\u590d\u5236\u4e3a curl<br />  - \u7ed9\u975e\u6280\u672f\u7528\u6237\u505a\u66f4\u7b80\u5355\u7684\u5f15\u5bfc\u9875<br /><br />  \u5982\u679c\u4f60\u7ecf\u5e38\u9700\u8981 HAR \u6587\u4ef6\uff0c\u6b22\u8fce\u8bd5\u8bd5\u770b"
    },
    {
      "title": "\u505a\u4e86\u597d\u51e0\u4e2a\u540e\u53f0\u7cfb\u7edf\u4e4b\u540e\uff0c\u6211\u628a\u8fd9\u5957\u591a\u79df\u6237\u4e2d\u540e\u53f0\u5e95\u5ea7\u5f00\u6e90\u4e86\uff08XiHan.BasicApp \u57fa\u4e8e.NET 10 + Vue 3\uff09",
      "date_published": "2026-06-27T10:23:58+00:00",
      "id": "https://www.v2ex.com/t/1223334",
      "url": "https://www.v2ex.com/t/1223334",
      "author": {
        "name": "zhaifanhua",
        "url": "https://www.v2ex.com/member/zhaifanhua",
        "avatar": "https://cdn.v2ex.com/avatar/aea1/d609/555410_large.png?m=1631007543"
      },
      "content_html": "<p>\n<img class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150452825-1526963051.png\"/>\n</p>\n<h1>\u505a\u4e86\u597d\u51e0\u4e2a\u540e\u53f0\u7cfb\u7edf\u4e4b\u540e\uff0c\u6211\u628a\u8fd9\u5957\u591a\u79df\u6237\u4e2d\u540e\u53f0\u5e95\u5ea7\u5f00\u6e90\u4e86\uff08 XiHan.BasicApp <a href=\"http://\u57fa\u4e8e.NET\" rel=\"nofollow\">\u57fa\u4e8e.NET</a> 10 + Vue 3 \uff09</h1>\n<p>\u5982\u679c\u4f60\u4e5f\u5199\u8fc7\u540e\u53f0\u7ba1\u7406\u7cfb\u7edf\uff0c\u5927\u6982\u7387\u7ecf\u5386\u8fc7\u8fd9\u51e0\u4ef6\u4e8b\uff1a</p>\n<ul>\n<li>\u6bcf\u5f00\u4e00\u4e2a\u65b0\u9879\u76ee\uff0c\u767b\u5f55\u3001\u7528\u6237\u3001\u89d2\u8272\u3001\u83dc\u5355\u3001\u6743\u9650\u53c8\u4ece\u96f6\u642d\u4e00\u904d\uff0c\u590d\u5236\u7c98\u8d34\u6539\u6539\u6539\uff1b</li>\n<li>\u6743\u9650\u53ea\u505a\u5230\u4e86\"\u80fd\u4e0d\u80fd\u770b\u8fd9\u4e2a\u83dc\u5355\"\uff0c\u7b49\u771f\u5230\u4e86\"\u8fd9\u4e2a\u4eba\u53ea\u80fd\u770b\u81ea\u5df1\u90e8\u95e8\u7684\u6570\u636e\"\"\u624b\u673a\u53f7\u8981\u6253\u7801\"\uff0c\u5c31\u5f00\u59cb\u4e00\u4e2a\u8865\u4e01\u63a5\u4e00\u4e2a\u8865\u4e01\uff1b</li>\n<li>\u60f3\u505a\u591a\u79df\u6237\uff0c\u7ed3\u679c\u53d1\u73b0\u767b\u5f55\u3001\u6570\u636e\u9694\u79bb\u3001\u5957\u9910\u3001\u8ba1\u8d39\u8fd9\u4e9b\u4e1c\u897f\u7275\u4e00\u53d1\u52a8\u5168\u8eab\uff0c\u6700\u540e\u505a\u6210\u4e86\u4e00\u4e2a\"\u4f2a\u591a\u79df\u6237\"\u3002</li>\n</ul>\n<p>\u6211\u4e5f\u4e00\u6837\u3002\u524d\u524d\u540e\u540e\u505a\u4e86\u51e0\u4e2a\u4e2d\u540e\u53f0\uff0c\u6bcf\u6b21\u90fd\u5728\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u6bcf\u6b21\u90fd\u4e0d\u592a\u6ee1\u610f\u3002\u4e8e\u662f\u8fd9\u4e24\u5e74\uff0c\u6211\u628a\u53cd\u590d\u8e29\u8fc7\u7684\u5751\uff0c\u6c89\u6dc0\u6210\u4e86\u4e00\u5957\u81ea\u5df1\u7528\u7740\u987a\u624b\u7684\u5e95\u5ea7 \u2014\u2014 <strong>XiHan.BasicApp</strong>\uff0c\u73b0\u5728\u628a\u5b83\u5f00\u6e90\u4e86\u3002</p>\n<p><img alt=\"\u767b\u5f55\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150526229-1567770580.png\"/></p>\n<h2>\u5b83\u662f\u4ec0\u4e48</h2>\n<p>\u4e00\u53e5\u8bdd\uff1a<strong>\u4e00\u5957\u57fa\u4e8e .NET 10 + Vue 3 \u7684\u4f01\u4e1a\u7ea7\u591a\u79df\u6237\u4e2d\u540e\u53f0\u5185\u6838</strong>\u3002</p>\n<p>\u540e\u7aef\u662f DDD \u5206\u5c42 + CQRS \uff0c\u8dd1\u5728\u6211\u81ea\u7814\u7684\u5e95\u5c42\u6846\u67b6 <a href=\"https://github.com/XiHanFun/XiHan.Framework\" rel=\"nofollow\">XiHan.Framework</a> \u4e0a\uff1b\u524d\u7aef\u662f Vue 3.5 + TypeScript + Naive UI \u3002</p>\n<p>\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2a <code>xxx-admin</code> \u7684\u5957\u58f3\u3002\u591a\u79df\u6237\u3001RBAC + ABAC \u3001\u5b57\u6bb5\u7ea7\u5b89\u5168\u8fd9\u4e9b\u901a\u5e38\u88ab\"\u505a\u4e2a\u6837\u5b50\"\u7684\u4e1c\u897f\uff0c\u6211\u662f\u5f53\u6210\u6838\u5fc3\u6765\u505a\u7684\u2014\u2014\u800c\u4e14\u5b83\u73b0\u5728\u5c31\u5728\u771f\u5b9e\u73af\u5883\u91cc\u8dd1\u7740\uff0c\u4e0d\u662f\u4e00\u4e2a demo \u3002</p>\n<h2>\u51e0\u4e2a\u6211\u81ea\u5df1\u6700\u6ee1\u610f\u7684\u8bbe\u8ba1</h2>\n<p>\u5149\u8bf4\u529f\u80fd\u591a\u6ca1\u610f\u601d\uff0c\u6211\u66f4\u60f3\u804a\u804a\u51e0\u4e2a\"\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\"\u7684\u51b3\u5b9a\u3002</p>\n<p><strong>1. \u767b\u5f55\u540e\u518d\u9009\u79df\u6237\uff0c\u800c\u4e0d\u662f\u767b\u5f55\u524d</strong></p>\n<p>\u5927\u591a\u6570\u591a\u79df\u6237\u7cfb\u7edf\u8ba9\u4f60\u5148\u9009\u79df\u6237\u3001\u518d\u767b\u5f55\uff0c\u4f53\u9a8c\u5f88\u522b\u626d\u3002\u6211\u628a\u90ae\u7bb1\u4f5c\u4e3a\u5168\u5e73\u53f0\u552f\u4e00\u8eab\u4efd\uff0c\u767b\u5f55\u540e\u7531\u7cfb\u7edf\u6309\u4f60\u7684\u5f52\u5c5e\u667a\u80fd\u843d\u70b9\uff1a\u5e73\u53f0\u7ba1\u7406\u5458\u8fdb\u63a7\u5236\u53f0\u3001\u5355\u79df\u6237\u7528\u6237\u76f4\u63a5\u8fdb\u5de5\u4f5c\u53f0\u3001\u591a\u79df\u6237\u6210\u5458\u8fdb\u79df\u6237\u9009\u62e9\u9875\uff0c\u5934\u50cf\u4e0b\u62c9\u91cc\u968f\u65f6\u5207\u6362\u79df\u6237\u3002\u8d85\u7ea7\u7ba1\u7406\u5458\u8fd8\u80fd\u4ee5\"\u5e73\u53f0\u6001\"\u5207\u8fdb\u4efb\u610f\u79df\u6237\u4ee3\u4e3a\u7ba1\u7406\u3002</p>\n<p><img alt=\"\u79df\u6237\u9009\u62e9\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150614977-1870611160.png\"/></p>\n<p><strong>2. \u6743\u9650\u4e00\u76f4\u505a\u5230\u4e86\"\u5b57\u6bb5\u7ea7\"</strong></p>\n<ul>\n<li>RBAC \u89e3\u51b3\"\u80fd\u4e0d\u80fd\u8fdb\u8fd9\u4e2a\u9875\u9762\u3001\u70b9\u8fd9\u4e2a\u6309\u94ae\"\uff1b</li>\n<li>ABAC \u89e3\u51b3\"\u80fd\u770b\u54ea\u4e9b\u6570\u636e\"\u2014\u2014\u5168\u90e8 / \u672c\u90e8\u95e8 / \u672c\u90e8\u95e8\u53ca\u5b50\u90e8\u95e8 / \u4ec5\u672c\u4eba\uff0c\u8d8a\u6743\u8bf7\u6c42\u5728\u670d\u52a1\u7aef\u76f4\u63a5\u62e6\u6389\uff1b</li>\n<li>FLS \uff08\u5b57\u6bb5\u7ea7\u5b89\u5168\uff09\u89e3\u51b3\"\u654f\u611f\u5b57\u6bb5\u80fd\u4e0d\u80fd\u770b\u3001\u8981\u4e0d\u8981\u8131\u654f\"\u2014\u2014\u624b\u673a\u53f7\u3001\u90ae\u7bb1\u8be5\u6253\u7801\u7684\u6253\u7801\uff0c\u6ca1\u6743\u9650\u7684\u5b57\u6bb5\u6839\u672c\u4e0d\u4e0b\u53d1\uff0c\u4e5f\u5bfc\u4e0d\u51fa\u53bb\u3002</li>\n</ul>\n<p>\u4e09\u5c42\u53e0\u5728\u4e00\u8d77\uff0c\u6743\u9650\u624d\u7b97\u505a\u5b8c\u6574\u3002\u8fd9\u4e5f\u662f\u6211\u89c9\u5f97\u5f88\u591a\"\u540e\u53f0\u6a21\u677f\"\u505a\u5f97\u6700\u6577\u884d\u7684\u5730\u65b9\uff0c\u4e5f\u662f\u6b63\u5f0f\u4e0a\u7ebf\u540e\uff0copenapi \u3001\u63a5\u53e3\u6700\u5bb9\u6613\u5f15\u53d1\u5b89\u5168\u95ee\u9898\u7684\u9690\u60a3\u3002</p>\n<p><strong>3. \u5199\u5e94\u7528\u670d\u52a1 = \u5199\u63a5\u53e3\uff0c\u6ca1\u6709 Controller</strong></p>\n<p>\u540e\u7aef\u7684\u5e94\u7528\u670d\u52a1\u6253\u4e2a <code>[DynamicApi]</code> \u5c31\u76f4\u63a5\u66b4\u9732\u6210 REST \u63a5\u53e3\u4e86\uff0c\u96f6 Controller \u6837\u677f\uff0cScalar \u6587\u6863\u81ea\u52a8\u751f\u6210\u3002\u5c11\u5199\u4e00\u534a\u7684\u80f6\u6c34\u4ee3\u7801\u3002</p>\n<p><strong>4. \u83dc\u5355\u53ea\u6709\u4e00\u4e2a\u4e8b\u5b9e\u6e90</strong></p>\n<p>\u83dc\u5355\u3001\u8def\u7531\u3001\u7ec4\u4ef6\u8def\u5f84\u3001\u6743\u9650\u7801\u3001\u56fd\u9645\u5316\u952e\uff0c\u5168\u5728\u540e\u7aef\u4e00\u4e2a <code>PageRegistry</code> \u91cc\u767b\u8bb0\u3002\u524d\u540e\u7aef\u5951\u7ea6\u4e0d\u4f1a\u6f02\uff0c\u518d\u4e5f\u4e0d\u7528\"\u524d\u7aef\u914d\u4e00\u904d\u83dc\u5355\u3001\u540e\u7aef\u914d\u4e00\u904d\u6743\u9650\uff0c\u4e24\u8fb9\u5bf9\u4e0d\u4e0a\"\u3002</p>\n<p><strong>5. \u524d\u7aef\u7684\u5217\u8868\u9875\u662f\"\u914d\u7f6e\"\u51fa\u6765\u7684</strong></p>\n<p>\u5168\u7ad9\u4e8c\u5341\u591a\u4e2a\u5217\u8868\u9875\uff0c\u51e0\u4e4e\u6ca1\u6709\u91cd\u590d\u7684 Search / Table \u4ee3\u7801\u2014\u2014\u6211\u505a\u4e86\u4e00\u5957 Schema \u9a71\u52a8\u7684\u5217\u8868\u6846\u67b6\uff1a\u641c\u7d22\u3001\u8868\u683c\u3001\u5bfc\u51fa\u90fd\u7528\u914d\u7f6e\u751f\u6210\uff0c\u5217\u8bbe\u7f6e\u3001\u9ad8\u7ea7\u641c\u7d22\u3001\u4e2a\u4eba\u89c6\u56fe\u3001\u884c\u60ac\u505c\u901f\u89c8\u3001\u6811\u5f62\u3001\u5217\u5bbd\u62d6\u62fd\u3001\u5bfc\u5165\u5bfc\u51fa\u5f00\u7bb1\u5373\u7528\u3002\u800c\u4e14\u6743\u9650 / \u79df\u6237 / \u504f\u597d\u5168\u7a0b\u611f\u77e5\uff0c\u4f60\u7684\u5217\u8bbe\u7f6e\u548c\u641c\u7d22\u4e60\u60ef\u8fd8\u4f1a\u540c\u6b65\u5230\u4e91\u7aef\uff0c\u591a\u7aef\u4e00\u81f4\u3002</p>\n<p><img alt=\"\u7528\u6237\u7ba1\u7406\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150645398-1080286928.png\"/></p>\n<p><strong>6. \u5168\u6808\u4ee3\u7801\u751f\u6210</strong></p>\n<p>\u8fde\u4e0a\u6570\u636e\u5e93\uff0c\u9009\u4e00\u5f20\u8868\uff0c\u5b9e\u4f53\u3001DTO \u3001\u4ed3\u50a8\u3001\u670d\u52a1\u3001\u63a5\u53e3\u3001\u524d\u7aef\u9875\u9762\u4e00\u952e\u751f\u6210\uff0cScriban \u6a21\u677f\u53ef\u81ea\u5b9a\u4e49\u3002\u65b0\u589e\u4e00\u4e2a CRUD \u6a21\u5757\uff0c\u4ece\u51e0\u5c0f\u65f6\u53d8\u6210\u51e0\u5206\u949f\u3002</p>\n<h2>\u524d\u7aef\u6211\u4e5f\u6ca1\u6577\u884d</h2>\n<p>\u540e\u53f0\u7684\"\u524d\u7aef\"\u7ecf\u5e38\u88ab\u5f53\u6210\u9644\u5c5e\u54c1\uff0c\u4f46\u6211\u5728\u8fd9\u4e0a\u9762\u82b1\u7684\u5fc3\u601d\u4e0d\u6bd4\u540e\u7aef\u5c11\u3002</p>\n<p><strong>\u504f\u597d\u4e2d\u5fc3</strong>\uff1a\u4eae / \u6697\u4e3b\u9898\u3001\u4e3b\u9898\u8272\u3001\u5e03\u5c40\u98ce\u683c\u3001\u7d27\u51d1\u5ea6\u90fd\u80fd\u8c03\uff1b\u66f4\u5173\u952e\u7684\u662f\uff0c\u4f60\u7684\u504f\u597d\u3001\u5217\u8bbe\u7f6e\u3001\u641c\u7d22\u4e60\u60ef\u4f1a<strong>\u540c\u6b65\u5230\u4e91\u7aef</strong>\u2014\u2014\u6362\u53f0\u7535\u8111\u767b\u5f55\uff0c\u8fd8\u662f\u4f60\u719f\u6089\u7684\u6837\u5b50\u3002</p>\n<p><img alt=\"\u504f\u597d\u8bbe\u7f6e\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150703857-1943387145.png\"/></p>\n<ul>\n<li><strong>\u7075\u52a8\u5c9b</strong>\uff1a\u501f\u4e86\u70b9\u624b\u673a\u7684\u7075\u611f\uff0c\u5168\u5c40\u64cd\u4f5c\u53cd\u9988\u3001\u5f02\u6b65\u8017\u65f6\u4efb\u52a1\u8fdb\u5ea6\u90fd\u6536\u655b\u5230\u9876\u90e8\u4e00\u4e2a\u5c0f\u5c9b\u91cc\uff0c\u4e0d\u518d\u6ee1\u5c4f\u5f39 toast \uff1b</li>\n<li><strong>\u987a\u624b\u7684\u7ec6\u8282</strong>\uff1a\u591a\u6807\u7b7e\u9875\u3001\u6536\u85cf\u5939\u3001\u547d\u4ee4\u9762\u677f\u5f0f\u5168\u5c40\u641c\u7d22\uff08\u952e\u76d8\u547c\u51fa\uff0c\u76f4\u8fbe\u4efb\u610f\u9875\u9762\u4e0e\u64cd\u4f5c\uff09\u3001\u8d85\u591a\u7684\u8fc7\u6e21\u52a8\u753b\u2014\u2014\u8fd9\u4e9b\"\u5c0f\u4e1c\u897f\"\u624d\u662f\u6bcf\u5929\u7528\u8d77\u6765\u987a\u4e0d\u987a\u624b\u7684\u5173\u952e\uff1b</li>\n<li>\u4eae / \u6697\u53cc\u4e3b\u9898\u662f\u8ba4\u771f\u505a\u7684\uff0c\u4e0d\u662f\u7ed9 <code>body</code> \u52a0\u4e2a class \u4e86\u4e8b\uff0c\u6bcf\u4e2a\u9875\u9762\u3001\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u5bf9\u8fc7\uff1a</li>\n</ul>\n<p><img alt=\"\u7528\u6237\u7ba1\u7406\uff08\u6697\u8272\uff09\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150728397-1433902110.png\"/></p>\n<h2>\u79fb\u52a8\u7aef\u4e0d\u662f PC \u9875\u9762\u7684\u7f29\u5c0f\u7248</h2>\n<p>\u5f88\u591a\u540e\u53f0\u7684\"\u79fb\u52a8\u7aef\"\u5c31\u662f\u628a PC \u9875\u9762\u786c\u585e\u8fdb\u5c0f\u5c4f\u3002\u6211\u662f\u6309\u79fb\u52a8\u7aef\u4ea4\u4e92\u91cd\u65b0\u505a\u7684\u2014\u2014\u767b\u5f55\u3001\u5de5\u4f5c\u53f0\u3001\u83dc\u5355\u3001\u547d\u4ee4\u9762\u677f\u3001\u6d88\u606f\u4e2d\u5fc3\uff0c\u4f53\u9a8c\u63a5\u8fd1\u539f\u751f App\uff1a</p>\n<p>\n<img class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150748117-1223114456.png\"/>\n</p>\n<h2>\u5b89\u5168\u548c\u5ba1\u8ba1\uff0c\u662f\u6211\u6700\u8f83\u771f\u7684\u90e8\u5206</h2>\n<p>\u505a B2B \u7cfb\u7edf\uff0c\"\u8c01\u3001\u5728\u4ec0\u4e48\u65f6\u5019\u3001\u505a\u4e86\u4ec0\u4e48\"\u5fc5\u987b\u67e5\u5f97\u5230\u3002\u7cfb\u7edf\u5185\u7f6e<strong>\u516d\u7c7b\u65e5\u5fd7</strong>\u2014\u2014\u8bbf\u95ee / API / \u64cd\u4f5c / \u5f02\u5e38 / \u767b\u5f55 / \u5b9e\u4f53\u53d8\u66f4\u2014\u2014\u5404\u81ea\u72ec\u7acb\u5199\u5165\uff1b\u8bf7\u6c42\u91cc\u7684\u5bc6\u7801\u3001\u4ee4\u724c\u3001\u5bc6\u94a5\u3001\u8eab\u4efd\u8bc1\u8fd9\u4e9b<strong>\u843d\u5e93\u524d\u81ea\u52a8\u8131\u654f</strong>\uff1b\u5b9e\u4f53\u53d8\u66f4\u7cbe\u786e\u5230\u5b57\u6bb5\uff0c\u8fd8\u80fd\u533a\u5206\u65b0\u589e / \u4fee\u6539 / \u5220\u9664 / \u6062\u590d\u3002</p>\n<p><img alt=\"\u64cd\u4f5c\u65e5\u5fd7\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150821046-276266848.png\"/></p>\n<p>\u914d\u5408\u524d\u9762\u8bf4\u7684\u5b57\u6bb5\u7ea7\u5b89\u5168\uff0c\u8d8a\u6743\u8bbf\u95ee\u3001\u654f\u611f\u6570\u636e\u6cc4\u9732\u8fd9\u4e9b\u4e0a\u7ebf\u540e\u6700\u5bb9\u6613\u51fa\u4e8b\u7684\u70b9\uff0c\u4ece\u4e00\u5f00\u59cb\u5c31\u88ab\u6846\u4f4f\u4e86\u3002</p>\n<h2>\u8fd8\u6709\u8fd9\u4e9b</h2>\n<p>\u5269\u4e0b\u7684\u529f\u80fd\u6211\u5feb\u901f\u8fc7\u4e00\u4e0b\uff1a</p>\n<ul>\n<li><strong>\u5b8c\u6574\u8ba4\u8bc1</strong>\uff1aJWT \u53cc\u4ee4\u724c\u3001\u90ae\u7bb1 / \u77ed\u4fe1\u9a8c\u8bc1\u7801\u767b\u5f55\u3001OAuth2 \uff08 GitHub / Google / QQ \uff0c\u5176\u4ed6\u7684\u53ef\u81ea\u884c\u5b9e\u73b0\uff0c\u5e95\u5c42\u90fd\u62bd\u8c61\u51fa\u6765\u4e86\uff09\u30012FA \u3001\u591a\u7aef\u767b\u5f55\u63a7\u5236\uff1b</li>\n<li><strong>\u6d88\u606f\u4e2d\u5fc3</strong>\uff1a\u7cfb\u7edf\u516c\u544a / \u5b89\u5168 / \u4e1a\u52a1 / \u5f85\u529e / \u7d27\u6025\u4e94\u7c7b\uff0c\u9876\u90e8\u6a2a\u5e45\u3001\u767b\u5f55\u5f39\u7a97\u3001\u5f3a\u5236\u9605\u8bfb\u3001\u6309\u89d2\u8272\u90e8\u95e8\u5b9a\u5411\uff0cSignalR \u5b9e\u65f6\u63a8\u9001\uff1b</li>\n<li><strong>\u7f51\u5173\u80fd\u529b</strong>\uff1a\u7070\u5ea6\u53d1\u5e03\uff08\u767e\u5206\u6bd4 / \u767d\u540d\u5355 / \u79df\u6237 / \u8bf7\u6c42\u5934\uff09\u3001\u9650\u6d41\u7194\u65ad\u3001\u8bf7\u6c42\u8ffd\u8e2a\u3001OpenAPI \u7b7e\u540d\u52a0\u5bc6\uff1b</li>\n<li><strong>\u7cfb\u7edf\u76d1\u63a7</strong>\uff1aCPU / \u5185\u5b58 / \u78c1\u76d8 / \u7f51\u7edc / \u670d\u52a1\u72b6\u6001\u4e00\u5c4f\u638c\u63e1\uff1b</li>\n<li><strong>\u5176\u5b83</strong>\uff1a\u6587\u4ef6\u591a\u5b58\u50a8\uff08\u672c\u5730 / S3 / OSS / COS / MinIO \uff09\u3001\u5b9a\u65f6\u4efb\u52a1\u3001\u5ba1\u6838\u5de5\u4f5c\u6d41\u3001\u5bcc\u6587\u672c / Markdown / Cron / JSON \u7f16\u8f91\u5668\u3001\u4e2d\u82f1\u56fd\u9645\u5316\u2026\u2026</li>\n</ul>\n<p><img alt=\"\u670d\u52a1\u76d1\u63a7\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150836245-240493029.png\"/></p>\n<h2>\u6280\u672f\u6808 &amp; \u8c01\u9002\u5408\u7528</h2>\n<p><strong>\u540e\u7aef</strong>\uff1a.NET 10 / SqlSugar \uff08 PostgreSQL / MySQL \uff09/ Redis / SignalR / Serilog\n<strong>\u524d\u7aef</strong>\uff1aVue 3.5 / TypeScript / Vite / Naive UI / Pinia / Tailwind CSS / Tiptap</p>\n<p>\u4ee3\u7801\u672c\u8eab\u6211\u4e5f\u5c3d\u91cf\u5199\u5f97\u80fd\u770b\uff1a\u79d1\u5b66\u7684\u6846\u67b6\u7ed3\u6784\uff0c\u6e05\u6670\u7684\u4ee3\u7801\u6ce8\u91ca\uff0c\u76f4\u89c2\u7684\u6811\u5f62\u4f9d\u8d56\u2014\u2014clone \u4e0b\u6765\u4e0d\u81f3\u4e8e\u4e00\u8138\u61f5\uff0c\u80fd\u6bd4\u8f83\u5feb\u5730\u7406\u6e05\u5b83\u662f\u600e\u4e48\u7ec4\u7ec7\u8d77\u6765\u7684\u3002</p>\n<p><img alt=\"\u4ee3\u7801\u7ed3\u6784\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150849168-782801675.png\"/></p>\n<p>\u7cfb\u7edf\u91cc\u8fd8\u81ea\u5e26\u4e86\u4e00\u4e2a\"\u5173\u4e8e\"\u9875\uff0c\u628a\u540e\u7aef\u548c\u524d\u7aef\u7528\u5230\u7684\u6bcf\u4e00\u4e2a\u5f00\u6e90\u4f9d\u8d56\u90fd\u5217\u4e86\u51fa\u6765\u2014\u2014\u65e2\u662f\u5bf9\u8fd9\u4e9b\u9879\u76ee\u7684\u81f4\u656c\uff0c\u4e5f\u65b9\u4fbf\u4f60\u5ba1\u4e00\u904d\u4f9d\u8d56\u518d\u51b3\u5b9a\u7528\u4e0d\u7528\uff1a</p>\n<p><img alt=\"\u5173\u4e8e\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1900357/202606/1900357-20260626150902235-1866095942.png\"/></p>\n<p>\u5b83\u53ef\u80fd\u9002\u5408\u4f60\uff0c\u5982\u679c\u4f60\uff1a</p>\n<ul>\n<li>\u60f3\u8981\u4e00\u5957\"\u6743\u9650\u548c\u591a\u79df\u6237\u662f\u771f\u505a\u4e86\"\u7684\u4e2d\u540e\u53f0\u8d77\u6b65\u6a21\u677f\uff0c\u800c\u4e0d\u662f\u53c8\u4e00\u4e2a\u6362\u76ae\u7684 admin \uff1b</li>\n<li>\u5728\u5b66 .NET + Vue \u5168\u6808\uff0c\u60f3\u770b DDD / CQRS \u3001\u52a8\u6001 API \u3001RBAC + ABAC \u600e\u4e48\u843d\u5730\uff1b</li>\n<li>\u5728\u505a B2B SaaS \uff0c\u9700\u8981\u79df\u6237\u9694\u79bb + \u5957\u9910\u7248\u672c + \u6743\u9650\u767d\u540d\u5355\u8fd9\u5957\u4e1c\u897f\u3002</li>\n</ul>\n<h2>\u8dd1\u8d77\u6765\u5f88\u7b80\u5355</h2>\n<pre><code class=\"language-bash\"># \u540e\u7aef\ngit clone https://github.com/XiHanFun/XiHan.BasicApp.git\ncd XiHan.BasicApp/backend\ndotnet run --project src/main/XiHan.BasicApp.WebHost --launch-profile Development\n\n# \u524d\u7aef\uff08\u53e6\u5f00\u4e00\u4e2a\u7ec8\u7aef\uff09\ncd ../frontend\npnpm install &amp;&amp; pnpm dev\n</code></pre>\n<p>\u9996\u6b21\u542f\u52a8\u4f1a\u81ea\u52a8\u5efa\u8868 + \u521d\u59cb\u5316\u79cd\u5b50\u6570\u636e\uff0c\u9ed8\u8ba4\u7ba1\u7406\u5458\u8d26\u53f7 <code>superadmin</code>\u3002\u540e\u7aef API \u6587\u6863\u5728 <code>http://127.0.0.1:9708/scalar</code>\u3002</p>\n<h2>\u5199\u5728\u6700\u540e</h2>\n<p>\u8fd9\u4e2a\u9879\u76ee\u8fd8\u4f1a\u6301\u7eed\u6253\u78e8\uff0c\u5b83\u5e76\u4e0d\u5b8c\u7f8e\u2014\u2014\u77ed\u4fe1\u7f51\u5173\u3001\u652f\u4ed8\u8fd8\u5728\u8def\u4e0a\uff0c\u6709\u4e9b\u6a21\u5757\u4e5f\u8fd8\u5728\u91cd\u6784\u3002\u4f46\u5b83\u662f\u6211\u771f\u5200\u771f\u67aa\u5728\u7528\u7684\u4e1c\u897f\uff0c\u4e0d\u662f\u5199\u7ed9\u4eba\u770b\u7684\u6837\u677f\u3002</p>\n<p>\u5982\u679c\u5b83\u80fd\u5e2e\u4f60\u5c11\u9020\u4e00\u4e2a\u8f6e\u5b50\uff0c\u6216\u8005\u7ed9\u4f60\u4e00\u70b9\u5168\u6808\u5b9e\u8df5\u7684\u53c2\u8003\uff0c\u6211\u5c31\u5f88\u6ee1\u8db3\u4e86\u3002</p>\n<ul>\n<li>GitHub\uff1a <a href=\"https://github.com/XiHanFun/XiHan.BasicApp\" rel=\"nofollow\">https://github.com/XiHanFun/XiHan.BasicApp</a></li>\n<li>Gitee\uff1a <a href=\"https://gitee.com/XiHanFun/XiHan.BasicApp\" rel=\"nofollow\">https://gitee.com/XiHanFun/XiHan.BasicApp</a></li>\n<li>\u6e90\u7801\u5bfc\u8bfb\uff1a <a href=\"https://deepwiki.com/XiHanFun/XiHan.BasicApp\" rel=\"nofollow\">https://deepwiki.com/XiHanFun/XiHan.BasicApp</a></li>\n<li>\u5728\u7ebf\u9884\u89c8\uff1a <a href=\"https://basicapp.xihanfun.com\" rel=\"nofollow\">https://basicapp.xihanfun.com</a></li>\n<li>\u4ea4\u6d41 QQ \u7fa4\uff1a462371834</li>\n<li>Star \u3001Issue \u3001PR \u3001\u5410\u69fd\u90fd\u6b22\u8fce\u3002</li>\n</ul>\n<p>\u5982\u679c\u60f3\u770b\u67d0\u4e2a\u6a21\u5757\u7684\u5b9e\u73b0\u7ec6\u8282\u2014\u2014\u6bd4\u5982\u591a\u79df\u6237\u600e\u4e48\u9694\u79bb\u3001\u5b57\u6bb5\u7ea7\u5b89\u5168\u600e\u4e48\u505a\u7684\u3001\u4ee3\u7801\u751f\u6210\u600e\u4e48\u5199\u7684\u2014\u2014\u8bc4\u8bba\u533a\u544a\u8bc9\u6211\uff0c\u6211\u53ef\u4ee5\u5355\u72ec\u62c6\u4e00\u7bc7\u51fa\u6765\u3002</p>\n"
    },
    {
      "title": "\u8f6c\u884c\u6c42\u5efa\u8bae \u7b97\u5b50 or MLOps or AI Infra?",
      "date_published": "2026-06-27T09:59:27+00:00",
      "id": "https://www.v2ex.com/t/1223329",
      "url": "https://www.v2ex.com/t/1223329",
      "author": {
        "name": "Frankcox",
        "url": "https://www.v2ex.com/member/Frankcox",
        "avatar": "https://cdn.v2ex.com/avatar/c1bb/a6af/550058_large.png?m=1782505825"
      },
      "content_html": "\u5b66\u5386\u80cc\u666f\u662f 985 \u672c\u6d77\u7855\uff0c\u672c\u79d1\u6bd5\u4e1a\u540e\u5728\u5916\u4f01\u505a\u8fc7\u5927\u6982 4 \u5e74\u7684 DevOps \uff0c\u4e91\u8ba1\u7b97\u5f00\u53d1\u3002<br /><br />\u5bf9 k8s \uff0cAWS \u4e4b\u7c7b\u7684\u6bd4\u8f83\u719f\uff0c\u4e5f\u6709\u76f8\u5173\u8bc1\u4e66\u3002<br /><br />\u73b0\u5728\u51fa\u6765\u8bfb\u4e86 GPU \u7b97\u5b50\u76f8\u5173\u4e13\u4e1a\uff0c\u5bf9\u4ee5\u540e\u7684\u804c\u4e1a\u8def\u5f84\u6bd4\u8f83\u72b9\u8c6b\u3002<br /><br />\u5199\u7b97\u5b50\uff0cGPU \u5e95\u5c42\u7684\u8bdd\uff0c\u786c\u4ef6\u76f8\u5173\u77e5\u8bc6\u4e00\u822c\uff0cC++\u4ec5\u9650\u4e8e\u80fd\u770b\u52c9\u5f3a\u80fd\u5199\u4e9b CUDA \uff0c\u4ee5\u524d\u7684\u7ecf\u9a8c\u611f\u89c9\u5b8c\u5168\u4f5c\u5e9f\u4e86\u3002<br /><br />\u641e AI infra \u7684\u8bdd\uff0c\u5b66\u5386\u4e00\u822c\uff0c\u6ca1\u76f8\u5173\u8bba\u6587\uff0c\u53ea\u505a\u8fc7\u4e00\u6bb5\u65f6\u95f4 RA \uff0c\u4e5f\u6ca1\u6709\u5f3a\u76f8\u5173\u80cc\u666f\uff0c\u611f\u89c9\u73b0\u5728\u975e\u5e38\u5377\u3002<br /><br />MLOps \u7684\u8bdd\uff0c\u4e0d\u6e05\u695a\u56fd\u5185\u7684\u5c31\u4e1a\u60c5\u51b5\uff0c\u6bd4\u8f83\u62c5\u5fc3\u53d8\u56de\u4f20\u7edf\u8fd0\u7ef4 SRE \u3002<br /><br />\u4e0d\u77e5\u9053\u6709\u6ca1\u6709\u670b\u53cb\u6709\u7c7b\u4f3c\u7684\u60c5\u51b5\uff0c\u5e0c\u671b\u80fd\u7ed9\u4e9b\u804c\u4e1a\u5efa\u8bae\u3002"
    },
    {
      "title": "\u5c3c\u65e5\u5229\u4e9a\u793c\u54c1\u5361\u88ab\u5e72\u6389\u540e\u8001\u54e5\u4eec\u90fd\u662f\u600e\u4e48\u8ba2\u9605\u7684\uff1f",
      "date_published": "2026-06-27T08:58:33+00:00",
      "id": "https://www.v2ex.com/t/1223320",
      "url": "https://www.v2ex.com/t/1223320",
      "author": {
        "name": "Pendragon",
        "url": "https://www.v2ex.com/member/Pendragon",
        "avatar": "https://cdn.v2ex.com/avatar/e7d4/74c7/193274_large.png?m=1559278019"
      },
      "content_html": "<p>\u6700\u8fd1\u597d\u591a\u5546\u5bb6\u90fd\u4e0b\u67b6\u4e86\u6211\u770b\uff0c\u4e00\u95ee\u5c31\u662f\u6ca1\u8d27\u4e86\uff0c\u8fd8\u6709\u522b\u7684\u529e\u6cd5\u4eab\u53d7 6 \u6298\u8ba2\u9605\u5417 \u6211\u4ec0\u4e48\u90fd\u4f1a\u505a\u7684\ud83d\ude14</p>\n"
    },
    {
      "title": "\u60f3\u627e ai \u76f8\u5173\u7684\u5de5\u4f5c",
      "date_published": "2026-06-27T05:35:26+00:00",
      "id": "https://www.v2ex.com/t/1223294",
      "url": "https://www.v2ex.com/t/1223294",
      "author": {
        "name": "yxmyxmyyy",
        "url": "https://www.v2ex.com/member/yxmyxmyyy",
        "avatar": "https://cdn.v2ex.com/gravatar/225118f6851610451d9e9c27d03f92d0?s=73&d=retro"
      },
      "content_html": "\u76ee\u524d\u5728\u56fd\u5916\u6c34\u7855\uff0c\u5e73\u65f6\u6709\u7a7a\u5c31\u8ddf\u7740\u65af\u5766\u798f\u7f51\u8bfe\u5b66 language modeling from scratch \uff0c\u4e0d\u61c2\u7684\u5730\u65b9\u90fd\u662f\u95ee ai \uff0c\u60f3\u56de\u56fd\u627e ai \u76f8\u5173\u7684\u5de5\u4f5c\uff0c\u4e0d\u77e5\u9053\u5b66\u61c2\u8fd9\u95e8\u8bfe\u591f\u4e0d\u591f\u7528\uff0c\u6ca1\u6709\u4efb\u4f55\u5b9e\u4e60\u7ecf\u9a8c\uff0c\u5199\u4ee3\u7801\u548c\u9879\u76ee\u4e5f\u57fa\u672c\u5168\u9760 vide coding \uff0c\u6709\u4eba\u80fd\u63d0\u4f9b\u70b9\u5efa\u8bae\u5417"
    },
    {
      "title": "\u68af\u5b50\u574f\u4e86 vless \u52a0 reality \u7a81\u7136\u5c31\u574f\u4e86",
      "date_published": "2026-06-27T02:23:23+00:00",
      "id": "https://www.v2ex.com/t/1223266",
      "url": "https://www.v2ex.com/t/1223266",
      "author": {
        "name": "lol173",
        "url": "https://www.v2ex.com/member/lol173",
        "avatar": "https://cdn.v2ex.com/avatar/2c3f/f3cc/166044_large.png?m=1757303983"
      },
      "content_html": "<p>xray \u4e0a vless reality \u4e4b\u524d\u770b\u4e86\u8bf4\u5f88\u9690\u853d\u4e86\uff0c\u7a81\u7136\u5c31\u574f\u4e86\u3002\n\u73b0\u5728\u8fd8\u6709\u4ec0\u4e48\u65b9\u6848\u66f4\u597d\u7684\u5417\uff1f\nAI \u81ea\u5df1\u5199\u534f\u8bae\u5982\u4f55\uff1f</p>\n"
    },
    {
      "title": "VIBE CODING \u65f6\u4ee3\uff0c\u5e94\u7528\u5f00\u53d1\u662f\u5426\u5e94\u8be5\u4f7f\u7528 ORM \uff1f",
      "date_published": "2026-06-27T01:21:08+00:00",
      "id": "https://www.v2ex.com/t/1223254",
      "url": "https://www.v2ex.com/t/1223254",
      "author": {
        "name": "Leon6868",
        "url": "https://www.v2ex.com/member/Leon6868",
        "avatar": "https://cdn.v2ex.com/avatar/14ed/48e6/438369_large.png?m=1748955348"
      },
      "content_html": "<p>\u6211\u8ba4\u4e3a ORM \u662f\u6709\u5b58\u5728\u4ef7\u503c\u7684\uff0c\u539f\u56e0\u5982\u4e0b\uff1a</p>\n<ul>\n<li>ORM \u63d0\u4f9b\u4e86\u6807\u51c6\u7684\u6570\u636e\u5e93\u8fc1\u79fb\u811a\u624b\u67b6</li>\n<li>\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u89c4\u907f SQL \u6ce8\u5165\u653b\u51fb\uff08\u4e0d\u77e5\u9053\u73b0\u5728\u5927\u6a21\u578b\u5199\u7684\u4ee3\u7801\u662f\u5426\u5bb9\u6613\u51fa\u73b0\u8fd9\u4e9b\u6f0f\u6d1e\uff09</li>\n<li>\u63d0\u4f9b\u6807\u51c6\u7684\u6570\u636e\u5e93\u64cd\u4f5c\u65b9\u6cd5</li>\n<li>\u80fd\u901a\u8fc7 LSP \u5c06\u6570\u636e\u5e93\u64cd\u4f5c\u7eb3\u5165\u5927\u6a21\u578b\u8c03\u8bd5\u95ed\u73af</li>\n<li>\u9ad8\u6027\u80fd\u7684\u64cd\u4f5c\u4e5f\u53ef\u4ee5\u624b\u5199 SQL \uff0c\u6709\u4e00\u5b9a\u7684\u7075\u6d3b\u6027</li>\n</ul>\n<p>\u5927\u5bb6\u5728\u5f00\u53d1\u4e2d\u662f\u5426\u7528 ORM \u5462\uff1f\u7528\u7684\u90fd\u662f\u54ea\u4e9b ORM \uff1f</p>\n"
    },
    {
      "title": "\u5fae\u4fe1\u662f\u5426\u771f\u7684\u5728\u5b9e\u65f6\u76d1\u63a7\u7528\u6237\u7684\u804a\u5929\uff1f",
      "date_published": "2026-06-26T23:00:39+00:00",
      "id": "https://www.v2ex.com/t/1223247",
      "url": "https://www.v2ex.com/t/1223247",
      "author": {
        "name": "Alloyt",
        "url": "https://www.v2ex.com/member/Alloyt",
        "avatar": "https://cdn.v2ex.com/avatar/ba05/5de8/162924_large.png?m=1774342225"
      },
      "content_html": "<p>\u6628\u5929\u5317\u4eac\u53d1\u751f\u7684\u4e8b\u60c5\u5927\u5bb6\u4e5f\u5e94\u8be5\u77e5\u9053\uff0c\u65e9\u4e0a\u51c6\u5907\u53d1\u89c6\u9891\u7ed9\u6211\u670b\u53cb\u770b\uff0c\u4f46\u662f\u53d1\u73b0\u65e0\u6cd5\u53d1\u9001\u76f8\u5173\u89c6\u9891\uff0c\u5fae\u4fe1\u662f\u4e0d\u662f\u5728\u5b9e\u65f6\u76d1\u63a7\u7528\u6237\u7684\u804a\u5929\u8bb0\u5f55\uff1f</p>\n<p><a href=\"https://imgur.com/a/FA3a8gi\" rel=\"nofollow\">https://imgur.com/a/FA3a8gi</a>\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/a/FA3a8gi\"/></p>\n"
    },
    {
      "title": "Claude \u65b0\u4e00\u8f6e\u5927\u89c4\u6a21\u5c01\u53f7",
      "date_published": "2026-06-26T15:55:32+00:00",
      "id": "https://www.v2ex.com/t/1223234",
      "url": "https://www.v2ex.com/t/1223234",
      "author": {
        "name": "LonelyM",
        "url": "https://www.v2ex.com/member/LonelyM",
        "avatar": "https://cdn.v2ex.com/avatar/97e3/3bdd/423534_large.png?m=1651500111"
      },
      "content_html": "<p>\u6211\u7684 Claude \u4eca\u5929\u88ab\u5c01\u53f7\u4e86\uff0c\u5927\u5bb6\u7684\u8fd8\u597d\u5417\uff1f</p>\n<p>\u4e0a\u4e00\u6ce2 \u6307\u63a7 DeepSeek \u84b8\u998f\uff0cClaude \u8fdb\u884c\u4e86\u5927\u89c4\u6a21\u5c01\u53f7</p>\n<p>\u8fd9\u6b21\u6307\u63a7\u963f\u91cc Qwen \u84b8\u998f\uff0c\u53c8\u6765\u4e00\u6ce2\uff1f\uff1f</p>\n<p>\ud83d\udc94</p>\n"
    },
    {
      "title": "\u56fd\u533a\u4e0a\u67b6 2 \u5929\uff0c app \u65e5\u6d3b\u7834 700 \u4e86\ud83c\udf89",
      "date_published": "2026-06-26T15:11:50+00:00",
      "date_modified": "2026-06-26T15:14:24+00:00",
      "id": "https://www.v2ex.com/t/1223229",
      "url": "https://www.v2ex.com/t/1223229",
      "author": {
        "name": "MagicCoder",
        "url": "https://www.v2ex.com/member/MagicCoder",
        "avatar": "https://cdn.v2ex.com/avatar/c735/cd24/538620_large.png?m=1778433299"
      },
      "content_html": "<p>\u6211\u5199\u7684<a href=\"https://v2ex.com/t/1222658?p=1#reply40\" rel=\"nofollow\">VirPulse</a>\u4ece\u516c\u6d4b\u5230\u73b0\u5728\u5dee\u4e0d\u591a 6 \u5929\u7684\u65f6\u95f4\uff0c\u6536\u83b7\u4e86 1212 \u4e2a\u6ce8\u518c\u7528\u6237\uff0c\u6628\u5929\u4e0a\u67b6\u56fd\u533a\u7684\uff0c\u4eca\u5929\u7684\u65e5\u6d3b\u5df2\u7ecf 721 \u4e86\uff0c\u770b\u6765\u6211\u7684\u8f6f\u4ef6\u8fd8\u662f\u89e3\u51b3\u4e86\u4e00\u90e8\u5206\u4eba\u7684\u9700\u6c42\u7684\u263a\ufe0f</p>\n<p><img alt=\"a3faa55dc0e770a682e5d154ac0f3fa7\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://resource.kaisir.cn/uploads/MarkDownImg/20260626/mvR8x6.jpg\"/></p>\n<p><img alt=\"366a4592f93ab5b65bb5d2a7a1cf92c5\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://resource.kaisir.cn/uploads/MarkDownImg/20260626/75k2QU.jpg\"/></p>\n<p><img alt=\"image-20260626230541701\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://resource.kaisir.cn/uploads/MarkDownImg/20260626/Xhv7nP.png\"/></p>\n"
    },
    {
      "title": "\u4e0d\u7528 Python \u4e5f\u80fd\u641e AI Agent \u2014\u2014 \u4e00\u4e2a\u7eaf Go \u5b9e\u73b0\u7684 SDK \u548c Agent \u5e73\u53f0",
      "date_published": "2026-06-26T13:58:49+00:00",
      "id": "https://www.v2ex.com/t/1223216",
      "url": "https://www.v2ex.com/t/1223216",
      "author": {
        "name": "Ifade",
        "url": "https://www.v2ex.com/member/Ifade",
        "avatar": "https://cdn.v2ex.com/gravatar/467dcd7a83144b38faebfbe1f43b5d24?s=73&d=retro"
      },
      "content_html": "<p>\u4e4b\u524d\u770b\u5230\u4e0d\u5c11\u4eba\u8bf4\u641e AI Agent \u7ed1\u5b9a Python \uff0c\u60f3\u8bd5\u8bd5\u7528 Go \u80fd\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3002</p>\n<p>\u8d77\u56e0\u662f OpenAI \u5f00\u6e90\u4e86 <a href=\"https://github.com/openai/openai-agents-python\" rel=\"nofollow\">openai-agents-python</a>\uff0c\u89c9\u5f97\u8bbe\u8ba1\u633a\u597d\u7684\uff0c\u5c31\u62ff\u5f53\u65f6\u521a\u51fa\u7684 Claude Fable 5 \u4e00\u628a\u68ad\u628a\u6838\u5fc3\u903b\u8f91\u79fb\u690d\u6210\u4e86 Go \u7248\u672c\uff08\u540e\u6765 Fable 5 \u4e0b\u7ebf\u4e86\uff0c\u540e\u7eed\u7528 Claude Code \u65ad\u65ad\u7eed\u7eed\u8865\u5b8c\u7684\uff09\u3002</p>\n<p>SDK \u5728\u8fd9\u91cc\uff1a<a href=\"https://github.com/zzir/agents-go\" rel=\"nofollow\">github.com/zzir/agents-go</a></p>\n<p>\u79fb\u690d\u5b8c SDK \u4e4b\u540e\u987a\u624b\u5199\u4e86\u4e2a\u5b8c\u6574\u7684 Web Demo \uff0c\u7b97\u662f\u9a8c\u8bc1 SDK \u80fd\u4e0d\u80fd\u771f\u6b63\u8dd1\u8d77\u6765\uff1a<a href=\"https://github.com/zzir/agents-go/tree/main/cmd/agents-server\" rel=\"nofollow\">agents-server</a></p>\n<p>\u5355\u4e8c\u8fdb\u5236\u90e8\u7f72\uff0c\u5185\u5d4c\u524d\u7aef\uff0cSQLite \uff0c\u5f00\u7bb1\u5373\u7528\u3002</p>\n<p>\u76ee\u524d\u5b9e\u73b0\u7684\u4e1c\u897f\uff1a</p>\n<ul>\n<li>\u591a Agent \u534f\u4f5c\uff0c\u81ea\u52a8 Handoff \u5207\u6362</li>\n<li>MCP Server \u63a5\u5165\uff08 Stdio / Streamable HTTP \uff09</li>\n<li>\u4ee3\u7801\u6c99\u7bb1\uff08\u672c\u5730 / Docker / SSH \uff09</li>\n<li>\u8f93\u5165\u8f93\u51fa Guardrails \uff08\u6b63\u5219 / \u957f\u5ea6\u9650\u5236\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\uff09</li>\n<li>Human-in-the-loop \uff0c\u5de5\u5177\u8c03\u7528\u524d\u4eba\u5de5\u5ba1\u6279</li>\n<li>\u4f1a\u8bdd\u5206\u53c9 &amp; \u7f6e\u9876</li>\n<li>\u6d41\u5f0f\u8f93\u51fa\uff08 WebSocket \uff09</li>\n<li>\u5168\u94fe\u8def Tracing</li>\n<li>\u8bf7\u6c42\u91cd\u8bd5 / \u6a21\u578b\u964d\u7ea7 / \u591a Provider \u8def\u7531</li>\n<li>Skills \u6269\u5c55\uff08 <a href=\"http://SKILL.md\" rel=\"nofollow\">SKILL.md</a> \u683c\u5f0f\uff09</li>\n<li>ChatGPT \u8ba2\u9605\u767b\u5f55\uff08\u7528\u8ba2\u9605\u989d\u5ea6\u8dd1 Agent \uff09</li>\n<li>Primer \u98ce\u683c UI \uff0c\u652f\u6301\u6697\u8272\u6a21\u5f0f</li>\n</ul>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u6700\u5927\u7684\u611f\u53d7\u662f Go \u505a\u8fd9\u79cd\u4e8b\u60c5\u5e76\u4e0d\u5403\u4e8f\uff0c\u5e76\u53d1\u6a21\u578b\u5929\u7136\u9002\u5408\u591a\u5de5\u5177\u5e76\u884c\u8c03\u7528\uff0c\u7c7b\u578b\u7cfb\u7edf\u4e5f\u8ba9 Agent \u7684\u72b6\u6001\u6d41\u8f6c\u6bd4\u8f83\u6e05\u6670\u3002\u552f\u4e00\u9ebb\u70e6\u7684\u662f JSON Schema \u90a3\u5757\uff0cGo \u7684\u53cd\u5c04\u5199\u8d77\u6765\u6ca1 Python \u7684 Pydantic \u8212\u670d\u3002</p>\n<p>\u53e6\u5916\u524d\u7aef\u5b9e\u73b0\u6bd4\u8f83\u91ce\u8def\u5b50\u2014\u2014\u6ca1\u6709\u6784\u5efa\u6b65\u9aa4\uff0c\u88f8 JSX \u901a\u8fc7 <code>go:embed</code> \u6253\u8fdb\u4e8c\u8fdb\u5236\uff0c\u6d4f\u89c8\u5668\u7aef ESM \u76f4\u63a5\u8dd1\uff0c<code>React.createElement</code> \u624b\u6413 UI \uff0c\u4e0d\u8981\u5b66\u8fd9\u4e2a\u5199\u6cd5\u54c8\uff0c\u7eaf\u7cb9\u662f\u4e3a\u4e86\u4fdd\u6301\u5355\u4e8c\u8fdb\u5236\u90e8\u7f72\u624d\u8fd9\u4e48\u641e\u7684 /\u624b\u52a8\u72d7\u5934</p>\n<p>\u6b22\u8fce\u62cd\u7816\u8bd5\u7528 :)</p>\n<p><img alt=\"aa\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://raw.githubusercontent.com/zzir/agents-go/refs/heads/main/cmd/agents-server/screenshot.png\"/></p>\n"
    },
    {
      "title": "\u6211\u7ed9 codex \u505a\u4e86\u4e00\u4e2a\u5916\u6302\u77e5\u8bc6\u5e93--codex-brain",
      "date_published": "2026-06-26T11:24:54+00:00",
      "id": "https://www.v2ex.com/t/1223201",
      "url": "https://www.v2ex.com/t/1223201",
      "author": {
        "name": "yinshaojun96",
        "url": "https://www.v2ex.com/member/yinshaojun96",
        "avatar": "https://cdn.v2ex.com/gravatar/df634f21b170c178a4a11c4ab546499c?s=73&d=retro"
      },
      "content_html": "<p>\u5148\u628a\u5730\u5740\u653e\u4e0a\uff0c\u5f00\u6e90\u5730\u5740\uff1a <a href=\"https://github.com/yinshaojun001/projectbrain\" rel=\"nofollow\">https://github.com/yinshaojun001/projectbrain</a></p>\n<p>\u6700\u8fd1\u505a\u4e86\u4e00\u4e2a\u5c0f\u5de5\u5177\u53eb Project Brain \uff0cMVP \u9636\u6bb5\uff0c\u60f3\u53d1\u51fa\u6765\u542c\u542c\u5927\u5bb6\u610f\u89c1\u3002</p>\n<p>\u8d77\u56e0\u633a\u73b0\u5b9e\u7684\uff1a\u7ec4\u91cc\u6709\u540c\u5b66\u8981\u79bb\u804c\uff0c\u6211\u4e0d\u5f97\u4e0d\u63a5\u624b\u4e00\u4e9b\u652f\u4ed8\u76f8\u5173\u7684\u6d3b\u513f\uff0c\u7b2c\u4e00\u4e2a\u9700\u6c42\u5c31\u662f\u5728\u6296\u97f3\u652f\u4ed8\u7684\u539f\u6709\u4ee3\u7801\u4e0a\u505a\u4e00\u6574\u5957\u6d41\u7a0b\u4fee\u6539\u3002</p>\n<p>\u63a5\u624b\u4e4b\u540e\u624d\u53d1\u73b0\uff0c\u771f\u6b63\u9ebb\u70e6\u7684\u4e0d\u662f\u4ee3\u7801\u672c\u8eab\uff0c\u800c\u662f\u4ee3\u7801\u80cc\u540e\u7684\u4e0a\u4e0b\u6587\u3002\u652f\u4ed8\u6d41\u7a0b\u600e\u4e48\u8d70\u7684\u3001\u54ea\u6bb5\u4ee3\u7801\u5bf9\u5e94\u54ea\u4efd\u6587\u6863\u3001\u67d0\u4e2a\u5b57\u6bb5\u4e3a\u4ec0\u4e48\u8981\u8fd9\u4e48\u4f20\u3001\u5386\u53f2\u4e0a\u8e29\u8fc7\u54ea\u4e9b\u5751\u3001\u6539\u4e00\u4e2a\u5730\u65b9\u4f1a\u4e0d\u4f1a\u7275\u8fde\u56de\u8c03\u548c\u9000\u6b3e\u94fe\u8def\u2026\u2026\u8fd9\u4e9b\u4e1c\u897f\u6563\u843d\u5728\u5404\u5904\uff1a\u6709\u4e9b\u5728\u4ee3\u7801\u91cc\uff0c\u6709\u4e9b\u5728\u5916\u90e8\u6587\u6863\u91cc\uff0c\u6709\u4e9b\u5728\u5386\u53f2\u7ecf\u9a8c\u91cc\uff0c\u8fd8\u6709\u4e00\u4e9b\u53ef\u80fd\u53ea\u5b58\u5728\u4e8e\u4e0a\u4e00\u4e2a\u540c\u5b66\u7684\u8111\u5b50\u91cc\u3002</p>\n<p>\u6211\u5e73\u65f6\u7528 Codex / Claude Code \u8f85\u52a9\u5199\u4ee3\u7801\u548c\u5b9a\u4f4d\u95ee\u9898\uff0c\u4f46\u8fd9\u7c7b\u5de5\u5177\u6709\u4e2a\u5f88\u660e\u663e\u7684\u95ee\u9898\uff1a\u80fd\u8bfb\u4ee3\u7801\uff0c\u4e0d\u4e00\u5b9a\u61c2\u9879\u76ee\u4e0a\u4e0b\u6587\u3002\u6bcf\u6b21\u8054\u8c03\u51fa\u95ee\u9898\uff0c\u90fd\u5f97\u91cd\u65b0\u8ddf\u5b83\u89e3\u91ca\u4e00\u904d\u6d41\u7a0b\u3001\u5b57\u6bb5\u542b\u4e49\u3001\u6f5c\u5728\u5f71\u54cd\u9762\u3002\u65e2\u8d39 token \uff0c\u4e5f\u8d39\u65f6\u95f4\u3002\u9700\u6c42\u7d27\u7684\u65f6\u5019\uff0c\u8fd9\u79cd\u62d6\u6162\u771f\u7684\u5f88\u5bb9\u6613\u80cc\u9505\u3002</p>\n<p>\u6240\u4ee5\u6211\u8fed\u4ee3\u4e86\u4e24\u4e2a\u7248\u672c\uff0c\u505a\u51fa\u4e86\u4e2a\u80fd\u7528\u7684 MVP \u3002</p>\n<p>\u6211\u60f3\u8ba9 Project Brain \u505a\u7684\u4e8b\u60c5\u662f\uff1a\u5728 AI \u7f16\u7a0b\u52a9\u624b\u5f00\u59cb\u5e72\u6d3b\u4e4b\u524d\uff0c\u5148\u628a\u8ddf\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u5582\u7ed9\u5b83\u2014\u2014\u4ee3\u7801\u4f4d\u7f6e\u3001\u4e1a\u52a1\u6d41\u7a0b\u3001\u5173\u8054\u6587\u6863\u3001\u5386\u53f2\u8e29\u5751\u3001\u4eba\u5de5\u8865\u5145\u7684\u6ce8\u610f\u4e8b\u9879\u3001\u8fd9\u6b21\u4fee\u6539\u53ef\u80fd\u6ce2\u53ca\u54ea\u4e9b\u94fe\u8def\u3002\u4e0d\u662f\u5355\u7eaf\u7684\u4ee3\u7801\u641c\u7d22\uff0c\u4e5f\u4e0d\u662f\u77e5\u8bc6\u5e93\uff0c\u66f4\u50cf\u662f\u5939\u5728\u4ee3\u7801\u4ed3\u5e93\u3001\u6587\u6863\u3001\u4eba\u5de5\u7ecf\u9a8c\u548c AI \u5de5\u5177\u4e4b\u95f4\u7684\u4e00\u4e2a\"\u4e2d\u95f4\u5c42\"\u3002</p>\n<p>\u76ee\u524d\u8fd8\u5f88\u65e9\u671f\uff0c\u53ea\u89e3\u51b3\u4e86\u6211\u81ea\u5df1\u63a5\u624b\u590d\u6742\u4e1a\u52a1\u65f6\u7684\u4e00\u90e8\u5206\u75db\u70b9\uff0c\u540e\u9762\u60f3\u6162\u6162\u628a\u5b83\u6253\u78e8\u6210\u771f\u6b63\u80fd\u7528\u7684\u4ea7\u54c1\u3002\u73b0\u5728\u7528 brew \u5b89\u88c5\u5c31\u53ef\u4ee5\uff0ccodex-brain \u542f\u52a8 codex</p>\n<p>\u51e0\u4e2a\u60f3\u804a\u7684\u95ee\u9898\uff1a</p>\n<p>\u7528 AI \u7f16\u7a0b\u52a9\u624b\u65f6\uff0c\u6709\u6ca1\u6709\u9047\u5230\u8fc7\"AI \u8bfb\u5b8c\u4ee3\u7801\u8fd8\u662f\u4e0d\u61c2\u5728\u5e72\u4ec0\u4e48\"\u7684\u60c5\u51b5\uff1f\u8fd9\u79cd\u9879\u76ee\u4e0a\u4e0b\u6587\u4e2d\u95f4\u5c42\uff0c\u4f60\u89c9\u5f97\u6700\u6838\u5fc3\u7684\u80fd\u529b\u662f\u4ec0\u4e48\uff1f\u4ee3\u7801\u4e8b\u5b9e\u3001\u5916\u90e8\u6587\u6863\u3001\u4eba\u5de5\u7ecf\u9a8c\u3001\u5386\u53f2\u51b3\u7b56\u8fd9\u51e0\u7c7b\u4fe1\u606f\uff0c\u600e\u4e48\u7ec4\u7ec7\u6bd4\u8f83\u5408\u7406\uff1f\u5982\u679c\u8981\u5f80\u4ea7\u54c1\u65b9\u5411\u8d70\uff0c\u4f60\u89c9\u5f97\u5e94\u8be5\u5148\u505a\u54ea\u5757\uff1f</p>\n<p>\u6b22\u8fce\u62cd\u7816\uff0c\u4e5f\u6b22\u8fce issue / PR \u3002</p>\n<p>GitHub\uff1a <a href=\"https://github.com/yinshaojun001/projectbrain\" rel=\"nofollow\">https://github.com/yinshaojun001/projectbrain</a></p>\n"
    },
    {
      "title": "\u5b8c\u4e86\u5b8c\u4e86\u53c8\u7eed\u8d39\u4e86\uff0c\u4ed8\u8d39\u4e0a\u73ed\u7b2c\u4e8c\u5e74",
      "date_published": "2026-06-26T10:29:59+00:00",
      "date_modified": "2026-06-26T10:33:03+00:00",
      "id": "https://www.v2ex.com/t/1223190",
      "url": "https://www.v2ex.com/t/1223190",
      "author": {
        "name": "left7410",
        "url": "https://www.v2ex.com/member/left7410",
        "avatar": "https://cdn.v2ex.com/gravatar/80cedebdb0fcaf30e0eab34485c185a1?s=73&d=retro"
      },
      "content_html": "\u67d3\u4e0a Token \u4e86\uff0c\u8fd9\u8f88\u5b50\u5b8c\u4e86\u3002<br /><a target=\"_blank\" href=\"https://imgur.com/a/1zHfAlM\" rel=\"nofollow noopener\">https://imgur.com/a/1zHfAlM</a><br /><br /><br /><a target=\"_blank\" href=\"https://imgur.com/a/vIV5g4m\" rel=\"nofollow noopener\">https://imgur.com/a/vIV5g4m</a>"
    },
    {
      "title": "\u5206\u4eab\u4e00\u4e9b RAG \u5de5\u4f5c\u7684\u6392\u67e5\u7ecf\u9a8c",
      "date_published": "2026-06-26T10:10:26+00:00",
      "id": "https://www.v2ex.com/t/1223185",
      "url": "https://www.v2ex.com/t/1223185",
      "author": {
        "name": "cxd8190102",
        "url": "https://www.v2ex.com/member/cxd8190102",
        "avatar": "https://cdn.v2ex.com/avatar/72b3/8622/3285_large.png?m=1781337835"
      },
      "content_html": "<p>RAG \u9879\u76ee\u6709\u4e00\u4e2a\u5f88\u5947\u602a\u7684\u503e\u5411\uff1a\u7cfb\u7edf\u4e00\u65e6\u7b54\u9519\uff0c\u5927\u5bb6\u9996\u5148\u6000\u7591\u7684\u603b\u662f\u6a21\u578b\u3002</p>\n<p>\u8fd9\u5f53\u7136\u53ef\u4ee5\u7406\u89e3\u3002\u6a21\u578b\u662f\u6574\u5957\u7cfb\u7edf\u91cc\u6700\u663e\u773c\u7684\u90e8\u5206\uff0c\u4e5f\u662f\u6700\u5bb9\u6613\u66ff\u6362\u7684\u90e8\u5206\u3002\u6362\u4e00\u4e2a\u6a21\u578b\uff0c\u8f93\u51fa\u7acb\u523b\u5c31\u4f1a\u53d8\u5316\uff1b\u8c03\u6574\u4e00\u4e0b\u63d0\u793a\u8bcd\uff0c\u5f53\u5929\u5c31\u80fd\u627e\u5230\u51e0\u4e2a\u66f4\u597d\u7684\u7b54\u6848\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6574\u7406\u6587\u6863\u3001\u68c0\u67e5\u7248\u672c\u3001\u8bbe\u8ba1\u6d4b\u8bd5\uff0c\u770b\u8d77\u6765\u65e2\u6162\u53c8\u4e0d\u591f\u806a\u660e\u3002\u5b83\u4eec\u5f88\u5c11\u5728\u6f14\u793a\u91cc\u5236\u9020\u60ca\u559c\uff0c\u66f4\u591a\u65f6\u5019\u53ea\u662f\u8ba9\u4e00\u4e9b\u9519\u8bef\u4e0d\u518d\u53d1\u751f\u3002</p>\n<p>\u4f46\u662f\u5462\uff0c\u751f\u4ea7\u7cfb\u7edf\u7684\u8d28\u91cf\uff0c\u6070\u6070\u662f\u5728\u8fd9\u4e9b\u201c\u7a33\u201d\u4e2d\u4f53\u73b0\u7684\u3002\u8981\u6211\u8bf4\uff0c\u4e00\u4e2a RAG \u9879\u76ee\u7684\u5de5\u4f5c\u5927\u6982\u662f 50% \u8bc4\u6d4b\uff0c40% \u6574\u7406\u6570\u636e\uff0c8% \u63a5\u5165\u4e1a\u52a1\uff0c\u6700\u540e 2% \u624d\u662f\u6a21\u578b\u8bad\u7ec3\u3002</p>\n<p>\u8fd9\u8bf4\u7684\u53ef\u80fd\u6709\u70b9\u5938\u5f20\u4e86\u554a\uff0c\u4f46\u662f\u5b9e\u9645\u4e0a\u4f60\u60f3\u60f3\u662f\u4e0d\u662f\u8fd9\u6837\u3002\u6211\u4eec\u559c\u6b22\u4f18\u5316\u6a21\u578b\uff0c\u7406\u8bba\u4e0a\u8bf4\u662f\u201c\u6a21\u578b\u6700\u91cd\u8981\u201d\uff0c\u5b9e\u9645\u4e0a\u662f\u56e0\u4e3a\u5b83\u6700\u5bb9\u6613\u7ed9\u4eba\u8fdb\u5c55\u611f\u3002</p>\n<p>\u4f46\u662f\u4e00\u8bc4\u6d4b\uff0c\u5c31\u4f1a\u53d1\u73b0\uff0c\u8fd9\u79cd\u4ee4\u4eba\u8212\u670d\u7684\u6a21\u7cca\u5176\u5b9e\u633a\u865a\u5e7b\u7684\uff1a\u4ec0\u4e48\u53eb\u56de\u7b54\u5f97\u4e0d\u9519\uff1f\u662f\u627e\u5230\u4e86\u76f8\u5173\u6587\u6863\uff0c\u5c31\u7b97\u4e0d\u9519\uff1f\u5f15\u7528\u4e86\u771f\u5b9e\u9875\u9762\uff0c\u5c31\u7b97\u4e0d\u9519\uff1f\u8fd8\u662f\u7b54\u6848\u5fc5\u987b\u4f7f\u7528\u5f53\u524d\u6709\u6548\u7684\u5236\u5ea6\uff0c\u4fdd\u7559\u539f\u6587\u4e2d\u7684\u9650\u5236\u6761\u4ef6\uff0c\u5728\u6750\u6599\u4e0d\u8db3\u65f6\u627f\u8ba4\u81ea\u5df1\u4e0d\u77e5\u9053\uff1f</p>\n<p>\u5982\u679c\u8fd9\u4e9b\u95ee\u9898\u6ca1\u6709\u63d0\u524d\u8bf4\u6e05\u695a\uff0c\u6bcf\u4e00\u6b21\u4f18\u5316\u90fd\u53ea\u80fd\u4f9d\u8d56\u611f\u89c9\u3002\u56e2\u961f\u4f1a\u62ff\u51e0\u4e2a\u719f\u6089\u7684\u95ee\u9898\u53cd\u590d\u6d4b\u8bd5\u3002\u65b0\u6a21\u578b\u78b0\u5de7\u7b54\u5f97\u66f4\u987a\uff0c\u5c31\u8ba4\u4e3a\u5b83\u66f4\u597d\u3002\u81f3\u4e8e\u5b83\u662f\u5426\u5728\u5176\u4ed6\u95ee\u9898\u4e0a\u9000\u6b65\uff0c\u662f\u5426\u66f4\u5bb9\u6613\u628a\u65e7\u8d44\u6599\u8bf4\u6210\u65b0\u7ed3\u8bba\uff0c\u6216\u8005\u662f\u5426\u53ea\u662f\u628a\u9519\u8bef\u8868\u8fbe\u5f97\u66f4\u6709\u8bf4\u670d\u529b\uff0c\u6ca1\u6709\u4eba\u77e5\u9053\u3002</p>\n<p>\u6240\u4ee5\uff0c\u7b2c\u4e00\u70b9\uff0c\u5148\u5efa\u7acb\u4e00\u4e2a\u6709\u7528\u7684\u8bc4\u6d4b\uff1a\u4e0d\u4ec5\u51fa\u7ed3\u679c\uff0c\u8fd8\u8981\u544a\u8bc9\u6211\u4eec\u4e3a\u4ec0\u4e48\uff0c\u8fd9\u6837\u6211\u4eec\u624d\u80fd\u77e5\u9053\u600e\u4e48\u4fee\u3002\u800c\u4e0d\u662f\u5c31\u8bf4\u4e00\u53e5\u201c\u56de\u7b54\u4e0d\u51c6\u201d\uff0c\u56de\u7b54\u4e0d\u51c6\u7684\u60c5\u51b5\u53ef\u592a\u591a\u4e86\uff0c\u4fee\u6cd5\u5374\u5b8c\u5168\u4e0d\u540c\u3002\u4f60\u8fd8\u662f\u5f97\u5148\u641e\u6e05\u695a\u9519\u8bef\u53d1\u751f\u5728\u54ea\u91cc\uff0c\u800c\u4e0d\u662f\u6025\u7740\u6362\u6a21\u578b\u3002</p>\n<p>\u63a5\u4e0b\u6765\u7b2c\u4e8c\u70b9\u662f\u6570\u636e\u5de5\u4f5c\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff1a</p>\n<p>\u5047\u8bbe\u4e00\u540d\u5458\u5de5\u95ee\uff1a\u201c\u6211\u4e0b\u5468\u53bb\u4e0a\u6d77\u51fa\u5dee\uff0c\u4f4f\u5bbf\u6700\u9ad8\u80fd\u62a5\u9500\u591a\u5c11\uff1f\u201d</p>\n<p>\u77e5\u8bc6\u5e93\u91cc\u6709\u4e09\u4efd\u6750\u6599\uff1a\u4e00\u4efd 2024 \u5e74\u7684\u65e7\u5236\u5ea6\uff0c\u4e00\u4efd 2026 \u5e74\u7684\u65b0\u5236\u5ea6\uff0c\u8fd8\u6709\u4e00\u4efd\u53ea\u9002\u7528\u4e8e\u9500\u552e\u56e2\u961f\u7684\u8865\u5145\u901a\u77e5\u3002\u65e7\u5236\u5ea6\u7684\u6807\u9898\u6700\u63a5\u8fd1\u5458\u5de5\u7684\u95ee\u6cd5\uff0c\u4e8e\u662f\u88ab\u7cfb\u7edf\u653e\u5728\u6700\u524d\u9762\u3002\u6a21\u578b\u8bfb\u5b8c\u4ee5\u540e\u56de\u7b54\u201c\u6bcf\u665a 800 \u5143\u201d\uff0c\u8fd8\u9644\u4e0a\u4e86\u4e00\u4e2a\u5b8c\u5168\u771f\u5b9e\u7684\u51fa\u5904\u3002</p>\n<p>\u8fd9\u7c7b\u7b54\u6848\u6700\u5371\u9669\u7684\u5730\u65b9\uff0c\u662f\u5b83\u4e0d\u50cf\u9519\u8bef\u3002\u6587\u5b57\u901a\u987a\uff0c\u6570\u5b57\u51c6\u786e\uff0c\u5f15\u7528\u4e5f\u80fd\u6253\u5f00\u3002\u53ea\u8981\u6ca1\u6709\u4eba\u7ee7\u7eed\u8ffd\u95ee\u8fd9\u4efd\u5236\u5ea6\u662f\u5426\u4ecd\u7136\u6709\u6548\u3001\u5458\u5de5\u5c5e\u4e8e\u54ea\u4e2a\u90e8\u95e8\u3001\u53bb\u4e0a\u6d77\u9002\u7528\u7684\u662f\u54ea\u4e00\u6863\u6807\u51c6\uff0c\u5b83\u770b\u8d77\u6765\u5df2\u7ecf\u5b8c\u6210\u4e86\u4efb\u52a1\u3002</p>\n<p>\u4f46\u8fd9\uff0c\u5176\u5b9e\u662f\u6570\u636e\u6e05\u6d17\u51fa\u4e86\u95ee\u9898\u3002\u5927\u5bb6\u4e0d\u8981\u671b\u6587\u751f\u4e49\u89c9\u5f97\u201c\u6570\u636e\u6e05\u6d17\u201d\u5c31\u662f\u5220\u9664\u91cd\u590d\u6587\u4ef6\u3001\u4fee\u590d\u4e71\u7801\u3001\u7edf\u4e00\u683c\u5f0f\u5c31\u5b8c\u4e86\uff0c\u5176\u5b9e\u5b83\u8fd8\u5305\u542b\u4e86\u4e00\u4e2a\u201c\u5efa\u7acb\u201d\u7684\u8fc7\u7a0b\uff1a\u628a\u9519\u7684\u5254\u9664\u6389\uff0c\u628a\u5bf9\u7684\u6392\u6392\u597d\u3002\u7528\u73b0\u5728\u7684\u8bdd\u8bf4\u5c31\u662f\uff1a</p>\n<ul>\n<li>\u5efa\u7acb\u53ef\u9760\u7684\u8bb0\u5fc6\u5c42\u3002</li>\n</ul>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u91cc\u9762\uff0c\u7cfb\u7edf\u628a\u201c2024 \u5e74\u5236\u5ea6\u201d\u548c\u201c2026 \u5e74\u5236\u5ea6\u201d\u5f53\u6210\u4e86\u4e24\u6bb5\u76f8\u4f3c\u7684\u6587\u5b57\uff0c\u5374\u6ca1\u6709\u628a\u5b83\u4eec\u7406\u89e3\u6210\u524d\u540e\u76f8\u7ee7\u7684\u4e24\u4e2a\u72b6\u6001\u3002\u5b83\u77e5\u9053\u4e24\u4e2a\u6587\u4ef6\u90fd\u5728\u8ba8\u8bba\u62a5\u9500\uff0c\u5374\u4e0d\u77e5\u9053\u540e\u8005\u66ff\u4ee3\u4e86\u524d\u8005\u3002\u5b83\u4e5f\u77e5\u9053\u9500\u552e\u8865\u5145\u901a\u77e5\u91cc\u6709\u4e00\u4e2a\u6570\u5b57\uff0c\u5374\u4e0d\u77e5\u9053\u8fd9\u4e2a\u6570\u5b57\u53ea\u5bf9\u7279\u5b9a\u4eba\u7fa4\u6210\u7acb\u3002</p>\n<p>\u4ece\u6587\u5b57\u7684\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e09\u4efd\u6750\u6599\u90fd\u76f8\u5173\u3002\u4ece\u4e1a\u52a1\u7684\u89d2\u5ea6\u770b\uff0c\u5b83\u4eec\u4e0d\u80fd\u88ab\u5e73\u7b49\u5bf9\u5f85\u3002</p>\n<ul>\n<li>\u77e5\u8bc6\uff0c\u4e5f\u662f\u6709\u72b6\u6001\u7684\u3002</li>\n</ul>\n<p>\u4e00\u4efd\u5236\u5ea6\u4e0d\u662f\u4e00\u6bb5\u6587\u5b57\u3002\u5b83\u662f\u67d0\u4e2a\u90e8\u95e8\u5728\u67d0\u4e2a\u65f6\u95f4\u53d1\u5e03\u3001\u5bf9\u67d0\u7c7b\u4eba\u9002\u7528\u3001\u53ef\u80fd\u88ab\u53e6\u4e00\u4efd\u5236\u5ea6\u66ff\u4ee3\u7684\u4e00\u9879\u89c4\u5219\u3002\u4e00\u5f20\u8868\u683c\u4e5f\u4e0d\u662f\u4e00\u4e32\u6570\u5b57\u3002\u5b83\u53ef\u80fd\u662f\u67d0\u6bb5\u7ed3\u8bba\u7684\u4f9d\u636e\uff0c\u800c\u8868\u5934\u3001\u811a\u6ce8\u548c\u6240\u5728\u7ae0\u8282\u5171\u540c\u9650\u5b9a\u4e86\u6570\u5b57\u5e94\u8be5\u600e\u6837\u7406\u89e3\u3002</p>\n<p>\u6240\u4ee5\uff0cchunking \u7684\u65f6\u5019\uff0c\u5c31\u4e0d\u80fd\u628a\u6587\u6863\u5207\u6210\u4e92\u4e0d\u76f8\u5e72\u7684\u5c0f\u6bb5\uff0c\u4f60\u8981\u4fdd\u7559\u5b83\u7684\u8eab\u4efd\u548c\u72b6\u6001\uff0c\u8fd9\u6837\u6a21\u578b\u770b\u89c1\u6570\u5b57\u201c\u62a5\u9500\u4e0a\u9650 1200 \u5143\u201d\u7684\u65f6\u5019\uff0c\u624d\u80fd\u77e5\u9053\u5b83\u7684\u201c\u9002\u7528\u4e1a\u52a1\u201d\u3001\u201c\u5bf9\u5e94\u804c\u7ea7\u201d\u548c\u201c\u5b9e\u884c\u671f\u9650\u201d\u3002</p>\n<p>\u8bf4\u5230\u5e95\uff0c\u6570\u636e\u5de5\u4f5c\u5c31\u662f\u5bf9\u77e5\u8bc6\u72b6\u6001\u7684\u6574\u7406\u3002\u5149\u77e5\u9053\u6570\u636e\u5bf9\u4e0d\u5bf9\u662f\u4e0d\u591f\u7684\uff0c\u4f60\u8fd8\u8981\u77e5\u9053\u5b83\u7684\u201c\u5173\u7cfb\u201d\uff0c\u6bd4\u65b9\u8bf4\u8c01\u53d1\u5e03\u7684\uff0c\u4f55\u65f6\u751f\u6548\uff0c\u4f55\u65f6\u5931\u6548\uff0c\u9002\u7528\u4e8e\u8c01\uff0c\u548c\u5176\u4ed6\u6750\u6599\u662f\u4ec0\u4e48\u5173\u7cfb\u7b49\u7b49\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4e5f\u88ab\u53eb\u4f5c ontology \u3002</p>\n<p>\u7b2c\u4e09\u662f\u8bc4\u6d4b\u548c\u6570\u636e\u6574\u7406\u7684\u914d\u5408\u3002\u8bc4\u6d4b\u4f1a\u66b4\u9732\u7cfb\u7edf\u7f3a\u5c11\u54ea\u4e9b\u533a\u522b\uff0c\u53cd\u8fc7\u6765\uff0c\u6bcf\u5f53\u77e5\u8bc6\u7ed3\u6784\u589e\u52a0\u4e00\u4e2a\u65b0\u7684\u533a\u522b\uff0c\u6d4b\u8bd5\u4e5f\u8981\u589e\u52a0\u76f8\u5e94\u7684\u95ee\u9898\uff0c\u786e\u8ba4\u7cfb\u7edf\u771f\u7684\u4f1a\u4f7f\u7528\u5b83\u3002</p>\n<p>50% \u8bc4\u6d4b\u548c 40% \u6570\u636e\u6574\u7406\uff0c\u8fd9\u4e0d\u662f\u4e24\u4e2a\u6392\u5728\u6a21\u578b\u4e4b\u524d\u7684\u51c6\u5907\u9636\u6bb5\uff0c\u662f\u8981\u4e00\u76f4\u8f6e\u52a8\u7684\u3002\u6709\u4e9b RAG \u9879\u76ee\u5728\u6f14\u793a\u65f6\u5f88\u597d\uff0c\u4e0a\u7ebf\u540e\u5374\u8d8a\u6765\u8d8a\u5dee\uff0c\u5c31\u662f\u56e0\u4e3a\u6f14\u793a\u9762\u5bf9\u7684\u662f\u4e00\u6279\u9759\u6b62\u7684\u6587\u4ef6\uff0c\u751f\u4ea7\u73af\u5883\u9762\u5bf9\u7684\u5374\u662f\u4e00\u4e2a\u4e0d\u65ad\u53d8\u5316\u7684\u7ec4\u7ec7\u3002\u5236\u5ea6\u4f1a\u66f4\u65b0\uff0c\u90e8\u95e8\u4f1a\u8c03\u6574\uff0c\u4ea7\u54c1\u4f1a\u6539\u540d\uff0c\u539f\u6765\u6b63\u786e\u7684\u6807\u7b7e\u4f1a\u6162\u6162\u5931\u6548\u3002\u6570\u636e\u4e0d\u662f\u51c6\u5907\u4e00\u6b21\u5c31\u7ed3\u675f\u7684\u71c3\u6599\uff0c\u800c\u662f\u7cfb\u7edf\u5fc5\u987b\u6301\u7eed\u7ef4\u62a4\u7684\u73b0\u5b9e\u3002</p>\n<p>\u7b2c\u56db\uff0c\u8981\u63a5\u5165\u4e1a\u52a1\uff0c\u800c\u4e0d\u662f\u5149\u5728\u90a3\u91cc\u6f14\u3002\u7ebf\u4e0a\u51fa\u73b0\u9519\u8bef\uff0c\u6211\u4eec\u8981\u80fd\u56de\u5230\u5f53\u65f6\u4f7f\u7528\u7684\u6750\u6599\uff0c\u77e5\u9053\u7f3a\u7684\u662f\u54ea\u4e00\u6761\u4fe1\u606f\uff0c\u7136\u540e\u4fee\u6539\u6587\u6863\u5173\u7cfb\u6216\u56de\u7b54\u89c4\u5219\uff0c\u518d\u8ba9\u4ee5\u524d\u7684\u6240\u6709\u95ee\u9898\u91cd\u65b0\u8dd1\u4e00\u904d\uff0c\u786e\u8ba4\u8fd9\u6b21\u4fee\u590d\u6ca1\u6709\u7834\u574f\u5176\u4ed6\u5730\u65b9\u3002\u7cfb\u7edf\u4e0d\u662f\u9760\u4e00\u6b21\u5927\u5347\u7ea7\u53d8\u5f97\u53ef\u9760\uff0c\u800c\u662f\u9760\u6bcf\u4e00\u6b21\u9519\u8bef\u90fd\u7559\u4e0b\u53ef\u4ee5\u5b66\u4e60\u7684\u4e1c\u897f\u3002</p>\n<p>\u6700\u540e\uff0c\u5982\u679c\u6b63\u786e\u6750\u6599\u5df2\u7ecf\u7a33\u5b9a\u5730\u88ab\u627e\u5230\uff0c\u7248\u672c\u548c\u9002\u7528\u8303\u56f4\u6ca1\u6709\u4e22\u5931\uff0c\u95ee\u9898\u4e5f\u63d0\u4f9b\u4e86\u8db3\u591f\u6761\u4ef6\uff0c\u800c\u6a21\u578b\u4ecd\u7136\u53cd\u590d\u8bef\u89e3\u590d\u6742\u6761\u6b3e\u3001\u8bfb\u9519\u8868\u683c\u6216\u65e0\u6cd5\u7ec4\u7ec7\u591a\u4efd\u8bc1\u636e\uff0c\u8fd9\u65f6\u6211\u4eec\u624d\u771f\u6b63\u77e5\u9053\u74f6\u9888\u5728\u6a21\u578b\u3002\u6b64\u65f6\u8bad\u7ec3\u4e5f\u6709\u4e86\u660e\u786e\u76ee\u6807\uff1a\u4e0d\u662f\u7b3c\u7edf\u5730\u201c\u8ba9\u5b83\u66f4\u61c2\u516c\u53f8\u77e5\u8bc6\u201d\uff0c\u800c\u662f\u4fee\u6b63\u4e00\u79cd\u7a33\u5b9a\u3001\u91cd\u590d\u3001\u53ef\u4ee5\u88ab\u6d4b\u8bd5\u7684\u884c\u4e3a\u3002</p>\n<p>\u7ecf\u5e38\u53d8\u5316\u7684\u4e8b\u5b9e\uff0c\u53cd\u800c\u4e0d\u5e94\u8be5\u88ab\u8bad\u7ec3\u8fdb\u6a21\u578b\u3002\u62a5\u9500\u91d1\u989d\u3001\u4ea7\u54c1\u4ef7\u683c\u3001\u5f53\u524d\u5236\u5ea6\u90fd\u53ef\u80fd\u66f4\u65b0\u3002\u4e00\u65e6\u628a\u8fd9\u4e9b\u5185\u5bb9\u85cf\u8fdb\u6a21\u578b\u5185\u90e8\uff0c\u6211\u4eec\u4e0d\u4ec5\u5f88\u96be\u53ca\u65f6\u4fee\u6539\uff0c\u4e5f\u66f4\u96be\u89e3\u91ca\u7b54\u6848\u6765\u81ea\u54ea\u91cc\u3002\u66f4\u7a33\u59a5\u7684\u65b9\u5f0f\uff0c\u662f\u8ba9\u4e8b\u5b9e\u7559\u5728\u6a21\u578b\u4e4b\u5916\uff0c\u59cb\u7ec8\u53ef\u4ee5\u66f4\u65b0\u548c\u590d\u67e5\uff1b\u6a21\u578b\u8d1f\u8d23\u9605\u8bfb\u3001\u6bd4\u8f83\u548c\u8868\u8fbe\uff0c\u800c\u4e0d\u662f\u5077\u5077\u6210\u4e3a\u516c\u53f8\u5236\u5ea6\u7684\u552f\u4e00\u526f\u672c\u3002</p>\n<p>\u8fd9\u4e5f\u662f\u6211\u4eec\u505a\u6392\u67e5\u5de5\u4f5c\u65f6\u9010\u6e10\u5f62\u6210\u7684\u5224\u65ad\u3002\u6211\u4eec\u4e00\u5f00\u59cb\u9762\u5bf9\u7684\u50cf\u662f\u4e00\u4e2a\u6587\u6863\u89e3\u6790\u95ee\u9898\uff0c\u540e\u6765\u53d1\u73b0\u771f\u6b63\u9700\u8981\u4fdd\u5b58\u7684\u4e0d\u662f\u6587\u672c\uff0c\u800c\u662f\u6587\u6863\u539f\u672c\u6240\u5728\u7684\u4e16\u754c\uff1a\u7ae0\u8282\u5728\u54ea\u91cc\uff0c\u8868\u683c\u5c5e\u4e8e\u54ea\u6bb5\u8bf4\u660e\uff0c\u56fe\u7247\u548c\u6b63\u6587\u5982\u4f55\u76f8\u8fde\uff0c\u4e00\u4efd\u6750\u6599\u6765\u81ea\u54ea\u91cc\uff0c\u7b54\u6848\u6cbf\u7740\u4ec0\u4e48\u8def\u5f84\u627e\u5230\u5b83\u3002</p>\n<p>\u73b0\u5728\u6211\u662f\u81ea\u5df1\u5f00\u53d1\u4e86\u4e00\u4e2a\u5c0f\u5de5\u5177\u6765\u89e3\u51b3\u8fd9\u4e00\u7cfb\u5217\u7684\u4e8b\u60c5\uff0c\u4ece\u6587\u6863\u8bc6\u522b\u3001\u89e3\u6790\uff0c\u4e00\u8def\u5230 chunking \u3001embedding \uff0c\u5230\u6700\u540e\u5f62\u6210 memory \u63d0\u4f9b\u7ed9\u6a21\u578b\u68c0\u7d22\uff0c\u90fd\u80fd\u4e00\u4e2a\u5de5\u5177\u89e3\u51b3\u3002\u56e0\u4e3a\u91c7\u7528\u4e86\u6811\u5f62\u89e3\u6790\u7684\u65b9\u5f0f\uff0c\u6240\u4ee5\u6bcf\u4e2a chunk \u4e0a\u7684\u7ed3\u6784\u3001\u5c42\u7ea7\u4fe1\u606f\u90fd\u88ab\u5b8c\u6574\u5730\u4fdd\u7559\u4e86\u4e0b\u6765\uff0c\u65b9\u4fbf\u6a21\u578b\u67e5\u770b\u5b83\u7684\u5f52\u5c5e\u3001\u5b83\u7684\u65f6\u95f4\u3001\u5b83\u7684\u72b6\u6001\uff0c\u4ee5\u53ca\u8ddf\u5176\u4ed6\u540c\u7c7b\u4fe1\u606f\u8fdb\u884c\u5bf9\u6bd4\u3002\u5c24\u5176\u662f\u5982\u679c\u89e3\u6790\u6709\u95ee\u9898\uff0c\u8fd8\u80fd\u8ba9\u6a21\u578b\u81ea\u5df1\u56de\u6eaf\u5230\u76f8\u5e94\u7684\u5730\u65b9\u8fdb\u884c\u68c0\u7d22\uff0c\u81ea\u67e5\u81ea\u7ea0\uff0c100%\u6eaf\u6e90\uff0c\u907f\u514d\u5e7b\u89c9\u3002</p>\n<p>\u6709\u9700\u8981\u7684\u53ef\u4ee5\u81ea\u53d6\uff0c\u5f00\u6e90\u5c0f\u9879\u76ee\uff1a <a href=\"https://github.com/Ontos-AI/knowhere\" rel=\"nofollow\">https://github.com/Ontos-AI/knowhere</a></p>\n<p>\u7528 API \u6216\u8005 Claw \u7248\u4e5f\u884c\uff1a <a href=\"https://knowhereto.ai/?utm_source=v2ex\" rel=\"nofollow\">https://knowhereto.ai/?utm_source=v2ex</a></p>\n<p>\u6700\u540e\uff0c\u6b22\u8fce\u5927\u5bb6\u4ea4\u6d41\u7ecf\u9a8c\uff0c\u591a\u591a\u5206\u4eab\uff0c\u8c22\u8c22\u3002</p>\n"
    },
    {
      "title": "\u5fae\u4fe1 Mac \u7248\u6700\u65b0\u7248\uff0c\u4f60\u4eec\u6ca1\u53d1\u89c9\u5417\uff1f\u5b9e\u65f6\u8c03\u8282\u5168\u5c40\u97f3\u91cf",
      "date_published": "2026-06-26T09:31:05+00:00",
      "id": "https://www.v2ex.com/t/1223165",
      "url": "https://www.v2ex.com/t/1223165",
      "author": {
        "name": "Jensond",
        "url": "https://www.v2ex.com/member/Jensond",
        "avatar": "https://cdn.v2ex.com/avatar/8f42/0a93/693025_large.png?m=1782031493"
      },
      "content_html": "<p>\u4eca\u5929\u53d1\u73b0\u7cfb\u7edf\u5168\u5c40\u97f3\u91cf\u4e0d\u5b9a\u65f6\u8c03\u8282\u5230 17%\u5de6\u53f3\u7684\u97f3\u91cf\uff0c\u4ee5\u4e3a\u662f spoify \u4f5c\u5996\uff0c\u627e\u6765\u627e\u53bb\u53d1\u73b0\u662f\u5168\u6c11\u5e94\u7528\u5fae\u4fe1 mac \u7248\uff0c\u6628\u5929\u66f4\u65b0\u7684\u5fae\u4fe1 macos 4.1.11.21 \uff0c\u4eca\u5929\u5c31\u8fd9\u6837\u4e86\uff0c\u4f5c\u4e3a\u5168\u6c11\u5e94\u7528\u4e0d\u5e94\u8be5\u554a\uff01</p>\n<p>\u539f\u6765\u5168\u4e16\u754c\u90fd\u4e00\u4e2a\u8349\u53f0\u73ed\u5b50\u3002\u3002\u3002\u3002</p>\n<p><img alt=\"pasted-image.png \u00b7 1940\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.cdn1.vip/i/6a3e4682b1e1b_1782466178.webp\"/></p>\n"
    },
    {
      "title": "\u73b0\u5728\u54ea\u4e2a coding plan \u5199\u8f7b\u91cf\u811a\u672c\u6027\u4ef7\u6bd4\u9ad8\uff1f\u8fd8\u6d89\u53ca\u5230\u7528\u89c6\u89c9\u7406\u89e3\uff0c\u6c42\u63a8\u8350\uff5e",
      "date_published": "2026-06-26T09:28:09+00:00",
      "id": "https://www.v2ex.com/t/1223164",
      "url": "https://www.v2ex.com/t/1223164",
      "author": {
        "name": "Hubbard",
        "url": "https://www.v2ex.com/member/Hubbard",
        "avatar": "https://cdn.v2ex.com/gravatar/3005325417d2e4b856abe6143524d2ad?s=73&d=retro"
      },
      "content_html": "<p>\u76ee\u524d\u4e86\u89e3\u5230 glm minimax \u90fd\u8fd8\u884c\uff0c\u6709\u5176\u4ed6\u6027\u4ef7\u6bd4\u9ad8\u7684\u63a8\u8350\u5417</p>\n"
    },
    {
      "title": "VSCode \u5185\u7f6e Chat \u5728 AI Coding \u5de5\u5177\u4e2d\u5904\u4e8e\u4ec0\u4e48\u6c34\u5e73\uff1f",
      "date_published": "2026-06-26T08:54:46+00:00",
      "date_modified": "2026-06-26T08:55:12+00:00",
      "id": "https://www.v2ex.com/t/1223153",
      "url": "https://www.v2ex.com/t/1223153",
      "author": {
        "name": "lovelylain",
        "url": "https://www.v2ex.com/member/lovelylain",
        "avatar": "https://cdn.v2ex.com/gravatar/d6a75c239322284cdb01711f89a6b95c?s=73&d=retro"
      },
      "content_html": "VSCode \u91cd\u5ea6\u7528\u6237\uff0c\u4e4b\u524d AI \u7528\u7684\u4e0d\u591a\uff0c\u7528\u4e86\u4e00\u6bb5\u65f6\u95f4 Cursor \uff0c\u611f\u89c9\u8fd8\u4e0d\u9519\uff0c\u4f46\u4e0d\u82b1 20 \u7f8e\u5143\u8fde BYOK \u90fd\u7528\u4e0d\u4e86\uff0c\u6298\u817e\u8fc7 Cline \uff0c\u6bd4 Cursor \u5dee\u4e0d\u5c11\u3002\u6700\u8fd1 VSCode \u66f4\u65b0\u540e Chat \u529f\u80fd\u8ddf Copilot \u5df2\u7ecf\u89e3\u8026\uff0c\u751a\u81f3\u4e0d\u767b\u5f55 Github \u8d26\u53f7\u4e5f\u80fd\u7528\uff0c\u4f53\u9a8c\u4e0a\u5f88\u50cf Cursor \u4e86\u3002<br /><br />\u5b83\u5728 AI Coding \u5de5\u5177\u4e2d\u5904\u4e8e\u4ec0\u4e48\u6c34\u5e73\uff1f\u7f51\u4e0a\u641c\u4e86\u4e00\u4e0b\uff0c\u4f3c\u4e4e\u90fd\u662f\u5bf9\u6bd4 ClaudCode \u548c Codex \uff0c\u5f88\u5c11\u62ff VSCode Chat \u5bf9\u6bd4\u7684\uff0c\u4f46\u611f\u89c9\u633a\u597d\u7528\u4e86\u5440\uff0c\u7528\u76f8\u540c\u6a21\u578b\u7684\u8bdd\uff0c\u6bd4\u524d\u4e24\u8005\u5dee\u5728\u54ea\u91cc\uff1f"
    },
    {
      "title": "\u82b1 2 \u6708\u5199\u4e86\u4e00\u6b3e\u8f6f\u4ef6\uff0c\u7ed3\u679c claude code router \u4e0a\u7ebf\u4e86\u4e00\u6a21\u4e00\u6837\u7684\u529f\u80fd",
      "date_published": "2026-06-26T08:48:23+00:00",
      "id": "https://www.v2ex.com/t/1223150",
      "url": "https://www.v2ex.com/t/1223150",
      "author": {
        "name": "xiaoge666",
        "url": "https://www.v2ex.com/member/xiaoge666",
        "avatar": "https://cdn.v2ex.com/gravatar/2d72fdccc9c4867930febe9714ed9c4a?s=73&d=retro"
      },
      "content_html": "<p>\u7528\u5404\u79cd agent \u8c03\u6a21\u578b\u7ecf\u5e38\u9047\u5230\u7684\u51e0\u4e2a\u95ee\u9898\uff1a</p>\n<p>1.\u7528 claude code \u4e2d\u9014\u9700\u8981\u5207\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5207\u4f9b\u5e94\u5546\uff0c\u9700\u8981 resume session \u624d\u80fd\u8bc6\u522b\u65b0\u7684 settings.json\n2.\u6a21\u578b\u672c\u8eab\u7684\u4f9b\u5e94\u5546\u505a\u4e86 429 \u9650\u6d41\uff0c\u7ecf\u5e38\u5361\u4f4f\uff0c\u65e0\u6cd5\u5e76\u53d1\uff0c\u6bd4\u5982 kimi \u7684\u548c\u706b\u5c71\u5f15\u64ce\u7684 coding plan\n3.\u5728\u4e0d\u540c\u7684\u4f9b\u5e94\u5546\u4e70\u4e86 coding plan \uff0c\u9700\u8981\u5728 token \u7528\u5b8c\u7684\u65f6\u5019\u53ef\u4ee5\u5207\u5230\u5176\u4ed6\u4f9b\u5e94\u5546\uff0c\u65e0\u7f1d\u4f7f\u7528\n4.\u6839\u636e\u5f53\u524d\u4efb\u52a1\u9009\u62e9\u4e0d\u540c\u667a\u80fd\u7684\u6a21\u578b\uff0c\u6bd4\u5982 plan \u7684\u65f6\u5019\u7528 opus \uff0cimplement \u7684\u65f6\u5019\u7528 qwen \uff0c\u652f\u6301 step level</p>\n<p>\u6211\u524d 2 \u6708\u81ea\u5df1\u5f00\u53d1\u4f7f\u7528\u7684\u65f6\u5019\uff0cclaude code router \u8fd8\u6ca1\u6709\u4e0a\u7ebf\u684c\u9762\u7aef\uff0c\u6240\u4ee5\u6211\u7ed3\u5408 portkey \u7684\u5f00\u6e90\u7f51\u5173\u5199\u4e86\u4e00\u6b3e\u672c\u5730\u7684 ui \u754c\u9762\uff0c\u7136\u540e\u6253\u7b97\u505a\u63a8\u5e7f\u5206\u53d1\uff0c\u6ca1\u60f3\u5230 claude code router \u505a\u4e86\u4e00\u6837\u7684\u3002</p>\n<p>\u53cd\u6b63\u5199\u4e86\u4e5f\u662f\u5199\u4e86\uff0c\u628a\u94fe\u63a5\u653e\u5728\u8fd9\u5427\n<a href=\"https://github.com/leaf-llm/llmadmin-ui\" rel=\"nofollow\">https://github.com/leaf-llm/llmadmin-ui</a></p>\n<p>\u6b22\u8fce\u8ba8\u8bba\uff0c\u6cea\u76ee</p>\n"
    },
    {
      "title": "\u5206\u4eab [AI \u81ea\u52a8\u8c03\u8bd5\u5931\u8d25\u81ea\u52a8\u5316] Playwright+Testng+ Java \u6846\u67b6",
      "date_published": "2026-06-26T08:10:49+00:00",
      "id": "https://www.v2ex.com/t/1223131",
      "url": "https://www.v2ex.com/t/1223131",
      "author": {
        "name": "hot63fang",
        "url": "https://www.v2ex.com/member/hot63fang",
        "avatar": "https://cdn.v2ex.com/gravatar/049a472142239a853f74be1cf8025038?s=73&d=retro"
      },
      "content_html": "<ul>\n<li>\n<p>\u81ea\u52a8\u5316\u6846\u67b6\uff1aPlaywright+Testng+Java</p>\n</li>\n<li>\n<p>\u8981\u89e3\u51b3\u7684\u75db\u70b9\uff1a\u76ee\u524d\u6211\u4eec\u63a5\u53e3+UI \u81ea\u52a8\u5316\u6709 6000 \u6765\u4e2a\uff0c\u6bcf\u5929\u4e0a\u73ed\u5c31\u8981\u8ddf\u8e2a\u5931\u8d25\u7684\u81ea\u52a8\u5316\uff0c\u975e\u5e38\u8017\u65f6\u95f4</p>\n</li>\n<li>\n<p>\u529e\u6cd5\uff1a\u534a\u591c Jenkins job \u8dd1\u5b8c\uff0c\u8ba9 AI \u53bb\u63a5\u6536\u7ed3\u679c\uff0cAI \u53bb\u6539\u5931\u8d25\u7684 case \uff0c\u7b2c\u4e8c\u5929\u4e0a\u73ed\u770b AI \u7684\u4ee3\u7801 Merge \u62a5\u544a\u548c\u603b\u7ed3\uff0c\u7ec4\u5458\u53bb\u5ba1\u6838\u6ca1\u95ee\u9898\u5c31\u5408\u5165\u4ee3\u7801</p>\n</li>\n<li>\n<p>\u65b0\u95ee\u9898\uff1a\u5355\u4e2a Job \u7684 log \u975e\u5e38\u5927\uff0c\u52a8\u8f84\u51e0\u767e MB \u751a\u81f3\u4e0a GB \uff0c\u6574\u6bb5\u585e\u7ed9 LLM \u65e2\u5e9f token \u53c8\u5168\u662f\u566a\u97f3\u3002\u6240\u4ee5\u65e5\u5fd7\u8981\u5148\u300c\u7626\u8eab\u300d\u518d\u8fdb\u5206\u6790</p>\n</li>\n<li>\n<p>\u65e5\u5fd7\u7626\u8eab\u65b9\u6cd5\uff1a\n1 \u3001\u4e0d\u4f9d\u8d56 log \u505a\u4e3b\u5206\u6790 \u2014 \u4e3b\u8bc1\u636e\u6765\u81ea\u7ed3\u6784\u5316\u7684 trace.zip \uff08 artifact \uff09\uff0clog \u53ea\u4f5c\u8f85\u52a9\u5b9a\u4f4d\u3002\n2 \u3001\u6309\u6d4b\u8bd5\u7528\u4f8b\u8fb9\u754c / \u65f6\u95f4\u7a97\u53e3\u5207\u7247 \u2014 \u7528 case \u540d\u3001FAILED \u3001\u65f6\u95f4\u6233\u5b9a\u4f4d\u5931\u8d25\u90a3\u4e00\u6bb5\uff0c\u53ea\u53d6\u8be5 case \u7684\u65e5\u5fd7\u7a97\u53e3\uff08\u548c trace \u89e3\u6790\u540c\u4e00\u5957\u65f6\u95f4\u7a97\u53e3\u601d\u8def\uff09\u3002\n3 \u3001\u53ea\u7559\u9519\u8bef\u76f8\u5173 \u2014 \u62bd error / stacktrace + \u5931\u8d25\u70b9\u524d\u540e N \u884c\u4e0a\u4e0b\u6587\uff0c\u4e22\u6389\u901a\u8fc7\u7528\u4f8b\u548c\u5927\u6bb5 info \u566a\u97f3\u3002\n4 \u3001\u53bb\u91cd \u2014 \u91cd\u8bd5/\u8f6e\u8be2\u4f1a\u5237\u5927\u91cf\u91cd\u590d\u884c\uff0c\u5148\u53bb\u91cd\u518d\u4fdd\u7559\u3002\n5 \u3001token \u9884\u7b97\u622a\u65ad \u2014 \u8fdb LL \u524d\u6309\u9884\u7b97\u622a\u65ad\uff0c\u4fdd\u300c\u5934 + \u5c3e + \u9519\u8bef\u7a97\u53e3\u300d\u4e09\u6bb5\uff0c\u907f\u514d\u4e2d\u95f4\u65e0\u5173\u5185\u5bb9\u6324\u5360\u3002</p>\n</li>\n</ul>\n<p>\u6574\u4f53\u4f7f\u7528\u6b65\u9aa4\u5982\u4e0b\uff1a</p>\n<ul>\n<li>\u89e3\u6790 trace \u2014 \u6309\u6d4b\u8bd5\u7528\u4f8b\u7684\u65f6\u95f4\u7a97\u53e3\u8fc7\u6ee4\u4e8b\u4ef6</li>\n<li>\u9759\u6001\u5206\u6790 \u2014 \u626b error / stacktrace / logs \uff0c\u5f62\u6210\u521d\u6b65\u5047\u8bbe</li>\n<li>\u63d0\u53d6\u8bc1\u636e \u2014 \u64cd\u4f5c\u5e8f\u5217\u3001\u5931\u8d25\u8be6\u60c5\u3001DOM \u5feb\u7167\u3001\u622a\u56fe\u3001\u7f51\u7edc\u8bf7\u6c42</li>\n<li>\u622a\u56fe\u786e\u8ba4 \u2014 \u8bfb\u5173\u952e\u5e27\uff08\u9996\u5e27 / \u5931\u8d25\u524d / \u672b\u5e27\uff09\uff0c\u89c6\u89c9\u9a8c\u8bc1\u9875\u9762\u72b6\u6001</li>\n<li>\u81ea\u52a8\u4fee\u590d\u9009\u62e9\u5668 \u2014 DOM \u53d8\u66f4\u5bfc\u81f4\u9009\u62e9\u5668\u5931\u6548\u65f6\uff0c\u4ece\u5b9e\u9645 DOM \u91cc\u627e\u66ff\u4ee3\u9009\u62e9\u5668\u5e76\u6539\u6d4b\u8bd5\u6587\u4ef6</li>\n<li>\u8f93\u51fa\u6839\u56e0\u62a5\u544a \u2014 \u65f6\u95f4\u7ebf + \u8bc1\u636e\u94fe + \u53ef\u64cd\u4f5c\u7684\u4fee\u590d\u5efa\u8bae</li>\n</ul>\n<p>\u5de5\u5177\u5185\u7f6e\u4e86\u5bf9\u5e38\u89c1\u5931\u8d25\u6a21\u5f0f\u7684\u8bc6\u522b\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u5f0f</th>\n<th>\u75c7\u72b6</th>\n<th>\u6839\u56e0</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>A \u5bfc\u822a\u8d85\u65f6</td>\n<td>\u65e5\u5fd7\u51fa\u73b0 navigated to .../pending?redirect=...</td>\n<td>\u5e94\u7528\u7528\u4e86\u4e2d\u95f4\u8df3\u8f6c\u9875</td>\n</tr>\n<tr>\n<td>B Loading \u5361\u4f4f</td>\n<td>\u622a\u56fe\u957f\u65f6\u95f4\u7a7a\u767d\uff0cDOM \u542b loading-pane</td>\n<td>React \u505c\u5728\u5168\u5c4f loading</td>\n</tr>\n<tr>\n<td>C \u9009\u62e9\u5668\u5931\u6548</td>\n<td>DOM \u6709\u5185\u5bb9\u4f46\u76ee\u6807\u9009\u62e9\u5668\u627e\u4e0d\u5230</td>\n<td>CSS class / DOM \u7ed3\u6784\u53d8\u66f4</td>\n</tr>\n<tr>\n<td>D API \u62a5\u9519</td>\n<td>\u7f51\u7edc\u8bf7\u6c42 status \u2265 400</td>\n<td>\u540e\u7aef\u63a5\u53e3\u8fd4\u56de\u9519\u8bef</td>\n</tr>\n<tr>\n<td>E \u65e0\u54cd\u5e94</td>\n<td>\u7f51\u7edc\u8bf7\u6c42 status = -1</td>\n<td>API \u8bf7\u6c42\u672a\u6536\u5230\u54cd\u5e94</td>\n</tr>\n<tr>\n<td>F PageModel \u4e3a Null</td>\n<td>\u9875\u9762\u5bf9\u8c61\u5b57\u6bb5 NPE</td>\n<td>\u9009\u62e9\u5668\u672a\u5339\u914d\uff0c\u6ce8\u5165\u8fd4\u56de null</td>\n</tr>\n</tbody></table><pre><code>ai-autofix-e2e-tests/\n\u251c\u2500\u2500 SKILL.md                 # Claude Code skill \u5b9a\u4e49\uff08\u5b8c\u6574 6 \u6b65\u5de5\u4f5c\u6d41\uff09\n\u251c\u2500\u2500 scripts/\n\u2502   \u251c\u2500\u2500 parse_trace.py       # \u89e3\u6790 trace.zip \uff0c\u8f93\u51fa\u7ed3\u6784\u5316 JSON \u62a5\u544a\n\u2502   \u2514\u2500\u2500 find_selector.py     # \u5bfb\u627e\u66ff\u4ee3\u9009\u62e9\u5668\u5e76\u81ea\u52a8\u4fee\u590d\u6d4b\u8bd5\u6587\u4ef6\n\u251c\u2500\u2500 docs/\n\u2502   \u2514\u2500\u2500 trace-reference.md   # Playwright trace.zip \u683c\u5f0f\u53c2\u8003\n\u2514\u2500\u2500 evals/\n    \u2514\u2500\u2500 evals.json           # \u8bc4\u4f30\u7528\u4f8b\n</code></pre>\n<p><a href=\"https://github.com/FrancoFang667788/ai-autofix-e2e-tests/tree/main\" rel=\"nofollow\">\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\uff0c\u70b9\u51fb\u6b64\u5f00\u6e90\u5730\u5740</a></p>\n"
    },
    {
      "title": "sub2api \u53cd\u4ee3 pro, \u7ba1\u7406\u5df2\u7ecf\u628a\u751f\u56fe\u6253\u5f00\u4e86, \u4f46\u662f codex \u5ba2\u6237\u7aef\u9ed8\u8ba4\u65e0\u6cd5\u751f\u56fe, \u600e\u4e48\u529e?",
      "date_published": "2026-06-26T08:10:24+00:00",
      "id": "https://www.v2ex.com/t/1223130",
      "url": "https://www.v2ex.com/t/1223130",
      "author": {
        "name": "hansonl",
        "url": "https://www.v2ex.com/member/hansonl",
        "avatar": "https://cdn.v2ex.com/gravatar/ab7b1a5c43c0ea20b1a74ca2e315eaf8?s=73&d=retro"
      },
      "content_html": "<p>\u9700\u8981\u5355\u72ec\u914d\u7f6e, \u5927\u4f6c\u4eec\u600e\u4e48\u914d\u7f6e\u7684</p>\n"
    },
    {
      "title": "GLM 5.2 \u6a21\u578b\uff0c\u6709\u54ea\u4e9b\u4f18\u60e0\u7684\u8ba2\u9605\u6e20\u9053\uff1f",
      "date_published": "2026-06-26T07:54:40+00:00",
      "id": "https://www.v2ex.com/t/1223121",
      "url": "https://www.v2ex.com/t/1223121",
      "author": {
        "name": "jonsmith",
        "url": "https://www.v2ex.com/member/jonsmith",
        "avatar": "https://cdn.v2ex.com/gravatar/6a6e8f104c3160e1f11d9ee23803a0a9?s=73&d=retro"
      },
      "content_html": "<p>\u76ee\u524d\u7528\u7684 OpenCode Go \u8ba2\u9605\u9996\u6708 $5 \uff0c\u633a\u5212\u7b97\uff0c\u4f46\u4e0d\u8010\u7528\uff0c\u6ca1\u51e0\u5929\u5c31\u7528\u5b8c\u4e86\u3002</p>\n<p>\u8fd8\u6709\u5176\u4ed6\u7528 GLM 5.2 \u6a21\u578b\u7684\u4f18\u60e0\u8ba2\u9605\u6e20\u9053\u5417\uff1f\u6216\u8005\u8bf4\u591a\u5f00\u51e0\u4e2a opencode go \u8d26\u53f7\uff1f</p>\n"
    },
    {
      "title": "Claude Max 5x \u8fd8\u662f Codex Pro 5x",
      "date_published": "2026-06-26T06:46:04+00:00",
      "id": "https://www.v2ex.com/t/1223088",
      "url": "https://www.v2ex.com/t/1223088",
      "author": {
        "name": "calvinHxx",
        "url": "https://www.v2ex.com/member/calvinHxx",
        "avatar": "https://cdn.v2ex.com/avatar/891f/c90e/499149_large.png?m=1779073061"
      },
      "content_html": "<p>\u5f53\u524d\u53cc\u6301 claude pro \u3001codex plus \uff0c\u989d\u5ea6\u7740\u5b9e\u5403\u7d27\u4e0d\u591f\u7528\ud83d\ude32 \u60f3\u4e0a\u4e00\u4e2a 5x.</p>\n<p>\u90fd\u662f ios \u7f8e\u533a\u8ba2\u9605\u4ed8\u6b3e, \u4f53\u611f\u4e0a\u8fd8\u662f claude \u597d\u7528\u4e00\u70b9, \u4f46\u662f\u8981 125 \u5200\u4e00\u6708\u4e0d\u723d\u8d35 25 \u5200</p>\n<p>\u4f6c\u4eec\u80fd\u7ed9\u7ed9\u4e3b\u610f\u4e0d.</p>\n"
    },
    {
      "title": "\u600e\u6837\u660e\u6587\u5bfc\u51fa\u5fae\u4fe1\u7684\u6240\u6709\u804a\u5929\u5386\u53f2\u8bb0\u5f55",
      "date_published": "2026-06-26T06:10:14+00:00",
      "id": "https://www.v2ex.com/t/1223078",
      "url": "https://www.v2ex.com/t/1223078",
      "author": {
        "name": "wangleineo",
        "url": "https://www.v2ex.com/member/wangleineo",
        "avatar": "https://cdn.v2ex.com/avatar/fc4d/25f1/60960_large.png?m=1681149719"
      },
      "content_html": "<p>\u60f3\u7528 AI \u505a\u4e00\u4e2a\u4e2a\u4eba\u7684\u6570\u5b57\u5206\u8eab\uff0c\u7528\u5386\u53f2\u804a\u5929\u8bb0\u5f55\u505a\u8bed\u6599\u3002</p>\n<p>\u5fae\u4fe1\u7535\u8111\u7248\u5bfc\u51fa\u7684\u6570\u636e\u662f\u52a0\u5bc6\u7684\uff0c\u4f46\u662f\u6839\u636e\u8fd9\u7bc7\u6587\u7ae0\uff0c\u673a\u5236\u5e76\u4e0d\u590d\u6742\uff1a\n<a href=\"https://www.zhihu.com/question/1996383537063039406/answer/1997234667099821276\" rel=\"nofollow\">https://www.zhihu.com/question/1996383537063039406/answer/1997234667099821276</a></p>\n<p>\u4ee5\u524d\u6536\u85cf\u4e86\u4e00\u4e2a\u505a\u8fd9\u4ef6\u4e8b\u60c5\u7684 Github Repo\uff1a <a href=\"https://github.com/sjzar/chatlog\" rel=\"nofollow\">https://github.com/sjzar/chatlog</a>\n\u5df2\u7ecf\u88ab\u5fae\u4fe1\u6cd5\u52a1\u8b66\u544a\uff0c\u5f3a\u884c\u5173\u95ed\u4e86\u3002</p>\n<p>\u6709\u8c01\u77e5\u9053\u8fd9\u4e2a\u673a\u5236\u5417\uff1f\u6216\u8005\u6709\u4ee3\u7801\u66f4\u597d\u3002</p>\n<p>\u53ea\u662f\u4e3a\u4e86\u628a\u81ea\u5df1\u7684\u6570\u636e\u5bfc\u51fa\uff0c\u4e0d\u4f20\u64ad\u3002</p>\n"
    },
    {
      "title": "\u5927\u5bb6\u7528 AI \u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u662f\u600e\u4e48\u6837\u7684\uff0c\u65b9\u4fbf\u5206\u4eab\u4e00\u4e0b\u5417\uff1f",
      "date_published": "2026-06-26T05:07:30+00:00",
      "id": "https://www.v2ex.com/t/1223064",
      "url": "https://www.v2ex.com/t/1223064",
      "author": {
        "name": "qwei",
        "url": "https://www.v2ex.com/member/qwei",
        "avatar": "https://cdn.v2ex.com/avatar/89e9/9860/234416_large.png?m=1690029432"
      },
      "content_html": "\u6211\u611f\u89c9\u6211\u8fd8\u505c\u7559\u5728\u201c\u57fa\u7840\u5f00\u53d1\u201d\u4e0a\uff0c\u53ea\u7528\u4e86 trae \u3001codebuddy \u3001cursor \uff0c\u76f4\u63a5\u5bf9\u8bdd\uff0c\u7136\u540e\u6211\u7b49 ide \u6539\u5b8c\u4e4b\u540e\u5ba1\u67e5\u4e00\u4e0b\u7ee7\u7eed\u4e0b\u4e00\u8f6e\u5bf9\u8bdd\u8fd9\u79cd\u3002<br />trae \u548c codebuddy \u4e3b\u8981\u662f\u8e6d\u514d\u8d39\uff0c\u7ed9\u4ed8\u8d39\u7684\u7701\u70b9\u662f\u70b9\uff0c\u6bd5\u7adf\u6211\u53f8\u4e5f\u4e0d\u7ed9\u62a5\u9500\uff0c\u80fd\u4e0d\u4ed8\u8d39\u4e0a\u73ed\u8fd8\u662f\u5c3d\u91cf\u4e0d\u4ed8\u8d39\uff0c\u6bd5\u7adf\u85aa\u8d44\u4e5f\u4e0d\u9ad8\u3002\u4e0d\u8fc7 trae \u6392\u961f\u8d8a\u6765\u8d8a\u4e45\uff0ccodebuddy \u667a\u5546\u4e5f\u603b\u4e0d\u5728\u7ebf\uff0c\u5934\u5927\u3002<br />\u6211\u770b\u7f51\u4e0a\u5f88\u591a\u5de5\u4f5c\u6d41\u4ec0\u4e48\u7684\uff0c\u4f46\u662f\u6211\u611f\u89c9\u5f00\u53d1\u7684\u6d41\u7a0b\u4e0a\uff0c\u5e76\u6ca1\u6709\u627e\u5230\uff08\u6216\u8005\u8bf4\u6211\u592a\u5f31\uff09\u5408\u9002\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\uff0c\u5404\u4f4d\u5927\u4f6c\u53ef\u4ee5\u5206\u4eab\u4e00\u4e0b\u4f60\u4eec AI \u5f00\u53d1\u7684\u6700\u4f73\u5b9e\u8df5\u5417\uff1f"
    },
    {
      "title": "\u767d\u5bab\u4ee5\u5b89\u5168\u4e3a\u7531\u8981\u6c42 OpenAI \u653e\u7f13 GPT 5.6 \u53d1\u5e03\ud83d\ude01",
      "date_published": "2026-06-26T03:41:09+00:00",
      "id": "https://www.v2ex.com/t/1223036",
      "url": "https://www.v2ex.com/t/1223036",
      "author": {
        "name": "chaosdefense",
        "url": "https://www.v2ex.com/member/chaosdefense",
        "avatar": "https://cdn.v2ex.com/gravatar/31e7d1541e4b2f54e89bb7fa1357d458?s=73&d=retro"
      },
      "content_html": "<p>\u767d\u5bab\u4ee5\u5b89\u5168\u4e3a\u7531\u8981\u6c42 OpenAI \u653e\u7f13 GPT 5.6 \u53d1\u5e03</p>\n<p>\u68b3\u7406 TechCrunch \uff08\u63f4\u5f15 The Information \uff09 2026-06-25 \u7684\u4e00\u5219\u62a5\u9053\u2014\u2014\u7279\u6717\u666e\u653f\u5e9c\u4ee5\u5b89\u5168\u4e3a\u7531\uff0c\u8981\u6c42 OpenAI \u5bf9\u65b0\u6a21\u578b GPT 5.6 \u91c7\u53d6\u300c\u9650\u91cf\u5185\u6d4b\u3001\u9010\u4e2a\u5ba2\u6237\u5ba1\u6279\u3001\u6570\u5468\u540e\u518d\u516c\u6d4b\u300d\u7684\u53d1\u5e03\u65b9\u5f0f\u3002\u672c\u6587\u628a\u62a5\u9053\u5185\u5bb9\u4e0e\u53ef\u72ec\u7acb\u786e\u8ba4\u7684\u4e8b\u5b9e\u5206\u5f00\uff1a\u7edd\u5927\u90e8\u5206\u7ec6\u8282\u76ee\u524d\u662f\u5355\u4e00\u4fe1\u6e90\u3001\u672a\u7ecf OpenAI \u4e0e\u767d\u5bab\u5b98\u65b9\u786e\u8ba4\uff1b\u7814\u5224\u843d\u5728\u300c\u53d7\u63a7\u53d1\u5e03\u300d\u8fd9\u4e00\u673a\u5236\u672c\u8eab\uff0c\u4e0d\u66ff\u4efb\u4f55\u4e00\u65b9\u5b9a\u6027\u52a8\u673a\u3002</p>\n<p><a href=\"https://2aran.com/articles/research/topics/white-house-openai-gpt5-6-slow-roll\" rel=\"nofollow\">https://2aran.com/articles/research/topics/white-house-openai-gpt5-6-slow-roll</a></p>\n"
    },
    {
      "title": "\u4e00\u8d77\u6765\u804a\u804a DB for AI/Agent \u8fd9\u4e2a\u8bdd\u9898",
      "date_published": "2026-06-26T03:08:17+00:00",
      "id": "https://www.v2ex.com/t/1223013",
      "url": "https://www.v2ex.com/t/1223013",
      "author": {
        "name": "sssjjjjj",
        "url": "https://www.v2ex.com/member/sssjjjjj",
        "avatar": "https://cdn.v2ex.com/gravatar/efc196a8fd427d0701f4512baac96669?s=73&d=retro"
      },
      "content_html": "<p>\u6700\u8fd1\u60f3\u641e\u8fd9\u5757\u7684\u4e1c\u897f\uff0c\u5927\u4f6c\u4eec\u6765\u6307\u70b9\u4e0b<strong>Agent \u65f6\u4ee3\u7684\u6570\u636e\u5e93\u8be5\u600e\u4e48\u8bbe\u8ba1</strong>\uff1f legacy \u7684 db \u6709\u4ec0\u4e48\u597d\u7684\u65b9\u5f0f\u66b4\u9732\u7ed9 agent \u4f7f\u7528\u4e48\uff1f</p>\n<p>\u6211\u518d\u5f04\u4e2a\u4ee3\u7406\u5c42\uff0c\u5728\u4ee3\u7406\u91cc\u7ba1\u7406\u6570\u636e\u5e93\u7684 context \uff0c\u7531\u4e1a\u52a1\u81ea\u5b9a\u4e49 sql pattern \u548c\u91c7\u96c6\u73b0\u6709 sql pattern \uff0c\u8ba9 agent \u9009\u62e9 sql pattern \u5e76\u6309\u9700\u4f20\u9012\u53c2\u6570\uff0c\u8fd9\u6837\u6bd4\u8f83\u5b89\u5168\u4e14\u8fed\u4ee3\u6bd4\u8f83\u5feb\u3002\u770b\u5230\u4e86\u6709\u4e2a wren ai \u518d\u505a\u7c7b\u4f3c\u7684\u4e1c\u897f\u3002 </p>\n<p>\u53e6\u5916\u4e00\u79cd agent for db \u7684\u65b9\u5f0f\u95ee\u770b\u5230\u4e86 pingcap \u641e\u7684 db9 \uff0c\u4ee5\u53ca agent fs \u8fd9\u79cd\u628a\u6570\u636e\u5e93\u62bd\u8c61\u6210\u6587\u4ef6\u7ed9 agent \u7528\uff0c\u8fd9\u79cd\u7b97\u662f\u5168\u65b0\u7684\u573a\u666f\uff0c\u4e0d\u6d89\u53ca legacy \u6570\u636e\u3002</p>\n<p>\u5404\u4f4d\u5927\u4f6c\u4e5f\u804a\u804a\u81ea\u5df1\u516c\u53f8\u662f\u5426\u6709\u518d\u505a\u7c7b\u4f3c\u7684\u5185\u5bb9\u3002</p>\n"
    },
    {
      "title": "\u662f macbook \u9690\u85cf\u7684\u529f\u80fd\u8fd8\u662f bug",
      "date_published": "2026-06-26T03:00:41+00:00",
      "id": "https://www.v2ex.com/t/1223009",
      "url": "https://www.v2ex.com/t/1223009",
      "author": {
        "name": "zhenlit",
        "url": "https://www.v2ex.com/member/zhenlit",
        "avatar": "https://cdn.v2ex.com/gravatar/3b4c6755195c787eb1000e628ed79d6b?s=73&d=retro"
      },
      "content_html": "<p>\u4e00\u53f0 macbook m1pro \uff0c\u4e00\u53f0 macbook air \u90fd\u5728\u516c\u53f8\u540c\u4e00\u4e2a wifi \u7f51\u7edc\u91cc\u9762\uff0cm1pro \u7684\u89e6\u6478\u677f\u5feb\u901f\u6ed1\u52a8\u53ef\u4ee5\u64cd\u63a7 air \u5c4f\u5e55\ud83d\udda5\u4e86\u3002\u4e24\u53f0\u7535\u8111\u6ca1\u6709\u4efb\u4f55\u7aef\u53e3\u8fde\u63a5</p>\n"
    },
    {
      "title": "\u597d\u6d88\u606f\uff0c openai \u7ed9 6 \u6708 25 \u65e5\u88ab\u610f\u5916\u53d6\u6d88\u8ba2\u9605\u7684\u7528\u6237\u514d\u8d39\u8865\u4e86 1 \u4e2a\u6708\u7684\u8ba2\u9605",
      "date_published": "2026-06-26T02:23:45+00:00",
      "id": "https://www.v2ex.com/t/1222987",
      "url": "https://www.v2ex.com/t/1222987",
      "author": {
        "name": "iasnull",
        "url": "https://www.v2ex.com/member/iasnull",
        "avatar": "https://cdn.v2ex.com/gravatar/2c1103630acab2b7c0e65f69ddeae12f?s=73&d=retro"
      },
      "content_html": "<p><img alt=\"\u4eca\u65e9\u6536\u5230\u7684\u90ae\u4ef6\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.cdn1.vip/i/6a3de262d1f96_1782440546.webp\"/></p>\n"
    },
    {
      "title": "TypeScript \u8fd8\u662f\u76f4\u63a5 JavaScript",
      "date_published": "2026-06-26T02:19:43+00:00",
      "id": "https://www.v2ex.com/t/1222984",
      "url": "https://www.v2ex.com/t/1222984",
      "author": {
        "name": "timqian",
        "url": "https://www.v2ex.com/member/timqian",
        "avatar": "https://cdn.v2ex.com/avatar/f81a/a68e/139594_large.png?m=1782118810"
      },
      "content_html": "<p>\u6570\u636e\u663e\u793a\uff0c\u4f7f\u7528 TypeScript \u7684\u516c\u53f8\u8d8a\u6765\u8d8a\u591a\uff0c\u76f4\u63a5\u7528 JavaScript \u7684\u8d8a\u6765\u8d8a\u5c11</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/JJ56tdJM.jpeg\"/>\n(source: <a href=\"http://hacker-job.com/trends\" rel=\"nofollow\">hacker-job.com/trends</a>)</p>\n"
    },
    {
      "title": "\u5f00\u53d1\u7684\u65f6\u5019\u610f\u5916\u4fb5\u72af\u522b\u4eba\u8f6f\u4ef6\u4e13\u5229\u6743\u7684\u6982\u7387\u5927\u4e0d\u5927\uff1f\u4e07\u4e00\u4fb5\u72af\u4e86\u540e\u679c\u4e25\u4e0d\u4e25\u91cd\uff1f",
      "date_published": "2026-06-26T01:28:39+00:00",
      "id": "https://www.v2ex.com/t/1222960",
      "url": "https://www.v2ex.com/t/1222960",
      "author": {
        "name": "shendaowu",
        "url": "https://www.v2ex.com/member/shendaowu",
        "avatar": "https://cdn.v2ex.com/avatar/6fa4/0f0c/233858_large.png?m=1771487434"
      },
      "content_html": "<p>\u7279\u522b\u662f\u6709\u6ca1\u6709\u5927\u516c\u53f8\u544a\u5c0f\u516c\u53f8\u751a\u81f3\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u7684\uff1f\u6211\u611f\u89c9\u6211\u771f\u4e0d\u60f3\u53bb\u627e\u6211\u7528 AI \u62c9\u7684\u4ee3\u7801\u53ef\u80fd\u4fb5\u72af\u7684\u4e13\u5229\u3002\u6211\u95ee\u4e86\u4e00\u4e0b DeepSeek \uff0c\u5b83\u63d0\u5230\u4e00\u4e2a\u7f51\u7ad9\uff0c\u6211\u8bd5\u4e86\u4e00\u4e0b\uff0c\u597d\u50cf\u8fd8\u884c\u3002\u7b49\u6211\u5b9e\u9645\u5f00\u53d1\u7684\u65f6\u5019\u4f1a\u8bd5\u8bd5\u3002</p>\n"
    },
    {
      "title": "stash \u8017\u7535\u5f02\u5e38",
      "date_published": "2026-06-26T01:05:10+00:00",
      "id": "https://www.v2ex.com/t/1222953",
      "url": "https://www.v2ex.com/t/1222953",
      "author": {
        "name": "frank1256",
        "url": "https://www.v2ex.com/member/frank1256",
        "avatar": "https://cdn.v2ex.com/avatar/66bc/2161/566515_large.png?m=1773026648"
      },
      "content_html": "<p><img alt=\"ACEah5i107KSILr4pVF8EAz0TjiYRVha.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/ACEah5i107KSILr4pVF8EAz0TjiYRVha.webp\"/></p>\n<p>\u6709\u5927\u4f6c\u9047\u5230\u8fd9\u4e2a\u95ee\u9898\u5417\uff1f\u65e9\u4e0a\u8d77\u6765\uff0c\u6795\u5934\u4e0b\u7684\u624b\u673a \u53d1\u70eb\uff0c\u4e4b\u524d\u4e5f\u8981\u9047\u5230\u8fc7\u4e00\u6b21\uff0c\u5347\u7ea7\u91cd\u88c5\u5c31\u597d\u4e86\u3002\u611f\u89c9\u54ea\u91cc\u4e00\u76f4\u5728\u5de5\u4f5c\uff0c\u7535\u91cf\u4e5f\u662f\u9177\u9177\u6389\u3002\u611f\u89c9\u548c\u8ba2\u9605\u6709\u5173\u7cfb\uff1f</p>\n"
    },
    {
      "title": "\u600e\u4e48\u6392\u67e5\u6211\u7684\u670d\u52a1\u5668\u6709\u6ca1\u6709\u88ab\u5c01\uff01",
      "date_published": "2026-06-26T00:27:01+00:00",
      "id": "https://www.v2ex.com/t/1222946",
      "url": "https://www.v2ex.com/t/1222946",
      "author": {
        "name": "13240284671",
        "url": "https://www.v2ex.com/member/13240284671",
        "avatar": "https://cdn.v2ex.com/avatar/129c/5f01/639318_large.png?m=1709524023"
      },
      "content_html": "<p>\u6211\u4e70\u4e2a\u6d77\u5916\u7684\u670d\u52a1\u5668\uff0c\u4f7f\u7528\u662f vless \u534f\u8bae\uff0c</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/DsZ5TmU.png\"/> </p>\n<p>\u56fd\u5185 tcp 443 \u7aef\u53e3\u53ef\u4ee5\u8bbf\u95ee\uff0c\u4e3a\u4ec0\u4e48\u7a81\u7136\u5c31\u8fde\u4e0d\u4e0a\u4e86\uff0c2 \u53f0\u670d\u52a1\u5668\u90fd\u662f\u8fd9\u6837</p>\n<p>\u4e4b\u524d ss \u534f\u8bae\u7684\u65f6\u5019\u662f ip \u88ab\u5899\u4e86\uff0c\u4e0d\u80fd\u8bbf\u95ee\uff0c\u4f46\u662f\u8fd9\u6b21 ip \u6ca1\u6709\u88ab\u5899\uff0c\u4e3a\u5565\u7a81\u7136\u4e0d\u80fd\u8bbf\u95ee\u4e86</p>\n"
    },
    {
      "title": "MCP \u8fd8\u662f\u522b\u585e\u592a\u591a Tool",
      "date_published": "2026-06-25T14:13:59+00:00",
      "date_modified": "2026-06-25T14:15:08+00:00",
      "id": "https://www.v2ex.com/t/1222918",
      "url": "https://www.v2ex.com/t/1222918",
      "author": {
        "name": "MegatronKing",
        "url": "https://www.v2ex.com/member/MegatronKing",
        "avatar": "https://cdn.v2ex.com/avatar/68e9/4aa3/641741_large.png?m=1742536915"
      },
      "content_html": "<p>\u6700\u8fd1\u5199 MCP \uff0c\u60f3\u7740\u628a\u8f6f\u4ef6\u7684\u529f\u80fd\u5c3d\u91cf\u90fd\u66b4\u9732\u7ed9 AI \uff0c\u56e0\u6b64\u62c6\u5206\u6bd4\u8f83\u7ec6\uff0c\u4e00\u4e0b\u5b50\u6574\u4e86\u4e24\u767e\u591a\u4e2a Tool \uff0c\u53d1\u73b0\u6709\u7684\u6a21\u578b\u5bb9\u6613\u9057\u6f0f Tool \u3002\u4e00\u5f00\u59cb\u4ee5\u4e3a\u662f\u63cf\u8ff0\u5199\u5f97\u4e0d\u591f\u8be6\u7ec6\uff0c\u540e\u6765\u624d\u77e5\u9053 Tool \u5217\u8868\u662f\u6574\u4f53\u4e00\u6b21\u6027\u4e22\u7ed9 AI \u7684\uff0c\u5185\u5bb9\u8d8a\u591a\u8bc6\u522b\u53cd\u800c\u66f4\u5bb9\u6613\u51fa\u95ee\u9898\u3002</p>\n"
    },
    {
      "title": "\u4eca\u5929\u91cd\u5f00\u4e86 Cursor Pro\uff08\u65b0\u4eba\u534a\u4ef7 $10\uff09\uff0c\u7adf\u7136\u53d1\u73b0 GLM 5.2 \u53ef\u4ee5\u514d\u8d39\u8e6c",
      "date_published": "2026-06-25T13:22:34+00:00",
      "date_modified": "2026-06-25T13:23:01+00:00",
      "id": "https://www.v2ex.com/t/1222905",
      "url": "https://www.v2ex.com/t/1222905",
      "author": {
        "name": "handsomebro",
        "url": "https://www.v2ex.com/member/handsomebro",
        "avatar": "https://cdn.v2ex.com/avatar/7fc1/e57c/516058_large.png?m=1782393567"
      },
      "content_html": "<p>\u524d\u51e0\u5929\u5f00\u4e86 OpenCode GO \uff0c\u65b0\u4eba\u9996\u6708 $5 \u3002</p>\n<p>\u4f46\u662f\u65e0\u5948\uff0cGLM 5.2 \u6d88\u8017\u5957\u9910\u5de8\u5feb\u65e0\u6bd4\uff0c\u77ac\u95f4\u989d\u5ea6\u8017\u5149\uff08\u6bd5\u7adf\u5728 GO \u5957\u9910\u91cc\uff0cGLM 5.2 \u5b9a\u4ef7\u662f\u6700\u8d35\u7684\uff09\u3002</p>\n<p>\u63a8\u4e0a\u770b\u5230\u6709\u4eba\u8bf4 Cursor \u4e0a\u4e86 GLM 5.2 \u3002\u7ec8\u7a76\u6309\u8010\u4e0d\u4f4f\uff0c\u8fd8\u662f\u4e0a\u4e86\u3002</p>\n<p>Google \u4e0a\u641c\u7d22\u4e86\u4e00\u4e2a\u522b\u4eba\u7684\u9080\u8bf7\u94fe\u63a5\uff0c\u4f7f\u7528\u65b0\u53f7\uff0c\u9996\u6708\u534a\u4ef7\u5f00\u4e86 Pro \u5957\u9910\uff0c\u652f\u4ed8\u5b9d\u4ed8\u6b3e\uff0c\u5b9e\u9645\u6263\u6b3e \u00a568.48 \u3002</p>\n<p>\u4f46\u9ed8\u8ba4\u5e76\u4e0d\u76f4\u63a5\u663e\u793a GLM 5.2 \u6a21\u578b\u3002</p>\n<p>\u9700\u8981\u4f60\u5728 \u8bbe\u7f6e\u9762\u677f \u2014&gt; Models -&gt; View All Models -&gt; \u62c9\u5230\u5e95\u90e8 GLM 5.2 High</p>\n<p>\u5b9e\u9645\u6d4b\u8bd5\uff0c\u901f\u5ea6\u5f88\u5feb\u3002</p>\n<p>\u4f46\u66f4\u723d\u7684\u662f\uff1a</p>\n<p>GLM 5.2 \u514d\u8d39\uff0c\u514d\u8d39\uff0c\u514d\u8d39\uff01</p>\n<p>\u8d34\u4e09\u884c\u6570\u636e\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>Date</th>\n<th>Type</th>\n<th>Model</th>\n<th>Tokens</th>\n<th>Cost</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>Jun 25, 08:29 PM</td>\n<td>Free</td>\n<td>glm-5.2-high</td>\n<td>177.7K</td>\n<td>Free</td>\n</tr>\n<tr>\n<td>Jun 25, 08:26 PM</td>\n<td>Free</td>\n<td>glm-5.2-high</td>\n<td>1.2M</td>\n<td>Free</td>\n</tr>\n<tr>\n<td>Jun 25, 08:12 PM</td>\n<td>Free</td>\n<td>glm-5.2-high</td>\n<td>1.3M</td>\n<td>Free</td>\n</tr>\n</tbody></table><p>\u60f3\u8981\u4f53\u9a8c GLM 5.2 \u7684\u8d76\u7d27\u8e6c\u8d77\u6765\uff0c\u4e5f\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u64a4\u6389\u514d\u8d39\u989d\u5ea6\u3002</p>\n<p>\u54e6\u5bf9\u4e86\uff0c\u987a\u5e26\u8fd8\u6574\u7406\u4e86\u4e00\u4e2a\u5f00\u6e90\u4ed3\u5e93\uff0c\u6536\u96c6\u4e86\u76ee\u524d\u6211\u80fd\u627e\u5230\u7684\u6709\u514d\u8d39\u989d\u5ea6/\u6298\u6263\u7684 AI IDE/CLI \u5de5\u5177/\u8d44\u6e90\u3002</p>\n<p>\u4ed3\u5e93\u5730\u5740:<a href=\"https://github.com/codertesla/ai-coding-deals\" rel=\"nofollow\">https://github.com/codertesla/ai-coding-deals</a></p>\n"
    },
    {
      "title": "\u817e\u8baf Agent Mail \u5185\u6d4b\u4f53\u9a8c + \u4f18\u5316\u7248 Skill \u5206\u4eab",
      "date_published": "2026-06-25T12:37:13+00:00",
      "date_modified": "2026-06-25T12:37:34+00:00",
      "id": "https://www.v2ex.com/t/1222895",
      "url": "https://www.v2ex.com/t/1222895",
      "author": {
        "name": "Kavcc",
        "url": "https://www.v2ex.com/member/Kavcc",
        "avatar": "https://cdn.v2ex.com/avatar/37ff/a6d5/171675_large.png?m=1571381507"
      },
      "content_html": "<h2>\u5148\u8bf4\u7ed3\u8bba</h2>\n<p>QQ \u90ae\u7bb1\u56e2\u961f\u6700\u8fd1\u641e\u4e86\u4e2a <strong>Agently Mail</strong>\uff0c\u4e13\u7ed9 AI Agent \u7528\u7684\u72ec\u7acb\u90ae\u7bb1\uff0c\u8ddf\u4e2a\u4eba\u90ae\u7bb1\u5b8c\u5168\u9694\u79bb\u3002\u76ee\u524d\u5185\u6d4b\u4e2d\uff0c\u5fae\u4fe1\u626b\u7801\u5c31\u80fd\u7533\u8bf7\uff0c\u6bcf\u4eba\u53ef\u4ee5\u62ff <strong>2 \u4e2a\u90ae\u7bb1\u5730\u5740\uff0c\u524d\u7f00\u53ef\u4ee5\u81ea\u5b9a\u4e49</strong>\u3002\u8bd5\u4e86\u51e0\u5929\uff0c\u786e\u5b9e\u89e3\u51b3\u4e86 Agent \u6536\u53d1\u90ae\u4ef6\u7684\u8001\u5927\u96be\u95ee\u9898\uff0c\u4f46\u5b98\u7f51\u7248 Skill \u5728\u53d1 HTML \u90ae\u4ef6\u65f6\u6709\u5751\uff0c\u987a\u624b\u64b8\u4e86\u4e2a\u4f18\u5316\u7248\uff0c\u4e5f\u4e00\u5e76\u5206\u4eab\u51fa\u6765\u3002</p>\n<hr/>\n<h2>\u5b98\u7f51\uff1a <a href=\"https://agent.qq.com/\" rel=\"nofollow\">https://agent.qq.com/</a></h2>\n<p>GitHub\uff1a <a href=\"https://github.com/Tencent/AgentlyMail\" rel=\"nofollow\">https://github.com/Tencent/AgentlyMail</a> \uff08 Apache-2.0 \u5f00\u6e90\uff09</p>\n<hr/>\n<h2>Agently Mail \u662f\u4ec0\u4e48\uff1f</h2>\n<p>\u7b80\u5355\u8bf4\u5c31\u662f\uff1a<strong>\u7ed9\u4f60\u7684 AI Agent \u4e00\u4e2a\u4e13\u5c5e\u7684 QQ \u90ae\u7bb1</strong>\uff0c\u8ddf\u4f60\u81ea\u5df1\u7684\u4e2a\u4eba\u90ae\u7bb1\u5b8c\u5168\u9694\u79bb\uff0c\u8ba9 Agent \u53ef\u4ee5\u50cf\u771f\u4eba\u4e00\u6837\u6536\u53d1\u90ae\u4ef6\u3002</p>\n<p>\u6838\u5fc3\u80fd\u529b\uff1a</p>\n<ul>\n<li><strong>\u5fae\u4fe1\u626b\u7801\u6388\u6743</strong>\uff0c\u4e0d\u7528\u8bb0\u5bc6\u7801\uff0c\u6388\u6743\u540e Agent \u62ff\u5230\u72ec\u7acb\u90ae\u7bb1\u5730\u5740</li>\n<li><strong>\u6536\u53d1/\u56de\u590d/\u8f6c\u53d1/\u641c\u7d22/\u9644\u4ef6\u7ba1\u7406</strong> \u5168\u5957\u90ae\u4ef6\u64cd\u4f5c</li>\n<li><strong>\u4e24\u9636\u6bb5\u786e\u8ba4</strong>\uff1a\u53d1\u90ae\u4ef6\u524d Agent \u5148\u751f\u6210\u6458\u8981\u8ba9\u4f60\u786e\u8ba4\uff0c\u786e\u8ba4\u540e\u624d\u771f\u6b63\u53d1\u9001\u2014\u2014\u4e0d\u4f1a\u624b\u6ed1</li>\n<li><strong>Prompt \u6ce8\u5165\u9632\u62a4</strong>\uff1a\u90ae\u4ef6\u6b63\u6587\u91cc\u7684\"\u6307\u4ee4\"\u4e0d\u4f1a\u88ab\u6267\u884c\uff0c\u9632\u6076\u610f\u90ae\u4ef6\u64cd\u63a7 Agent</li>\n<li><strong>\u4e0e\u4e2a\u4eba\u90ae\u7bb1\u5b8c\u5168\u9694\u79bb</strong>\uff0c\u6743\u9650\u6700\u5c0f\u5316\uff0c\u9690\u79c1\u65e0\u5fe7</li>\n</ul>\n<p>\u5b89\u88c5\u4e09\u6b65\u8d70\uff1a</p>\n<pre><code class=\"language-bash\">npm install -g @tencent-qqmail/agently-cli\nnpx skills add Tencent/AgentlyMail -g -y\nagently-cli auth login   # \u7ec8\u7aef\u8f93\u51fa\u6388\u6743\u94fe\u63a5\uff0c\u5fae\u4fe1\u626b\u7801\u5373\u53ef\n</code></pre>\n<hr/>\n<h2>\u5b98\u7f51\u7248 Skill \u9047\u5230\u7684\u95ee\u9898</h2>\n<p>\u73a9\u4e86\u51e0\u5929\u53d1\u73b0\u5b98\u7f51\u7248\u6709\u51e0\u4e2a\u6bd4\u8f83\u96be\u53d7\u7684\u5751\uff1a</p>\n<h3>1. HTML \u90ae\u4ef6\u6392\u7248\u9519\u4e71</h3>\n<p>\u53d1\u5e26\u8868\u683c\u3001\u6837\u5f0f\u3001\u56fe\u7247\u7684 HTML \u90ae\u4ef6\u65f6\uff0c\u6536\u4ef6\u65b9\u7ecf\u5e38\u6536\u5230\u6b8b\u7f3a\u7684\u6b63\u6587\u2014\u2014\u8868\u683c\u88ab\u622a\u65ad\u3001\u5185\u8054 CSS \u4e22\u5931\u3001\u6392\u7248\u5b8c\u5168\u4e71\u6389\u3002</p>\n<h3>2. Windows PowerShell \u8f6c\u4e49\u7b26\u5730\u72f1</h3>\n<p>\u6839\u6e90\u5728\u4e8e Windows \u4e0a\u901a\u8fc7 PowerShell \u8c03\u7528 <code>agently-cli message +send --body \"&lt;html&gt;...\"</code> \u65f6\uff0c<code>cmd.exe</code> / PowerShell \u7684\u53c2\u6570\u89e3\u6790\u673a\u5236\u4f1a\u628a HTML \u5185\u5bb9\u91cc\u7684\u5206\u53f7 <code>;</code>\u3001\u9017\u53f7 <code>,</code>\u3001\u53cc\u5f15\u53f7 <code>\"</code> \u5904\u622a\u65ad\uff0c\u5bfc\u81f4\u4f20\u8fc7\u53bb\u7684 HTML \u5df2\u7ecf\u6b8b\u7f3a\u4e86\u3002\u8bd5\u8fc7 PowerShell Here-String \u3001Base64 \u7f16\u7801\u3001\u6587\u4ef6\u91cd\u5b9a\u5411\u5404\u79cd\u65b9\u6848\uff0c\u5728\u4e0d\u540c Windows \u7248\u672c\u4e0a\u884c\u4e3a\u8fd8\u4e0d\u4e00\u6837\uff0c\u975e\u5e38\u7384\u5b66\u3002</p>\n<h3>3. macOS / Linux \u4e0b\u540c\u6837\u6709\u7ec6\u5fae\u5dee\u5f02</h3>\n<p>\u5b98\u7f51\u7248\u5728\u4e0d\u540c\u5e73\u53f0\u4e0b\u8dd1\u8d77\u6765\u4f53\u9a8c\u4e0d\u4e00\u81f4\u3002</p>\n<hr/>\n<h2>\u4f18\u5316\u7248 Skill</h2>\n<p>\u5730\u5740\uff1a <a href=\"https://download-cs3.mingting.cn/cs3/pivotclaw/skills/lib/qq-agently-mail.zip\" rel=\"nofollow\">https://download-cs3.mingting.cn/cs3/pivotclaw/skills/lib/qq-agently-mail.zip</a></p>\n<p>\u53ef\u4ee5\u8ba9 Agent \u81ea\u884c\u5b89\u88c5\uff0c\u76f4\u63a5\u8986\u76d6\u66f4\u65b0\u3002</p>\n<h3>\u6539\u4e86\u4ec0\u4e48\uff1f</h3>\n<p>\u6838\u5fc3\u601d\u8def\u662f\u7528 Node.js <code>spawnSync</code> + <code>process.execPath</code> \u76f4\u63a5\u8c03\u7528 agently-cli \u7684 JS \u5165\u53e3\uff0cargv \u76f4\u4f20 <code>--body</code> \u53c2\u6570\uff0c<strong>\u5f7b\u5e95\u7ed5\u8fc7 shell/PowerShell \u7684\u53c2\u6570\u89e3\u6790\u5c42</strong>\u3002</p>\n<pre><code>[PowerShell/Shell] --(node mail-helper.mjs)--&gt; [Node.js]\n                                                   |\n                                           spawnSync(process.execPath, [run.js, --body, &lt;html&gt;])\n                                                   |\n                                                   \u25bc\n                                           agently-cli JS \u5165\u53e3 (run.js)\n                                                   |\n                                                   \u25bc\n                                           QQ Mail API (POST)\n</code></pre>\n<p>\u5177\u4f53\u6539\u52a8\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee</th>\n<th>\u5b98\u7f51\u7248</th>\n<th>\u4f18\u5316\u7248</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>HTML \u53d1\u9001\u65b9\u5f0f</td>\n<td>PowerShell \u76f4\u63a5\u8c03\u7528 CLI</td>\n<td>Node.js spawnSync \u76f4\u4f20\uff0c\u7ed5\u8fc7 shell</td>\n</tr>\n<tr>\n<td>\u8de8\u5e73\u53f0\u4e00\u81f4\u6027</td>\n<td>Windows \u4e0b\u6613\u51fa\u95ee\u9898</td>\n<td>Windows / macOS / Linux \u4e09\u5e73\u53f0\u4e00\u81f4</td>\n</tr>\n<tr>\n<td>\u8868\u683c\u652f\u6301</td>\n<td>\u7ecf\u5e38\u6392\u7248\u9519\u4e71</td>\n<td>\u5b8c\u6574\u652f\u6301\uff0c\u5185\u8054 CSS \u6b63\u5e38\u6e32\u67d3</td>\n</tr>\n<tr>\n<td>\u5d4c\u5165\u56fe\u7247</td>\n<td><code>cid:</code> \u5f15\u7528\u4e0d\u7a33\u5b9a</td>\n<td>\u901a\u8fc7 <code>--body-file</code> + <code>--attachment</code> \u7a33\u5b9a\u652f\u6301</td>\n</tr>\n<tr>\n<td>\u957f HTML</td>\n<td>\u6613\u622a\u65ad</td>\n<td><code>--body-file</code> \u6a21\u5f0f\u4ece\u6587\u4ef6\u8bfb\u53d6\uff0c\u65e0\u957f\u5ea6\u9650\u5236</td>\n</tr>\n</tbody></table><h3>\u4f7f\u7528\u65b9\u5f0f</h3>\n<p>Agent \u53d1\u9001 HTML \u90ae\u4ef6\u65f6\u7edf\u4e00\u8d70 <code>mail-helper.mjs</code>\uff1a</p>\n<pre><code class=\"language-bash\"># \u63a8\u8350\uff1a\u5199 HTML \u6587\u4ef6 + --body-file \u6a21\u5f0f\uff08\u8de8\u5e73\u53f0\uff0c\u6700\u7a33\u5b9a\uff09\nnode &lt;skill \u8def\u5f84&gt;/assets/mail-helper.mjs \\\n  --to alice@example.com \\\n  --subject \"\u9879\u76ee\u5468\u62a5\" \\\n  --body-format html \\\n  --body-file ./report.html\n\n# \u77ed HTML \u4e5f\u53ef\u4ee5\u76f4\u63a5\u7528 --body \u5185\u8054\nnode &lt;skill \u8def\u5f84&gt;/assets/mail-helper.mjs \\\n  --to alice@example.com \\\n  --subject \"\u901a\u77e5\" \\\n  --body-format html \\\n  --body '&lt;h2 style=\"color:#333;\"&gt;\u901a\u77e5&lt;/h2&gt;&lt;p&gt;\u4f1a\u8bae\u6539\u671f&lt;/p&gt;'\n</code></pre>\n<p>\u90ae\u4ef6\u91cc\u7684\u8868\u683c\u3001\u56fe\u7247\u3001\u6837\u5f0f\u90fd\u80fd\u6b63\u5e38\u6e32\u67d3\uff0c\u518d\u4e5f\u4e0d\u4f1a\u51fa\u73b0\u6392\u7248\u4e71\u6389\u7684\u60c5\u51b5\u4e86\u3002</p>\n<hr/>\n<h2>\u5185\u6d4b\u4fe1\u606f</h2>\n<p>\u76ee\u524d Agently Mail \u5728\u5185\u6d4b\u9636\u6bb5\uff0c<strong>\u6bcf\u4e2a\u4eba\u53ef\u4ee5\u7533\u8bf7 2 \u4e2a\u90ae\u7bb1\u5730\u5740\uff0c\u524d\u7f00\u53ef\u81ea\u5b9a\u4e49</strong>\uff08\u6bd4\u5982 <code>my-bot@agently.qq.com</code>\uff09\u3002</p>\n<p>\u7533\u8bf7\u65b9\u5f0f\uff1a\u53bb <a href=\"https://agent.qq.com/\" rel=\"nofollow\">https://agent.qq.com/</a> \u5fae\u4fe1\u626b\u7801\u767b\u5f55\uff0c\u6309\u5f15\u5bfc\u64cd\u4f5c\u5373\u53ef\uff0c\u76ee\u524d\u514d\u8d39\u4f7f\u7528\u3002</p>\n<hr/>\n<h2>\u603b\u7ed3</h2>\n<p>Agently Mail \u89e3\u51b3\u4e86 Agent \u6536\u53d1\u90ae\u4ef6\u7684\u521a\u9700\uff0c\u8ddf\u4e2a\u4eba\u90ae\u7bb1\u9694\u79bb + \u4e24\u9636\u6bb5\u786e\u8ba4\u7684\u8bbe\u8ba1\u4e5f\u5f88\u9760\u8c31\u3002\u5b98\u7f51\u7248\u5728\u65e5\u5e38\u7eaf\u6587\u672c\u90ae\u4ef6\u573a\u666f\u5b8c\u5168\u591f\u7528\uff0c\u4f46\u5982\u679c\u4f60\u7684 Agent \u9700\u8981\u53d1\u5e26\u683c\u5f0f\u3001\u8868\u683c\u3001\u56fe\u7247\u7684 HTML \u90ae\u4ef6\uff08\u6bd4\u5982\u81ea\u52a8\u751f\u6210\u5468\u62a5\u3001\u6570\u636e\u62a5\u8868\uff09\uff0c\u5efa\u8bae\u8bd5\u8bd5\u4f18\u5316\u7248 Skill \uff0c\u7701\u53bb\u6298\u817e PowerShe</p>\n<p>ll \u8f6c\u4e49\u7b26\u7684\u529f\u592b\u3002</p>\n<p>\u6709\u95ee\u9898\u6b22\u8fce\u4ea4\u6d41\uff0c\u4e5f\u671f\u5f85\u5b98\u65b9\u540e\u7eed\u628a HTML \u90ae\u4ef6\u8fd9\u5757\u539f\u751f\u4f18\u5316\u597d\u3002</p>\n<hr/>\n<p><strong>\u9644\uff1a\u540c\u7c7b\u4ea7\u54c1\u5bf9\u6bd4</strong></p>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>Agently Mail \uff08\u817e\u8baf\uff09</th>\n<th>AgentMail \uff08 <a href=\"http://agentmail.to\" rel=\"nofollow\">agentmail.to</a> \uff09</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u51fa\u54c1\u65b9</td>\n<td>QQ \u90ae\u7bb1\u56e2\u961f</td>\n<td>YC \u5b75\u5316</td>\n</tr>\n<tr>\n<td>\u63a5\u5165\u65b9\u5f0f</td>\n<td>\u5fae\u4fe1\u626b\u7801 + CLI</td>\n<td>API-first \uff08 Python/TS SDK \uff09</td>\n</tr>\n<tr>\n<td>\u4ef7\u683c</td>\n<td>\u5f53\u524d\u514d\u8d39</td>\n<td>\u514d\u8d39\u7248 3 \u90ae\u7bb1/\u6708\uff0c\u4ed8\u8d39 $20-$200</td>\n</tr>\n<tr>\n<td>\u4e2d\u56fd\u53ef\u7528\u6027</td>\n<td>\u65e0\u9700\u7ffb\u5899</td>\n<td>\u9700\u7ffb\u5899</td>\n</tr>\n<tr>\n<td>\u5b89\u5168\u8bbe\u8ba1</td>\n<td>\u4e24\u9636\u6bb5\u786e\u8ba4\uff08\u72ec\u6709\uff09</td>\n<td>\u9700\u81ea\u884c\u5b9e\u73b0</td>\n</tr>\n</tbody></table>"
    },
    {
      "title": "\u571f\u533a apple \u5145\u503c\u7684 gpt plus\uff0c\u60f3\u6362\u6210\u522b\u7684\u533a\u5347\u7ea7 pro \u6709\u529e\u6cd5\u5417",
      "date_published": "2026-06-25T11:51:22+00:00",
      "id": "https://www.v2ex.com/t/1222885",
      "url": "https://www.v2ex.com/t/1222885",
      "author": {
        "name": "ahumcyb",
        "url": "https://www.v2ex.com/member/ahumcyb",
        "avatar": "https://cdn.v2ex.com/gravatar/f459b92812c86674b23cf1ac412d64aa?s=73&d=retro"
      },
      "content_html": "<p>\u571f\u533a pro \u6709\u70b9\u8d35\uff0c\u60f3\u6362\u6210\u7f8e\u533a\u7684</p>\n"
    },
    {
      "title": "\u4e3a\u5565\u6211\u7684 gpt plus \u7a81\u7136\u53d8\u6210 pro 20x \u4e86",
      "date_published": "2026-06-25T10:00:09+00:00",
      "date_modified": "2026-06-25T10:00:24+00:00",
      "id": "https://www.v2ex.com/t/1222866",
      "url": "https://www.v2ex.com/t/1222866",
      "author": {
        "name": "urdad",
        "url": "https://www.v2ex.com/member/urdad",
        "avatar": "https://cdn.v2ex.com/gravatar/538b3e247290c32c7a8e9cbd04fe3e62?s=73&d=retro"
      },
      "content_html": "<p>\u6709\u4eba\u548c\u6211\u4e00\u6837\u5417\uff0c\u8fd8\u53d1\u90ae\u4ef6\u548c\u6211\u8bf4\u6211\u6709\u4e24\u4e2a\u91cd\u590d\u8ba2\u9605\uff0c\u4e00\u4e2a apple store \u7684\u4e00\u4e2a google play \u7684\uff0cplay \u6211\u538b\u6839\u6ca1\u8ba2\u9605\u8fc7\u5440</p>\n"
    },
    {
      "title": "\u7a81\u53d1\u5947\u60f3\uff0c\u5feb\u901f\u5199\u4e86\u4e00\u4e2a a2a \u7684\u5b9e\u9645\u4f7f\u7528\u4f8b\u5b50",
      "date_published": "2026-06-25T07:44:34+00:00",
      "id": "https://www.v2ex.com/t/1222808",
      "url": "https://www.v2ex.com/t/1222808",
      "author": {
        "name": "hubianluanma",
        "url": "https://www.v2ex.com/member/hubianluanma",
        "avatar": "https://cdn.v2ex.com/avatar/3a2f/2db0/736843_large.png?m=1750909443"
      },
      "content_html": "<p>\u4eca\u5929\u6709\u4e00\u4e2a\u540c\u4e8b\u95ee\uff1a\u201c\u4fe9\u4e2a\u4e0d\u540c Cursor IDE \u4e2d Agent \u7684\u5bf9\u8bdd\u600e\u4e48\u4e92\u76f8\u4ea4\u6d41\u901a\u4fe1\u201d\u3002\u7136\u540e\u6211\u89c9\u5f97\uff0c\u8fd9\u4e0d\u5c31\u662f A2A \u7684\u6982\u5ff5\u5417\uff1f\u6211\u5927\u6982\u548c\u4ed6\u63cf\u8ff0\u4e86\u4e00\u4e0b A2A \u534f\u8bae\uff0c\u8ba9\u4ed6\u53ef\u4ee5\u8c03\u7814\u8c03\u7814\u8fd9\u4e2a\uff0c\u770b\u770b\u662f\u5426\u53ef\u4ee5\uff0c\u7136\u540e\u6211\u81ea\u5df1\u4e5f\u4e0a\u7f51\u641c\u7d22\u4e86\u4e00\u4e9b\uff0c\u501f\u52a9\u4e8e\u73b0\u5728 AI \u7684\u5f3a\u5927\uff0c\u6211\u5f88\u5feb\u7528 Claude Code \u5b8c\u6210\u4e86\u4e00\u4e2a\u521d\u7248\u7684 demo \uff0c\u5927\u6982\u6d41\u7a0b\u5982\u4e0b\uff1a</p>\n<p>\u5728\u4e00\u53f0\u53ef\u4ee5\u76f8\u4e92\u90fd\u53ef\u4ee5\u8bbf\u95ee\u5230\u7684\u673a\u5668\u542f\u52a8\u4e00\u4e2a hub server \uff0c\u7528\u4e8e\u6d88\u606f\u7684\u6536\u96c6\u548c\u8f6c\u53d1\uff0c\u7136\u540e\u5176\u4ed6\u5ba2\u6237\u7aef\u53ef\u4ee5\u542f\u52a8 client \uff0c\u542f\u52a8\u540e\u6839\u636e a2a \u534f\u8bae\uff0c\u53ef\u4ee5\u6b63\u5e38\u53d1\u9001\u6d88\u606f\u3001\u521b\u5efa\u4efb\u52a1\u3001\u63d0\u4ea4\u4efb\u52a1\uff0c\u67e5\u8be2\u4e0b pending \u7684\u4efb\u52a1\u7b49\u7b49\uff0c\u6211\u60f3\u7684\u662f\u7ed9 Claude Code \u548c Cursor \u7b49\u8fd9\u79cd\u5ba2\u6237\u7aef Agent \u63d0\u4f9b SKILL \uff0c\u4f7f\u5176\u77e5\u9053\u5982\u4f55\u4f7f\u7528\uff0c\u90a3\u4e48\u8fd9\u6837\u5c31\u53ef\u4ee5\u4efb\u610f\u5ba2\u6237\u7aef\u4e92\u76f8\u534f\u4f5c\u3001\u521b\u5efa\u4efb\u52a1\u548c\u6267\u884c\u4efb\u52a1\u3002</p>\n<p>\u5b83\u548c Claude Code Teams \u7684\u533a\u522b\u662f\u53ef\u4ee5\u8de8\u8bbe\u5907\uff0c\u53ef\u4ee5\u7ed9\u4efb\u4f55\u5ba2\u6237\u7aef\u4f7f\u7528</p>\n<p><a href=\"https://github.com/hubianluanma/a2a-helper.git\" rel=\"nofollow\">https://github.com/hubianluanma/a2a-helper.git</a></p>\n<p>\u521a\u5b8c\u6210\u521d\u7248\uff0c\u540e\u9762\u7ee7\u7eed\u5b8c\u5584</p>\n"
    },
    {
      "title": "opencode go \u5957\u9910\u9996\u6b21 5 \u7f8e\u5143\u53ef\u4ee5\u65e0\u9650\u7eed\u5417",
      "date_published": "2026-06-25T07:43:13+00:00",
      "date_modified": "2026-06-25T07:44:22+00:00",
      "id": "https://www.v2ex.com/t/1222806",
      "url": "https://www.v2ex.com/t/1222806",
      "author": {
        "name": "lqw",
        "url": "https://www.v2ex.com/member/lqw",
        "avatar": "https://cdn.v2ex.com/gravatar/7d999c74d2ad16e9765dae7f8d41a76f?s=73&d=retro"
      },
      "content_html": "<p>opencode go \u5957\u9910 \u5f00\u4e86\u9996\u6b21 5 \u7f8e\u5143\uff0c\u53d1\u73b0\u4f7f\u7528 mimo-v2.5 \u538b\u6839\u4f7f\u52b2\u8e6c\u90fd\u8e6c\u4e0d\u5b8c\n\u7528\u4e86 GLM-5.1 \u5c31\u95ee\u4e86\u51e0\u4e2a\u95ee\u9898\u5c31\u7528\u4e86\u6708\u91cf\u7684 5%\uff0c\u7b80\u76f4\u5c31\u662f\u79bb\u8c31\n\u8981\u662f\u53ef\u4ee5\u4e00\u76f4 5 \u7f8e\u5143\uff0c\u6211\u611f\u89c9\u8fd9\u4e2a\u771f\u7684\u6027\u4ef7\u6bd4\u8d85\u9ad8\u7684\u3002\n\u57fa\u672c\u7f16\u7a0b\u7528\u53ef\u4ee5\u624b\u62ff\u628a\u6390\u7684\uff0c\u6a21\u578b\u4e5f\u591a\n\u6211\u53f8\u5c31\u6211\u4e00\u4e2a\u4eba\u7528\u8fd9\u4e2a\ud83d\udc36</p>\n"
    },
    {
      "title": "\u5f53 AI \u5199\u5b8c\u4ee3\u7801\u4f60\u4eec\u4eba\u8089\u6821\u9a8c\u7684\u5f3a\u5ea6\u5982\u4f55\uff1f",
      "date_published": "2026-06-25T07:33:29+00:00",
      "id": "https://www.v2ex.com/t/1222801",
      "url": "https://www.v2ex.com/t/1222801",
      "author": {
        "name": "red13",
        "url": "https://www.v2ex.com/member/red13",
        "avatar": "https://cdn.v2ex.com/gravatar/935c3b660aacf5dfeed7a1f3822eb82b?s=73&d=retro"
      },
      "content_html": "<p>\u6211\u6700\u5f00\u59cb\u7528 AI \u5199\u4ee3\u7801\u65f6\u6bcf\u4e00\u884c\u90fd\u4ed4\u7ec6\u68c0\u67e5\uff0c\u73b0\u5728 AI \u5199\u5b8c\u4ee3\u7801\u5982\u679c\u8fd8\u90a3\u6837\u6548\u7387\u5c31\u592a\u4f4e\u4e86\uff0c\u4f46\u4e5f\u4e0d\u80fd\u5b8c\u5168\u653e\u624b\uff0c\u6211\u73b0\u5728\u5728 AI \u64b8\u5b8c\u4ee3\u7801\u540e\u603b\u4f53\u626b\u4e00\u773c\uff0c\u4e0d\u518d\u63ea\u7ec6\u8282\uff0c\u53ea\u662f\u5224\u65ad\u4ee3\u7801\u6ca1\u6709\u5931\u63a7\u5373\u53ef\uff0cRust \u3001Nodejs \u3001Java \u4e09\u4e2a\u9879\u76ee\u3002</p>\n"
    },
    {
      "title": "\u7ec8\u4e8e\u627e\u5230\u4e86\u4e00\u4e2a\u80fd\u5b9e\u65f6\u8bfb\u5fae\u4fe1\u7684 cli \u4e86",
      "date_published": "2026-06-25T06:39:09+00:00",
      "id": "https://www.v2ex.com/t/1222778",
      "url": "https://www.v2ex.com/t/1222778",
      "author": {
        "name": "reliefe",
        "url": "https://www.v2ex.com/member/reliefe",
        "avatar": "https://cdn.v2ex.com/avatar/6974/0b3c/253230_large.png?m=1782359927"
      },
      "content_html": "\u4e00\u76f4\u5728\u627e\u6709\u6ca1\u6709\u80fd\u591f\u8bfb\u7535\u8111\u4e0a\u5fae\u4fe1\u6570\u636e\u5e93\u7684\uff0c\u56e0\u4e3a\u5e73\u65f6\u4e1a\u52a1\u6bd4\u8f83\u591a\uff0c\u60f3\u8ba9 Agent \u6253\u901a\u8bfb\u53d6\u5fae\u4fe1\u7684\u8fd9\u73af\u3002\u4f46\u662f\u5927\u90e8\u5206\u90fd\u4e0d\u80fd\u8bfb\u5b9e\u65f6\u6570\u636e\uff0c\u90a3\u5c31\u6ca1\u5565\u7528\u4e86\uff0c\u800c\u4e14\u5f88\u591a\u9879\u76ee\u90fd\u6ca1\u7ef4\u62a4\uff0c\u6839\u672c\u7528\u4e0d\u4e86\u3002<br /><br />\u4e4b\u524d\u7528\u8fc7 opencli \u7684\uff0c\u53ef\u60dc\u6700\u8fd1\u88ab\u5236\u88c1\u4e86\u3002<br /><br />\u73b0\u5728\u53c8\u8ba9\u6211\u627e\u5230\u4e86\u4e00\u4e2a\uff0c\u8bd5\u4e86\u4e0b\u633a\u597d\u7528\u7684\u3002\u80fd\u67e5\u5b9e\u65f6\u6570\u636e\u80fd\u76d1\u542c\uff0c\u4eca\u5929\u5c31\u7528 Codex \u7ed3\u5408\u5b83\u7edf\u8ba1\u7fa4\u91cc\u6211\u4eec\u7ed9\u5ba2\u6237\u4ea4\u4ed8\u7684\u8d26\u53f7\u4fe1\u606f\uff0c\u4e0d\u7528\u81ea\u5df1\u4e00\u70b9\u70b9\u6252\u804a\u5929\u8bb0\u5f55\u4e86<br /><br />\u6b63\u5728\u6253\u7b97\u505a\u4e00\u4e2a\u4e07\u80fd\u7684\u57fa\u4e8e\u5fae\u4fe1 + Agent \u7684\u4e1a\u52a1\u7cfb\u7edf\uff0c\u6bd4\u5982\u81ea\u52a8\u7edf\u8ba1\u4e00\u4e9b\u884c\u4e1a\u6570\u636e\u4e4b\u7c7b\u7684\uff0c\u751f\u6210\u5927\u76d8\uff0c\u8ffd\u8e2a\u7ebf\u7d22\u3002<br /><br /><a target=\"_blank\" href=\"https://github.com/pandorafuture/wx-cli\" rel=\"nofollow noopener\">https://github.com/pandorafuture/wx-cli</a>"
    },
    {
      "title": "\u5206\u4eab\u4e00\u4e0b mimo \u7684\u989d\u5ea6",
      "date_published": "2026-06-25T06:17:35+00:00",
      "id": "https://www.v2ex.com/t/1222773",
      "url": "https://www.v2ex.com/t/1222773",
      "author": {
        "name": "WMGray",
        "url": "https://www.v2ex.com/member/WMGray",
        "avatar": "https://cdn.v2ex.com/gravatar/5f715ac9e66b037c105be26fde14ced5?s=73&d=retro"
      },
      "content_html": "<p><a href=\"https://token-plan-cn.xiaomimimo.com/v1\" rel=\"nofollow\">https://token-plan-cn.xiaomimimo.com/v1</a>\n<a href=\"https://token-plan-cn.xiaomimimo.com/anthropic\" rel=\"nofollow\">https://token-plan-cn.xiaomimimo.com/anthropic</a></p>\n<p>tp-cyo3gri7wei02lvw0emvumj4gmeycm71a9jra1v9oqa0v6em</p>\n"
    },
    {
      "title": "AI \u5199\u51fa\u6765\u7684\u4ee3\u7801\u65f6\u4e0d\u65f6\u8fdb\u884c\u91cd\u6784\u8fd8\u503c\u5f97\u5417",
      "date_published": "2026-06-25T05:47:21+00:00",
      "id": "https://www.v2ex.com/t/1222766",
      "url": "https://www.v2ex.com/t/1222766",
      "author": {
        "name": "Blues0203",
        "url": "https://www.v2ex.com/member/Blues0203",
        "avatar": "https://cdn.v2ex.com/gravatar/51bfa5df15f32e2453535eab92375f2f?s=73&d=retro"
      },
      "content_html": "\u6211\u89c9\u5f97\u8ba9 AI \u5199\u51fa\u6765\u7684\u4ee3\u7801\uff0c\u65f6\u4e0d\u65f6\u7684\u8fdb\u884c\u91cd\u6784\u6709\u4e9b\u5931\u53bb\u4ef7\u503c\uff0c\u56e0\u4e3a\u539f\u672c\u90a3\u6bb5\u4ee3\u7801\u6211\u4e5f\u4e0d\u4f1a\u81ea\u5df1\u7ef4\u62a4"
    },
    {
      "title": "\u6df1\u5ea6 Vibe Coding 2 \u4e2a\u6708 \u7528\u4e86\u4e09\u767e\u591a\u4ebf Token \u4e00\u4e9b\u7edf\u8ba1\u6570\u636e\u548c\u788e\u788e\u5ff5",
      "date_published": "2026-06-25T05:33:26+00:00",
      "id": "https://www.v2ex.com/t/1222760",
      "url": "https://www.v2ex.com/t/1222760",
      "author": {
        "name": "Had",
        "url": "https://www.v2ex.com/member/Had",
        "avatar": "https://cdn.v2ex.com/avatar/ebc8/8163/78624_large.png?m=1778892403"
      },
      "content_html": "<p>\u4e00\u4e2a\u6708\u524d\u53d1\u4e86\u8d34\uff08 Codex \u4f7f\u7528\u91cf\u5206\u6790\uff09\uff1a\n<a href=\"https://v2ex.com/t/1213114\" rel=\"nofollow\">https://v2ex.com/t/1213114</a></p>\n<p>\u76ee\u524d\u8fd9\u4e2a Infra \u9879\u76ee\u4e5f public release \u4e86\uff0c\n<a href=\"https://wdl.dev/\" rel=\"nofollow\">https://wdl.dev/</a></p>\n<p>\u9879\u76ee\u5728\u4e00\u5f00\u59cb\u662f CC \u4e3a\u4e3b\u7684\uff0c\u5f53\u65f6\u8fd8\u662f Opus 4.6 \uff0c\u540e\u6765 GPT 5.5 \u6765\u4e86\uff0c\u5c31\u4e3b\u8981\u7531 Codex \u4e3b\u7a0b\u4e86\uff0c\u6700\u5927\u7684\u4e00\u4e2a session \uff08\u4e5f\u5c31\u662f\u6211\u6240\u8c13\u7684 Main Coder \uff09\uff0c\u76ee\u524d\u7d2f\u79ef\u7684 input \u5df2\u7ecf\u6709 10B \uff08\u4e00\u767e\u4ebf\uff09\u4e86\u3002</p>\n<p>Codex <code>2026-04-13 to 2026-06-24</code> \u7edf\u8ba1\u5982\u4e0b\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807</th>\n<th>\u6570\u503c</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>Total tokens</td>\n<td>17,997,228,583</td>\n</tr>\n<tr>\n<td>Input</td>\n<td>17,852,969,037</td>\n</tr>\n<tr>\n<td>Cached input</td>\n<td>17,097,716,224</td>\n</tr>\n<tr>\n<td>Output</td>\n<td>37,707,353</td>\n</tr>\n<tr>\n<td>Reasoning output</td>\n<td>11,175,876</td>\n</tr>\n<tr>\n<td>\u975e\u7f13\u5b58 Input</td>\n<td>755,252,813</td>\n</tr>\n<tr>\n<td>Net</td>\n<td>792,960,166</td>\n</tr>\n<tr>\n<td>\u7f13\u5b58\u547d\u4e2d\u7387</td>\n<td>95.77%</td>\n</tr>\n<tr>\n<td>\u8c03\u7528\u6b21\u6570</td>\n<td>116,485</td>\n</tr>\n<tr>\n<td>\u4f1a\u8bdd\u6570</td>\n<td>296</td>\n</tr>\n<tr>\n<td>\u65e5\u5747 Total</td>\n<td>246,537,377.85</td>\n</tr>\n</tbody></table><p>\u4e8b\u5b9e\u4e0a\u4ece\u7b2c\u4e8c\u5468\u5f00\u59cb Codex \u5c31\u5f00\u59cb\u63a5\u624b\u4e86\uff0cClaude Code \u4e3b\u8981\u662f Review \uff08\u5f53\u7136\u4e5f\u6709\u5728 Codex \u70e7\u5b8c\uff0c\u6211\u53c8\u4e0d\u60f3\u7ee7\u7eed\u5145\u94b1\u65f6\uff0c\u5b83\u63a5\u624b\uff09\uff0c\u4f46\u662f\u5373\u4fbf\u662f Review \uff0cClaude \u4e5f\u6d88\u8017\u4e86\u975e\u5e38\u591a\u7684 Token \uff0c\u4ee5\u4e0b\u662f\u7edf\u8ba1\u6570\u636e\uff0cClaude Code \u4ece 5 \u6708 4 \u65e5\u5f00\u59cb\u4e0d\u518d\u6709\u4e00\u4e2a\u6708\u6eda\u52a8\u5b58\u50a8\uff0c\u800c\u662f\u5b8c\u6574\u5b58\u50a8\uff0c\u6240\u4ee5\u9879\u76ee\u867d\u7136\u662f 413 \u5c31\u5f00\u59cb\u6700\u5c0f demo \uff0c\u4f46\u662f\u6211\u6700\u65e9\u672c\u5730\u7edf\u8ba1\u53ea\u6709 417 \u7684\uff0c\u62fc\u63a5\u4e00\u4e0b\u662f\u8fd9\u6837</p>\n<p>\u6309\u201c<code>2026-04-17 to 2026-05-03</code> \u7528\u65e7\u62a5\u8868\uff0c<code>2026-05-04 to 2026-06-24</code> \u7528\u5f53\u524d\u65e5\u5fd7\u201d\u7684\u6df7\u5408\u53e3\u5f84\uff0cClaude Code \u7edf\u8ba1\u5982\u4e0b\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807</th>\n<th>\u6570\u503c</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u8303\u56f4</td>\n<td><code>2026-04-17 to 2026-06-24</code></td>\n</tr>\n<tr>\n<td>Total tokens</td>\n<td>12,708,166,023</td>\n</tr>\n<tr>\n<td>Input</td>\n<td>4,820,408</td>\n</tr>\n<tr>\n<td>\u5199\u7f13\u5b58</td>\n<td>351,000,106</td>\n</tr>\n<tr>\n<td>\u8bfb\u7f13\u5b58</td>\n<td>12,317,263,840</td>\n</tr>\n<tr>\n<td>Output</td>\n<td>35,081,669</td>\n</tr>\n<tr>\n<td>\u603b\u8f93\u5165</td>\n<td>12,673,084,354</td>\n</tr>\n<tr>\n<td>Net</td>\n<td>390,902,183</td>\n</tr>\n<tr>\n<td>\u7f13\u5b58\u547d\u4e2d\u7387</td>\n<td>97.19%</td>\n</tr>\n<tr>\n<td>\u8c03\u7528\u6b21\u6570</td>\n<td>51,750</td>\n</tr>\n<tr>\n<td>\u4f1a\u8bdd\u6570</td>\n<td>\u7ea6 220-230</td>\n</tr>\n</tbody></table><p>\u4e5f\u5c31\u662f token \u603b\u6d88\u8017\u91cf\u5927\u6982\u5728\uff0c\u4e09\u767e\u591a\u4ebf\uff0c\u7c97\u7b97\u5982\u679c\u90fd\u8d70 API \uff0c\u6210\u672c\u5927\u6982\u662f 25K USD \u5de6\u53f3\uff0c\u4f46\u662f\u73b0\u5728\u4ec5\u9700 Codex \u7684\u591a\u6b21 reset \uff08\u5f53\u7136\u4e5f\u6709\u6211\u6709\u65f6\u5019\u5145\u503c\u70b9 Credit \uff0c\u603b\u6570\u4e0d\u591a\uff09\uff0c\u518d\u52a0\u4e0a 200 \u5200\u7684 ChatGPT \u548c 100 \u5200\u7684 Claude Code \uff08\u8bdd\u8bf4 100 \u5200 Fable \u505a Code Review \u6839\u672c\u505a\u4e0d\u4e0b\u6765\uff0c\u53ea\u80fd\u518d\u8865\u5dee 200 \u5200\uff0c\u7ed3\u679c Fable \u7528\u4e86\u51e0\u5929\u6ca1\u4e86\uff09\uff0c\u5c31\u80fd\u641e\u5b9a\u4e86\uff0c\u8fd9\u6837\u770b\u8ba2\u9605\u771f\u662f\u5927\u5584\u4eba\uff1f</p>\n<p>\u6700\u540e\u5927\u6982\u53d1\u6563\u51e0\u4e2a\u4f53\u9a8c\u5427\uff0c\u6211\u5c5e\u4e8e\u53e4\u6cd5 Vibe Coding \u6d3e\u7684\uff0cskill \u9664\u4e86\u81ea\u5df1\u7684\u4e00\u4e2a Refactor Guard \u4ee5\u5916\uff0c\u5176\u4ed6\u4e00\u6982\u4e0d\u7528\uff0c\u6240\u4ee5\u4ee5\u4e0b\u4f53\u9a8c\u53ef\u80fd\u5b58\u5728\u4f18\u5316\u7a7a\u95f4</p>\n<ol>\n<li>Opus \u7684 1M \u4e0a\u4e0b\u6587\uff0c\u4ece\u4f53\u611f\u4e0a\u548c GPT \u7684 258K \u6ca1\u6709\u592a\u5927\u533a\u522b\uff0cGPT \u7684 Compact \u662f\u771f\u80fd\u8bb0\u5f97\u4f4f\uff0cOpus \u4f60\u4f46\u51e1 Compact \u4e86\u4e00\u56de\u6765\u5c31\u50cf\u4e2a\u50bb\u5b50\u4e00\u6837</li>\n<li>\u5927\u6982\u4e5f\u5c31\u662f\u6211\u53e4\u6cd5 Vibe Coding \uff0c\u6240\u4ee5\u4f53\u611f\u4e0a Opus 4.7 \u548c 4.8 \u662f\u8d28\u91cf\u4e0d\u600e\u4e48\u6837\uff0c\u7684\u786e\u6ca1\u6709 5.5 \u597d\uff0c\u56e0\u4e3a\u6211\u4e00\u4e2a Main Coder+4 \u4e2a Reviewer(2CC +2Codex)\uff0c\u6240\u4ee5\u9700\u8981\u6a21\u578b\u80fd\u529b\u52bf\u5747\u529b\u654c\u7684\uff0c4.7 \u548c 4.8 \u6709\u65f6\u5019\u5c31\u662f\u627e\u4e0d\u5230 P1 \u9519\u8bef\uff0c\u4e0d\u6838\u5fc3\u7684\u5927\u5bb6\u90fd\u80fd\u627e\u5230\uff1b\u6709\u65f6\u5019\u8981\u7528 CC \u6765\u5199\u7684\u65f6\u5019\uff0cGPT \u53c8\u80fd\u4ece CC \u5199\u7684\u4ee3\u7801\u4e2d\u627e\u5230\u4e00\u5806\u9519\u8bef\uff0c\u8fd9\u79cd\u4f53\u611f\u5c31\u4e0d\u5f97\u4e0d\u4f1a\u8ba9\u6211\u5bf9 Opus \u7684\u8bc4\u4ef7\u518d\u4e0b\u964d\u4e00\u4e9b</li>\n<li>\u8bf4\u5230 Fable 5 \uff0c\u8bf4\u5b9e\u8bdd\uff0c\u4f53\u611f\u4e0a\u53ef\u4ee5\u548c GPT 5.5 \u63b0\u63b0\u624b\u8155\u4e86\uff0c\u4f46\u662f\u592a\u8d35\uff0cCC \u7684\u5bf9\u6297\u5f0f Code Review \uff0cFable 5 \u521a\u53d1\u5e03\u90a3\u4f1a\u513f\u6211 100 \u5200\u7684\u6765\u770b\u4e00\u4e2a\u65b0\u7684 Feature \uff0c5 \u5c0f\u65f6\u9650\u989d\u7528\u5b8c\u90fd\u6ca1\u6709\u8dd1\u51fa\u6765\u7ed3\u679c\uff0c\u6d88\u8017\u5b9e\u5728\u662f\u592a\u5927\u4e86\uff0c\u540e\u6765\u8865\u5dee\u5347\u7ea7\uff0c\u7ed3\u679c\u81ea\u7136\u662f\u597d\u7684\uff0c\u771f\u80fd\u627e\u51fa\u6765\u95ee\u9898</li>\n<li>\u518d\u8bf4\u56de Opus 4.6 \uff0c\u56e0\u4e3a\u6211\u540e\u671f\u4ec0\u4e48 CLI \u90fd\u7528\u4e86\uff0c\u4f8b\u5982 Google \u7684 gemini \uff0c\u540e\u6765\u6362\u4e86 Google \u7684 agy \uff0c\u7136\u540e\u6211\u8fd8\u6709\u5f88\u65e9\u671f\u7684 Amazon Q Developer \u4e5f\u5c31\u662f\u73b0\u5728\u7684 kiro-cli \uff0c\u5f53\u7136\u4e5f\u8bd5\u4e86 OpenCode+DS4 \uff0c\u8fd8\u6709\u817e\u8baf\u7684 Code Buddy \uff0c\u7ed3\u8bba\u662f kiro-cli \u7684 Opus 4.6 \u771f\u7684\u8fd8\u662f\u80fd\u6253\u7684\uff0c\u4e0d\u6bd4 4.7/4.8 \u5f31\uff0cGoogle \u7684 gemini \u8d28\u91cf\u7b97\u5dee\u7684\uff0c\u6709\u65f6\u5019\u611f\u89c9\u662f\u5938\u5938\u5b66\u9662\u6bd5\u4e1a\uff0cOpenCode+DS4 \u8d28\u91cf\u4e5f\u8fd8\u884c\uff0c\u4f46\u662f\u53ea\u80fd\u7528\u6765 Review \uff0c\u5199\u4ee3\u7801\u5199\u4e0d\u4e0b\u6765\uff0cCode Buddy \u5b8c\u5168\u4e0d\u884c\uff0c\u5dee\u633a\u591a\u7684</li>\n<li>\u5982\u4f55\u5bf9\u6297\u964d\u667a\uff0c\u6211\u6ca1\u6709\u5f88\u660e\u663e\u611f\u77e5\u5230 GPT5.5 \u964d\u667a\uff0c\u6211\u7b97\u662f\u94f6\u5f39\u653b\u52bf\u5427\uff0c4 \u4e2a Review \u4e0d\u591f\u5c31\u516d\u4e2a\uff0c\u5806\u8d77\u6765\u7136\u540e\u591a\u8f6e review \uff0c\u603b\u80fd\u89e3\u51b3\u95ee\u9898</li>\n<li>\u6211\u4e5f\u8ba9 AI \u603b\u7ed3\u4e86\uff0c\u6211\u82b1\u4e86\u4e00\u534a\u591a\u7684\u65f6\u95f4\u8fdb\u884c\u91cd\u6784/\u627e\u903b\u8f91\u6f0f\u6d1e/\u627e BUG/\u964d\u590d\u6742\u5ea6\uff0c\u6211\u89c9\u5f97\u662f\u503c\u5f97\u7684\uff0c\u6211\u4eec\u90fd\u4e0d\u559c\u6b22\u53c8\u81ed\u53c8\u957f\u7684\u4ee3\u7801\uff0c\u4e0d\u8fc7\u5176\u4e2d\u6d88\u8017\u7684\u5fc3\u529b\u548c\u65f6\u95f4\u662f\u5b9e\u6253\u5b9e\u7684</li>\n<li>\u5de5\u7a0b\u5224\u65ad\u80fd\u529b\uff0c\u5927\u6982\u662f AI \u6700\u7f3a\u7684\u4e00\u90e8\u5206\uff0c\u8fd9\u5c31\u662f\u4eba\u7c7b\u7684\u7528\u5904\u4e86\uff0c\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u9009\u62e9\u4ec0\u4e48\uff0c\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff0c\u8981\u6536\u655b\uff0c\u4e0d\u7136 AI \u5c31\u4f1a\u65e0\u4f11\u6b62\u7684\u6b7b\u78d5\uff0c\u5e76\u4e14\u6709\u4e9b\u573a\u666f\u7528\u4eba\u7c7b\u7ecf\u9a8c\u53ef\u4ee5\u76f4\u63a5\u7ed9\u5230\u6700\u4f18\u89e3\uff0c\u4f46\u662f AI \u603b\u662f\u518d\u8fb9\u7f18\u6253\u8f6c\uff0c\u8fd9\u4e2a\u95ee\u9898\u51fa\u73b0\u8fc7\u5f88\u591a\u6b21\u4e86\uff0c\u5bf9\u4e8e\u5e94\u7528\u6765\u8bf4\u53ef\u80fd\u8fd8\u884c\uff0c\u5bf9\u4e8e\u7a0d\u7a0d\u4e25\u8083\u70b9\u7684\u9879\u76ee\u6765\u8bf4\uff0c\u5c31\u9700\u8981\u66f4\u591a\u7684\u4eba\u7c7b\u5224\u65ad</li>\n<li>\u8981\u6709 tracking \u6587\u6863\uff0c\u4f8b\u5982\u590d\u6742\u5ea6\u53d8\u9ad8\uff0c\u65b0\u589e\u4e00\u4e2a feature \u540e\uff0c\u4e00\u822c\u4f1a\u7528\u5e72\u51c0\u7684 session \uff0c\u6bcf\u4e2a\u5927\u6a21\u578b\u53d6\u4e24\u4e2a\uff0c\u751f\u6210\u56db\u7ec4 findings \uff0c\u7136\u540e\u518d\u505a\u5408\u5e76\u6210\u4e00\u4e2a\u5927\u7684 tracking \u6587\u6863\uff0c\u518d\u7531 Main Coder \u8fdb\u884c\u5904\u7406\uff0c\u540c\u65f6\u7531\u65e2\u5b9a\u7684 4 \u4e2a Reviewer \u518d\u5bf9\u4fee\u6539\u505a Reviewer \uff0c\u662f\u5f88\u53e4\u6cd5\uff0c\u4f46\u662f\u4e5f\u7b97\u662f\u5f88\u6709\u6548</li>\n<li>Codex Cloud \u6709\u4e2a Security \uff0c\u80fd\u53d1\u73b0\u4e00\u4e9b\u95ee\u9898\uff0c\u4f46\u662f\u4e0d\u80fd\u5168\u4fe1\uff0c\u540c\u65f6 GitHub Copilot AI \u4e5f\u80fd\u53d1\u73b0\u70b9\u95ee\u9898\uff0c\u4f46\u662f\u90a3\u4e2a\u53ef\u4fe1\u5c31\u66f4\u5f31\u70b9\uff0cCodex Cloud \u51e0\u5929\u524d\u7684\u66f4\u65e9\u4e00\u4e9b\u65f6\u95f4\u662f\u6709\u4e00\u6b21\u53ef\u4ee5 4x \u51fa Review \u7684\uff0c\u4f46\u662f\u73b0\u5728\u628a\u8fd9\u4e2a\u540c\u65f6\u542f\u52a8 1/2/3/4 \u4e2a\u7684\u8fd9\u4e2a\u529f\u80fd\u4e0b\u7ebf\u4e86\uff0c\u6709\u70b9\u53ef\u60dc</li>\n<li>Claude Code \u7684 Cloud \u529f\u80fd\u4e0a\u6bd4 Codex \u5b8c\u5907\u70b9\uff0c\u4f46\u662f\u53ea\u80fd\u624b\u52a8\u591a\u542f\u52a8\u591a\u4e2a session \uff0c\u4e5f\u662f\u633a\u597d\u7528\u7684 Review</li>\n<li>Claude Code \u5f88\u559c\u6b22\u5199\u6ce8\u91ca\uff0cCommit Message \u4e5f\u975e\u5e38\u957f\uff0c\u800c\u4e14\u5f88\u559c\u6b22\u63d0\u4ea4\uff1b Codex \u7684\u5e72\u51c0\u6ce8\u91ca\u662f\u548c\u6211\u80c3\u53e3\u7684\uff0cCodex \u7684\u81ea\u52a8\u6279\u51c6\u7b97\u662f\u6bd4 Claude Code \u597d\u7528\u4e00\u4e9b\uff0c\u4e5f\u771f\u80fd\u6321\u4f4f\u4e00\u4e9b\u64cd\u4f5c\u3002</li>\n</ol>\n<p>\u5927\u6982\u5c31\u8fd9\u4e9b\u788e\u788e\u5ff5\u4e86\uff0c\u6b22\u8fce\u4ea4\u6d41\u3002</p>\n"
    },
    {
      "title": "\u5927\u5bb6\u90fd\u662f\u600e\u4e48\u6df1\u5ea6\u4f7f\u7528 Codex \u7684\uff1f\u6211\u73b0\u5728\u8ba9\u5b83\u81ea\u5df1\u6c89\u6dc0\u9879\u76ee\u7ecf\u9a8c\uff0c\u4f46\u611f\u89c9\u8fd8\u4e0d\u591f\u4f53\u7cfb\u5316",
      "date_published": "2026-06-25T03:54:31+00:00",
      "date_modified": "2026-06-25T03:54:44+00:00",
      "id": "https://www.v2ex.com/t/1222745",
      "url": "https://www.v2ex.com/t/1222745",
      "author": {
        "name": "Rliey",
        "url": "https://www.v2ex.com/member/Rliey",
        "avatar": "https://cdn.v2ex.com/gravatar/d1de2846679e39dcd5a05c49fc5eb2f2?s=73&d=retro"
      },
      "content_html": "<p>\u6700\u8fd1\u4e00\u76f4\u5728\u7528 Codex \u8f85\u52a9\u5f00\u53d1\u9879\u76ee\u3002</p>\n<p>\u6211\u76ee\u524d\u7684\u7528\u6cd5\u5927\u6982\u662f\uff1a\u6307\u5b9a\u4e00\u4e2a\u9879\u76ee\u76ee\u5f55\uff0c\u7136\u540e\u8ba9\u5b83\u76f4\u63a5\u770b\u4ee3\u7801\u3001\u6539\u4ee3\u7801\u3001\u5b9e\u73b0\u529f\u80fd\u3001\u4fee bug \u3002\u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4e5f\u5c1d\u8bd5\u8ba9 Codex \u5728\u9879\u76ee\u91cc\u81ea\u5df1\u6c89\u6dc0\u4e00\u4e9b\u7ecf\u9a8c\uff0c\u6bd4\u5982\u9879\u76ee\u7ed3\u6784\u8bf4\u660e\u3001\u5f00\u53d1\u89c4\u8303\u3001\u4e1a\u52a1\u6d41\u7a0b\u3001\u5e38\u89c1\u95ee\u9898\u3001\u63a5\u53e3\u7ea6\u5b9a\u4e4b\u7c7b\u7684\u5185\u5bb9\u3002</p>\n<p>\u7b80\u5355\u8bf4\uff0c\u5c31\u662f\u5e0c\u671b\u5b83\u4e0d\u8981\u6bcf\u6b21\u90fd\u50cf\u4e00\u4e2a\u65b0\u6765\u7684\u5f00\u53d1\uff0c\u800c\u662f\u80fd\u9010\u6e10\u79ef\u7d2f\u8fd9\u4e2a\u9879\u76ee\u7684\u4e0a\u4e0b\u6587\u3002</p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u786e\u5b9e\u6709\u7528\uff0c\u4f46\u6211\u73b0\u5728\u611f\u89c9\u8fd8\u4e0d\u591f\u4f53\u7cfb\u5316\uff0c\u4e3b\u8981\u6709\u51e0\u4e2a\u56f0\u60d1\uff1a</p>\n<ol>\n<li>\u9879\u76ee\u7ecf\u9a8c\u5230\u5e95\u5e94\u8be5\u6c89\u6dc0\u5728\u54ea\u91cc\uff1f README \u3001<a href=\"http://AGENTS.md\" rel=\"nofollow\">AGENTS.md</a> \u3001docs \u3001rules \uff0c\u8fd8\u662f\u5355\u72ec\u5efa\u4e00\u4e2a AI \u77e5\u8bc6\u5e93\uff1f</li>\n<li>\u54ea\u4e9b\u5185\u5bb9\u9002\u5408\u8ba9 Codex \u81ea\u5df1\u603b\u7ed3\uff0c\u54ea\u4e9b\u5185\u5bb9\u5fc5\u987b\u4eba\u5de5\u6574\u7406\uff1f</li>\n<li>skill \u4e00\u822c\u9002\u5408\u6c89\u6dc0\u4ec0\u4e48\u80fd\u529b\uff1f\u6bd4\u5982\u4ee3\u7801\u5ba1\u67e5\u3001\u63a5\u53e3\u751f\u6210\u3001SQL \u68c0\u67e5\u3001\u6d4b\u8bd5\u751f\u6210\u3001\u6392\u67e5\u65e5\u5fd7\uff1f</li>\n<li>MCP \u5728\u771f\u5b9e\u9879\u76ee\u91cc\u5927\u5bb6\u90fd\u600e\u4e48\u7528\uff1f\u4f1a\u63a5\u6570\u636e\u5e93\u3001Git \u3001Issue \u3001\u6587\u6863\u7cfb\u7edf\u3001\u6d4f\u89c8\u5668\u5417\uff1f</li>\n<li>\u5bf9 Java / Spring Boot \u8fd9\u79cd\u540e\u7aef\u9879\u76ee\uff0c\u6709\u6ca1\u6709\u6bd4\u8f83\u63a8\u8350\u7684 Codex \u5de5\u4f5c\u6d41\uff1f</li>\n<li>\u600e\u4e48\u907f\u514d\u5b83\u6c89\u6dc0\u51fa\u6765\u7684\u7ecf\u9a8c\u8fc7\u65f6\u3001\u9519\u8bef\uff0c\u6216\u8005\u548c\u771f\u5b9e\u4ee3\u7801\u4e0d\u4e00\u81f4\uff1f</li>\n</ol>\n<p>\u6211\u73b0\u5728\u7684\u76ee\u6807\u4e0d\u662f\u8ba9\u5b83\u5b8c\u5168\u81ea\u52a8\u5f00\u53d1\uff0c\u800c\u662f\u5e0c\u671b\u5b83\u66f4\u50cf\u4e00\u4e2a\u719f\u6089\u9879\u76ee\u89c4\u8303\u7684\u5f00\u53d1\u52a9\u624b\uff1a</p>\n<p>\u80fd\u7406\u89e3\u9879\u76ee\u7ed3\u6784\u3001\u9075\u5b88\u4ee3\u7801\u98ce\u683c\u3001\u77e5\u9053\u5e38\u89c1\u4e1a\u52a1\u7ea6\u5b9a\uff0c\u51cf\u5c11\u6211\u6bcf\u6b21\u91cd\u590d\u89e3\u91ca\u9879\u76ee\u80cc\u666f\u7684\u6210\u672c\u3002</p>\n<p>\u60f3\u8bf7\u6559\u4e00\u4e0b\u5927\u5bb6\u771f\u5b9e\u4f7f\u7528\u4e2d\u7684\u7ecf\u9a8c\uff1a</p>\n<ul>\n<li>\u4f60\u4eec\u4f1a\u4e0d\u4f1a\u4e13\u95e8\u7ef4\u62a4\u7ed9 AI \u770b\u7684\u9879\u76ee\u8bf4\u660e\u6587\u4ef6\uff1f</li>\n<li>\u8fd9\u4e9b\u6587\u4ef6\u4e00\u822c\u5199\u5230\u4ec0\u4e48\u7c92\u5ea6\uff1f</li>\n<li>skill / MCP \u6709\u6ca1\u6709\u771f\u6b63\u63d0\u5347\u6548\u7387\uff1f</li>\n<li>\u9879\u76ee\u7ecf\u9a8c\u662f\u4eba\u5de5\u7ef4\u62a4\uff0c\u8fd8\u662f\u8ba9 AI \u81ea\u5df1\u603b\u7ed3\u540e\u518d\u4eba\u5de5\u5ba1\u6838\uff1f</li>\n<li>\u6709\u6ca1\u6709\u8e29\u8fc7\u4ec0\u4e48\u5751\uff1f</li>\n<li>\u6709\u6ca1\u6709\u4e00\u5957\u6bd4\u8f83\u8212\u670d\u3001\u7a33\u5b9a\u7684 Codex \u5de5\u4f5c\u6d41\uff1f</li>\n</ul>\n<p>\u611f\u8c22\u5404\u4f4d\u3002</p>\n"
    },
    {
      "title": "LinkedIn \u521b\u59cb\u4eba\u91cc\u5fb7\u00b7\u970d\u592b\u66fc\u70ae\u8f70\uff1a SpaceX \u4e0d\u662f\u4e00\u5bb6\u4eba\u5de5\u667a\u80fd\u516c\u53f8\uff0c xAI \u662f\u5f7b\u5e95\u7684\u707e\u96be",
      "date_published": "2026-06-25T03:39:50+00:00",
      "id": "https://www.v2ex.com/t/1222737",
      "url": "https://www.v2ex.com/t/1222737",
      "author": {
        "name": "allman",
        "url": "https://www.v2ex.com/member/allman",
        "avatar": "https://cdn.v2ex.com/avatar/5ce4/b8e9/81740_large.png?m=1782098674"
      },
      "content_html": "<p><a href=\"https://fortune.com/2026/06/24/reid-hoffman-spacex-musk-openai-anthropic-gen-z-mistake\" rel=\"nofollow\">https://fortune.com/2026/06/24/reid-hoffman-spacex-musk-openai-anthropic-gen-z-mistake</a></p>\n<p>LinkedIn \u8054\u5408\u521b\u59cb\u4eba\u3001\u540c\u65f6\u662f Anthropic \u548c OpenAI \u7684\u6295\u8d44\u4eba Reid Hoffman \uff0c\u6700\u8fd1\u5728\u64ad\u5ba2\u91cc\u5bf9\u9a6c\u65af\u514b\u7684 AI \u5e1d\u56fd\u5f00\u4e86\u4e00\u8f6e\u731b\u70ae\u3002</p>\n<p><strong>\u5173\u4e8e xAI\uff1a</strong>\u5f7b\u5e95\u7684\u707e\u96be\u3002\u7406\u7531\u662f xAI \u7684 11 \u4f4d\u8054\u5408\u521b\u59cb\u4eba<strong>\u5168\u90e8\u79bb\u804c</strong>\u4e86\uff0cGrok \u6a21\u578b\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u843d\u540e\u4e8e Anthropic \u548c OpenAI \u3002\u505a\u706b\u7bad\u7684\u516c\u53f8\u53bb\u4e70\u4e00\u4e2a\u7f16\u7a0b\u5de5\u5177\uff0c\u8fd9\u4e2a\u903b\u8f91\u786e\u5b9e\u9700\u8981\u89e3\u91ca</p>\n<p><strong>\u5173\u4e8e SpaceX\uff1a</strong>\u4e0d\u662f\u4e00\u5bb6\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u3002SpaceX 6 \u6708 12 \u65e5\u4e0a\u5e02\u540e\u6536\u8d2d\u4e86 AI \u7f16\u7a0b\u5de5\u5177 Cursor \uff0cHoffman \u8ba4\u4e3a\u8fd9\u662f\u82b1\u94b1\u4e70\u76f8\u5173\u6027\u2014\u2014SpaceX \u672c\u8eab\u8ddf AI \u6ca1\u4ec0\u4e48\u5173\u7cfb\uff0c\u6536\u8d2d Cursor \u53ea\u662f\u4e3a\u4e86\u5728\u8d44\u672c\u5e02\u573a\u4e0a\u8d34\u4e00\u4e2a AI \u6807\u7b7e\u3002</p>\n<p><strong>\u5173\u4e8e OpenAI vs Anthropic\uff1a</strong> \u4ed6\u8ba4\u4e3a\u5e74\u8f7b\u4e00\u4ee3\uff08 Gen Z \uff09\u9009\u62e9 Anthropic \u800c\u4e0d\u662f OpenAI \uff0c\u662f\u4e00\u4e2a Mistake \u3002</p>\n<p>\u8bf4\u5b9e\u8bdd\uff0c\u8fd9\u79cd\u7845\u8c37\u5927\u4f6c\u516c\u5f00\u4e92\u603c\u7684\u573a\u9762\u4e0d\u591a\u89c1\u3002Hoffman \u4f5c\u4e3a OpenAI \u548c Anthropic \u7684\u6295\u8d44\u4eba\uff0c\u8bf4\u8bdd\u5f53\u7136\u662f\u6709\u7acb\u573a\u7684\uff0c\u4f46\u4ed6\u6307\u51fa\u7684\u51e0\u4e2a\u4e8b\u5b9e\u786e\u5b9e\u503c\u5f97\u601d\u8003\u3002</p>\n"
    },
    {
      "title": "\u8bb0\u5f55\u53c8\u4e00\u6b21\u88ab\u5165\u4fb5\u7684\u6316\u77ff\u7a0b\u5e8f",
      "date_published": "2026-06-25T02:56:21+00:00",
      "id": "https://www.v2ex.com/t/1222706",
      "url": "https://www.v2ex.com/t/1222706",
      "author": {
        "name": "rwecho",
        "url": "https://www.v2ex.com/member/rwecho",
        "avatar": "https://cdn.v2ex.com/avatar/2d53/5f8a/94728_large.png?m=1782356162"
      },
      "content_html": "\u4e4b\u524d\u6211\u63d0\u5230\u8fc7\uff0c\u7535\u8111\u88ab\u6316\u77ff\u7a0b\u5e8f\u5165\u4fb5\u8fc7\uff0c\u4eca\u5929\u53c8\u53d1\u73b0\u4e86\u4e00\u6b21\u3002<br /><br /><br />\u5f88\u65e9\u4e4b\u524d\u662f\u56e0\u4e3a\u8fd9\u53f0\u7535\u8111\u7684 redis \u662f\u514d\u5bc6\u7684\uff0c\u6700\u540e\u7ed9 redis \u589e\u52a0\u4e86\u5bc6\u7801\u89e3\u51b3\u8fd9\u95ee\u9898\u3002<br /><br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/kju0cbQ.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/kju0cbQ.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u73b0\u5728\u8fd8\u5728\u627e\u539f\u56e0\u3002\u7b49\u6211\u627e\u5230\u4e4b\u540e\u7ed9\u5927\u5bb6\u8d34\u4e2a\u7ed3\u679c"
    },
    {
      "title": "\u6211\u7684\u7b2c\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee Star \u7834 700 \u4e86\uff01",
      "date_published": "2026-06-25T02:50:51+00:00",
      "id": "https://www.v2ex.com/t/1222699",
      "url": "https://www.v2ex.com/t/1222699",
      "author": {
        "name": "IanHo",
        "url": "https://www.v2ex.com/member/IanHo",
        "avatar": "https://cdn.v2ex.com/avatar/729c/6ca2/405139_large.png?m=1772348500"
      },
      "content_html": "<p><a href=\"https://www.star-history.com/?repos=ianho7%2Fmaptoposter-online&amp;type=date&amp;legend=top-left\" rel=\"nofollow\"><img alt=\"Star History Chart\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://api.star-history.com/chart?repos=ianho7/maptoposter-online&amp;type=date&amp;legend=top-left\"/></a></p>\n<p>\u867d\u7136\u548c\u7ad9\u5185\u5176\u4ed6\u4f18\u79c0 V \u53cb\u7684\u9879\u76ee\u76f8\u6bd4\u4ecd\u6709\u5f88\u591a\u4e0d\u8db3\uff0c\u4f46\u5bf9\u6211\u4e2a\u4eba\u6765\u8bf4\u4e5f\u662f\u9887\u5177\u610f\u4e49\u7684\u4e00\u6bb5\u7ecf\u5386\uff0c\u56e0\u4e3a\u5728\u601d\u8003\u3001\u5b8c\u6210\u4ee3\u7801\u4e4b\u5916\uff0c\u6211\u8fd8\u6536\u83b7\u4e86\uff1a</p>\n<p>\u962e\u4e00\u5cf0\u79d1\u6280\u7231\u597d\u8005\u5468\u520a\u7684\u6536\u5f55\uff08\u5f53\u65f6\u4e3a\u4e86\u5199\u597d\u81ea\u8350\uff0c\u628a\u88ab\u6536\u5f55\u7684\u9879\u76ee\u81ea\u8350\u8db4\u4e0b\u6765\u603b\u7ed3\u89c4\u5f8b\uff09\uff1a</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/portrait/webp/20260624_093126_4108.webp\"/></p>\n<p>\u5c11\u6570\u6d3e\u7684\u9996\u9875\u63a8\u8350\uff1a</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/portrait/webp/20260624_093211_1454.webp\"/></p>\n<p>\u7b2c\u4e00\u7b14 buymeacoffee\uff1a</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/landscape/webp/20260624_093046_1538.webp\"/></p>\n<p>\u4ee5\u53ca\u7231\u53d1\u7535\uff1a</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/landscape/webp/20260624_093530_665.webp\"/></p>\n<p>\u8fd8\u6709\u5f88\u591a\u597d\u7684\u5efa\u8bae\u548c\u7075\u611f\uff1a</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/portrait/webp/20260624_095713_1997.webp\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/landscape/webp/20260624_095819_8330.webp\"/></p>\n<p>\u76ee\u524d\u4e5f\u9488\u5bf9\u4e00\u4e9b\u521a\u9700\u7684\u5efa\u8bae\uff0c\u505a\u4e86\u65b0\u7684\u81ea\u5b9a\u4e49 POI \u529f\u80fd\uff0c\u6211\u628a\u4ed6\u53eb\u505a\u201c\u65c5\u884c\u56fe\u9489\u201d\uff0c\u4e5f\u60f3\u5728\u8fd9\u91cc Update \u4e00\u4e0b\uff0c\u4e00\u5f20\u4ee5\u201c\u5e7f\u5dde\u65c5\u884c\u201d\u4e3a\u4e3b\u9898\u7684\u6d77\u62a5\u56fe\uff0c\u6a21\u62df\u81ea\u5b9a\u4e49\u4e86\u5e7f\u5dde\u5e02\u7684\u6e38\u89c8\u8f68\u8ff9\uff1a</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/portrait/webp/20260624_101420_5877.webp\"/></p>\n<p>\u6b22\u8fce\u5927\u5bb6\u4f53\u9a8c\uff0c\u5c24\u5176\u662f\u6700\u8fd1\u6709\u65c5\u884c\u6216\u65c5\u884c\u8ba1\u5212\u7684\u670b\u53cb\u54c8</p>\n<p>\u552f\u4e00\u6709\u4e00\u70b9\u6211\u8ba4\u4e3a\u7f8e\u4e2d\u4e0d\u8db3\u7684\u5730\u65b9\uff0c\u5c31\u662f\u5173\u4e8e POI \u7684 API \u63a5\u53e3\uff0c\u56fd\u5916\u7684\u5bf9\u56fd\u5185\u7684\u666f\u70b9\u652f\u6301\u4e0d\u8db3\uff0c\u56fd\u5185\u7684 API \u6709\u4f7f\u7528\u989d\u5ea6\uff0c\u597d\u5728\u662f\u5bf9\u4e2a\u4eba\u6765\u8bf4\u662f\u514d\u8d39\u4e14\u8db3\u591f\u7684\uff0c\u7533\u8bf7 Key \u7684\u8fc7\u7a0b\u4e5f\u6bd4\u8f83\u7b80\u5355\uff0c\u57fa\u672c\u626b\u7801\u786e\u8ba4\u5c31\u5b8c\u6210\u4e86\uff0c\u7b97\u662f\u4e00\u79cd\u6298\u4e2d\u65b9\u6848\uff0c\u5982\u679c\u5927\u5bb6\u6709\u66f4\u597d\u7684\u63a5\u5165\u65b9\u5f0f\uff0c\u6073\u8bf7\u8d50\u6559\u54c8\uff01</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/landscape/webp/20260624_101657_1264.webp\"/></p>\n<p>\u5173\u4e8e\u8fd9\u4e2a\u9879\u76ee\uff0c\u6700\u5f00\u59cb\u7684\u60f3\u6cd5\u5176\u5b9e\u662f\u60f3\u901a\u8fc7 Claude Code/Codex \u505a\u70b9\u4ec0\u4e48\u6709\u610f\u601d\u7684\u4e1c\u897f\uff0c\u4e5f\u5f53\u505a\u662f\u4e00\u4e9b\u5b9e\u8df5\u548c\u7ecf\u9a8c\u6240\u5f97\u3002\u6536\u85cf\u4e00\u5806\u6587\u7ae0\u548c Skill \uff0c\u7ec8\u7a76\u4e0d\u662f\u81ea\u5df1\u7684\uff0c\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4e5f\u6162\u6162\u6574\u7406\u51fa\u4e00\u5957\u9002\u5408\u81ea\u5df1\u7684 Skill/\u5de5\u4f5c\u6d41\uff0c\u4e5f\u662f\u4e00\u4e2a\u6536\u83b7\u3002</p>\n<p>\u800c\u5728\u7f16\u7801\u4e4b\u5916\uff0c\u66f4\u6d88\u8017\u7cbe\u529b\u7684\u5176\u5b9e\u662f\u63a8\u5e7f\uff0c\u81ea\u5df1\u8ba4\u4e3a\u518d\u597d\u7684\u4e1c\u897f\u5982\u679c\u6ca1\u6709\u5e02\u573a\u6216\u8005\u7528\u6237\u7684\u8ba4\u53ef\uff0c\u59cb\u7ec8\u662f\u81ea\u55e8\u3002\u610f\u6599\u4e4b\u5916\u7684\u662f\uff0c\u6295\u7a3f\u7684\u51e0\u4e2a\u6e20\u9053\uff0c\u90fd\u5f97\u5230\u4e86\u4e0d\u9519\u7684\u53cd\u9988\uff0c\u4ece Star History \u53ef\u4ee5\u770b\u5230\u51e0\u4e2a\u98d9\u5347\u7684\u8282\u70b9\uff0c\u5176\u5b9e\u90fd\u548c\u6295\u7a3f\u6536\u5f55\u6709\u5173\u3002</p>\n<p>\u8fd8\u6709\u5c31\u662f\u6709\u4e00\u4e9b\u6d41\u91cf\u4e0d\u9519\u7684\u5bfc\u822a\u7ad9\uff0c\u4f1a\u628a\u6211\u7684\u9879\u76ee\u6536\u5f55\u8fdb\u53bb\uff0c\u4e5f\u7b97\u662f\u4ee5\u5916\u4e4b\u559c\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/landscape/webp/20260624_094554_999.webp\"/></p>\n<p>\u6d41\u91cf\u9ad8\u5cf0\u8fc7\u540e\uff0c\u76ee\u524d\u5927\u6982\u5c31\u662f\u5904\u4e8e\u4e00\u4e2a\u7ec6\u6c34\u957f\u6d41\u7684\u9636\u6bb5\uff0c\u5f97\u76ca\u4e8e\u4e0d\u9519\u7684 SEO \u4f18\u5316\uff0c\u6bcf\u5929\u90fd\u8fd8\u6709\u4e0d\u9519\u7684\u8bbf\u95ee\uff0c\u8fd9\u91cc\u4e5f\u81ea\u8350\u4e00\u4e0b\u6211\u6574\u7406\u7684\u3001\u9488\u5bf9 AI \u65f6\u4ee3 \u7f51\u9875\u6536\u5f55\u7684 Skill\uff1a<a href=\"https://github.com/ianho7/ai-friendly-web-design-skill\" rel=\"nofollow\">ai-friendly-web-design-skill</a> \u5e0c\u671b\u5bf9\u5927\u5bb6\u7684\u7f51\u7ad9\u6536\u5f55\u6709\u5e2e\u52a9\uff01</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgf.0v0.one/portrait/webp/20260624_150824_5966.webp\"/></p>\n<p>\u6700\u540e\u7684\u6700\u540e\uff0c\u6b22\u8fce\u5927\u5bb6\u6765\u7528\u3001\u6765\u73a9\u3001star fork or issue \uff0c\u611f\u8c22\u9605\u8bfb\uff01</p>\n<p>\u7f51\u7ad9\uff1a <a href=\"https://maptoposter.0v0.one\" rel=\"nofollow\">https://maptoposter.0v0.one</a></p>\n<p>Github \u4ed3\u5e93\uff1a <a href=\"https://github.com/ianho7/maptoposter-online\" rel=\"nofollow\">https://github.com/ianho7/maptoposter-online</a></p>\n"
    }
  ]
}