{
  "version": "https://jsonfeed.org/version/1", 
  "title": "\u5206\u4eab\u521b\u9020", 
  "description": "\u6b22\u8fce\u4f60\u5728\u8fd9\u91cc\u53d1\u5e03\u81ea\u5df1\u7684\u6700\u65b0\u4f5c\u54c1\uff01", 
  "home_page_url": "https://www.v2ex.com/go/create", 
  "feed_url": "https://www.v2ex.com/feed/create.json", 
  "icon": "https://cdn.v2ex.com/navatar/70ef/df2e/17_large.png?m=1660301119", 
  "favicon": "https://cdn.v2ex.com/navatar/70ef/df2e/17_normal.png?m=1660301119", 
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    {
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        "url": "https://www.v2ex.com/member/shenmezhidedu", 
        "name": "shenmezhidedu", 
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      }, 
      "url": "https://www.v2ex.com/t/1213161", 
      "date_modified": "2026-05-16T07:33:52+00:00", 
      "content_html": "<p>\u7528 AI \u751f\u6210\u4e00\u4e9b\u56fe\u7247\uff0c\u90fd\u6709\u6c34\u5370\uff0c\u8bd5\u4e86\u5f88\u591a\u6b3e\u53bb\u6c34\u5370\u5de5\u5177\uff0c\u6548\u679c\u90fd\u4e0d\u7406\u60f3\u3002<br/>\n\u800c\u4e14\u5f88\u591a\u90fd\u8981\u4ed8\u8d39\u624d\u80fd\u4f7f\u7528\u3002<br/>\n\u4e8e\u662f\u81ea\u5df1\u505a\u4e86 1 \u514d\u8d39\u7684\u56fe\u7247\u53bb\u6c34\u5370\u5de5\u5177\uff0c\u65e0\u5e7f\u544a\uff0c\u4e0d\u9650\u6b21\u6570\u3002<br/>\n\u5927\u5bb6\u6709\u9700\u6c42\u7684\u8bdd\uff0c\u53ef\u4ee5\u8bd5\u8bd5\u5662\uff5e<br/>\n<a href=\"https://jiandan.link/app/image-tools/editing-tools/remove-watermark\" rel=\"nofollow\">https://jiandan.link/app/image-tools/editing-tools/remove-watermark</a></p>\n", 
      "date_published": "2026-05-16T07:33:23+00:00", 
      "title": "\u505a\u4e86 1 \u4e2a\u514d\u8d39\u7684\u56fe\u7247\u53bb\u6c34\u5370\u5de5\u5177\uff0c\u4e0d\u9650\u6b21\u6570", 
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        "url": "https://www.v2ex.com/member/ytgui", 
        "name": "ytgui", 
        "avatar": "https://cdn.v2ex.com/gravatar/062b1450b89e2369b4d4a15fc897a143?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213159", 
      "title": "Qwen3.5-Sonnet-9B: \u4e13\u4e3a Coding Agent \u84b8\u998f\u7684 9B \u5c0f\u6a21\u578b", 
      "id": "https://www.v2ex.com/t/1213159", 
      "date_published": "2026-05-16T07:25:05+00:00", 
      "content_html": "<p>\u6700\u8fd1\u70bc\u4e86\u4e00\u4e2a\u5c0f\u6a21\u578b\u653e\u51fa\u6765\u7ed9\u5927\u5bb6\u73a9\uff0c\u4e13\u95e8\u9488\u5bf9 OpenCode \uff08\u8fd8\u6709 Claude Code \uff09\u505a\u4e86\u84b8\u998f\u3002</p>\n<p>FP8 \u91cf\u5316\u540e\u6743\u91cd\u5927\u6982 13GB \uff0c\u5355\u5f20 24GB \u663e\u5361\u7528 vLLM \u5c31\u80fd\u8dd1 200K \u4e0a\u4e0b\u6587\u3002</p>\n<p>\u6838\u5fc3\u76ee\u6807\uff1aclaude \u7684\u98ce\u683c\uff0c\u964d\u4f4e tool call \u7684\u5931\u8d25\u7387\uff0c\u8ba9 agent \u80fd\u8dd1\u66f4\u957f\u7684\u8fde\u7eed\u4efb\u52a1\u3002</p>\n<p>\u8e72\u4e00\u4e0b\uff1aBug \u53cd\u9988\u3001\u5947\u602a\u7684 trace \u3001\u6539\u8fdb\u5efa\u8bae\u90fd\u6b22\u8fce \ud83d\ude4f</p>\n<p>\ud83e\udd17 HF: <a href=\"https://huggingface.co/ytgui/Qwen3.5-Sonnet-9B\" rel=\"nofollow\">Qwen3.5-Sonnet-9B</a></p>\n"
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        "url": "https://www.v2ex.com/member/Onlybaidian", 
        "name": "Onlybaidian", 
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      }, 
      "url": "https://www.v2ex.com/t/1213158", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u672c\u5730\u4f18\u5148\u7684 iPhone \u8bed\u97f3\u7b14\u8bb0 App\uff0c\u60f3\u542c\u542c\u5927\u5bb6\u5bf9\u9690\u79c1\u5f55\u97f3\u548c\u672c\u5730\u8f6c\u5199\u7684\u770b\u6cd5", 
      "id": "https://www.v2ex.com/t/1213158", 
      "date_published": "2026-05-16T07:07:12+00:00", 
      "content_html": "<p>\u5927\u5bb6\u597d\uff0c\u6211\u662f HushNote \u7684\u5f00\u53d1\u8005\u3002</p>\n<p>\u6211\u6700\u8fd1\u5728\u505a\u4e00\u4e2a iPhone \u4e0a\u7684\u8bed\u97f3\u7b14\u8bb0 App \uff0c\u60f3\u89e3\u51b3\u7684\u95ee\u9898\u662f\uff1a</p>\n<blockquote>\n<p>\u5f55\u97f3\u5f88\u5bb9\u6613\uff0c\u4f46\u5f55\u5b8c\u4ee5\u540e\u771f\u6b63\u56de\u770b\u548c\u6574\u7406\u5f88\u9ebb\u70e6\u3002</p>\n</blockquote>\n<p>\u4e4b\u524d\u6211\u81ea\u5df1\u7ecf\u5e38\u9047\u5230\u4e00\u79cd\u60c5\u51b5\uff1a\u4f1a\u8bae\u6216\u8bbf\u8c08\u5f55\u4e0b\u6765\u4e86\uff0c\u4f46\u540e\u9762\u51e0\u4e4e\u4e0d\u4f1a\u5b8c\u6574\u91cd\u542c\u3002\u6700\u540e\u5f55\u97f3\u53ea\u662f\u201c\u5b58\u6863\u201d\uff0c\u4e0d\u662f\u4e00\u4efd\u771f\u6b63\u80fd\u7528\u7684\u7b14\u8bb0\u3002</p>\n<p>\u6240\u4ee5\u6211\u505a HushNote \u65f6\uff0c\u6ca1\u6709\u628a\u5b83\u505a\u6210\u804a\u5929\u52a9\u624b\u6216\u4f1a\u8bae\u673a\u5668\u4eba\uff0c\u800c\u662f\u5c3d\u91cf\u4fdd\u6301\u4e00\u6761\u6bd4\u8f83\u77ed\u7684\u8def\u5f84\uff1a</p>\n<p><code>\u5f55\u97f3 / \u5bfc\u5165\u97f3\u9891 -&gt; \u8f6c\u5199 -&gt; \u968f\u624b\u8bb0 / \u968f\u624b\u62cd -&gt; \u603b\u7ed3 -&gt; \u91cd\u70b9\u56de\u770b</code></p>\n<p>\u968f\u624b\u8bb0\u548c\u968f\u624b\u62cd\u4e3b\u8981\u662f\u4e3a\u4e86\u4fdd\u7559\u5f55\u97f3\u5f53\u4e0b\u7684\u4e0a\u4e0b\u6587\uff0c\u6bd4\u5982\u767d\u677f\u3001\u6295\u5f71\u3001\u73b0\u573a\u4e34\u65f6\u60f3\u5230\u7684\u70b9\uff0c\u800c\u4e0d\u662f\u628a App \u505a\u6210\u590d\u6742\u7684\u7b14\u8bb0\u7cfb\u7edf\u3002</p>\n<p>\u5176\u4e2d\u4e00\u4e2a\u6bd4\u8f83\u91cd\u8981\u7684\u53d6\u820d\u662f\u672c\u5730\u4f18\u5148\uff1a\u5f55\u97f3\u3001\u8f6c\u5199\u548c\u56de\u770b\u5c3d\u91cf\u7559\u5728 iPhone \u4e0a\u5b8c\u6210\u3002\u4e91\u603b\u7ed3\u4e0d\u662f\u9ed8\u8ba4\u8981\u6c42\uff0c\u800c\u662f\u7528\u6237\u4e3b\u52a8\u914d\u7f6e\u540e\u624d\u4f7f\u7528\u3002</p>\n<p>\u73b0\u5728\u6bd4\u8f83\u60f3\u542c\u542c\u5927\u5bb6\u5bf9\u51e0\u4e2a\u95ee\u9898\u7684\u770b\u6cd5\uff1a</p>\n<ol>\n<li>\u4f60\u4eec\u4f1a\u56e0\u4e3a\u201c\u672c\u5730\u4f18\u5148\u201d\u9009\u62e9\u4e00\u4e2a\u5f55\u97f3\u6574\u7406\u5de5\u5177\u5417\uff1f</li>\n<li>\u5f55\u97f3\u5de5\u5177\u91cc\uff0c\u4f60\u4eec\u6700\u5728\u610f\u7684\u662f\u8f6c\u5199\u51c6\u786e\u7387\u3001\u603b\u7ed3\u8d28\u91cf\u3001\u9690\u79c1\uff0c\u8fd8\u662f\u5bfc\u51fa\u80fd\u529b\uff1f</li>\n<li>\u5982\u679c\u672c\u5730\u80fd\u529b\u5bfc\u81f4 App \u4f53\u79ef\u53d8\u5927\uff0c\u4f60\u4eec\u80fd\u63a5\u53d7\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f</li>\n<li>\u4f60\u4eec\u4f1a\u66f4\u613f\u610f\u4e70\u65ad\u8fd9\u79cd\u5de5\u5177\uff0c\u8fd8\u662f\u8ba2\u9605\uff1f</li>\n</ol>\n<p>\u6211\u76ee\u524d\u8fd8\u5728\u8c03\u6574\u5b9a\u4f4d\u548c\u4ea7\u54c1\u9875\uff0c\u4e0d\u786e\u5b9a\u201c\u79c1\u5bc6\u8bed\u97f3\u7b14\u8bb0 / \u672c\u5730 AI \u8bed\u97f3\u7b14\u8bb0\u201d\u54ea\u4e2a\u8868\u8fbe\u66f4\u5bb9\u6613\u88ab\u7406\u89e3\u3002</p>\n<p>\u5982\u679c\u613f\u610f\u770b\u4e00\u4e0b\uff0c\u8fd9\u91cc\u6709\u5b98\u7f51\u548c\u622a\u56fe\uff1a\n<a href=\"https://hush-note.com/zh/local-ai-voice-notes\" rel=\"nofollow\">https://hush-note.com/zh/local-ai-voice-notes</a></p>\n<p>\u6b22\u8fce\u76f4\u63a5\u62cd\u7816\u3002</p>\n"
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        "url": "https://www.v2ex.com/member/TimorL", 
        "name": "TimorL", 
        "avatar": "https://cdn.v2ex.com/avatar/76f9/2bbb/420650_large.png?m=1560317860"
      }, 
      "url": "https://www.v2ex.com/t/1213157", 
      "date_modified": "2026-05-16T06:53:00+00:00", 
      "content_html": "\u6253\u5361\u7b2c\u4e00\u5929", 
      "date_published": "2026-05-16T06:49:34+00:00", 
      "title": "\u575a\u6301\u6253\u5361\u7b2c\u4e00\u5929", 
      "id": "https://www.v2ex.com/t/1213157"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lerongwan1", 
        "name": "lerongwan1", 
        "avatar": "https://cdn.v2ex.com/gravatar/95236964f9c640fb7112b98cf56aa7f9?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1213153", 
      "date_modified": "2026-05-16T06:14:04+00:00", 
      "content_html": "<h1>NoteDeep \u5f00\u53d1\u65e5\u5fd7 (2026-04)\uff1aAI \u52a9\u624b\u63a5\u5165\uff0c\u5e76\u652f\u6301\u601d\u7ef4\u5bfc\u56fe\u4e0e\u767d\u677f\u533a\u5757</h1>\n<p>\u6b22\u8fce\u8bbf\u95ee <a href=\"https://notedeep.com\" rel=\"nofollow\">NoteDeep \u5b98\u7f51</a> </p>\n<p><a href=\"https://www.notedeep.com\" rel=\"nofollow\">https://www.notedeep.com</a></p>\n<h2>\u5f15\u8a00</h2>\n<p>\u56db\u6708\u4efd\uff0cNoteDeep \u9010\u6b65\u5b8c\u5584\u4e86\u4ece\u57fa\u7840\u8bbe\u65bd\u5230\u6838\u5fc3\u4ea4\u4e92\u7684\u591a\u4e2a\u73af\u8282\u3002\u672c\u671f\u6700\u4e3b\u8981\u7684\u53d8\u5316\u662f\u63a5\u5165\u4e86 AI \u52a9\u624b\uff0c\u5e76\u5f15\u5165\u4e86\u601d\u7ef4\u5bfc\u56fe\u3001\u767d\u677f\u7b49\u65b0\u7684\u533a\u5757\u3002\u5e0c\u671b\u8fd9\u4e24\u5468\u7684\u66f4\u65b0\uff0c\u80fd\u8ba9\u4f60\u7684\u65e5\u5e38\u8bb0\u5f55\u548c\u77e5\u8bc6\u68b3\u7406\u53d8\u5f97\u66f4\u987a\u624b\u4e00\u4e9b\u3002</p>\n<h2>\u2728 \u65b0\u529f\u80fd\u901f\u9012</h2>\n<p><strong>1. AI \u667a\u80fd\u52a9\u624b\u63a5\u5165</strong>\n\u73b0\u5728\uff0cNoteDeep \u7684\u53f3\u4fa7\u591a\u4e86\u4e00\u4e2a AI \u4fa7\u8fb9\u680f\u3002\n\u65e5\u5e38\u6bd4\u8f83\u5b9e\u7528\u7684\u4e00\u4e2a\u573a\u666f\u662f\uff1a\u5728\u9605\u8bfb\u6216\u6574\u7406\u7b14\u8bb0\u65f6\uff0c\u53ef\u4ee5\u76f4\u63a5<strong>\u5212\u9009\u90e8\u5206\u6587\u672c\uff0c\u70b9\u51fb\u201c\u52a0\u5165\u5bf9\u8bdd\u201d</strong>\u3002AI \u4f1a\u7ed3\u5408\u8fd9\u90e8\u5206\u4e0a\u4e0b\u6587\u6765\u56de\u7b54\u4f60\u7684\u95ee\u9898\u3002\u5728\u5904\u7406\u590d\u6742\u95ee\u9898\u65f6\uff0cAI \u8fd8\u4f1a\u5c55\u793a\u51fa\u5b83\u7684\u201c\u601d\u8003\u8fc7\u7a0b\uff08 Thinking Mode \uff09\u201d\u3002\u53e6\u5916\uff0c\u4f60\u4e5f\u53ef\u4ee5\u5c1d\u8bd5\u8ba9\u5b83\u6839\u636e\u4f60\u7684\u8981\u6c42\u751f\u6210\u4e00\u4e9b\u7b80\u5355\u7684\u7ed3\u6784\u5316\u9875\u9762\u3002</p>\n<p><img alt=\"AI \u4fa7\u8fb9\u680f\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://static.notedeep.com/note/205/1778898379817-image.png\"/></p>\n<p><strong>2. \u767d\u677f\u4e0e\u601d\u7ef4\u5bfc\u56fe</strong>\n\u6709\u65f6\u7eaf\u6587\u672c\u4e0d\u592a\u5bb9\u6613\u628a\u4e8b\u60c5\u8bf4\u6e05\u695a\u3002\n\u8fd9\u6b21\u6211\u4eec\u5728\u7f16\u8f91\u5668\u4e2d\u52a0\u5165\u4e86 <strong>\u601d\u7ef4\u5bfc\u56fe\uff08 Markmap \uff09</strong> \u548c <strong>\u81ea\u7531\u767d\u677f\uff08 Whiteboard \uff09</strong> \u533a\u5757\u3002\u4f60\u53ef\u4ee5\u76f4\u63a5\u5728\u7b14\u8bb0\u4e2d\u63d2\u5165\u4e00\u5757\u753b\u5e03\u6765\u753b\u70b9\u7b80\u5355\u7684\u6d41\u7a0b\u56fe\uff0c\u6216\u8005\u628a\u5217\u8868\u5927\u7eb2\u8f6c\u6362\u6210\u8282\u70b9\u56fe\u3002\u540c\u65f6\uff0c\u65b0\u7684<strong>\u6298\u53e0\u9762\u677f\uff08 Collapsible Panel \uff09</strong>\u4e5f\u80fd\u5e2e\u4f60\u628a\u4e00\u4e9b\u6682\u65f6\u4e0d\u9700\u8981\u5173\u6ce8\u7684\u8865\u5145\u8bf4\u660e\u6298\u53e0\u8d77\u6765\uff0c\u8ba9\u9875\u9762\u770b\u8d77\u6765\u66f4\u5e72\u51c0\u3002</p>\n<p><img alt=\"\u7b14\u8bb0\u4e2d\u540c\u65f6\u5c55\u793a\u601d\u7ef4\u5bfc\u56fe\u7684\u622a\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://static.notedeep.com/note/205/1778898525964-image.png\"/></p>\n<p><img alt=\"\u753b\u677f\u533a\u5757\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://static.notedeep.com/note/205/1778898695290-image.png\"/></p>\n<p><strong>3. \u9875\u7b7e\u56fa\u5b9a\uff08 Pin \uff09\u529f\u80fd</strong>\n\u5bf9\u4e8e\u91cd\u5ea6\u7528\u6237\uff0c\u9876\u90e8\u5bc6\u5bc6\u9ebb\u9ebb\u7684\u9875\u7b7e\u5f80\u5f80\u96be\u4ee5\u7ba1\u7406\u3002\n\u73b0\u5728\u4f60\u53ef\u4ee5\u53f3\u952e\u5c06\u5e38\u7528\u7684\u7b14\u8bb0\u9875\u7b7e\u300c\u56fa\u5b9a\uff08 Pin \uff09\u300d\u5728\u6807\u7b7e\u680f\u6700\u5de6\u4fa7\u4e86\u3002\u56fa\u5b9a\u7684\u9875\u7b7e\u4e0d\u4f1a\u88ab\u610f\u5916\u5173\u95ed\u6216\u6324\u51fa\u89c6\u7ebf\uff0c\u800c\u4e14\u9875\u7b7e\u7684\u6253\u5f00\u4e0a\u9650\u4e5f\u88ab\u6211\u4eec\u653e\u5bbd\u5230\u4e86 20 \u4e2a\u3002</p>\n<h2>\ud83d\udee0 \u72ec\u7acb\u5f00\u53d1\u8005\u5e55\u540e</h2>\n<p>\u56db\u6708\u4efd\u5728\u5e95\u5c42\u67b6\u6784\u4e0a\u82b1\u4e86\u4e0d\u5c11\u7cbe\u529b\u3002\n\u4e3a\u4e86\u8ba9 AI \u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u5e76\u751f\u6210 NoteDeep \u7684\u9875\u9762\uff0c\u6211\u91cd\u6784\u4e86\u5e95\u5c42\u7684 Markdown \u534f\u8bae\uff0c\u8ba9\u57fa\u7840\u6587\u5b57\u3001\u8868\u683c\u4ee5\u53ca\u601d\u7ef4\u5bfc\u56fe\u7b49\uff0c\u90fd\u80fd\u5728 AI \u7684\u7eaf\u6587\u672c\u4e16\u754c\u4e0e\u7f16\u8f91\u5668\u7684\u5bcc\u6587\u672c DOM \u4e4b\u95f4\u8fdb\u884c\u53cc\u5411\u8f6c\u6362\u3002\n\u8fd9\u4e2a\u8fc7\u7a0b\u6bd4\u8f83\u7e41\u7410\uff0c\u4e5f\u4f1a\u6709\u4e00\u4e9b\u4e0d\u53ef\u907f\u514d\u7684\u53d6\u820d\uff0c\u4f46\u770b\u5230 AI \u7ec8\u4e8e\u80fd\u8f83\u597d\u5730\u7406\u89e3\u7ed3\u6784\u5316\u610f\u56fe\u5e76\u6392\u7248\u51fa\u9875\u9762\u65f6\uff0c\u89c9\u5f97\u8fd9\u4e9b\u5de5\u4f5c\u8fd8\u662f\u633a\u503c\u5f97\u7684\u3002</p>\n<h2>\ud83d\udc1b \u4f53\u9a8c\u4f18\u5316\u4e0e Bug \u4fee\u590d</h2>\n<ul>\n<li><strong>Markdown \u5bfc\u5165\u589e\u5f3a</strong>\uff1a\u4f18\u5316\u4e86\u5916\u90e8\u6587\u672c\u7684\u7c98\u8d34\u8bc6\u522b\uff0c\u73b0\u5728\u80fd\u66f4\u7cbe\u51c6\u5730\u89e3\u6790 GFM \u8868\u683c\u3001\u56fe\u7247\u548c\u5d4c\u5957\u5217\u8868\u3002</li>\n<li><strong>Smart Table \u7b5b\u9009</strong>\uff1a\u4e3a\u591a\u7ef4\u8868\u683c\uff08 Smart Table \uff09\u52a0\u5165\u4e86\u672c\u5730\u8fc7\u6ee4\u548c\u7b5b\u9009\u9762\u677f\uff0c\u4f60\u53ef\u4ee5\u66f4\u65b9\u4fbf\u5730\u5728\u4e00\u957f\u4e32\u4efb\u52a1\u4e2d\u53ea\u770b\u7279\u5b9a\u72b6\u6001\u7684\u6570\u636e\u3002</li>\n<li><strong>\u6e32\u67d3\u6027\u80fd</strong>\uff1a\u4e3a <a href=\"http://Draw.io\" rel=\"nofollow\">Draw.io</a> \u548c\u4ee3\u7801\u9ad8\u4eae\u7b49\u8017\u65f6\u64cd\u4f5c\u589e\u52a0\u4e86\u5f02\u6b65\u52a0\u8f7d\u652f\u6301\u3002</li>\n</ul>\n<h2>\ud83e\uddd8\u200d\u2642\ufe0f \u7ed3\u5c3e</h2>\n<p>\u6709\u4e86 AI \u52a9\u624b\u7684\u52a0\u5165\u548c\u4e00\u4e9b\u65b0\u7684\u533a\u5757\uff0c\u5e0c\u671b NoteDeep \u80fd\u66f4\u597d\u5730\u5e2e\u4f60\u68b3\u7406\u65e5\u5e38\u7684\u60f3\u6cd5\u548c\u903b\u8f91\u3002\n\u6b22\u8fce\u8bbf\u95ee <a href=\"https://notedeep.com\" rel=\"nofollow\">NoteDeep \u5b98\u7f51</a>  \u4f53\u9a8c\u6700\u65b0\u7248\u672c\uff01\n\u5982\u679c\u4f60\u89c9\u5f97 AI \u52a9\u624b\u7684\u4e0a\u4e0b\u6587\u529f\u80fd\u8fd8\u80fd\u5728\u54ea\u4e9b\u573a\u666f\u5e2e\u5230\u4f60\uff0c\u6b22\u8fce\u5411\u6211\u53cd\u9988\uff01</p>\n<p>#\u77e5\u8bc6\u7ba1\u7406\u200b #\u4e2a\u4eba\u77e5\u8bc6\u5e93  #\u72ec\u7acb\u5f00\u53d1  #\u7b14\u8bb0\u7ba1\u7406 #AI \u52a9\u624b #\u6548\u7387\u5de5\u5177\u200b #NoteDeep\u200b #\u601d\u7ef4\u5bfc\u56fe #\u767d\u677f</p>\n", 
      "date_published": "2026-05-16T06:06:45+00:00", 
      "title": "\u505a\u4e86\u4e2a\u72ec\u7acb\u5f00\u53d1\u4e09\u4ef6\u5957\u4e4b\u4e00\u7684\uff0c\u7b14\u8bb0\u5de5\u5177 \u2014\u2014 NoteDeep 4 \u6708\u5f00\u53d1\u65e5\u5fd7", 
      "id": "https://www.v2ex.com/t/1213153"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/W3Cbox", 
        "name": "W3Cbox", 
        "avatar": "https://cdn.v2ex.com/gravatar/e242dae106c8544146a6d347aa0183a3?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213152", 
      "title": "\u5f00\u6e90\u4e00\u4e2a\u9b54\u65b9\u5728\u7ebf\u6c42\u89e3\u5668\uff082~50 \u9636\uff09", 
      "id": "https://www.v2ex.com/t/1213152", 
      "date_published": "2026-05-16T06:05:25+00:00", 
      "content_html": "\u4e00\u6b3e\u57fa\u4e8e\u524d\u7aef\u6280\u672f\u6784\u5efa\u7684\u9b54\u65b9\u5de5\u5177\u5e94\u7528\uff0c\u53ef\u4ee5\u6839\u636e\u5b9e\u73b0\u4e2d\u5df2\u6253\u4e71\u7684\u9b54\u65b9\u586b\u8272\uff0c\u4e5f\u652f\u6301\u7528\u76f8\u673a\u6216\u4e0a\u4f20\u56fe\u7247\u76f4\u63a5\u8bc6\u522b\u989c\u8272\uff0c\u8bc6\u522b\u5b8c\u5c31\u80fd\u6c42\u89e3\u3002<br />\u652f\u6301\u9b54\u65b9\u72b6\u6001\u7f16\u8f91\u3001\u667a\u80fd\u6c42\u89e3\u3001\u516c\u5f0f\u6559\u5b66\u4e0e 3D \u52a8\u6001\u6f14\u793a\u3002\u7528\u6237\u53ef\u81ea\u7531\u521b\u5efa\u4efb\u610f\u6253\u4e71\u72b6\u6001\uff0c\u5b9e\u65f6\u67e5\u770b\u590d\u539f\u8fc7\u7a0b\u4e0e\u65cb\u8f6c\u6b65\u9aa4\uff0c\u5e76\u901a\u8fc7\u76f4\u89c2\u52a8\u753b\u5b66\u4e60\u6bcf\u4e00\u6b65\u903b\u8f91\u3002\u5e94\u7528\u652f\u6301\u591a\u9636\u9b54\u65b9\u4e0e\u591a\u79cd\u89c6\u89d2\u4ea4\u4e92\uff0c\u517c\u987e\u5b66\u4e60\u3001\u8bad\u7ec3\u4e0e\u5a31\u4e50\u4f53\u9a8c\u3002\u65e0\u8bba\u4f60\u662f\u521a\u63a5\u89e6\u9b54\u65b9\u7684\u65b0\u624b\uff0c\u8fd8\u662f\u8ffd\u6c42\u66f4\u5feb\u590d\u539f\u901f\u5ea6\u7684\u73a9\u5bb6\uff0c\u6613\u9b54\u65b9\u90fd\u80fd\u4e3a\u4f60\u63d0\u4f9b\u9ad8\u6548\u3001\u4e13\u4e1a\u4e14\u6709\u8da3\u7684\u9b54\u65b9\u4f53\u9a8c\u3002<br /><br />\u6f14\u793a\uff1a <a target=\"_blank\" href=\"https://jingguanzhang.github.io/EasyCube/\" rel=\"nofollow noopener\">https://jingguanzhang.github.io/EasyCube/</a><br />\u6e90\u4ee3\u7801\u53f3\u952e\u81ea\u53d6\uff0c\u6216\u53bb <a target=\"_blank\" href=\"https://github.com/jingguanzhang/EasyCube\" rel=\"nofollow noopener\">https://github.com/jingguanzhang/EasyCube</a> \u62c9\u53d6"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/loveshuyuan", 
        "name": "loveshuyuan", 
        "avatar": "https://cdn.v2ex.com/gravatar/5748ab1470d85aeb96409817a0ab421a?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213137", 
      "title": "[\u9879\u76ee\u5206\u4eab] \u628a\u5403\u7070\u5c0f\u9e21\u63a5\u8fdb NodeCook \u5f53\u68c0\u6d4b\u8282\u70b9\uff0c\u987a\u4fbf\u6302\u81ea\u5bb6\u5e7f\u544a", 
      "id": "https://www.v2ex.com/t/1213137", 
      "date_published": "2026-05-16T03:36:53+00:00", 
      "content_html": "<p>\u4e4b\u524d\u5728 NS \u53d1\u8fc7 NodeCook \uff08 <a href=\"https://www.nodecook.com\" rel=\"nofollow\">https://www.nodecook.com</a> \uff09\uff0c\u4e00\u4e2a\u5168\u7403\u8282\u70b9\u68c0\u6d4b\u5e73\u53f0\uff0c\u80fd\u4ece\u5404\u5730\u8282\u70b9\u8dd1 Ping / TCPing / HTTP / DNS / Traceroute / IP / Whois \u8fd9\u4e9b\u68c0\u6d4b\u3002</p>\n<p>\u4e2d\u95f4\u5fd9\u522b\u7684\u4e8b\u51b7\u4e86\u4e00\u6bb5\u65f6\u95f4\uff0c\u6700\u8fd1\u6709\u7a7a\u56de\u6765\u91cd\u65b0\u62fe\u8d77\uff0c\u987a\u4fbf\u91cd\u65b0\u62c9\u4e00\u4e0b\u8282\u70b9\uff0c\u91cd\u6784\u4e86\u4e00\u4e0b\u9879\u76ee\uff0c\u7406\u6e05\u4e86\u9879\u76ee\u5b9a\u4f4d\u3002\u89c4\u5219\u8ddf\u4ee5\u524d\u4e00\u6837\uff1a</p>\n<blockquote>\n<p><strong>\u4f60\u8d21\u732e\u4e00\u53f0\u673a\u5668\u4f5c\u4e3a\u68c0\u6d4b\u8282\u70b9\uff0c\u5c31\u80fd\u5728\u8be5\u8282\u70b9\u7684\u68c0\u6d4b\u7ed3\u679c\u91cc\u6302\u4e0a\u4f60\u81ea\u5df1\u7684\u5e7f\u544a\u4f4d\uff08\u6807\u9898 + \u94fe\u63a5\uff09\u3002</strong></p>\n</blockquote>\n<h2>\u7ed9\u4f60\u7684\u597d\u5904</h2>\n<ul>\n<li><strong>\u5403\u7070\u5c0f\u9e21\u53d8\u73b0</strong>\uff1a\u539f\u672c\u95f2\u7740\u7684\u9e21,\u80fd\u7ed9\u4f60\u7684\u9879\u76ee / \u535a\u5ba2 / TG \u7fa4 / \u4ee3\u7801\u4ed3\u5e93\u5bfc\u6d41\uff0c\u6bcf\u6b21\u6709\u4eba\u7528\u4f60\u8fd9\u4e2a\u8282\u70b9\u6d4b\u7f51\u7edc\u5c31\u770b\u5230\u4e00\u6b21\u66dd\u5149</li>\n<li><strong>\u4f4d\u7f6e\u771f\u5b9e</strong>\uff1a\u8282\u70b9\u4fe1\u606f\uff08\u56fd\u5bb6\u3001\u57ce\u5e02\u3001ASN \uff09\u6765\u81ea\u771f\u5b9e IP \u5e93\uff0c\u5bf9\u7ad9\u957f\u9009\u673a\u623f\u6709\u53c2\u8003\u4ef7\u503c\uff0c\u5bfc\u6d41\u8f6c\u5316\u6bd4\u7eaf\u5e7f\u544a\u9ad8</li>\n<li><strong>\u96f6\u6210\u672c</strong>\uff1aAgent \u7528 Rust \u5199\u7684\uff0c\u5e38\u9a7b\u5185\u5b58\u51e0 MB \uff0cCPU \u63a5\u8fd1 0 \uff0c\u51e0\u4e4e\u4e0d\u5360\u5e26\u5bbd</li>\n</ul>\n<h2>\u63a5\u5165</h2>\n<p>\u4e00\u884c\u547d\u4ee4\u641e\u5b9a\uff0c\u81ea\u5e26 <code>systemd</code> \u670d\u52a1\u3001\u81ea\u52a8\u91cd\u542f\u3001\u518d\u8dd1\u4e00\u6b21\u811a\u672c\u5c31\u662f\u5347\u7ea7\uff1a</p>\n<p>\u200b<code>shell curl -fsSL <a href=\"https://raw.githubusercontent.com/nodecook/agent/main/scripts/install.sh\" rel=\"nofollow\">https://raw.githubusercontent.com/nodecook/agent/main/scripts/install.sh</a> | \\ sudo NCA_TITLE=\"\u4f60\u7684\u9879\u76ee\u540d\" NCA_LINK=\"https://\u4f60\u7684\u94fe\u63a5\" bash \u200b</code></p>\n<p><code>NCA_TITLE</code> / <code>NCA_LINK</code> \u5c31\u662f\u4f60\u8981\u5c55\u793a\u7684\u5e7f\u544a\u3002\u4e0d\u4f20\u4e5f\u884c\uff0c\u53ea\u8d21\u732e\u8282\u70b9\u4e0d\u6253\u5e7f\u544a\u3002</p>\n<p>Docker\uff1a\n\u200b<code>shell docker run -d --user=root --name nodecook-agent --restart=always \\ --network=host \\ -e NCA_TITLE=\"...\" -e NCA_LINK=\"...\" \\ <a href=\"http://ghcr.io/nodecook/agent\" rel=\"nofollow\">ghcr.io/nodecook/agent</a> \u200b</code></p>\n<p>\u8001\u7528\u6237\u91cd\u8dd1\u5b89\u88c5\u811a\u672c\u5373\u53ef\u5347\u7ea7\u5230\u6700\u65b0\u7248\u3002</p>\n<h2>\u5b89\u5168\u548c\u8d44\u6e90</h2>\n<p>\u8001\u95ee\u9898\u4e00\u5e76\u56de\u7b54\uff1a</p>\n<ul>\n<li><strong>Agent \u5b8c\u5168\u5f00\u6e90</strong>\uff1a <a href=\"https://github.com/nodecook/agent\" rel=\"nofollow\">https://github.com/nodecook/agent</a> \uff0cRust \u5199\u7684\uff0c\u4ee3\u7801\u4e0d\u957f\uff0c\u6b22\u8fce\u5ba1\u8ba1</li>\n<li><strong>\u4e0d\u91c7\u96c6\u4efb\u4f55\u4e1c\u897f</strong>\uff1a\u53ea\u63a5\u6536\u670d\u52a1\u7aef\u4e0b\u53d1\u7684\u68c0\u6d4b\u4efb\u52a1\uff08\u4f60 IP \u901a\u4e0d\u901a\u3001HTTP \u51e0 ms \uff09\uff0c\u628a\u7ed3\u679c\u56de\u4f20\uff0c\u4e0d\u8bfb\u4f60\u673a\u5668\u4e0a\u4efb\u4f55\u6587\u4ef6\u3001\u4e0d\u4e0a\u62a5\u7cfb\u7edf\u4fe1\u606f</li>\n<li><strong>\u4e3a\u4ec0\u4e48\u8981 root</strong>\uff1a\u8981\u7528 ICMP \u548c raw socket \u8dd1 ping/traceroute \uff0c\u7ed5\u4e0d\u5f00</li>\n<li><strong>\u6d41\u91cf</strong>\uff1a\u9664\u975e\u771f\u6709\u4eba\u6765\u6d4b\u4f60\u8fd9\u53f0\u673a\u5668\u7684 IP \uff0c\u5426\u5219\u57fa\u672c\u53ea\u6709 <a href=\"http://socket.io\" rel=\"nofollow\">socket.io</a> \u957f\u8fde\u63a5\u5fc3\u8df3\uff0c\u53ef\u4ee5\u5ffd\u7565</li>\n</ul>\n<h2>\u51e0\u4e2a\u9700\u8981\u77e5\u9053\u7684\u4e8b</h2>\n<ul>\n<li><strong>\u540c\u5730\u533a\u8282\u70b9\u4f1a\u53bb\u91cd</strong>\uff1a\u76f8\u540c\u300c\u5927\u6d32 / \u56fd\u5bb6 / \u5730\u533a / \u57ce\u5e02 / IP \u7248\u672c\u300d\u5982\u679c\u5df2\u7ecf\u6709\u8282\u70b9\u4e86\uff0c\u6bcf\u6b21\u53ea\u4f1a\u968f\u673a\u6311\u4e00\u4e2a\u5bf9\u5916\u5c55\u793a\u3002\u6240\u4ee5\u5982\u679c\u4f60\u63a5\u7684\u662f\u70ed\u95e8\u5730\u533a\uff08\u6bd4\u5982 HK \u3001SG \u3001Tokyo \uff09\uff0c\u4e0d\u4e00\u5b9a\u6bcf\u6b21\u90fd\u5c55\u793a\u4f60\u7684\u5e7f\u544a\u2014\u2014\u60f3\u7a33\u5b9a\u66dd\u5149\u5efa\u8bae\u9009<strong>\u51b7\u95e8\u5730\u533a</strong>\u7684\u5c0f\u9e21</li>\n<li><strong>\u9632\u6ee5\u7528\u515c\u5e95</strong>\uff1a\u7ba1\u7406\u5458\u53ef\u4ee5\u5355\u72ec\u5173\u95ed\u67d0\u4e2a\u8282\u70b9\u7684\u5e7f\u544a\u5c55\u793a\uff08\u6bd4\u5982\u6302\u8fdd\u6cd5\u94fe\u63a5\u7684\uff09\u3002\u539f\u59cb\u6570\u636e\u4e0d\u5220\uff0c\u53ea\u662f\u4e0d\u5c55\u793a\u2014\u2014\u6240\u4ee5<strong>\u522b\u6302\u7070\u8272\u6216\u8fdd\u89c4\u7684\u4e1c\u897f</strong>\uff0c\u6302\u6389\u4e86\u767d\u642d\u529f\u592b</li>\n</ul>\n<hr/>\n<p>\u5b98\u7f51\uff1a <a href=\"https://www.nodecook.com\" rel=\"nofollow\">https://www.nodecook.com</a><br/>\nAgent: <a href=\"https://github.com/nodecook/agent\" rel=\"nofollow\">https://github.com/nodecook/agent</a><br/>\nTG \u4ea4\u6d41\u7fa4: <a href=\"https://t.me/nodecook\" rel=\"nofollow\">https://t.me/nodecook</a></p>\n<p>\u6b22\u8fce\u8001\u670b\u53cb\u56de\u6765\u7eed\u4e0a\u3001\u65b0\u670b\u53cb\u8fc7\u6765\u4f53\u9a8c\uff0c\u6709\u95ee\u9898\u697c\u4e0b\u56de\u590d\u6216\u8005\u53bb GitHub \u5f00 issue \u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/fffonion", 
        "name": "fffonion", 
        "avatar": "https://cdn.v2ex.com/gravatar/6e2412e5d707b3261af6e12a386e85d7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213135", 
      "date_modified": "2026-05-16T03:16:45+00:00", 
      "content_html": "<p>\u5f53\u7136\u662f Vibe \u7684\uff0c\u97ad\u6253\u5c0f AI \u6539\u4e86 148 \u4e2a\u7248\u672c</p>\n<p><a href=\"https://github.com/fffonion/openwrt-win98-theme\" rel=\"nofollow\">https://github.com/fffonion/openwrt-win98-theme</a></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/yNA0RvO.png\"/></p>\n<hr/>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/DW2s4aR.png\"/></p>\n", 
      "date_published": "2026-05-16T03:14:44+00:00", 
      "title": "OpenWRT \u7684 Windows 98 \u4e3b\u9898", 
      "id": "https://www.v2ex.com/t/1213135"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/FansMaker", 
        "name": "FansMaker", 
        "avatar": "https://cdn.v2ex.com/gravatar/c3949fe72fa739f732e99127fd919953?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213134", 
      "date_modified": "2026-05-16T03:11:45+00:00", 
      "content_html": "<p>\u4e4b\u524d\u5728 V2EX \u53d1\u8fc7\u4e00\u6b21\u8fd9\u4e2a\u63d2\u4ef6\uff1a</p>\n<p><a href=\"https://www.v2ex.com/t/1153200\" rel=\"nofollow\">https://www.v2ex.com/t/1153200</a></p>\n<p>\u5f53\u65f6\u6807\u9898\u662f\u300c\u53c2\u52a0\u6bd4\u8d5b\u4f46\u6ca1\u6709\u83b7\u5956\u7684 Chrome \u9605\u8bfb\u6a21\u5f0f\u63d2\u4ef6\uff1a\u6c89\u6d78\u5f0f\u9605\u8bfb + \u7ffb\u8bd1 + \u603b\u7ed3\u300d\u3002\u90a3\u65f6\u5019\u5b83\u66f4\u50cf\u4e00\u4e2a\u6bd4\u8f83\u5b8c\u6574\u7684\u9605\u8bfb\u6a21\u5f0f\uff1a\u4e00\u952e\u63d0\u53d6\u6b63\u6587\u3001\u53bb\u5e7f\u544a\u3001\u8c03\u6574\u6392\u7248\u3001\u6587\u7ae0\u5927\u7eb2\u3001\u8bfb\u56fe\u3001\u5212\u8bcd\u7ffb\u8bd1\u3001\u5168\u6587\u7ffb\u8bd1\u3001AI \u603b\u7ed3\u3002</p>\n<p>\u8fd9\u6bb5\u65f6\u95f4\u4e00\u76f4\u5728\u81ea\u5df1\u7528\uff0c\u4e5f\u65ad\u65ad\u7eed\u7eed\u52a0\u4e86\u4e0d\u5c11\u529f\u80fd\u3002\u73b0\u5728\u611f\u89c9\u5b83\u4e0d\u53ea\u662f\u300c\u628a\u6587\u7ae0\u53d8\u597d\u8bfb\u300d\uff0c\u800c\u662f\u6162\u6162\u53d8\u6210\u4e86\u4e00\u4e2a\u957f\u6587\u9605\u8bfb\u540e\u7684\u7406\u89e3\u3001\u6574\u7406\u548c\u56de\u987e\u5de5\u5177\uff0c\u6240\u4ee5\u518d\u6765\u66f4\u65b0\u4e00\u4e0b\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.y3pm.com/images/readerMode/Reader2-00001.jpg\"/> </p>\n<h2>\u8fd9\u6b21\u4e3b\u8981\u66f4\u65b0\u4e86\u4ec0\u4e48</h2>\n<h3>1. AI \u603b\u7ed3\u4ece\u300c\u4e00\u6bb5\u6458\u8981\u300d\u53d8\u6210\u4e86\u591a\u89c6\u89d2\u7406\u89e3</h3>\n<p>\u539f\u6765\u53ea\u6709\u4e00\u952e\u603b\u7ed3\uff0c\u73b0\u5728\u6539\u6210\u4e86\u51e0\u4e2a\u6807\u7b7e\uff1a</p>\n<ul>\n<li>\u6df1\u5ea6\uff1a\u66f4\u5b8c\u6574\u5730\u68b3\u7406\u6587\u7ae0\u5185\u5bb9</li>\n<li>\u7eb2\u8981\uff1a\u63d0\u53d6\u6587\u7ae0\u7ed3\u6784\u548c\u5c42\u7ea7</li>\n<li>\u91d1\u53e5\uff1a\u6458\u51fa\u503c\u5f97\u56de\u770b\u6216\u6536\u85cf\u7684\u53e5\u5b50</li>\n<li>\u778e\u626f\uff1a\u4e00\u4e2a\u504f\u8f7b\u677e\u7684\u89e3\u8bfb/\u5410\u69fd\u89c6\u89d2</li>\n</ul>\n<p>\u6211\u81ea\u5df1\u770b\u957f\u6587\u65f6\u6700\u5e38\u7528\u7684\u662f\u300c\u7eb2\u8981\u300d\u548c\u300c\u91d1\u53e5\u300d\u3002\u524d\u8005\u9002\u5408\u5148\u5224\u65ad\u6587\u7ae0\u503c\u4e0d\u503c\u5f97\u7ec6\u8bfb\uff0c\u540e\u8005\u9002\u5408\u8bfb\u5b8c\u540e\u7559\u4e00\u70b9\u53ef\u56de\u770b\u7684\u4e1c\u897f\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.y3pm.com/images/readerMode/Reader2-00007.jpg\"/> </p>\n<h3>2. \u589e\u52a0\u4e86\u57fa\u4e8e\u5f53\u524d\u6587\u7ae0\u7684 AI \u5bf9\u8bdd</h3>\n<p>\u65e7\u7248\u672c\u91cc AI \u66f4\u50cf\u4e00\u4e2a\u300c\u603b\u7ed3\u6309\u94ae\u300d\u3002\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u56f4\u7ed5\u5f53\u524d\u6587\u7ae0\u7ee7\u7eed\u95ee\uff0c\u6bd4\u5982\uff1a</p>\n<ul>\n<li>\u8fd9\u7bc7\u6587\u7ae0\u6700\u6838\u5fc3\u7684\u8bba\u70b9\u662f\u4ec0\u4e48\uff1f</li>\n<li>\u4f5c\u8005\u7684\u63a8\u7406\u54ea\u91cc\u53ef\u80fd\u6709\u95ee\u9898\uff1f</li>\n<li>\u7528\u66f4\u7b80\u5355\u7684\u8bdd\u89e3\u91ca\u4e00\u4e0b\u8fd9\u6bb5</li>\n<li>\u5e2e\u6211\u6574\u7406\u6210\u884c\u52a8\u6e05\u5355</li>\n</ul>\n<p>\u8fd9\u6837\u4e0d\u7528\u628a\u5168\u6587\u590d\u5236\u5230 ChatGPT / DeepSeek \u91cc\u518d\u95ee\uff0c\u9605\u8bfb\u4e0a\u4e0b\u6587\u8fd8\u5728\u5f53\u524d\u9875\u9762\u91cc\u3002</p>\n<h3>3. \u52a0\u4e86\u300c\u8046\u542c\u300d\uff1a\u6717\u8bfb\u548c\u64ad\u5ba2\u6a21\u5f0f</h3>\n<p>\u5982\u679c\u914d\u7f6e\u4e86 OpenAI API Key \uff0c\u53ef\u4ee5\u628a\u5f53\u524d\u6587\u7ae0\u751f\u6210\u97f3\u9891\u3002</p>\n<p>\u76ee\u524d\u6709\u4e24\u79cd\u6a21\u5f0f\uff1a</p>\n<ul>\n<li>\u6717\u8bfb\uff1a\u76f4\u63a5\u628a\u6587\u7ae0\u8bfb\u51fa\u6765</li>\n<li>\u64ad\u5ba2\uff1a\u751f\u6210\u4e3b\u6301\u4eba\u548c\u5609\u5bbe\u5f0f\u7684\u53cc\u4eba\u8ba8\u8bba</li>\n</ul>\n<p>\u8fd9\u4e2a\u529f\u80fd\u8fd8\u5728 Beta \uff0c\u4f46\u6211\u81ea\u5df1\u5f88\u559c\u6b22\u3002\u5f88\u591a\u6587\u7ae0\u5176\u5b9e\u4e0d\u4e00\u5b9a\u975e\u8981\u5750\u5728\u7535\u8111\u524d\u8bfb\u5b8c\uff0c\u901a\u52e4\u3001\u6563\u6b65\u3001\u505a\u5bb6\u52a1\u65f6\u542c\u4e00\u904d\uff0c\u4e5f\u80fd\u5148\u77e5\u9053\u5927\u6982\u503c\u4e0d\u503c\u5f97\u7ec6\u8bfb\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.y3pm.com/images/readerMode/Reader2-00002.jpg\"/> </p>\n<h3>4. \u6536\u85cf\u3001\u9ad8\u4eae\u548c\u56fe\u7247\u6536\u85cf</h3>\n<p>\u4e4b\u524d\u8bfb\u5b8c\u5c31\u8bfb\u5b8c\u4e86\uff0c\u73b0\u5728\u53ef\u4ee5\u628a\u5185\u5bb9\u6c89\u6dc0\u4e0b\u6765\uff1a</p>\n<ul>\n<li>\u661f\u6807\u6536\u85cf\u6587\u7ae0</li>\n<li>\u9009\u4e2d\u6587\u5b57\u540e\u7528\u591a\u8272\u8bb0\u53f7\u7b14\u9ad8\u4eae</li>\n<li>\u56fe\u7247\u4e5f\u53ef\u4ee5\u661f\u6807\u6536\u85cf</li>\n<li>\u6536\u85cf\u5939\u91cc\u7edf\u4e00\u67e5\u770b\u6587\u7ae0\u3001\u6458\u5f55\u548c\u56fe\u7247</li>\n</ul>\n<p>\u6211\u505a\u8fd9\u4e2a\u529f\u80fd\u7684\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u7ecf\u5e38\u9047\u5230\u4e00\u7bc7\u6587\u7ae0\u5f53\u65f6\u89c9\u5f97\u4e0d\u9519\uff0c\u8fc7\u51e0\u5929\u53ea\u8bb0\u5f97\u300c\u597d\u50cf\u5728\u54ea\u770b\u8fc7\u300d\u3002\u73b0\u5728\u81f3\u5c11\u53ef\u4ee5\u628a\u6807\u9898\u3001\u94fe\u63a5\u3001\u6458\u5f55\u548c\u56fe\u7247\u7559\u4f4f\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.y3pm.com/images/readerMode/Reader2-00003.jpg\"/> </p>\n<h3>5. \u5907\u4efd\u548c\u5bfc\u51fa\u66f4\u5b8c\u6574\u4e86</h3>\n<p>\u73b0\u5728\u652f\u6301\uff1a</p>\n<ul>\n<li>\u4e00\u952e\u590d\u5236 Markdown</li>\n<li>\u4e0b\u8f7d\u4e3a .md \u6587\u4ef6</li>\n<li>\u5bfc\u51fa PDF</li>\n<li>\u5bfc\u5165 / \u5bfc\u51fa\u9605\u8bfb\u6570\u636e</li>\n<li>\u6bcf 12 \u5c0f\u65f6\u81ea\u52a8\u5907\u4efd</li>\n</ul>\n<p>\u6280\u672f\u6587\u7ae0\u91cc\u7684\u8868\u683c\u3001\u4ee3\u7801\u5757\u548c Markdown \u8f6c\u6362\u4e5f\u505a\u4e86\u4e00\u4e9b\u7ec6\u8282\u5904\u7406\u3002\u4e4b\u524d\u6709\u4e9b\u6587\u7ae0\u590d\u5236\u51fa\u6765\u4e0d\u592a\u8212\u670d\uff0c\u73b0\u5728\u4f1a\u7a33\u4e00\u70b9\u3002</p>\n<h3>6. \u7ffb\u8bd1\u548c\u4e2d\u6587\u9605\u8bfb\u7ec6\u8282\u7ee7\u7eed\u8865\u9f50</h3>\n<p>\u65e7\u7248\u672c\u5df2\u7ecf\u6709\u5212\u8bcd\u7ffb\u8bd1\u548c\u5168\u6587\u7ffb\u8bd1\uff0c\u73b0\u5728\u53c8\u8865\u4e86\u4e00\u4e9b\u7ec6\u8282\uff1a</p>\n<ul>\n<li>AI \u5212\u8bcd\u7ffb\u8bd1\u4f1a\u5e26\u4e0a\u4e0b\u6587\uff0c\u51cf\u5c11\u5355\u53e5\u7ffb\u8bd1\u65ad\u7ae0\u53d6\u4e49</li>\n<li>\u652f\u6301\u672c\u5730\u7b80\u7e41\u81ea\u52a8\u8f6c\u6362\uff0c\u57fa\u4e8e opencc-js \uff0c\u4e0d\u9700\u8981\u8c03\u7528\u7ffb\u8bd1 API</li>\n<li>\u4e2d\u6587\u6bb5\u843d\u7f29\u8fdb\u3001\u5217\u8868\u7f29\u8fdb\u505a\u4e86\u4f18\u5316</li>\n<li>\u7ee7\u7eed\u4fdd\u7559\u4e2d\u82f1\u6587\u81ea\u52a8\u52a0\u7a7a\u683c\u3001\u4ee3\u7801\u9ad8\u4eae\u3001FiraCode \u3001\u6731\u96c0\u4eff\u5b8b\u7b49\u7ec6\u8282</li>\n</ul>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.y3pm.com/images/readerMode/Reader2-00004.jpg\"/> </p>\n<h3>7. \u4e0d\u60f3\u6253\u6270\u7528\u6237\u7684\u5c0f\u6539\u52a8</h3>\n<p>\u8fd9\u7c7b\u63d2\u4ef6\u6700\u6015\u53d8\u6210\u6ee1\u5c4f\u6309\u94ae\uff0c\u6240\u4ee5\u6700\u8fd1\u4e5f\u505a\u4e86\u4e00\u4e9b\u300c\u5c11\u6253\u6270\u300d\u7684\u5c0f\u8c03\u6574\uff1a</p>\n<ul>\n<li>\u9875\u9762\u53ef\u8fdb\u5165\u9605\u8bfb\u6a21\u5f0f\u65f6\uff0c\u53ea\u505a\u8f7b\u63d0\u793a</li>\n<li>\u53ef\u4ee5\u5bf9\u5f53\u524d\u7ad9\u70b9\u5173\u95ed\u63d0\u9192</li>\n<li>\u81ea\u52a8\u8fdb\u5165\u9605\u8bfb\u6a21\u5f0f\u524d\u4f1a\u5224\u65ad\u5185\u5bb9\u8d28\u91cf\uff0c\u907f\u514d\u8bef\u8fdb\u9519\u8bef\u9875\u3001\u767b\u5f55\u9875\u3001\u7a7a\u9875\u9762</li>\n<li>\u5212\u8bcd\u6c14\u6ce1\u4f1a\u907f\u8ba9\u7f51\u9875\u81ea\u5e26\u6c14\u6ce1</li>\n<li>\u539f\u7f51\u9875\u548c\u9605\u8bfb\u6a21\u5f0f\u91cc\u90fd\u80fd\u7528\u5212\u8bcd\u5de5\u5177</li>\n<li>\u9605\u8bfb\u5230\u5e95\u53ef\u4ee5\u5f00\u542f\u4e00\u4e2a\u5c0f\u5c0f\u7684\u5b8c\u6210\u7279\u6548</li>\n</ul>\n<p>\u8fd9\u4e9b\u4e0d\u662f\u5927\u529f\u80fd\uff0c\u4f46\u6bcf\u5929\u7528\u7684\u65f6\u5019\u4f1a\u8212\u670d\u5f88\u591a\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.y3pm.com/images/readerMode/Reader2-00005.jpg\"/> </p>\n<h2>\u73b0\u5728\u5b8c\u6574\u80fd\u529b\u5927\u6982\u662f</h2>\n<ul>\n<li>\u4e00\u952e\u8fdb\u5165\u9605\u8bfb\u6a21\u5f0f\uff0c\u53bb\u6389\u5e7f\u544a\u3001\u5bfc\u822a\u3001\u4fa7\u8fb9\u680f\u548c\u5f39\u7a97</li>\n<li>\u81ea\u5b9a\u4e49\u5b57\u4f53\u3001\u5b57\u53f7\u3001\u5bbd\u5ea6\u3001\u884c\u8ddd\u3001\u6bb5\u843d\u95f4\u8ddd\u3001\u6df1\u6d45\u8272\u4e3b\u9898</li>\n<li>\u81ea\u52a8\u751f\u6210\u6587\u7ae0\u5927\u7eb2\u548c\u9605\u8bfb\u8fdb\u5ea6</li>\n<li>\u8bfb\u56fe\u6a21\u5f0f\uff0c\u652f\u6301\u7f29\u653e\u548c\u4e0a\u4e0b\u5207\u6362</li>\n<li>\u5212\u8bcd\u590d\u5236\u3001\u641c\u7d22\u3001\u7ffb\u8bd1\u3001\u6253\u5f00\u94fe\u63a5\u3001\u9ad8\u4eae</li>\n<li>\u5168\u6587\u6c89\u6d78\u5f0f\u7ffb\u8bd1</li>\n<li>\u672c\u5730\u7b80\u7e41\u8f6c\u6362</li>\n<li>AI \u6df1\u5ea6\u603b\u7ed3 / \u7eb2\u8981 / \u91d1\u53e5 / \u6587\u7ae0\u5bf9\u8bdd</li>\n<li>OpenAI \u6717\u8bfb / \u64ad\u5ba2\u97f3\u9891</li>\n<li>\u661f\u6807\u6587\u7ae0\u3001\u6536\u85cf\u56fe\u7247\u3001\u591a\u8272\u9ad8\u4eae\u6458\u5f55</li>\n<li>\u6536\u85cf\u5939\u7edf\u4e00\u56de\u987e\u6587\u7ae0\u3001\u6458\u5f55\u548c\u56fe\u7247</li>\n<li>Markdown / PDF \u5bfc\u51fa</li>\n<li>\u5e38\u7528\u7f51\u7ad9\u81ea\u52a8\u8fdb\u5165\u9605\u8bfb\u6a21\u5f0f</li>\n<li>\u8bbe\u7f6e\u3001\u767d\u540d\u5355\u3001\u6536\u85cf\u548c\u9ad8\u4eae\u652f\u6301\u5907\u4efd</li>\n</ul>\n<h2>\u9690\u79c1\u8bf4\u660e</h2>\n<p>\u6838\u5fc3\u9605\u8bfb\u6a21\u5f0f\u662f\u5728\u672c\u5730\u63d0\u53d6\u6b63\u6587\uff0c\u4e0d\u9700\u8981\u767b\u5f55\u3002</p>\n<p>\u4f46 AI \u603b\u7ed3\u3001\u7ffb\u8bd1\u3001\u5bf9\u8bdd\u3001\u97f3\u9891\u8fd9\u4e9b\u529f\u80fd\uff0c\u5982\u679c\u4f60\u542f\u7528\u5e76\u914d\u7f6e API Key \uff0c\u6587\u7ae0\u5185\u5bb9\u4f1a\u53d1\u9001\u7ed9\u4f60\u914d\u7f6e\u7684\u6a21\u578b\u670d\u52a1\u3002API Key \u4fdd\u5b58\u5728\u672c\u5730\uff0c\u6a21\u578b\u670d\u52a1\u7528\u54ea\u4e2a\u3001\u662f\u5426\u5f00\u542f\uff0c\u90fd\u7531\u4f60\u81ea\u5df1\u51b3\u5b9a\u3002</p>\n<h2>\u5730\u5740</h2>\n<p>\u63d2\u4ef6\u4ecb\u7ecd\u9875\uff1a\n<a href=\"https://star.y3pm.com/reader/\" rel=\"nofollow\">https://star.y3pm.com/reader/</a></p>\n<p>Chrome \u5e94\u7528\u5546\u5e97\uff1a\n<a href=\"https://chromewebstore.google.com/detail/%E9%98%85%E8%AF%BB%E6%A8%A1%E5%BC%8F-reader-mode/enodnjkfngkfeajodjbopieheponbfjn\" rel=\"nofollow\">https://chromewebstore.google.com/detail/%E9%98%85%E8%AF%BB%E6%A8%A1%E5%BC%8F-reader-mode/enodnjkfngkfeajodjbopieheponbfjn</a></p>\n<p>\u65e7\u5e16\uff1a\n<a href=\"https://www.v2ex.com/t/1153200\" rel=\"nofollow\">https://www.v2ex.com/t/1153200</a></p>\n<p>\u6b22\u8fce\u5927\u5bb6\u8bd5\u7528\uff0c\u4e5f\u6b22\u8fce\u7ee7\u7eed\u5410\u69fd\u3002\u5c24\u5176\u60f3\u542c\u542c\u5927\u5bb6\u5bf9\u300c\u6717\u8bfb / \u64ad\u5ba2\u300d\u548c\u300c\u6536\u85cf\u9ad8\u4eae\u300d\u8fd9\u4e24\u4e2a\u65b9\u5411\u7684\u770b\u6cd5\u3002</p>\n", 
      "date_published": "2026-05-16T03:05:23+00:00", 
      "title": "\u4e4b\u524d\u53d1\u8fc7\u7684 Chrome \u9605\u8bfb\u6a21\u5f0f\u63d2\u4ef6\uff0c\u6700\u8fd1\u66f4\u65b0\u4e86 AI \u5bf9\u8bdd\u3001\u6717\u8bfb/\u64ad\u5ba2\u548c\u6536\u85cf\u9ad8\u4eae", 
      "id": "https://www.v2ex.com/t/1213134"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Sunrisepeak", 
        "name": "Sunrisepeak", 
        "avatar": "https://cdn.v2ex.com/avatar/ef35/5423/676355_large.png?m=1750149658"
      }, 
      "url": "https://www.v2ex.com/t/1213119", 
      "date_modified": "2026-05-16T01:46:45+00:00", 
      "content_html": "<p>\u4ece\u53bb\u5e74 gcc 15.1 \u521d\u6b65\u652f\u6301 import std \u5f00\u59cb, \u6211\u5c31\u5728 C++\u7684\u6a21\u5757\u5316\u4e0a\u505a\u4e86\u5f88\u591a\u5b9e\u8df5</p>\n<p>\u524d\u6bb5\u65f6\u95f4, \u7a81\u7136\u4ea7\u751f\u4e86\u4ee5 C++23 \u6a21\u5757\u5316\u4e3a\u57fa\u7840, <strong>\u5b9e\u73b0\u4e00\u4e2a\u73b0\u4ee3 C++\u6a21\u5757\u5316\u9879\u76ee\u7684\u6784\u5efa\u5de5\u5177</strong>\u3002\u5e76\u4ee5\u5176\u80fd\u7528\u81ea\u5df1\u4ece\u6e90\u7801\u6784\u5efa\u51fa\u81ea\u5df1\u4e5f\u5c31\u662f\u6240\u8c13\u7684<strong>\u81ea\u4e3e\u6765\u505a\u4e3a\u521d\u6b65\u76ee\u6807</strong>, \u76ee\u524d\u8fd9\u4e2a\u76ee\u6807\u5df2\u7ecf\u5b9e\u73b0</p>\n<p>\u6b22\u8fce\u5bf9\u73b0\u4ee3 C++\u548c\u6a21\u5757\u5316\u611f\u5174\u8da3\u7684\u670b\u53cb\u6765\u7528, mcpp \u6784\u5efa\u5de5\u5177\u4f7f\u7528\u6a21\u5757\u5316\u7279\u6027 \u73a9\u4e00\u73a9\u6216\u5f00\u53d1\u5f00\u53d1\u5c0f\u9879\u76ee \u4e5f\u6b22\u8fce\u5927\u5bb6\u6765\u53cd\u9988\u548c\u4ea4\u6d41</p>\n<p><strong>\u5f00\u6e90\u4ed3\u5e93:</strong> <a href=\"https://github.com/mcpp-community/mcpp\" rel=\"nofollow\">https://github.com/mcpp-community/mcpp</a></p>\n<hr/>\n<h1>mcpp</h1>\n<blockquote>\n<p>\u4e00\u4e2a \u73b0\u4ee3 C++ \u6a21\u5757\u5316\u6784\u5efa\u5de5\u5177 \u2014 \u7eaf C++23 \u6a21\u5757\u7f16\u5199\uff0c\u5df2\u5b9e\u73b0\u81ea\u4e3e</p>\n</blockquote>\n<p><a href=\"https://github.com/mcpp-community/mcpp/releases\" rel=\"nofollow\"><img alt=\"Release\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.shields.io/github/v/release/mcpp-community/mcpp\"/></a>\n<a href=\"https://en.cppreference.com/w/cpp/23\" rel=\"nofollow\"><img alt=\"C++23\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.shields.io/badge/C%2B%2B-23-blue.svg\"/></a>\n<a href=\"\" rel=\"nofollow\"><img alt=\"Self-hosted\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.shields.io/badge/build-self--hosted-brightgreen\"/></a>\n<a href=\"https://en.cppreference.com/w/cpp/language/modules\" rel=\"nofollow\"><img alt=\"Module\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.shields.io/badge/module-ok-green.svg\"/></a>\n<a href=\"LICENSE\" rel=\"nofollow\"><img alt=\"License\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.shields.io/badge/license-Apache_2.0-blue.svg\"/></a></p>\n<p>\n<img alt=\"mcpp demo\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://github.com/user-attachments/assets/6c85896e-9a37-4f62-acfb-d37a4eae2363\"/>\n</p>\n<h2>\u6838\u5fc3\u7279\u6027</h2>\n<ul>\n<li><strong>C++23 \u6a21\u5757\u539f\u751f\u652f\u6301</strong> \u2014 <code>import std</code> \u81ea\u52a8\u5904\u7406\uff0c\u6587\u4ef6\u7ea7\u589e\u91cf\u6784\u5efa\uff0c\u6a21\u5757\u4f9d\u8d56\u81ea\u52a8\u5206\u6790\uff0c\u96f6\u624b\u52a8\u914d\u7f6e</li>\n<li><strong>\u7eaf\u6a21\u5757\u5316\u81ea\u4e3e</strong> \u2014 mcpp \u81ea\u8eab\u7531 43+ \u4e2a C++23 \u6a21\u5757\u7ec4\u6210\uff0c\u7528\u81ea\u5df1\u6784\u5efa\u81ea\u5df1\uff0c\u6a21\u5757\u7cfb\u7edf\u7ecf\u5b9e\u6218\u9a8c\u8bc1</li>\n<li><strong>\u5f00\u7bb1\u5373\u7528</strong> \u2014 \u4e00\u6761\u547d\u4ee4\u5b89\u88c5\uff0c\u5185\u7f6e GCC 16 / LLVM 20 \u5de5\u5177\u94fe\uff0c\u81ea\u52a8\u4e0b\u8f7d\u5230\u9694\u79bb\u6c99\u76d2\uff0c\u4e0d\u6c61\u67d3\u7cfb\u7edf</li>\n<li><strong>\u96c6\u6210\u4f9d\u8d56\u7ba1\u7406</strong> \u2014 SemVer \u7ea6\u675f\u89e3\u6790\u3001\u9501\u6587\u4ef6\u3001\u8de8\u9879\u76ee BMI \u7f13\u5b58\u3001\u81ea\u5b9a\u4e49\u5305\u7d22\u5f15</li>\n<li><strong>\u591a\u5305\u5de5\u4f5c\u7a7a\u95f4</strong> \u2014 Workspace \u7edf\u4e00\u9501\u6587\u4ef6\u4e0e\u7248\u672c\u7ba1\u7406\uff0c\u9002\u5408\u5927\u578b\u9879\u76ee</li>\n</ul>\n<h2>\u4e3a\u4ec0\u4e48\u9009\u62e9 mcpp ?</h2>\n<p>mcpp \u4e13\u95e8\u4e3a <strong>C++23 \u6a21\u5757\u5316\u5f00\u53d1</strong> \u6253\u9020\u3002\u5982\u679c\u4f60\u60f3\u5728\u9879\u76ee\u4e2d\u4f7f\u7528 <code>import std</code>\u3001\u6a21\u5757\u63a5\u53e3\u5355\u5143\uff08<code>.cppm</code>\uff09\u3001\u6a21\u5757\u5206\u533a\u7b49\u73b0\u4ee3 C++ \u7279\u6027\uff0cmcpp \u5728 Linux \u4e0a\u80fd\u4e3a\u4f60\u63d0\u4f9b\u4fbf\u6377\u4e14\u53cb\u597d\u7684\u5f00\u53d1\u4f53\u9a8c\uff1a</p>\n<ul>\n<li><strong>\u9ed8\u8ba4\u6a21\u5757\u5316</strong> \u2014 <code>mcpp new</code> \u521b\u5efa\u7684\u9879\u76ee\u6a21\u677f\u76f4\u63a5\u4f7f\u7528 C++23 \u6a21\u5757\uff0c<code>import std</code> \u5f00\u7bb1\u5373\u7528</li>\n<li><strong>\u6587\u4ef6\u7ea7\u589e\u91cf\u6784\u5efa</strong> \u2014 \u57fa\u4e8e P1689 dyndep \u7684\u4e09\u5c42\u4f18\u5316\uff08\u524d\u7aef\u810f\u68c0\u67e5 + \u9010\u6587\u4ef6\u626b\u63cf + BMI restat \uff09\uff0c\u53ea\u91cd\u7f16\u771f\u6b63\u53d8\u5316\u7684\u6a21\u5757</li>\n<li><strong>\u4e00\u952e\u521b\u5efa &amp; \u6784\u5efa</strong> \u2014 <code>mcpp new hello &amp;&amp; cd hello &amp;&amp; mcpp build</code>\uff0c\u5de5\u5177\u94fe\u81ea\u52a8\u5b89\u88c5\uff0c\u65e0\u9700\u624b\u52a8\u914d\u7f6e\u7f16\u8bd1\u5668\u548c\u6784\u5efa\u7cfb\u7edf</li>\n<li><strong>\u6a21\u5757\u5316\u751f\u6001</strong> \u2014 <a href=\"https://github.com/mcpplibs\" rel=\"nofollow\">mcpplibs</a> \u63d0\u4f9b\u4e00\u7cfb\u5217\u53ef\u76f4\u63a5 <code>import</code> \u7684 C++ \u6a21\u5757\u5316\u5e93\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u5305\u7d22\u5f15</li>\n</ul>\n<blockquote>\n<p>\u6ce8: <strong>\u65e9\u671f\u7248\u672c</strong> \u2014 mcpp \u4ecd\u5728\u79ef\u6781\u5f00\u53d1\u4e2d\uff0c\u63a5\u53e3\u548c\u884c\u4e3a\u53ef\u80fd\u5728\u540e\u7eed\u7248\u672c\u8c03\u6574\u3002\n\u6b22\u8fce\u5bf9\u73b0\u4ee3 C++ \u6a21\u5757\u5316\u6784\u5efa\u5de5\u5177\u611f\u5174\u8da3\u7684\u5f00\u53d1\u8005<a href=\"#%E5%8F%82%E4%B8%8E%E8%B4%A1%E7%8C%AE\" rel=\"nofollow\">\u53c2\u4e0e\u8d21\u732e</a>\u3002\n\u95ee\u9898 / \u53cd\u9988 / \u60f3\u6cd5\u6b22\u8fce\u5728 <a href=\"https://github.com/mcpp-community/mcpp/issues\" rel=\"nofollow\">issues</a> \u7559\u8a00\u3002</p>\n</blockquote>\n<h2>\u5feb\u901f\u5f00\u59cb</h2>\n<h3>\u5b89\u88c5</h3>\n<p><strong>\u65b9\u5f0f\u4e00\uff1a\u4f7f\u7528 xlings \u5b89\u88c5\uff08\u63a8\u8350\uff09</strong></p>\n<pre><code class=\"language-bash\">xlings install mcpp -y\n</code></pre>\n<p><strong>\u65b9\u5f0f\u4e8c\uff1a\u4e00\u952e\u5b89\u88c5\u811a\u672c</strong></p>\n<pre><code class=\"language-bash\">curl -fsSL https://github.com/mcpp-community/mcpp/releases/latest/download/install.sh | bash\n</code></pre>\n<p>\u5b89\u88c5\u5230 <code>~/.mcpp/</code>\uff0c\u81ea\u52a8\u52a0\u8fdb shell PATH \u3002\u5220\u9664 <code>~/.mcpp</code> \u5373\u53ef\u5e72\u51c0\u5378\u8f7d\u3002</p>\n<p><strong>\u65b9\u5f0f\u4e09\uff1a\u8ba9 AI \u52a9\u624b\u5e2e\u4f60\u5b89\u88c5</strong></p>\n<p>\u5c06\u4ee5\u4e0b\u63d0\u793a\u8bcd\u590d\u5236\u7ed9\u4f60\u7684 AI \u7f16\u7801\u52a9\u624b\uff08 Claude Code / Cursor / Copilot \u7b49\uff09\uff1a</p>\n<pre><code>\u9605\u8bfb https://github.com/mcpp-community/mcpp \u7684 README \uff0c\n\u5e2e\u6211\u5b89\u88c5 mcpp \u5e76\u521b\u5efa\u4e00\u4e2a C++23 \u6a21\u5757\u9879\u76ee\uff0c\u6784\u5efa\u5e76\u8fd0\u884c\u3002\n\u9879\u76ee\u7684 .agents/skills/mcpp-usage/SKILL.md \u6709\u8be6\u7ec6\u7684\u4f7f\u7528\u6307\u5357\u3002\n</code></pre>\n<h3>\u521b\u5efa\u9879\u76ee &amp; \u6784\u5efa\u8fd0\u884c</h3>\n<pre><code class=\"language-bash\">mcpp new hello\ncd hello\nmcpp build\nmcpp run\n</code></pre>\n<blockquote>\n<p>\u6ce8\uff1a\u9996\u6b21\u6784\u5efa\u4f1a\u521d\u59cb\u5316\u73af\u5883\u5e76\u83b7\u53d6\u5de5\u5177\u94fe\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u3002</p>\n</blockquote>\n<h3>\u9879\u76ee\u7ed3\u6784</h3>\n<pre><code>hello/\n\u251c\u2500\u2500 mcpp.toml             \u2190 \u5de5\u7a0b\u63cf\u8ff0\n\u2514\u2500\u2500 src/\n    \u2514\u2500\u2500 main.cpp          \u2190 import std; \u76f4\u63a5\u53ef\u7528\n</code></pre>\n<pre><code class=\"language-toml\"># mcpp.toml\n[package]\nname = \"hello\"\n\n[targets.hello]\nkind = \"bin\"\nmain = \"src/main.cpp\"\n</code></pre>\n<h3>\u4f7f\u7528\u6a21\u5757\u5316\u5e93</h3>\n<p>\u5728 <code>mcpp.toml</code> \u4e2d\u6dfb\u52a0\u4e24\u884c\u4f9d\u8d56\uff0c\u5373\u53ef\u5f15\u7528 <a href=\"https://github.com/mcpplibs\" rel=\"nofollow\">mcpplibs</a> \u793e\u533a\u6a21\u5757\u5316\u5e93\uff1a</p>\n<pre><code class=\"language-toml\">[dependencies]\ncmdline = \"0.0.2\"\n</code></pre>\n<p>\u7136\u540e\u5728\u4ee3\u7801\u4e2d\u76f4\u63a5 <code>import</code>\uff1a</p>\n<pre><code class=\"language-cpp\">import mcpplibs.cmdline;\n</code></pre>\n<blockquote>\n<p>\u66f4\u591a\u4f9d\u8d56\u914d\u7f6e\u65b9\u5f0f\uff08\u7248\u672c\u7ea6\u675f\u3001\u547d\u540d\u7a7a\u95f4\u3001Git \u5f15\u7528\u3001\u672c\u5730\u8def\u5f84\u7b49\uff09\u53c2\u89c1 <a href=\"docs/05-mcpp-toml.md\" rel=\"nofollow\">mcpp.toml \u6307\u5357 \u2014 \u4f9d\u8d56\u7ba1\u7406</a>\u3002</p>\n</blockquote>\n<h2>\u5e73\u53f0\u652f\u6301</h2>\n<table>\n<thead>\n<tr>\n<th>OS / arch</th>\n<th>GCC (glibc)</th>\n<th>GCC (musl)</th>\n<th>Clang / LLVM</th>\n<th>MSVC</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>Linux x86_64</td>\n<td>\u2705</td>\n<td>\u2705 <em>\u9ed8\u8ba4</em></td>\n<td>\u2705</td>\n<td>\u2014</td>\n</tr>\n<tr>\n<td>Linux aarch64</td>\n<td>\ud83d\udd04</td>\n<td>\ud83d\udd04</td>\n<td>\ud83d\udd04</td>\n<td>\u2014</td>\n</tr>\n<tr>\n<td>macOS</td>\n<td>\u2014</td>\n<td>\u2014</td>\n<td>\ud83d\udd04</td>\n<td>\u2014</td>\n</tr>\n<tr>\n<td>Windows</td>\n<td>\u2014</td>\n<td>\u2014</td>\n<td>\ud83d\udd04</td>\n<td>\ud83d\udd04</td>\n</tr>\n</tbody></table><p>\u2705 \u5df2\u652f\u6301 \uff5c \ud83d\udd04 \u8ba1\u5212\u4e2d</p>\n<blockquote>\n<p><em>\u9ed8\u8ba4</em>\uff1arelease \u4e8c\u8fdb\u5236\u8d70 musl \u5168\u9759\u6001\uff0cLinux x86_64 \u53ef\u76f4\u63a5\u8fd0\u884c\uff0c\u65e0 glibc \u4f9d\u8d56\u3002</p>\n</blockquote>\n<h2>\u6587\u6863</h2>\n<ul>\n<li><a href=\"docs/00-getting-started.md\" rel=\"nofollow\">\u5feb\u901f\u5f00\u59cb</a> \u2014 5 \u5206\u949f\u5b8c\u6210 install \u2192 new \u2192 build \u2192 run</li>\n<li><a href=\"docs/01-examples.md\" rel=\"nofollow\">\u793a\u4f8b\u9879\u76ee</a></li>\n<li><a href=\"docs/02-pack-and-release.md\" rel=\"nofollow\">\u53d1\u5e03\u6253\u5305</a></li>\n<li><a href=\"docs/03-toolchains.md\" rel=\"nofollow\">\u5de5\u5177\u94fe\u7ba1\u7406</a></li>\n<li><a href=\"docs/04-build-from-source.md\" rel=\"nofollow\">\u4ece\u6e90\u7801\u6784\u5efa</a></li>\n<li><a href=\"docs/05-mcpp-toml.md\" rel=\"nofollow\">mcpp.toml \u6307\u5357</a></li>\n<li><a href=\"docs/06-workspace.md\" rel=\"nofollow\">\u5de5\u4f5c\u7a7a\u95f4</a></li>\n</ul>\n<p>\u4efb\u610f\u547d\u4ee4\u7684\u5b8c\u6574\u9009\u9879\u53ef\u901a\u8fc7 <code>mcpp &lt;cmd&gt; --help</code> \u67e5\u9605\u3002</p>\n<p><strong>AI \u8f85\u52a9\u5b66\u4e60</strong>\uff1a\u4f60\u53ef\u4ee5\u5c06\u4ee5\u4e0b\u63d0\u793a\u8bcd\u53d1\u7ed9 AI \u7f16\u7801\u52a9\u624b\uff0c\u8ba9\u5b83\u5e2e\u4f60\u5feb\u901f\u4e86\u89e3 mcpp\uff1a</p>\n<pre><code>\u9605\u8bfb https://github.com/mcpp-community/mcpp \u4ed3\u5e93\u7684\n.agents/skills/mcpp-usage/SKILL.md \u548c docs/ \u76ee\u5f55\u4e0b\u7684\u6587\u6863\uff0c\n\u544a\u8bc9\u6211\u5982\u4f55\u7528 mcpp \u521b\u5efa\u4e00\u4e2a\u5e26\u4f9d\u8d56\u7684 C++23 \u6a21\u5757\u9879\u76ee\u3002\n</code></pre>\n<h2>\u53c2\u4e0e\u8d21\u732e</h2>\n<p>\u6b22\u8fce\u901a\u8fc7 Issue \u548c PR \u53c2\u4e0e\u9879\u76ee\u5f00\u53d1\u3002\u9879\u76ee\u63a5\u53d7\u5f00\u53d1\u8005\u4f7f\u7528 AI Agent \u53c2\u4e0e\u5f00\u53d1\u4e0e\u8d21\u732e\u3002</p>\n<p><strong>\u57fa\u672c\u6d41\u7a0b</strong></p>\n<ol>\n<li>\u521b\u5efa Issue \u2014 Bug \u4fee\u590d\u3001\u65b0\u529f\u80fd\u3001\u4f18\u5316\u7b49\uff0c\u5148\u5728 <a href=\"https://github.com/mcpp-community/mcpp/issues\" rel=\"nofollow\">issues</a> \u521b\u5efa\u8ba8\u8bba</li>\n<li>\u5b9e\u73b0\u6539\u52a8 \u2014 Fork \u4ed3\u5e93\uff0c\u521b\u5efa\u5206\u652f\uff0c\u5b9e\u73b0\u5e76\u9a8c\u8bc1\uff08<code>mcpp build</code> + E2E \u6d4b\u8bd5\uff09</li>\n<li>\u63d0\u4ea4 PR \u2014 \u4f7f\u7528 <code>gh pr create</code>\uff0c\u786e\u4fdd CI \u901a\u8fc7</li>\n<li>CI \u5fc5\u987b\u901a\u8fc7 \u2014 CI \u4e0d\u901a\u8fc7\u7684 PR \u4e0d\u4f1a\u88ab\u5408\u5165</li>\n</ol>\n<p><strong>\u63d0\u4ea4\u4fe1\u606f\u89c4\u8303</strong>\uff1a<code>feat:</code> / <code>fix:</code> / <code>test:</code> / <code>docs:</code> / <code>refactor:</code> \u524d\u7f00</p>\n<p><strong>AI Agent \u8d21\u732e</strong>\uff1a\u9879\u76ee\u7684 <a href=\".agents/skills/mcpp-contributing/SKILL.md\" rel=\"nofollow\"><code>.agents/skills/mcpp-contributing/SKILL.md</code></a> \u63d0\u4f9b\u4e86\u5b8c\u6574\u7684 Agent \u8d21\u732e\u6d41\u7a0b\u548c\u9879\u76ee\u7ed3\u6784\u8bf4\u660e\u3002\u5c06\u4ee5\u4e0b\u63d0\u793a\u8bcd\u53d1\u7ed9 AI \u52a9\u624b\u5373\u53ef\uff1a</p>\n<pre><code>\u9605\u8bfb https://github.com/mcpp-community/mcpp \u4ed3\u5e93\u7684\n.agents/skills/mcpp-contributing/SKILL.md \uff0c\n\u6309\u7167\u6307\u5357\u5e2e\u6211\u7ed9 mcpp \u9879\u76ee\u63d0\u4ea4\u4e00\u4e2a\u8d21\u732e\u3002\n</code></pre>\n<h2>\u793e\u533a &amp; \u751f\u6001</h2>\n<ul>\n<li><a href=\"https://forum.d2learn.org/category/20\" rel=\"nofollow\">\u793e\u533a\u8bba\u575b</a> \u2014 \u4ea4\u6d41\u7fa4 (Q: 1067245099)</li>\n<li><a href=\"https://github.com/mcpp-community/mcpp-index\" rel=\"nofollow\">mcpp-index</a> \u2014 \u9ed8\u8ba4\u5305\u7d22\u5f15</li>\n<li><a href=\"https://github.com/mcpplibs\" rel=\"nofollow\">mcpplibs</a> \u2014 \u6a21\u5757\u5316 C++ \u5e93\u96c6\u5408</li>\n</ul>\n<h3>\u81f4\u8c22</h3>\n<p>\u9879\u76ee\u4f9d\u8d56\u548c\u7075\u611f\u6765\u6e90\uff1a</p>\n<ul>\n<li><a href=\"https://github.com/d2learn/xlings\" rel=\"nofollow\">xlings</a> \u2014 \u5de5\u5177\u94fe / \u5305\u7ba1\u7406\u5e95\u5ea7</li>\n<li><a href=\"https://github.com/mcpplibs/cmdline\" rel=\"nofollow\">mcpplibs.cmdline</a> \u2014 CLI \u6846\u67b6</li>\n<li><a href=\"https://github.com/ninja-build/ninja\" rel=\"nofollow\">ninja</a> \u2014 \u5e95\u5c42\u6784\u5efa\u5f15\u64ce</li>\n<li><a href=\"https://github.com/xmake-io/xmake\" rel=\"nofollow\">xmake</a> \u2014 \u8de8\u5e73\u53f0\u6784\u5efa\u5de5\u5177</li>\n<li><a href=\"https://github.com/rust-lang/cargo\" rel=\"nofollow\">cargo</a> \u2014 Rust \u5305\u7ba1\u7406\u5668</li>\n</ul>\n", 
      "date_published": "2026-05-16T01:44:03+00:00", 
      "title": "[mcpp]: \u7528 C++23 \u6a21\u5757 + import std \u5f00\u53d1\u4e86\u4e2a\u6784\u5efa\u5de5\u5177\uff0c\u5e76\u5b9e\u73b0\u81ea\u5df1\u6784\u5efa\u81ea\u5df1(\u81ea\u4e3e)", 
      "id": "https://www.v2ex.com/t/1213119"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jieke0205", 
        "name": "jieke0205", 
        "avatar": "https://cdn.v2ex.com/gravatar/57f17e8ded7ffa79d72e1ffaae969868?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213106", 
      "date_modified": "2026-05-15T21:13:45+00:00", 
      "content_html": "vibe coding \u666e\u53ca\u5f00\u6765\u540e\uff0c\u6bcf\u5929\u90fd\u9700\u8981\u7528\u81ea\u7136\u8bed\u8a00\u53bb\u548c agent \u6c9f\u901a\uff0c<br />\u4e2a\u4eba\u8ba4\u4e3a\u8fd9\u5176\u5b9e\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u5b66\u4e60\u53e6\u4e00\u95e8\u8bed\u8a00\u7684\u673a\u4f1a\u3002<br />\u987a\u52bf\u5c31 vibe \u4e86\u4e00\u4e2a\u53ef\u4ee5\u5728 claude code \u91cc\u5b66\u4e60\u8bed\u8a00\u63d2\u4ef6\uff0c\u80fd\u591f\u8ba9\u6a21\u578b\u53bb\u5206\u6790\u9519\u8bef\u548c\u6539\u8fdb\u8868\u8fbe\uff0c\u6548\u679c\u5982\u4e0b:<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/9vAtrf3.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/9vAtrf3.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u4e2d\u82f1\u6587\u6df7\u5408\uff0c\u6216\u8005\u7eaf \u4e2d\u6587/\u82f1\u6587 \u7686\u53ef<br /><br />\u5f53\u7136\u4e5f\u53ef\u4ee5\u628a\u76ee\u6807\u8bed\u8a00\u8bbe\u7f6e\u4e3a \"\u5b59\u7b11\u5ddd\u98ce\u683c\" \u6216\u8005 \"\u8499\u53e4\u4e0a\u5355\u98ce\u683c\" \ud83d\ude00<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/RDqdUND.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/RDqdUND.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u9879\u76ee\u94fe\u63a5\u5982\u4e0b\uff0c\u6b22\u8fce\u5927\u5bb6\u63d0\u5efa\u8bae\u6216\u8005 fork \u6539\u9020<br />\u4f7f\u7528\u524d\u9700\u8981\u5728 claude code \u7684\u63d2\u4ef6\u7ba1\u7406\u9762\u677f\u4e2d\u914d\u7f6e openai-compatiable \u7684\u6a21\u578b<br /><a target=\"_blank\" href=\"https://github.com/jiang1997/claude-code-language-coach\" rel=\"nofollow noopener\">https://github.com/jiang1997/claude-code-language-coach</a><br /><br />\u548c\u5176\u4ed6\u7c7b\u4f3c\u7684\u63d2\u4ef6\u76f8\u6bd4\uff1a<br />1. \u8fd9\u4e2a\u662f\u9700\u8981\u7528\u6237\u9884\u5148\u53bb\u914d\u7f6e openai-compatiable \u7684\u6a21\u578b\uff0c\u56e0\u6b64\u4e5f\u4e0d\u4f1a\u6d88\u8017 Claude Code \u672c\u8eab\u7684 token<br />2. \u4e0d\u4f1a\u4fb5\u5165 claude code \u7684\u4e0a\u4e0b\u6587", 
      "date_published": "2026-05-15T21:04:23+00:00", 
      "title": "\u5728 claude code \u4e2d\u4e00\u8fb9 coding \u4e00\u8fb9\u5b66\u82f1\u8bed", 
      "id": "https://www.v2ex.com/t/1213106"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tashuo", 
        "name": "tashuo", 
        "avatar": "https://cdn.v2ex.com/avatar/c240/823b/176722_large.png?m=1778869573"
      }, 
      "url": "https://www.v2ex.com/t/1213103", 
      "date_modified": "2026-05-16T00:42:54+00:00", 
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      "date_published": "2026-05-15T18:38:19+00:00", 
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      "date_published": "2026-05-15T16:45:01+00:00", 
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\u4ece\u96f6\u5199\u6210\u4e00\u4e2a\u5355\u4e8c\u8fdb\u5236\u6587\u4ef6</strong>\uff0c\u6ca1\u6709\u8fd0\u884c\u65f6\u4f9d\u8d56\uff0c\u6ca1\u6709\u5b89\u88c5\u5668\uff0c\u6ca1\u6709 Docker \u3002\u524d\u7aef\u7684 React \u76f4\u63a5 embed \u8fdb\u4e8c\u8fdb\u5236\u91cc\uff0c\u540e\u7aef\u5c31\u662f\u7eaf Go \uff0c\u4e00\u4e2a\u8fdb\u7a0b\u76d1\u542c 14000 \u7aef\u53e3\u3002</p>\n<p>\u8fd9\u5c31\u662f\u4eca\u5929\u7684 OpenAgent \u3002</p>\n<hr/>\n<h2>\u4e8c\u3001\u4e0d\u6b62\u8f7b\u91cf \u2014\u2014 \u8fd9\u662f\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u5de5\u4f5c\u5e73\u53f0</h2>\n<p>OpenAgent \u4e0d\u53ea\u662f\u4e00\u4e2a\u8dd1\u5f97\u5feb\u7684\u5355\u6587\u4ef6\uff0c\u914d\u5957\u7684\u662f\u4e00\u6574\u5957\u65e5\u5e38\u5de5\u4f5c\u6d41\u8981\u7528\u7684\u80fd\u529b\uff1a</p>\n<ul>\n<li><strong>\ud83e\udd16 30+ \u6a21\u578b\u63d0\u4f9b\u5546</strong>\uff1aOpenAI \u3001Claude \u3001DeepSeek \u3001Gemini \u3001Mistral \u3001Grok\u2026\u2026\u968f\u65f6\u5207\u6362\uff0c\u65e0\u9700\u6539\u4ee3\u7801</li>\n<li><strong>\ud83c\udf10 Browser-Use</strong>\uff1a\u9a71\u52a8\u771f\u5b9e\u6d4f\u89c8\u5668\uff0c\u5bfc\u822a\u3001\u70b9\u51fb\u3001\u586b\u8868\u3001\u622a\u56fe</li>\n<li><strong>\ud83d\udda5\ufe0f Shell Execution</strong>\uff1a\u672c\u5730\u547d\u4ee4\u6267\u884c\uff0c\u652f\u6301 PTY \u4ea4\u4e92\u5f0f\u4f1a\u8bdd</li>\n<li><strong>\ud83d\udcc4 Office \u81ea\u52a8\u5316</strong>\uff1a\u8bfb\u5199 Word \u3001Excel \u3001PowerPoint</li>\n<li><strong>\ud83d\udd17 MCP \u96c6\u6210</strong>\uff1a\u4efb\u610f MCP \u517c\u5bb9\u670d\u52a1\u5668\u5373\u63d2\u5373\u7528</li>\n<li><strong>\ud83d\udcda RAG \u77e5\u8bc6\u5e93</strong>\uff1aPDF/Word/Excel \u81ea\u52a8\u5207\u7247\u3001\u5d4c\u5165\u3001\u7d22\u5f15</li>\n<li><strong>\u26a1 \u5de5\u4f5c\u6d41\u7f16\u6392</strong>\uff1aBPMN \u98ce\u683c\u53ef\u89c6\u5316\u62d6\u62fd\u7f16\u6392</li>\n<li><strong>\ud83d\udcca \u7ba1\u7406\u540e\u53f0</strong>\uff1aToken \u7528\u91cf\u7edf\u8ba1\u3001\u6d3b\u52a8\u76d1\u63a7\u3001\u5de5\u5177\u7ba1\u7406\u3001\u8bf7\u6c42\u65e5\u5fd7</li>\n</ul>\n<hr/>\n<h2>\u4e09\u3001\u76f4\u63a5\u4eae\u6570\u636e\uff1a\u6548\u679c\u4e0e\u5ef6\u8fdf\u6a2a\u8bc4 OpenClaw</h2>\n<p>\u67b6\u6784\u505a\u5b8c\u4e86\uff0c\u6548\u679c\u5230\u5e95\u600e\u4e48\u6837\uff1f\u6211\u4eec\u82b1\u4e86\u5341\u591a\u5929\u505a\u6a2a\u5411\u8bc4\u6d4b\uff0c\u628a OpenAgent \u548c OpenClaw \u62c9\u5230\u540c\u4e00\u6761\u8d77\u8dd1\u7ebf\u3002<strong>\u7edf\u4e00\u7528 deepseek/deepseek-v4-flash \u4f5c\u4e3a\u5e95\u5c42\u6a21\u578b</strong>\uff0c\u8fd9\u662f\u76ee\u524d\u6027\u4ef7\u6bd4\u8f83\u9ad8\u7684\u6a21\u578b\uff0c\u6700\u5bb9\u6613\u66b4\u9732\u5404\u5bb6 Agent Harness \u7684\u771f\u5b9e\u6c34\u5e73\u3002</p>\n<h3>3.1 Agent Tool \u8c03\u7528\u5bf9\u6807\uff08\u6838\u5fc3\u6548\u679c\uff09</h3>\n<p>12 \u4e2a\u4efb\u52a1 \u00d7 3 \u8f6e = 36 \u6b21\u8ba1\u5206\uff0c\u7edf\u4e00\u6a21\u578b\u3001\u7edf\u4e00 prompt\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807</th>\n<th>OpenAgent</th>\n<th>OpenClaw</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><strong>\u6210\u529f\u7387</strong></td>\n<td>**83.33%**\uff08 30/36 \uff09</td>\n<td>61.11%\uff08 22/36 \uff09</td>\n</tr>\n<tr>\n<td><strong>\u5e73\u5747\u8017\u65f6</strong></td>\n<td><strong>14,183 ms</strong></td>\n<td>26,128 ms</td>\n</tr>\n<tr>\n<td><strong>\u5e73\u5747 Token</strong></td>\n<td><strong>1,312</strong></td>\n<td>2,362</td>\n</tr>\n<tr>\n<td><strong>\u5408\u89c4\u7387</strong></td>\n<td><strong>90.0</strong></td>\n<td>76.67</td>\n</tr>\n<tr>\n<td><strong>\u8986\u76d6\u7387</strong></td>\n<td><strong>97.5</strong></td>\n<td>91.67</td>\n</tr>\n<tr>\n<td><strong>\u7efc\u5408\u5206</strong></td>\n<td><strong>91.14</strong></td>\n<td>78.41</td>\n</tr>\n</tbody></table><p>\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a<strong>\u6210\u529f\u7387\u66f4\u9ad8\u3001\u901f\u5ea6\u66f4\u5feb\u3001Token \u66f4\u7701</strong>\u3002OpenAgent \u6bcf\u8f6e\u5e73\u5747\u8017\u65f6\u6bd4 OpenClaw \u5c11\u7ea6 11.9 \u79d2\uff0cToken \u6d88\u8017\u5c11\u7ea6 1,050 \u300236 \u8f6e\u771f\u5b9e\u6267\u884c\uff0c\u5224\u5206\u7531\u81ea\u52a8\u5316\u811a\u672c\u5b8c\u6210\uff0c\u65e0\u4eba\u5de5\u5e72\u9884\u3002</p>\n<h3>3.2 \u5bf9\u8bdd\u573a\u666f\u6027\u80fd</h3>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807</th>\n<th>OpenAgent</th>\n<th>OpenClaw</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><strong>\u5b8c\u6210\u7387</strong></td>\n<td><strong>100%</strong></td>\n<td>95%</td>\n</tr>\n<tr>\n<td><strong>\u683c\u5f0f\u6b63\u786e\u7387</strong></td>\n<td><strong>100%</strong></td>\n<td>82.5%</td>\n</tr>\n<tr>\n<td><strong>\u4e8b\u5b9e\u51c6\u786e\u7387</strong></td>\n<td><strong>100%</strong></td>\n<td>92.5%</td>\n</tr>\n<tr>\n<td><strong>\u5e73\u5747\u5ef6\u8fdf</strong></td>\n<td><strong>3,991 ms</strong></td>\n<td>26,781 ms</td>\n</tr>\n</tbody></table><p>OpenAgent \u5728\u5bf9\u8bdd\u573a\u666f\u4e0b\u5b8c\u6210\u7387\u3001\u683c\u5f0f\u6b63\u786e\u7387\u3001\u4e8b\u5b9e\u51c6\u786e\u7387\u5747\u8fbe\u5230 100%\uff0c\u5e73\u5747\u5ef6\u8fdf\u7ea6 4 \u79d2\uff1b OpenClaw \u5e73\u5747\u5ef6\u8fdf\u7ea6 26.8 \u79d2\u3002</p>\n<h3>3.3 \u9879\u76ee\u672c\u4f53\u6027\u80fd</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>OpenAgent</th>\n<th>OpenClaw</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><strong>\u51b7\u542f\u52a8\u5c31\u7eea</strong></td>\n<td>~2.7 s</td>\n<td>~29.2 s</td>\n</tr>\n<tr>\n<td><strong>\u5e38\u9a7b\u5185\u5b58</strong></td>\n<td>~110 MB</td>\n<td>~215\u2013307 MB</td>\n</tr>\n<tr>\n<td><strong>\u5b89\u88c5\u4f53\u79ef</strong></td>\n<td>exe ~23 MB</td>\n<td>~382 MB / 42,000+ \u6587\u4ef6</td>\n</tr>\n<tr>\n<td><strong>TTFT \uff08\u9996\u5305\u5ef6\u8fdf\uff09</strong></td>\n<td>~23 ms</td>\n<td>~44 ms</td>\n</tr>\n</tbody></table><p><strong>\u51b7\u542f\u52a8</strong>\uff1aOpenAgent \u4e2d\u4f4d\u6570 2.7 \u79d2\u5c31\u80fd\u901a\u8fc7 health \u68c0\u67e5\u8fd4\u56de HTTP 200 \uff0cOpenClaw \u9700\u8981 29.2 \u79d2\u3002</p>\n<p><strong>\u4f53\u79ef</strong>\uff1aOpenAgent \u5355\u6587\u4ef6\u7ea6 23 MB \uff0cOpenClaw \u6574\u5757\u76ee\u5f55\u7ea6 382 MB \uff0c\u6587\u4ef6\u6570\u8d85\u8fc7 4 \u4e07\u3002\u8fd9\u4e0d\u662f\u300c\u7cbe\u7b80\u529f\u80fd\u6362\u4f53\u79ef\u300d\uff0c\u800c\u662f Go \u9759\u6001\u7f16\u8bd1 + \u524d\u7aef embed \u7684\u67b6\u6784\u4f18\u52bf\u3002</p>\n<p><strong>\u5185\u5b58</strong>\uff1a\u7a7a\u95f2\u72b6\u6001\u4e0b OpenAgent \u7ea6 110 MB \uff0cOpenClaw \u7ea6 215\u2013245 MB \u3002\u538b\u6d4b\u540e OpenAgent \u7ea6 120 MB \uff0cOpenClaw \u7ea6 307 MB \u3002</p>\n<hr/>\n<h2>\u56db\u3001\u51ed\u4ec0\u4e48\u6548\u679c\u66f4\u597d\u3001\u5ef6\u8fdf\u66f4\u4f4e \u2014\u2014 3 \u4e2a\u5de5\u7a0b\u51b3\u7b56</h2>\n<p>\u4e0d\u662f\u300c\u780d\u529f\u80fd\u6362\u6027\u80fd\u300d\uff0c\u662f\u6bcf\u4e00\u5c42\u90fd\u505a\u5bf9\u4e86\u9009\u62e9\u3002</p>\n<h3>\u2460 Single Binary\uff1a\u4e00\u4e2a\u6587\u4ef6\uff0c\u96f6\u4f9d\u8d56</h3>\n<p>Go \u9759\u6001\u7f16\u8bd1\uff0c\u524d\u7aef React build \u540e\u76f4\u63a5 embed \u8fdb\u4e8c\u8fdb\u5236\u3002Windows \u7528\u6237\u4e0b\u8f7d exe \u53cc\u51fb\u5c31\u80fd\u8dd1\uff0c\u4e0d\u9700\u8981 WSL \u3001\u4e0d\u9700\u8981 Docker \u3001\u4e0d\u9700\u8981 Node.js \u3002Mac/Linux \u4e00\u6761\u547d\u4ee4\u5b89\u88c5\u3002\u8fd9\u624d\u662f\u300c\u4e2a\u4eba\u672c\u5730 Agent \u300d\u8be5\u6709\u7684\u4ea4\u4ed8\u5f62\u6001\u3002</p>\n<h3>\u2461 Shell \u6267\u884c\u5e26\u8fb9\u754c\uff0c\u5b89\u5168\u53ef\u63a7</h3>\n<p>\u6e90\u7801\u5c42\u9762\uff0c<code>tool/shell.go</code> \u5b9a\u4e49\u4e86\u9ed8\u8ba4\u8d85\u65f6 30 \u79d2\u3001\u6700\u5927 300 \u79d2\u3001PTY \u53ef\u9009\u3001\u4f1a\u8bdd\u5f0f <code>poll/write/submit</code> \u7b49\u673a\u5236\u3002Shell \u80fd\u529b\u5728\u9ed8\u8ba4\u5b9e\u73b0\u4e0a\u662f<strong>\u5f3a\u7ea6\u675f\u7684\u751f\u4ea7\u5411\u5de5\u5177</strong>\uff0c\u800c\u975e\u65e0\u9650\u5236\u8fdc\u7a0b\u6267\u884c\u3002\u540c\u65f6\u652f\u6301\u5ba1\u8ba1\u65e5\u5fd7\u3001SSO \u3001\u8bf7\u6c42\u65e5\u5fd7\u7b49\u4f01\u4e1a\u7ea7\u53ef\u89c2\u6d4b\u6027\u3002</p>\n<h3>\u2462 Go \u539f\u751f\u5e76\u53d1\uff0c\u5185\u5b58\u53ef\u63a7</h3>\n<p>Go \u7684 goroutine + channel \u6a21\u578b\u8ba9\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u5185\u5b58\u589e\u957f\u975e\u5e38\u514b\u5236\u300280 \u8def\u5e76\u53d1 health \u538b\u6d4b\uff0c\u5185\u5b58\u4ec5\u589e\u957f 10 MB \u3002\u5bf9\u6bd4 Node.js \u7684\u5185\u5b58\u66f2\u7ebf\uff0c\u8fd9\u662f\u8bed\u8a00\u5c42\u9762\u7684\u7ed3\u6784\u6027\u4f18\u52bf\u3002</p>\n<hr/>\n<h2>\u4e94\u3001\u5766\u767d\u8bf4\u51e0\u53e5\uff0c\u6b22\u8fce\u6765\u6311\u6218</h2>\n<p>\u79bb\u300c\u5b8c\u7f8e\u300d\u8fd8\u6709\u591a\u8fdc\uff0c\u5148\u628a\u51e0\u4ef6\u4e8b\u8bf4\u6e05\u695a\uff1a</p>\n<ol>\n<li><strong>Lighthouse \u7efc\u5408\u5206</strong>\uff1aOpenClaw 87 \u5206\uff0c\u6211\u4eec 45 \u5206\u3002\u8fd9\u662f\u524d\u7aef\u52a0\u8f7d\u6027\u80fd\uff0c\u6211\u4eec\u7528\u7684 Lighthouse 11 \u7248\u672c\u4e0e OpenClaw \u6d4b\u8bd5\u7248\u672c\u53ef\u80fd\u4e0d\u540c\uff0c\u5206\u6570\u4e0d\u5b9c\u8de8\u7248\u672c\u5f3a\u6bd4\u3002\u4f46\u786e\u5b9e\u8bf4\u660e\u6211\u4eec\u7684\u524d\u7aef\u8fd8\u6709\u4f18\u5316\u7a7a\u95f4\u3002</li>\n<li><strong>\u987a\u5e8f health P50</strong>\uff1aOpenClaw \u7ea6 20 ms \uff0c\u6211\u4eec\u7ea6 33 ms \u3002\u6beb\u79d2\u7ea7\u5dee\u8ddd\uff0c\u5bf9\u4e2a\u4eba\u672c\u5730 Agent \u53c2\u8003\u610f\u4e49\u6709\u9650\u3002</li>\n<li><strong>\u914d\u7f6e\u524d\u63d0</strong>\uff1a\u804a\u5929 API \u9700\u8981 <code>Authorization: Bearer &lt;provider_key&gt;</code>\uff0c\u4e0d\u662f\u300c\u5b8c\u5168\u96f6\u6b65\u9aa4\u300d\u3002\u4f46\u76f8\u6bd4\u88c5 Node.js \u3001\u914d Docker \u3001\u62c9\u6570\u4e07\u6587\u4ef6\uff0c\u6211\u4eec\u7684\u6469\u64e6\u5df2\u7ecf\u964d\u5230\u6781\u4f4e\u3002</li>\n</ol>\n<p><strong>\u6b22\u8fce\u4f60\u6765\u6311\u6218</strong>\uff1a</p>\n<ul>\n<li>\u4e0b\u8f7d OpenAgent \uff0c\u7528\u4f60\u81ea\u5df1\u7684 OpenRouter Key</li>\n<li>\u8dd1\u540c\u6837\u7684 prompt \u5bf9\u6bd4\u8d26\u5355</li>\n<li>\u8dd1\u51fa\u6bd4\u6211\u4eec\u66f4\u5feb/\u66f4\u7701\u7684\uff0c\u6b22\u8fce PR \uff1b\u8dd1\u51fa\u6211\u4eec\u66f4\u8d35\u7684\uff0c\u63d0 issue \u6211\u4eec\u6539</li>\n</ul>\n<hr/>\n<h2>\u516d\u3001\u5173\u4e8e Go \u91cd\u5199</h2>\n<p>\u53ef\u80fd\u6709\u670b\u53cb\u4f1a\u95ee\uff1a\u505a AI Agent \u4e0d\u662f Python \u7684\u5929\u4e0b\u5417\uff0c\u600e\u4e48\u7528 Go \uff1f</p>\n<p>Agent \u7684\u74f6\u9888\u5728 <strong>LLM \u8c03\u7528\u800c\u975e\u8bed\u8a00\u6027\u80fd</strong> \u2014\u2014 \u51b3\u5b9a\u4e00\u4e2a Agent \u8dd1\u5f97\u597d\u4e0d\u597d\u7684\uff0c\u662f Harness \u5c42\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u4e0d\u662f\u5e95\u5c42\u8bed\u8a00\u7684\u6267\u884c\u901f\u5ea6\u3002Go \u7684\u4f18\u52bf\u5728\u4e8e\uff1a<strong>\u9759\u6001\u7f16\u8bd1\u5355\u6587\u4ef6\u3001\u5185\u5b58\u53ef\u63a7\u3001\u5e76\u53d1\u6a21\u578b\u7b80\u6d01\u3001\u8de8\u5e73\u53f0\u539f\u751f\u652f\u6301</strong>\u3002\u8fd9\u4e9b\u7279\u6027\u5bf9\u4e8e\u300c\u4e2a\u4eba\u672c\u5730 Agent \u300d\u8fd9\u4e2a\u573a\u666f\u6765\u8bf4\uff0c\u6bd4 Python \u7684\u52a8\u6001\u7075\u6d3b\u6027\u66f4\u91cd\u8981\u3002</p>\n<p>\u6211\u4eec\u7528 Go \u5199\u4e86\u4e09\u4e2a\u6708\uff0c\u4ece\u96f6\u5230\u4e00\uff0c\u505a\u51fa\u4e86\u8fd9\u4e2a\u5185\u6838\u3002</p>\n<hr/>\n<h2>\u4e03\u3001\u8c01\u7528\u8c01\u723d \u2014\u2014 \u51e0\u7c7b\u5178\u578b\u573a\u666f</h2>\n<p>\ud83d\udd27 <strong>\u7a0b\u5e8f\u5458 / \u5f00\u53d1\u8005</strong>\uff1aCLI \u5f62\u6001\u76f4\u63a5\u66ff\u4ee3 Claude Code \uff0cBYOK \u7528\u81ea\u5df1\u7684 Key \uff0c\u672c\u5730 Shell \u3001Browser \u3001Office \u5de5\u5177\u4e00\u952e\u8c03\u7528\u3002</p>\n<p>\ud83c\udfe0 <strong>\u4e2a\u4eba\u7528\u6237 / \u6781\u5ba2</strong>\uff1a\u540c\u6837\u7684\u673a\u5668\u914d\u7f6e\uff0c\u539f\u672c\u8dd1\u4e00\u4e2a Agent \u5c31\u5361\uff0c\u73b0\u5728\u80fd\u8f7b\u677e\u8dd1\u591a\u4e2a \u2014\u2014 \u5185\u5b58\u5360\u7528\u4e0d\u5230\u540c\u7c7b\u7684\u4e00\u534a\u3002</p>\n<p>\ud83d\udcbc <strong>\u81ea\u7531\u804c\u4e1a\u8005 / \u4e00\u4eba\u516c\u53f8</strong>\uff1a\u505a\u5ba2\u6237\u63d0\u6848\u3001\u5199\u54a8\u8be2\u62a5\u544a\u3001\u51fa\u7ade\u54c1\u5206\u6790\u3001\u6574\u7406\u6750\u6599 \u2014\u2014 \u672c\u5730\u8dd1\uff0c\u6570\u636e\u4e0d\u51fa\u672c\u673a\uff0c\u7701\u4e0b\u6765\u7684\u5c31\u662f\u5b89\u5168\u611f\u3002</p>\n<hr/>\n<h2>\u516b\u3001\u600e\u4e48\u4e0a\u624b</h2>\n<p><strong>Windows \uff08\u6700\u7701\u5fc3\uff0c\u63a8\u8350\uff09</strong></p>\n<ul>\n<li>\u53bb <a href=\"https://github.com/the-open-agent/openagent/releases\" rel=\"nofollow\">GitHub Releases</a> \u4e0b\u8f7d <code>openagent_windows_x86.exe</code></li>\n<li><strong>\u53cc\u51fb\u5373\u7528</strong>\uff0c\u73af\u5883/\u4f9d\u8d56\u5168\u81ea\u52a8\u5c31\u4f4d</li>\n<li>\u6253\u5f00 http://localhost:14000</li>\n</ul>\n<p><strong>macOS / Linux / WSL</strong></p>\n<pre><code class=\"language-bash\">curl -fsSL https://raw.githubusercontent.com/the-open-agent/openagent/master/scripts/install.sh | bash\n</code></pre>\n<p><strong>Windows PowerShell</strong></p>\n<pre><code class=\"language-powershell\">irm https://raw.githubusercontent.com/the-open-agent/openagent/master/scripts/install.ps1 | iex\n</code></pre>\n<p><strong>\u6a21\u578b\u600e\u4e48\u63a5</strong></p>\n<ul>\n<li>\u9879\u76ee\u542f\u52a8\u524d\u7aef\u754c\u9762\u4e00\u952e\u914d\u7f6e\uff0c\u652f\u6301\u51e0\u4e4e\u6240\u6709\u4e3b\u6d41\u5927\u6a21\u578b\uff0c\u5305\u62ec\u672c\u5730\u90e8\u7f72\u7684\u6a21\u578b\u3002</li>\n<li>\u4e0b\u8f7d\u4e0e\u6587\u6863\uff1a<a href=\"https://www.openagentai.org\" rel=\"nofollow\">openagentai.org</a></li>\n</ul>\n<hr/>\n<h2>\u4e5d\u3001\u6700\u540e</h2>\n<p>OpenAgent \u662f Apache 2.0 \u5f00\u6e90\u9879\u76ee\uff0c\u4ee3\u7801\u5168\u5728 GitHub \u4e0a\uff0c\u6b22\u8fce\u5ba1\u9605\u3001\u6b22\u8fce Star \u3001\u6b22\u8fce\u63d0 issue \u3002</p>\n<p>\u6211\u4eec\u575a\u4fe1\uff1a<strong>\u4e2a\u4eba\u672c\u5730 Agent \u7684\u672a\u6765\uff0c\u4e0d\u662f\u8d8a\u6765\u8d8a\u91cd\uff0c\u800c\u662f\u8d8a\u6765\u8d8a\u8f7b\u3002</strong> \u4e00\u4e2a\u6587\u4ef6\uff0c\u53cc\u51fb\u5373\u7528\uff0c\u8fd9\u624d\u662f\u7528\u6237\u771f\u6b63\u60f3\u8981\u7684\u3002</p>\n<p>GitHub\uff1a<a href=\"https://github.com/the-open-agent/openagent\" rel=\"nofollow\">github.com/the-open-agent/openagent</a> \u2b50</p>\n<p>\u6d4b\u8bc4\u96c6\u4ee3\u7801\uff1a<a href=\"https://github.com/the-open-agent/agentbench\" rel=\"nofollow\">github.com/the-open-agent/agentbench</a></p>\n<p>QQ \u7fa4\uff1a963536134</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/andrewjames", 
        "name": "andrewjames", 
        "avatar": "https://cdn.v2ex.com/avatar/c6cf/a2cb/424146_large.png?m=1778857196"
      }, 
      "url": "https://www.v2ex.com/t/1213091", 
      "title": "\u7528\u7f16\u7a0b\u52a9\u624b\u5199\u4e86\u4e2a\u7f16\u7a0b\u52a9\u624b", 
      "id": "https://www.v2ex.com/t/1213091", 
      "date_published": "2026-05-15T15:01:23+00:00", 
      "content_html": "\u5982\u9898\uff1a <a target=\"_blank\" href=\"https://github.com/noisystreet/CrabMate\" rel=\"nofollow noopener\">https://github.com/noisystreet/CrabMate</a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/crazyvbmxm", 
        "name": "crazyvbmxm", 
        "avatar": "https://cdn.v2ex.com/gravatar/3de9982882e82a13575c78c66c5fd3bd?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213085", 
      "title": "\u79d1\u7814\u5b9d\u5b9d\u7684\u5de5\u5177\uff1a EasyReader \u5347\u7ea7\u5230 1.1.8", 
      "id": "https://www.v2ex.com/t/1213085", 
      "date_published": "2026-05-15T14:23:07+00:00", 
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    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/darkway", 
        "name": "darkway", 
        "avatar": "https://cdn.v2ex.com/avatar/ed22/24fd/43087_large.png?m=1752647909"
      }, 
      "url": "https://www.v2ex.com/t/1213077", 
      "title": "\u8001\u7a0b\u5e8f\u5458\u7684\u788e\u788e\u5ff5\uff1a\u73a9\u4e0d\u52a8\u5927\u578b\u6e38\u620f\u4e86\uff0c\u6240\u4ee5\u6211\u5e72\u8106\u81ea\u5df1\u6413\u4e86\u4e2a\u80fd\u968f\u65f6\u6478\u9c7c\u7684\u4fee\u4ed9 MUD", 
      "id": "https://www.v2ex.com/t/1213077", 
      "date_published": "2026-05-15T13:01:08+00:00", 
      "content_html": "<p>V \u53cb\u4eec\u597d\uff0c\u6211\u662f\u4e2a\u5199\u4e86 15 \u5e74\u4ee3\u7801\u7684\u8349\u6839\u521b\u4e1a\u8005\u3002</p>\n<p>\u4eca\u5929\u6df1\u591c\u521a\u6539\u5b8c\u51e0\u4e2a Bug \uff0c\u7a81\u7136\u6709\u4e9b\u611f\u6168\uff0c\u60f3\u548c\u5927\u5bb6\u804a\u4e2a\u624e\u5fc3\u7684\u8bdd\u9898\uff1a\u4e3a\u4ec0\u4e48\u6211\u4eec\u8fd9\u4e9b\u4e2d\u5e74\u4eba\uff0c\u8d8a\u6765\u8d8a\u4e0d\u7231\u73a9\u5927\u578b\u6e38\u620f\u4e86\uff1f</p>\n<p><img alt=\"\u4e00\u5ff5\u6210\u4ed9\u622a\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/VcWe4xI.png\"/></p>\n<p>\u6211\u5e74\u8f7b\u7684\u65f6\u5019\u4e5f\u662f\u4e2a\u91cd\u5ea6\u7f51\u763e\u73a9\u5bb6\u3002\u4ee5\u524d\u6df1\u5ea6\u6c89\u8ff7\u8fc7\u300a\u6700\u7ec8\u5e7b\u60f3 14 \u300b\uff0c\u5728\u827e\u6b27\u6cfd\u4e9a\u6295\u5165\u4e86\u6574\u6574\u4e94\u5e74\u3002\u76f4\u5230\u4eca\u5929\u6211\u7684\u8d26\u53f7\u91cc\u8fd8\u6709\u5c06\u8fd1 1 \u5e74\u7684\u6e38\u620f\u65f6\u957f\u6ca1\u8fc7\u671f\u2014\u2014\u53ea\u662f\u6211\u5df2\u7ecf\u6ca1\u6709\u65f6\u95f4\u53bb\u70b9\u5f00\u90a3\u4e2a\u542f\u52a8\u5668\u4e86\u3002</p>\n<p>\u5e38\u5e38\u5728\u6df1\u591c\u5165\u7761\u524d\uff0c\u6211\u4f1a\u60f3\u8d77\u4ee5\u524d\u7684\u65e5\u5b50\uff1a\u5b66\u751f\u65f6\u4ee3\u6709\u5927\u628a\u65f6\u95f4\uff0c\u6bcf\u5929\u8ddf\u516c\u4f1a\u7684\u5144\u5f1f\u4eec\u4e00\u8d77\u5f00\u8352\u9ad8\u96be\u672c\uff0c\u673a\u68b0\u5730\u5237\u51e0\u5341\u904d\u673a\u5236\uff0c\u5c31\u4e3a\u4e86\u6512\u5370\u7ae0\u6362\u4e2a\u51e4\u51f0\uff08\u8fd8\u6709\u4e5d\u5c3e\u72d0\uff09\u5750\u9a91\u3002\u6253\u5b8c\u4e00\u628a\uff0c\u559d\u53e3\u51b0\u53ef\u4e50\uff0c\u6413\u6413\u624b\u9a6c\u4e0a\u5f00\u4e0b\u4e00\u628a\u3002\u90a3\u79cd\u5927\u628a\u65f6\u95f4\u4efb\u6211\u6325\u970d\u7684\u677e\u5f1b\u611f\uff0c\u73b0\u5728\u60f3\u60f3\u771f\u7684\u5962\u4f88\u3002</p>\n<p>\u4f46\u968f\u7740\u5e74\u7eaa\u6e10\u957f\uff0c\u6709\u4e86\u5bb6\u5ead\u3001\u9879\u76ee\u3001\u516c\u53f8\u2026\u2026\u6211\u53d8\u6210\u4e86\u90a3\u4e2a\u5728\u597d\u53cb\u5217\u8868\u91cc\u201c\u6c38\u4e45\u7070\u8272\u201d\u7684\u4eba\u3002</p>\n<p>\u6211\u4e5f\u60f3\u73a9\uff0c\u4f46\u771f\u7684\u73a9\u4e0d\u52a8\u4e86\u3002\u56f0\u4f4f\u6211\u7684\u4e3b\u8981\u6709\u4e24\u70b9\uff1a</p>\n<ol>\n<li>\n<p>\u542f\u52a8\u7684\u5fc3\u667a\u8d1f\u62c5\u592a\u91cd\u3002\n\u73b0\u5728\u597d\u4e0d\u5bb9\u6613\u6324\u51fa\u4e00\u4e2a\u5c0f\u65f6\u7684\u788e\u7247\u65f6\u95f4\uff0c\u6253\u5f00\u7535\u8111\uff0c\u8fce\u9762\u5c31\u662f\u4e00\u4e2a\u51e0\u4e2a G \u7684\u66f4\u65b0\u5305\u3002\u7b49\u8fdb\u5ea6\u6761\u722c\u5b8c\uff0c\u6211\u8be5\u53bb\u7ed9\u5b69\u5b50\u8f85\u5bfc\u4f5c\u4e1a\uff0c\u6216\u8005\u8be5\u53bb\u5904\u7406\u5de5\u4f5c\u7fa4\u91cc\u7684\u827e\u7279\u4e86\u3002\u6211\u751a\u81f3\u8fde\u201c\u542f\u52a8\u6e38\u620f\u201d\u7684\u8d44\u683c\u90fd\u6ca1\u6709\u3002</p>\n</li>\n<li>\n<p>\u5b9e\u5728\u6ca1\u6709\u5b8c\u6574\u7684\u65f6\u95f4\u5757\u4e86\u3002\n\u4ee5\u524d\u6253\u4e2a\u98ce\u795e\u3001\u706b\u795e\u6b7c\u6b9b\u6218\uff0c\u52a8\u8f84\u5c31\u662f\u4e00\u4e24\u4e2a\u5c0f\u65f6\u7684\u8fde\u7eed\u9ad8\u5f3a\u5ea6\u5f00\u8352\u3002\u73b0\u5728\u6211\u54ea\u6709\u8fd9\u4e48\u591a\u5b8c\u6574\u7684\u65f6\u95f4\uff1f\u6211\u66fe\u5728\u8bba\u575b\u91cc\u5410\u69fd\u8bf4\u6ca1\u65f6\u95f4\u7ec3\u673a\u5236\uff0c\u7ed3\u679c\u88ab\u5e74\u8f7b\u73a9\u5bb6\u6559\u80b2\u4e86\uff1a\u201c\u793e\u755c\u65f6\u95f4\u8fd9\u4e48\u5c11\u5c31\u522b\u73a9\u8fd9\u4e2a\u4e86\uff0c\u6211\u4eec\u6253\u672c\u9700\u8981\u8fdb\u5ea6\u548c\u6781\u81f4\u7684 DPS \uff0c\u4f60\u6709\u65f6\u95f4\u53bb\u6572\u6728\u6869\u7ec3\u5faa\u73af\u5417\uff1f\u201d\n\u6211\u4e0d\u602a\u4ed6\u4eec\uff0c\u786c\u6838\u6e38\u620f\u5c31\u8be5\u8fd9\u6837\u3002\u4f46\u90a3\u4e00\u523b\u6211\u786e\u5b9e\u6709\u70b9\u7834\u9632\uff1a\u6211\u786e\u5b9e\u8001\u4e86\uff0c\u53cd\u5e94\u6162\u4e86\uff0c\u65f6\u95f4\u788e\u4e86\u3002</p>\n</li>\n</ol>\n<p>\u5728\u8fd9\u4e4b\u540e\uff0c\u6211\u5f00\u59cb\u7422\u78e8\uff1a\u96be\u9053\u4e2d\u5e74\u793e\u755c\u5c31\u4e0d\u914d\u62e5\u6709\u865a\u62df\u4e16\u754c\u7684\u7f81\u7eca\u4e86\u5417\uff1f\n\u6211\u60f3\u8981\u7684\u5176\u5b9e\u5f88\u7b80\u5355\uff1a\u4e00\u4e2a\u80fd\u968f\u65f6\u6765\u3001\u968f\u65f6\u8d70\uff0c\u6ca1\u6709\u65e5\u5e38\u6253\u5361\u8fdb\u5ea6\u538b\u529b\uff0c\u4f46\u53c8\u80fd\u548c\u670b\u53cb\u4eec\u957f\u671f\u517b\u6210\u3001\u5171\u540c\u6210\u957f\u7684\u4e16\u754c\u3002</p>\n<p>\u65e2\u7136\u5e02\u9762\u4e0a\u6ca1\u6709\uff0c\u7a0b\u5e8f\u5458\u7684\u901a\u75c5\u5c31\u72af\u4e86\u2014\u2014\u5e72\u8106\u81ea\u5df1\u9020\u4e2a\u8f6e\u5b50\u5427\u3002</p>\n<p>\u4e8e\u662f\u5c31\u6709\u4e86\u8fd9\u5927\u534a\u5e74\u6765\u6211\u4e00\u4e2a\u4eba\u5728\u6298\u817e\u7684\u72ec\u7acb\u9879\u76ee\uff1a\u300a\u4e00\u5ff5\u6210\u4ed9\u300b\u3002\n\u5b83\u662f\u4e00\u4e2a\u6587\u5b57\u5316\u7684 MMORPG \uff0c\u4e5f\u662f\u4e00\u4e2a\u76f4\u63a5\u4f9d\u6258\u5728\u804a\u5929\u8f6f\u4ef6\uff08 QQ \uff09\u91cc\u7684\u6587\u5b57\u4fee\u4ed9 MUD \u793e\u533a\u3002</p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u201c\u6ca1\u65f6\u95f4\u201d\u7684\u75db\u70b9\uff0c\u6211\u5728\u5e95\u5c42\u903b\u8f91\u4e0a\u505a\u5f97\u5f88\u6781\u7aef\uff1a</p>\n<p>0 \u5ba2\u6237\u7aef\uff0c\u4e0d\u7528\u66f4\u65b0\uff1a \u6240\u6709\u7684\u5185\u5bb9\u548c\u6f14\u7b97\u5168\u5728\u4e91\u7aef\u3002\u5b83\u5c31\u50cf\u4f60\u5217\u8868\u91cc\u7684\u4e00\u4e2a\u8001\u670b\u53cb\uff0c\u70b9\u5f00\u804a\u5929\u6846\u5c31\u80fd\u73a9\u3002</p>\n<p>\u6781\u81f4\u7684\u201c\u6478\u9c7c\u53cb\u597d\u201d\uff1a \u5b8c\u5168\u4e3a\u788e\u7247\u65f6\u95f4\u8bbe\u8ba1\u3002\u901a\u52e4\u8def\u4e0a\u3001\u5f00\u4f1a\u6478\u9c7c\u7684\u95f4\u9699\u70b9\u4e24\u4e0b\u3002\u8001\u677f\u8d70\u8fc7\u6765\u4e86\uff1f\u76f4\u63a5\u5207\u56de\u5de5\u4f5c\u7fa4\uff0c\u6ca1\u4eba\u4f1a\u56e0\u4e3a\u4f60\u7a81\u7136\u6302\u673a\u800c\u9a82\u4f60\uff0c\u56e0\u4e3a\u8fd9\u672c\u6765\u5c31\u662f\u4e2a\u5f02\u6b65\u7684\u804a\u5929\u5ba4\u3002</p>\n<p>\u8fdb\u5ea6\u548c\u7f81\u7eca\u6c38\u4e0d\u6389\u7ebf\uff1a \u867d\u7136\u662f\u7eaf\u6587\u5b57\uff0c\u4f46\u6211\u5728\u8fd9\u5957\u7cfb\u7edf\u91cc\u5199\u4e86\u5b8c\u6574\u7684\u5730\u56fe\u7cfb\u7edf\u3001\u7075\u517d\u7cfb\u7edf\u3001Boss \u6311\u6218\u548c\u88c5\u5907\u6253\u9020\u7cfb\u7edf\u3002\u4f60\u968f\u65f6\u56de\u6765\uff0c\u4f60\u7684\u4fee\u4e3a\u3001\u9053\u53cb\u3001\u5ba0\u7269\u90fd\u5728\u539f\u5730\u7b49\u4f60\u3002</p>\n<p>\u300a\u4e00\u5ff5\u6210\u4ed9\u300b\u6ca1\u6709\u9177\u70ab\u7684\u5149\u8ffd\uff0c\u5b83\u66f4\u50cf\u662f\u6211\u7528 15 \u5e74\u4ee3\u7801\u7ecf\u9a8c\uff0c\u7ed9\u50cf\u6211\u4e00\u6837\u65f6\u95f4\u788e\u6210\u6e23\u7684\u4e2d\u5e74\u4eba\u5199\u7684\u4e00\u4e2a\u8d5b\u535a\u907f\u98ce\u6e2f\u3002</p>\n<p>\u5728\u8fd9\u91cc\u4e0d\u62fc\u624b\u901f\uff0c\u4e0d\u5377\u809d\u5ea6\u3002\u6211\u4eec\u53ea\u5728\u8fd9\u4e2a\u6587\u5b57\u5c0f\u5929\u5730\u91cc\uff0c\u627e\u56de\u5f53\u521d\u6413\u7740\u624b\u7b49\u6389\u843d\u7684\u5355\u7eaf\u5feb\u4e50\u3002</p>\n<p>\u4e0d\u77e5\u9053 V \u7ad9\u6709\u6ca1\u6709\u559c\u6b22\u6587\u5b57 MUD \u6216\u8005\u4fee\u4ed9\u9898\u6750\u7684\u8001\u54e5\uff1f\u6b22\u8fce\u6765\u4f53\u9a8c\u4e00\u4e0b\u6211\u7684\u8fd9\u4e2a\uff0c\u4e5f\u6b22\u8fce\u540c\u4e3a\u72ec\u7acb\u5f00\u53d1\u7684\u670b\u53cb\u4e00\u8d77\u4ea4\u6d41\u6280\u672f\u548c\u8fd0\u8425\u5fc3\u5f97\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/williamWilson", 
        "name": "williamWilson", 
        "avatar": "https://cdn.v2ex.com/avatar/ec09/0bbd/656596_large.png?m=1770779410"
      }, 
      "url": "https://www.v2ex.com/t/1213074", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u514d\u8d39\u7684\u7f51\u9875\u7248\u4e50\u5668\uff08\u652f\u6301 MIDI\uff09", 
      "id": "https://www.v2ex.com/t/1213074", 
      "date_published": "2026-05-15T12:34:35+00:00", 
      "content_html": "<h1>\u505a\u4e86\u4e00\u4e2a\u514d\u8d39\u7684 Online Harmonium \uff08\u7f51\u9875\u7248\u5370\u5ea6\u98ce\u7434\uff09</h1>\n<p>\u5730\u5740\uff1a\n<a href=\"https://freeharmonium.com\" rel=\"nofollow\">https://freeharmonium.com</a></p>\n<p>\u6700\u8fd1\u5728\u7814\u7a76 Web Audio / MIDI \u76f8\u5173\u7684\u4e1c\u897f\uff0c\u987a\u624b\u505a\u4e86\u4e2a\u7f51\u9875\u7248 Harmonium \u3002</p>\n<p>\u7279\u70b9\uff1a</p>\n<ul>\n<li>\u6d4f\u89c8\u5668\u76f4\u63a5\u6253\u5f00\u5373\u7528</li>\n<li>\u652f\u6301\u7535\u8111\u952e\u76d8\u6f14\u594f</li>\n<li>\u652f\u6301 MIDI Keyboard</li>\n<li>\u771f\u5b9e harmonium \u97f3\u8272</li>\n<li>\u652f\u6301 transpose / octave</li>\n<li>\u65e0\u9700\u767b\u5f55</li>\n<li>\u624b\u673a\u548c\u684c\u9762\u90fd\u80fd\u7528</li>\n</ul>\n<p>\u4e3b\u8981\u7528\u9014\uff1a</p>\n<ul>\n<li>\u53e4\u5178\u97f3\u4e50\u7ec3\u4e60</li>\n<li>Sa Re Ga Ma</li>\n<li>Riyaz</li>\n<li>Bhajan</li>\n<li>\u7b80\u5355 melody \u7ec3\u4e60</li>\n</ul>\n<p>\u6280\u672f\u4e0a\u57fa\u672c\u662f\uff1a</p>\n<ul>\n<li>Web Audio API</li>\n<li>MIDI API</li>\n<li>sample playback</li>\n</ul>\n<p>\u6ca1\u6709\u540e\u7aef\uff0c\u7eaf\u524d\u7aef\u3002</p>\n<p>\u4e00\u5f00\u59cb\u53ea\u662f\u81ea\u5df1\u73a9\uff0c\u540e\u6765\u53d1\u73b0 online harmonium \u8fd9\u4e2a\u65b9\u5411\u5176\u5b9e\u8fd8\u633a\u5c11\u6709\u4eba\u8ba4\u771f\u505a\u3002</p>\n<p>\u5982\u679c\u5927\u5bb6\u5bf9\uff1aWeb Audio \u3001MIDI \u3001\u6d4f\u89c8\u5668\u5b9e\u65f6\u97f3\u9891 \u6709\u7ecf\u9a8c\uff0c\u4e5f\u6b22\u8fce\u4ea4\u6d41\u3002</p>\n<p>\u53e6\u5916\u4e5f\u60f3\u542c\u542c\u5927\u5bb6\u5bf9\uff1aUI \u3001\u97f3\u8272\u3001SEO \u3001 \u529f\u80fd\u65b9\u5411 \u7684\u5efa\u8bae\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/heack", 
        "name": "heack", 
        "avatar": "https://cdn.v2ex.com/avatar/60e7/04e4/61085_large.png?m=1423286645"
      }, 
      "url": "https://www.v2ex.com/t/1213069", 
      "date_modified": "2026-05-15T11:38:11+00:00", 
      "content_html": "Deepseek v4 \u53d1\u5e03\u4e86, token \u4fbf\u5b9c\u7684\u8981\u547d, \u8fd9\u79cd\u9879\u76ee\u7ec8\u4e8e\u53ef\u4ee5\u5b9e\u73b0\u4e86. <br />\u6bd4\u5982\u6211\u7684\u91cf\u5316\u7b56\u7565, \u8bba\u6587, \u590d\u6742\u4ee3\u7801, \u4ee5\u524d\u90fd\u9700\u8981\u4e00\u76f4\u76ef\u7740, \u4e0d\u65ad\u5730\u53bb\u63a8\u8fdb. \u6211\u5c31\u60f3\u662f\u4e0d\u662f\u53ef\u4ee5\u53ea\u662f\u63cf\u8ff0\u4e00\u4e0b\u6211\u7684\u8981\u6c42, \u7136\u540e\u770b\u770b\u8fd9\u4e2a AI \u5230\u5e95\u80fd\u4e0d\u80fd\u5e2e\u6211\u89e3\u6784\u6210\u5b50\u4efb\u52a1, \u7136\u540e\u4e00\u4e2a\u4e00\u4e2a\u7684\u63a8\u8fdb\u53bb\u5b8c\u6210. \u76f4\u5230\u6700\u7ec8\u5b8c\u6210\u6211\u7684\u76ee\u6807.<br />\u7ed3\u679c\u662f\u60ca\u559c\u7684, \u53ef\u4ee5! \u6211\u73b0\u5728\u8981\u7814\u7a76\u4e2a\u4ec0\u4e48\u4e8b\u60c5, \u90fd\u662f\u76f4\u63a5\u5199\u4e00\u4e2a\u63cf\u8ff0, \u4e22\u7ed9\u4ed6, \u7136\u540e\u5c31\u4f1a\u505a\u5404\u65b9\u9762\u7684\u7814\u7a76, \u6bd4\u4e00\u4e2a claude \u7684\u6267\u884c\u8fc7\u7a0b\u505a\u7684\u8be6\u7ec6\u591a\u4e86, \u751a\u81f3\u53ef\u4ee5\u51e0\u5341\u4e2a\u5c0f\u65f6\u4e00\u76f4\u5728\u5e72\u6d3b, \u800c\u4e14\u4e0d\u504f\u79bb. <br />\u6709\u4e86\u8fd9\u4e2a, \u6211\u73b0\u5728\u53ef\u4ee5\u540c\u65f6\u5728\u505a\u597d\u51e0\u4e2a\u9879\u76ee. \u6709\u70b9\u7ba1\u4e0d\u8fc7\u6765\u4e86.<br />\u9879\u76ee\u5730\u5740\u662f: <a target=\"_blank\" href=\"https://github.com/erickong/aura-agent\" rel=\"nofollow noopener\">https://github.com/erickong/aura-agent</a><br /><br />\u5b89\u88c5\u4f7f\u7528\u8d3c\u7b80\u5355:<br />git clone <a target=\"_blank\" href=\"https://github.com/erickong/aura-agent\" rel=\"nofollow noopener\">https://github.com/erickong/aura-agent</a><br />cd aura-agent<br />pip install -e .<br /><br /># Run interactive setup to configure API keys and models<br />aura setup<br /><br /># Go to your project<br />cd /path/to/your/project<br /><br /># create your task file(<a target=\"_blank\" href=\"http://task.md\" rel=\"nofollow noopener\">task.md</a> for example), describe your goal.<br /># Aura your goal<br />aura <a target=\"_blank\" href=\"http://task.md\" rel=\"nofollow noopener\">task.md</a><br /><br /># Aura watches <a target=\"_blank\" href=\"http://task.md\" rel=\"nofollow noopener\">task.md</a> and replans automatically.<br /><br />\u7136\u540e\u4ed6\u4f1a\u5728.aura \u91cc\u9762\u5e72\u6d3b, \u6709\u9700\u8981\u4fee\u6539\u4ee3\u7801\u5565\u7684\u90fd\u4f1a\u53bb\u4fee\u6539. <br />\u7136\u540e\u8fd9\u4e24\u5929 docker \u91cc\u9762\u8dd1\u5b50\u4efb\u52a1\u8fd9\u4e2a\u529f\u80fd\u53c8\u505a\u597d\u4e86, \u8fd9\u4e0b\u5f7b\u5e95\u653e\u98de\u4e86, \u4e0d\u62c5\u5fc3\u4e71\u6740\u8fdb\u7a0b(deepseek v4 \u6709\u65f6\u5019\u6765\u4e2a task \u5168\u6740\u771f\u5934\u75bc, \u6709\u70b9\u4e0d\u542c\u6307\u6325), \u800c\u4e14\u7b2c\u4e00\u6b21\u8fd0\u884c\u7684\u65f6\u5019\u4f1a\u81ea\u52a8\u62c9\u5305, mac \u548c windows \u90fd\u6d4b\u8bd5\u8fc7\u4e86, \u5f88\u4e1d\u6ed1.<br /><br />\u4ed6\u548c\u5c0f\u9f99\u867e\u548c hermes \u6709\u533a\u522b, \u5c31\u662f\u5b83\u662f\u5b8c\u5168\u7684\u76ee\u6807\u9a71\u52a8\u7684, \u6709\u53cd\u601d\u7cfb\u7edf, \u786e\u4fdd\u4e0d\u4f1a\u504f\u79bb\u76ee\u6807, \u4e3a\u4e86\u8fbe\u6210\u76ee\u6807, \u81f3\u5c11\u5206\u4e3a\u4e09\u7ea7\u4efb\u52a1\u53bb\u505a, \u5f62\u6210\u7ed3\u6784\u5316\u601d\u7ef4. \u800c\u4e14\u4f1a\u6709 watchdog \u4e13\u95e8\u53bb\u6740\u8d70\u6b7b\u80e1\u540c\u7684\u8fdb\u7a0b, \u5e72\u810f\u6d3b. \u53cd\u6b63\u6211\u4e5f\u662f\u8bd5\u9a8c\u611f\u89c9\u53ef\u4ee5\u5f62\u6210\u6218\u6597\u529b\u4e86, \u624d\u60f3\u5206\u4eab\u8fc7\u6765, \u5e0c\u671b\u80fd\u7ed9\u5927\u5bb6\u63d0\u4f9b\u5e2e\u52a9, \u4e5f\u6b22\u8fce\u6709\u8bc6\u4e4b\u58eb\u53ef\u4ee5\u52a0\u5165\u4e00\u8d77\u6765\u641e.", 
      "date_published": "2026-05-15T11:36:58+00:00", 
      "title": "\u505a\u4e86\u4e00\u4e2a Aura Agent, \u4e13\u95e8\u7528\u6765\u76ef\u590d\u6742\u76ee\u6807\u5168\u7a0b\u81ea\u52a8\u5316", 
      "id": "https://www.v2ex.com/t/1213069"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/arcsin1", 
        "name": "arcsin1", 
        "avatar": "https://cdn.v2ex.com/avatar/fbc8/2434/637255_large.png?m=1765846772"
      }, 
      "url": "https://www.v2ex.com/t/1213058", 
      "date_modified": "2026-05-15T10:47:21+00:00", 
      "content_html": "<p>\u5f00\u6e90\u5730\u5740\uff1a <a href=\"https://github.com/arcsin1/oh-my-ppt\" rel=\"nofollow\">https://github.com/arcsin1/oh-my-ppt</a></p>\n<p>\u5b98\u7f51\u4ecb\u7ecd\u5730\u5740\uff1a <a href=\"https://arcsin1.github.io/\" rel=\"nofollow\">https://arcsin1.github.io/</a></p>\n<p>\u6b22\u8fce star \u548c pr \uff01</p>\n<ul>\n<li>\ud83d\udcac <strong>\u4e00\u53e5\u8bdd\u751f\u6210</strong> \u2014 \u8f93\u5165\u4e3b\u9898\u548c\u9700\u6c42\uff0cAI \u81ea\u52a8\u89c4\u5212\u5927\u7eb2 + \u914d\u8272 + \u6392\u7248\uff0c\u76f4\u63a5\u51fa\u5b8c\u6574 PPT</li>\n<li>\ud83d\udcc4 <strong>\u4ece\u6587\u6863\u521b\u5efa</strong> \u2014 \u4e5f\u652f\u6301\u4e0a\u4f20 txt \u3001md \u3001csv \u3001docx \u6587\u6863\uff0c\u81ea\u52a8\u6574\u7406\u4e3b\u9898\u3001\u9875\u6570\u548c\u8be6\u7ec6\u63cf\u8ff0\uff0c\u751f\u6210\u65f6<strong>\u7ee7\u7eed\u53c2\u8003\u539f\u6587\u4ef6\u5185\u5bb9\u751f\u6210\u521b\u610f PPT</strong></li>\n<li>\ud83d\udce5 <strong>\u5bfc\u5165 PPTX \u7f16\u8f91</strong> \u2014 \u53ef\u628a\u672c\u5730 PPTX \u8f6c\u6210\u5e94\u7528\u5185 HTML \u9875\u9762\uff0c\u7ee7\u7eed\u9884\u89c8\u3001\u8c03\u6574\u4f4d\u7f6e\u548c\u5bf9\u8bdd\u4fee\u6539\uff08\u4e5f\u4f1a\u63d0\u53d6 pptx \u98ce\u683c\u5230\u7cfb\u7edf\u4e2d\u590d\u7528\uff09</li>\n<li>\ud83c\udfa8\ufe0f <strong>\u56fe\u7247\u8bc6\u522b\u751f\u6210\u98ce\u683c\u4e0e\u5927\u7eb2</strong> \u2014 \u652f\u6301\u4e0a\u4f20\u622a\u56fe/\u8bbe\u8ba1\u7a3f\uff0c\u81ea\u52a8\u8bc6\u522b\u89c6\u89c9\u7279\u5f81\u5e76\u751f\u6210\u72ec\u7279\u98ce\u683c\u4e0e\u6f14\u793a\u5927\u7eb2(\u9700\u8981\u652f\u6301\u591a\u6a21\u6001\u6a21\u578b\u7684 AI)</li>\n<li>\ud83d\udd12 <strong>\u672c\u5730\u4f18\u5148</strong> \u2014 \u5168\u90e8\u8dd1\u5728\u81ea\u5df1\u7535\u8111\u4e0a\uff0c\u4e0d\u7528\u6ce8\u518c\u3001\u4e0d\u7528\u62c5\u5fc3\u6570\u636e\u6cc4\u9732</li>\n<li>\ud83c\udfa8 <strong>\u5185\u7f6e 30+ \u98ce\u683c SKILL</strong> \u2014 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      "date_published": "2026-05-15T10:14:58+00:00", 
      "title": "\u5199\u4e86\u4e2a\uff1a\u7eaf\u672c\u5730\u514d\u8d39\u7684 AI \u5e7b\u706f\u7247\u751f\u6210\u4e0e\u7f16\u8f91\u5de5\u5177-Oh My PPT", 
      "id": "https://www.v2ex.com/t/1213058"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/510908220", 
        "name": "510908220", 
        "avatar": "https://cdn.v2ex.com/avatar/f832/69c6/287613_large.png?m=1778837130"
      }, 
      "url": "https://www.v2ex.com/t/1213044", 
      "title": "\u505a\u4e86\u4e2a\u65bd\u5de5\u65b9\u6848\u667a\u80fd\u5ba1\u6838\u7cfb\u7edf\uff1a\u89c4\u5219\u5316 + AI + Word \u5728\u7ebf\u6279\u6ce8", 
      "id": "https://www.v2ex.com/t/1213044", 
      "date_published": "2026-05-15T09:28:29+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u505a\u4e00\u4e2a\u504f\u5782\u76f4\u7684\u9879\u76ee\uff1a<strong>SmartReview \uff08\u65bd\u5de5\u65b9\u6848\u5ba1\u6838\u7cfb\u7edf\uff09</strong></p>\n<p><a href=\"https://github.com/CallStorm/SmartReview\" rel=\"nofollow\">https://github.com/CallStorm/SmartReview</a></p>\n<p>\u60f3\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u5f88\u7b80\u5355\uff1a\u65bd\u5de5\u65b9\u6848\u5ba1\u6838\u666e\u904d\u4f9d\u8d56\u4eba\u5de5\u901a\u8bfb Word \uff0c\u6807\u51c6\u4e0d\u7edf\u4e00\u3001\u8017\u65f6\u957f\uff0c\u590d\u6838\u6210\u672c\u4e5f\u9ad8\u3002</p>\n<p>\u8fd9\u4e2a\u7cfb\u7edf\u76ee\u524d\u505a\u4e86\u51e0\u4ef6\u6211\u89c9\u5f97\u6bd4\u8f83\u5b9e\u7528\u7684\u4e8b\uff1a</p>\n<ol>\n<li>\n<p><strong>\u6a21\u677f\u548c\u89c4\u5219\u524d\u7f6e</strong><br/>\n\u5148\u6309\u65b9\u6848\u7c7b\u578b\u7ed1\u5b9a Word \u6a21\u677f\uff0c\u518d\u57fa\u4e8e\u7ae0\u8282\u6811\u505a\u89c4\u5219\u914d\u7f6e\u3002\u6bcf\u4e2a\u7ae0\u8282\u53ef\u4ee5\u5355\u72ec\u8bbe\u7f6e\u5f15\u7528\u5173\u7cfb\u3001\u77e5\u8bc6\u5e93\u3001\u5ba1\u6838\u63d0\u793a\u8bcd\u3001\u7f16\u5236\u4f9d\u636e\u548c\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u6821\u9a8c\u3002<br/>\n\u76ee\u6807\u662f\u628a\u201c\u5ba1\u6838\u7ecf\u9a8c\u201d\u7ed3\u6784\u5316\uff0c\u800c\u4e0d\u662f\u53ea\u9760\u4e34\u573a\u5224\u65ad\u3002</p>\n</li>\n<li>\n<p><strong>\u4efb\u52a1\u5316\u5ba1\u6838 + Worker \u5f02\u6b65\u5904\u7406</strong><br/>\n\u5ba1\u6838\u4efb\u52a1\u662f\u72ec\u7acb\u6d41\u8f6c\u7684\uff0c\u540e\u7aef API \u548c Worker \u5206\u79bb\uff0cWorker \u8f6e\u8be2\u961f\u5217\u5904\u7406\u5ba1\u6838\u4efb\u52a1\uff0c\u548c MySQL / MinIO \u534f\u540c\u8bfb\u5199\u3002<br/>\n\u8fd9\u6837\u5728\u4efb\u52a1\u91cf\u4e0a\u6765\u65f6\uff0c\u81f3\u5c11\u67b6\u6784\u4e0a\u662f\u53ef\u6269\u5c55\u3001\u53ef\u8ddf\u8e2a\u7684\u3002</p>\n</li>\n<li>\n<p><strong>Word \u5728\u7ebf\u7f16\u8f91\u94fe\u8def\u6253\u901a</strong><br/>\n\u96c6\u6210\u4e86 OnlyOffice \uff0c\u652f\u6301\u5728\u7ebf\u9884\u89c8/\u7f16\u8f91\uff0c\u5ba1\u6838\u7ed3\u679c\u53ef\u56de\u5199\u5230\u6587\u6863\uff0c\u6700\u7ec8\u8fd8\u80fd\u5bfc\u51fa\u7ee7\u7eed\u5728 Office \u8f6f\u4ef6\u91cc\u6539\u3002<br/>\n\u5bf9\u4e1a\u52a1\u540c\u5b66\u6765\u8bf4\uff0c\u4e0d\u9700\u8981\u5207\u6362\u592a\u591a\u5de5\u5177\u3002</p>\n</li>\n<li>\n<p><strong>AI \u96c6\u6210\u662f\u201c\u53ef\u63d2\u62d4\u201d\u7684</strong><br/>\n\u53ef\u9009\u63a5\u5165 Dify \u77e5\u8bc6\u5e93\u548c\u591a\u6a21\u578b\u63d0\u4f9b\u65b9\uff08\u4f8b\u5982\u706b\u5c71\u5f15\u64ce\u3001MiniMax \u3001DeepSeek \uff09\uff0c\u540c\u65f6\u652f\u6301\u7cfb\u7edf\u7b56\u7565\u914d\u7f6e\u548c\u8c03\u8bd5\u5f00\u5173\uff0c\u65b9\u4fbf\u6392\u67e5 prompt \u4e0e\u5ba1\u6838\u884c\u4e3a\u3002</p>\n</li>\n</ol>\n<p>\u76ee\u524d\u5b9a\u4f4d\u662f\u65bd\u5de5\u65b9\u6848\u5ba1\u6838\uff0c\u540e\u7eed\u4e5f\u53ef\u4ee5\u5f80\u53d8\u66f4\u65b9\u6848\u3001\u5408\u540c\u7b49\u6587\u6863\u5ba1\u6838\u573a\u666f\u6269\u5c55\u3002</p>\n<p>\u8fd9\u5957\u4e1c\u897f\u8fd8\u5728\u6301\u7eed\u6253\u78e8\u4e2d\uff0c\u6b22\u8fce\u5927\u5bb6\u62cd\u7816\uff0c\u5c24\u5176\u60f3\u542c\u542c\uff1a</p>\n<ul>\n<li>\u4f60\u4eec\u5728\u6587\u6863\u5ba1\u6838\u6d41\u7a0b\u91cc\u6700\u75db\u7684\u70b9\u662f\u4ec0\u4e48\uff1f</li>\n<li>\u89c4\u5219\u5316\u548c\u5927\u6a21\u578b\u7ed3\u5408\u65f6\uff0c\u600e\u4e48\u505a\u201c\u51c6\u786e\u7387 vs \u6210\u672c\u201d\u7684\u5e73\u8861\u66f4\u5408\u7406\uff1f</li>\n</ul>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/rokcso", 
        "name": "rokcso", 
        "avatar": "https://cdn.v2ex.com/avatar/fbd2/d1f9/608185_large.png?m=1760512614"
      }, 
      "url": "https://www.v2ex.com/t/1213043", 
      "title": "\u7ed9 Shipstry \u52a0\u4e86\u4e2a\u5916\u94fe\u63d0\u4ea4\u8ffd\u8e2a\u529f\u80fd\uff0c\u89e3\u51b3\u72ec\u7acb\u5f00\u53d1\u8005\u5206\u6563\u63d0\u4ea4\u7684\u75db\u70b9", 
      "id": "https://www.v2ex.com/t/1213043", 
      "date_published": "2026-05-15T09:27:30+00:00", 
      "content_html": "<p>\u505a\u72ec\u7acb\u5f00\u53d1\u7684\u670b\u53cb\u5e94\u8be5\u90fd\u6709\u8fd9\u4e2a\u7ecf\u5386\uff1a\u4ea7\u54c1\u4e0a\u7ebf\u540e\u8981\u5f80\u5404\u79cd\u76ee\u5f55\u7f51\u7ad9\u63d0\u4ea4\uff0cProduct Hunt \u3001Reddit \u3001GitHub Pages \u3001\u5404\u79cd AI \u5de5\u5177\u76ee\u5f55\u2026\u2026</p>\n<p>\u7136\u540e\u5f88\u5feb\u5c31\u5931\u63a7\u4e86\uff1a</p>\n<ul>\n<li>\u54ea\u4e9b\u63d0\u4ea4\u4e86\u3001\u54ea\u4e9b\u6ca1\u63d0\u4ea4\uff0c\u8bb0\u4e0d\u6e05</li>\n<li>\u54ea\u4e9b\u901a\u8fc7\u4e86\u3001\u54ea\u4e9b\u88ab\u62d2\u4e86\uff0c\u6ca1\u8ffd\u8e2a</li>\n<li>\u9760 Excel \u6216\u8005 Notion \u8bb0\uff0c\u5c31\u662f\u624b\u5de5\u6d3b\u591a\u4e00\u70b9</li>\n</ul>\n<p>\u6240\u4ee5\u6211\u7ed9\u81ea\u5df1\u7684\u4ea7\u54c1 Shipstry \u505a\u4e86\u4e2a Backlink Submissions \u529f\u80fd\uff0c\u4e13\u95e8\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\n\u4e3b\u8981\u529f\u80fd\uff1a</p>\n<ul>\n<li>Discover\uff1a\u5185\u7f6e 800+ \u76ee\u5f55\uff0c\u6309 DR \uff08 Domain Rating \uff09\u6392\u5e8f\uff0cGitHub DR96 \u3001Gravatar DR97 \u3001Reddit DR95 \u8fd9\u4e9b\u90fd\u6709</li>\n<li>Queue\uff1a\u770b\u4e2d\u54ea\u4e2a\u76ee\u5f55\u76f4\u63a5\u52a0\u961f\u5217\uff0c\u4e0d\u7528\u624b\u52a8\u590d\u5236\u7c98\u8d34</li>\n<li>\u72b6\u6001\u8ffd\u8e2a\uff1aUnstarted \u2192 Planned \u2192 Submitted \u2192 Live \uff0c\u5168\u6d41\u7a0b\u6807\u8bb0</li>\n<li>\u7b5b\u9009\uff1a\u6309 DR \u3001\u8d39\u7528\u3001dofollow/nofollow \u3001\u63a5\u53d7\u7c7b\u578b\u8fc7\u6ee4</li>\n<li>\u591a\u4ea7\u54c1\u7ba1\u7406\uff1a\u6bcf\u4e2a\u4ea7\u54c1\u72ec\u7acb\u8ffd\u8e2a\uff0c\u4e0b\u62c9\u5207\u6362</li>\n</ul>\n<p>\u754c\u9762\u5927\u6982\u957f\u8fd9\u6837\uff08\u89c1\u622a\u56fe\uff09\uff0c\u6838\u5fc3\u601d\u8def\u5c31\u662f\u628a\u6563\u4e71\u7684\u5916\u94fe\u63d0\u4ea4\u53d8\u6210\u4e00\u4e2a\u53ef\u7ba1\u7406\u7684 pipeline \u3002</p>\n<p><img alt=\"shipstry.com/backlinks\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://shipstry.com/images/blog/introducing-backlink-submissions/cover.webp\"/></p>\n<p><a href=\"http://shipstry.com/backlinks\" rel=\"nofollow\">shipstry.com/backlinks</a></p>\n<p>\u6709\u5728\u505a\u5916\u94fe\u5efa\u8bbe\u7684\u670b\u53cb\u6b22\u8fce\u8bd5\u8bd5\uff0c\u4e5f\u6b22\u8fce\u63d0\u5efa\u8bae \ud83d\ude4f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/digiplanp", 
        "name": "digiplanp", 
        "avatar": "https://cdn.v2ex.com/gravatar/1372425fa298c52a7818ef1f4e15564f?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1213038", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u5728\u7ebf\u989c\u8272\u5339\u914d\u5c0f\u6e38\u620f Toon Tone\uff0c\u60f3\u542c\u542c\u5927\u5bb6\u5bf9\u73a9\u6cd5\u548c UI \u7684\u5efa\u8bae", 
      "id": "https://www.v2ex.com/t/1213038", 
      "date_published": "2026-05-15T09:09:47+00:00", 
      "content_html": "<p>\u6807\u9898\uff1a</p>\n<p>\u505a\u4e86\u4e00\u4e2a\u5728\u7ebf\u989c\u8272\u5339\u914d\u5c0f\u6e38\u620f Toon Tone \uff0c\u60f3\u542c\u542c\u5927\u5bb6\u5bf9\u73a9\u6cd5\u548c UI \u7684\u5efa\u8bae</p>\n<p>\u6b63\u6587\uff1a</p>\n<p>\u6700\u8fd1\u5728\u505a\u4e00\u4e2a\u5f88\u8f7b\u91cf\u7684\u7f51\u9875\u5c0f\u6e38\u620f\uff0c\u540d\u5b57\u6682\u65f6\u53eb <strong>Toon Tone</strong>\u3002</p>\n<p>\u6700\u5f00\u59cb\u7684\u60f3\u6cd5\u662f\u505a\u4e00\u4e2a\u201c\u6839\u636e\u5361\u901a\u89d2\u8272\u67d0\u4e2a\u90e8\u4f4d\u989c\u8272\u8fdb\u884c\u5339\u914d\u201d\u7684\u6e38\u620f\uff0c\u6bd4\u5982\u8bb0\u4f4f\u89d2\u8272\u5e3d\u5b50\u3001\u8863\u670d\u3001\u773c\u775b\u7684\u989c\u8272\uff0c\u7136\u540e\u7528 HSB \u6ed1\u5757\u590d\u539f\u3002\u4f46\u5b9e\u9645\u5f00\u53d1\u65f6\u53d1\u73b0\u89d2\u8272\u65b9\u6848\u6bd4\u60f3\u8c61\u4e2d\u590d\u6742\u5f88\u591a\uff1a</p>\n<ul>\n<li>\u5982\u679c\u7528 SVG \u76f4\u63a5\u753b\u89d2\u8272\uff0cAI / \u4ee3\u7801\u751f\u6210\u51fa\u6765\u7684\u89d2\u8272\u5f88\u5bb9\u6613\u5f88\u4e11\uff1b</li>\n<li>\u5982\u679c\u7528 PNG \u5206\u5c42\u505a\u89d2\u8272\uff0c\u9700\u8981 base \u3001mask \u3001shading \u51e0\u5c42\u4e25\u683c\u5bf9\u9f50\uff1b</li>\n<li>\u53ef\u53d8\u8272\u90e8\u4f4d\u5982\u679c\u5bf9\u4e0d\u9f50\uff0cCanvas \u53e0\u52a0\u6548\u679c\u4f1a\u5f88\u5947\u602a\uff1b</li>\n<li>\u89d2\u8272\u7d20\u6750\u5236\u4f5c\u6210\u672c\u8fdc\u9ad8\u4e8e\u6e38\u620f\u903b\u8f91\u672c\u8eab\u3002</li>\n</ul>\n<p>\u6240\u4ee5\u7b2c\u4e00\u7248\u6211\u51b3\u5b9a\u5148\u628a\u73a9\u6cd5\u7b80\u5316\u6210<strong>\u8272\u5361\u5339\u914d\u6e38\u620f</strong>\uff1a</p>\n<p>\u73a9\u5bb6\u770b\u5230\u4e00\u4e2a\u76ee\u6807\u989c\u8272\uff0c\u7136\u540e\u901a\u8fc7\uff1a</p>\n<ul>\n<li>Hue</li>\n<li>Saturation</li>\n<li>Brightness</li>\n</ul>\n<p>\u4e09\u4e2a\u6ed1\u5757\u53bb\u5c3d\u91cf\u5339\u914d\u76ee\u6807\u8272\u3002\u6bcf\u5c40 10 \u8f6e\uff0c\u6bcf\u8f6e\u6839\u636e\u989c\u8272\u63a5\u8fd1\u7a0b\u5ea6\u7ed9\u5206\u3002</p>\n<p>\u76ee\u524d\u7b2c\u4e00\u7248\u7684\u76ee\u6807\u662f\uff1a</p>\n<ol>\n<li>\u5148\u9a8c\u8bc1\u201c\u8c03\u8272\u5339\u914d\u201d\u8fd9\u4e2a\u73a9\u6cd5\u672c\u8eab\u662f\u5426\u6709\u8da3\uff1b</li>\n<li>\u628a\u6838\u5fc3\u903b\u8f91\u3001\u8ba1\u5206\u3001\u79fb\u52a8\u7aef\u4ea4\u4e92\u505a\u597d\uff1b</li>\n<li>\u5982\u679c\u7528\u6237\u53cd\u9988\u4e0d\u9519\uff0c\u518d\u8003\u8651\u52a0\u6bcf\u65e5\u6311\u6218\u3001\u5206\u4eab\u7ed3\u679c\u3001\u6392\u884c\u699c\uff0c\u751a\u81f3\u91cd\u65b0\u5c1d\u8bd5\u89d2\u8272\u7248\u672c\u3002</li>\n</ol>\n<p>\u6280\u672f\u4e0a\u6682\u65f6\u6ca1\u505a\u5f97\u5f88\u590d\u6742\uff1a</p>\n<ul>\n<li>\u7eaf\u524d\u7aef\u5b9e\u73b0\uff1b</li>\n<li>\u6e38\u620f\u76f4\u63a5\u653e\u5728\u9996\u9875 hero \u533a\uff0c\u4e0d\u5355\u72ec\u505a <code>/play</code> \u9875\u9762\uff1b</li>\n<li>\u7528 HSB / RGB \u8f6c\u6362\u505a\u5b9e\u65f6\u989c\u8272\u9884\u89c8\uff1b</li>\n<li>\u7528 RGB \u8ddd\u79bb\u8ba1\u7b97\u5206\u6570\uff1b</li>\n<li>\u684c\u9762\u7aef\u5de6\u53f3\u5e03\u5c40\uff0c\u79fb\u52a8\u7aef\u4e0a\u4e0b\u5e03\u5c40\uff1b</li>\n<li>\u540e\u7eed\u53ef\u80fd\u518d\u6362\u6210\u66f4\u63a5\u8fd1\u4eba\u773c\u611f\u77e5\u7684\u8272\u5dee\u7b97\u6cd5\u3002</li>\n</ul>\n<p>\u6211\u81ea\u5df1\u611f\u89c9\u8fd9\u4e2a\u65b9\u5411\u6bd4\u4e00\u5f00\u59cb\u7684\u89d2\u8272\u7248\u66f4\u5bb9\u6613\u843d\u5730\uff0c\u4e5f\u66f4\u9002\u5408\u4f5c\u4e3a MVP \u3002</p>\n<p>\u76ee\u524d\u60f3\u542c\u542c\u5927\u5bb6\u7684\u5efa\u8bae\uff1a</p>\n<ol>\n<li>\u8fd9\u79cd\u989c\u8272\u5339\u914d\u5c0f\u6e38\u620f\uff0c\u4f60\u4f1a\u89c9\u5f97\u6709\u4e00\u70b9\u53ef\u73a9\u6027\u5417\uff1f</li>\n<li>\u76ee\u6807\u8272\u4e00\u76f4\u663e\u793a\u6bd4\u8f83\u597d\uff0c\u8fd8\u662f\u663e\u793a\u51e0\u79d2\u540e\u9690\u85cf\u505a\u6210\u8bb0\u5fc6\u6311\u6218\u66f4\u597d\uff1f</li>\n<li>10 \u8f6e\u4e00\u5c40\u4f1a\u4e0d\u4f1a\u592a\u957f\uff1f</li>\n<li>\u8ba1\u5206\u65b9\u5f0f\u9700\u8981\u66f4\u4e13\u4e1a\u5417\uff0c\u6bd4\u5982\u7528 CIEDE2000 \uff0c\u800c\u4e0d\u662f RGB \u8ddd\u79bb\uff1f</li>\n<li>\u8fd9\u79cd\u5c0f\u6e38\u620f\u66f4\u9002\u5408\u505a\u6210 Daily Challenge \uff0c\u8fd8\u662f\u65e0\u9650\u7ec3\u4e60\u6a21\u5f0f\uff1f</li>\n</ol>\n<p>\u5982\u679c\u6709\u505a\u8fc7\u7c7b\u4f3c\u5c0f\u6e38\u620f\u3001\u989c\u8272\u5de5\u5177\u3001Canvas \u4ea4\u4e92\u6216\u8005\u524d\u7aef\u5c0f\u6e38\u620f\u7684\u670b\u53cb\uff0c\u4e5f\u6b22\u8fce\u7ed9\u70b9\u5efa\u8bae\u3002</p>\n<p>\u7f51\u7ad9\u5730\u5740\uff1a\n<a href=\"https://toontone.work/\" rel=\"nofollow\">https://toontone.work/</a></p>\n<p>\u611f\u8c22\u5927\u5bb6\uff5e</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/v2reach", 
        "name": "v2reach", 
        "avatar": "https://cdn.v2ex.com/gravatar/632a3f7c2be352cc51d71375eec1ead3?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213018", 
      "date_modified": "2026-05-15T08:46:14+00:00", 
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      "date_published": "2026-05-15T08:20:12+00:00", 
      "title": "\u505a\u4e86\u4e2a\u5f00\u6e90\u5de5\u5177\uff0c\u60f3\u8bf7 V2EX \u8001\u54e5\u770b\u770b\u8fd9\u4e2a\u9700\u6c42\u5230\u5e95\u662f\u4e0d\u662f\u4f2a\u9700\u6c42", 
      "id": "https://www.v2ex.com/t/1213018"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/royluo", 
        "name": "royluo", 
        "avatar": "https://cdn.v2ex.com/gravatar/2622250d18f6fb29d1a134948872bc97?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213013", 
      "date_modified": "2026-05-15T08:19:01+00:00", 
      "content_html": "<h2>[\u5206\u4eab\u521b\u9020] \u6211\u7528 AI \u9010\u50cf\u7d20\u753b\u4e86\u4e00\u4e2a\u5ba0\u7269\u751f\u6210\u5668\uff0c\u8fd8\u80fd\u81ea\u52a8\u505a\u9aa8\u9abc\u52a8\u753b</h2>\n<h3>\u7f51\u5740\uff1a<a href=\"https://aipet.dev\" rel=\"nofollow\">aipet.dev</a></h3>\n<p>\u8d77\u56e0\u662f\u6211\u60f3\u505a\u4e00\u4e2a\u81ea\u5df1\u7684 Codex \u684c\u5ba0\uff0c\u627e\u4e86\u4e00\u5708\u6ca1\u6709\"\u4f60\u8bf4\u4e00\u53e5\u8bdd\u5c31\u80fd\u751f\u6210\u50cf\u7d20\u5ba0\u7269\"\u7684\u5de5\u5177\uff0c\u4e8e\u662f\u6413\u4e86\u4e00\u4e2a\u3002</p>\n<h3>\u600e\u4e48\u73a9\u7684</h3>\n<p>\u8f93\u5165\u4e00\u53e5\u8bdd\u63cf\u8ff0\uff0c\u6bd4\u5982\"\u4e00\u53ea\u6234\u58a8\u955c\u7684\u6a58\u732b\"\uff0cAI \u4f1a\u7528 LLM \u9010\u50cf\u7d20\"\u753b\"\u51fa\u4e00\u4e2a 32\u00d732 \u7684 chibi \u50cf\u7d20\u89d2\u8272\u3002</p>\n<p>\u81ea\u52a8\u63d0\u53d6\u9aa8\u9abc\u5173\u952e\u70b9\uff0c\u751f\u6210 8 \u79cd\u52a8\u753b\u72b6\u6001\uff08 idle / running / waving / jumping \u7b49\uff09\uff0c\u7ec4\u88c5\u6210\u5b8c\u6574\u7684 sprite sheet \u3002</p>\n<h3>\u6280\u672f\u7ec6\u8282</h3>\n<ul>\n<li><strong>\u524d\u7aef</strong>\uff1aNext.js 16 + React 19 + TailwindCSS 4 \uff0cCanvas \u5b9e\u65f6\u6e32\u67d3\u50cf\u7d20 + \u52a8\u753b\u64ad\u653e</li>\n<li><strong>\u540e\u7aef</strong>\uff1aCloudflare Pages + D1 (SQLite) + R2 \u5b58\u50a8</li>\n<li><strong>AI \u751f\u6210</strong>\uff1aLLM \u76f4\u63a5\u8f93\u51fa palette + grid \u683c\u5f0f\u7684 JSON \uff0c\u524d\u7aef\u89e3\u6790\u540e\u9010\u50cf\u7d20\u7ed8\u5236</li>\n<li><strong>\u52a8\u753b\u5f15\u64ce</strong>\uff1a\u7eaf Canvas \u50cf\u7d20\u5f15\u64ce\uff0c\u96f6 native \u4f9d\u8d56\uff0c\u4ece 32\u00d732 \u653e\u5927\u5230 640\u00d7640 sprite sheet \uff08 8\u00d79 grid \uff09\uff0c\u652f\u6301\u9aa8\u9abc\u5173\u952e\u70b9\u63d0\u53d6 + \u81ea\u52a8\u5e27\u63d2\u503c</li>\n<li><strong>\u90e8\u7f72</strong>\uff1aCloudflare Pages \uff0c\u5168\u7403 CDN \uff0c\u514d\u8d39\u989d\u5ea6\u5b8c\u5168\u591f\u7528</li>\n</ul>\n<h3>\u4e00\u4e9b\u8bbe\u8ba1\u51b3\u7b56</h3>\n<ol>\n<li><strong>\u4e3a\u4ec0\u4e48\u7528 LLM \u753b\u50cf\u7d20\u800c\u4e0d\u662f\u7528\u6269\u6563\u6a21\u578b\uff1f</strong> 32\u00d732 = 1024 \u4e2a\u50cf\u7d20\uff0c\u521a\u597d\u5728 LLM \u7684 JSON \u8f93\u51fa\u80fd\u529b\u8303\u56f4\u5185\uff0c\u800c\u4e14\u751f\u6210\u8fc7\u7a0b\u53ef\u4ee5\u5b9e\u65f6\u6d41\u5f0f\u5c55\u793a\uff0c\u89c6\u89c9\u4f53\u9a8c\u6bd4\u7b49\u56fe\u7247\u751f\u6210\u597d</li>\n<li><strong>\u9aa8\u9abc\u52a8\u753b\u600e\u4e48\u505a\u7684\uff1f</strong> \u5206\u6790\u50cf\u7d20\u753b\u7684\u4eba\u4f53\u6bd4\u4f8b\uff08\u5934\u3001\u773c\u3001\u817f\u4f4d\u7f6e\uff09\uff0c\u63d0\u53d6\u5173\u952e\u70b9\u540e\u5bf9\u539f\u59cb\u5e27\u505a\u4eff\u5c04\u53d8\u6362\u751f\u6210\u52a8\u753b\u5e27</li>\n<li><strong>\u5185\u5bb9\u5b89\u5168</strong>\uff1a\u751f\u6210\u524d\u4f1a\u8fc7\u4e00\u8f6e\u5b89\u5168\u68c0\u67e5\uff0c\u9632\u6b62\u751f\u6210\u4e0d\u5408\u89c4\u5185\u5bb9</li>\n</ol>\n<h3>\u622a\u56fe</h3>\n<p>Codex \u4f7f\u7528\u6211\u4eec\u751f\u6210\u7684\u5ba0\u7269\uff1a\n<img alt=\"Codex \u914d\u7f6e\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pub-f36c7f6cb04f4ffeab69a8f38191e74b.r2.dev/images/aipet/aipet_extra.jpg\"/></p>\n<p>\u9996\u9875 \u2014 \u8f93\u5165\u63cf\u8ff0\u76f4\u63a5\u751f\u6210\uff1a\n<img alt=\"\u9996\u9875\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pub-f36c7f6cb04f4ffeab69a8f38191e74b.r2.dev/images/aipet/aipet_home.png\"/></p>\n<p>\u5c55\u5eca \u2014 \u53ef\u4ee5\u770b\u5230\u6240\u6709\u4eba\u751f\u6210\u7684\u5ba0\u7269\uff1a\n<img alt=\"\u5c55\u5eca\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pub-f36c7f6cb04f4ffeab69a8f38191e74b.r2.dev/images/aipet/aipet_gallery.png\"/></p>\n<h3>\u514d\u8d39\u5f00\u653e</h3>\n<p>\u4e0d\u9700\u8981\u6ce8\u518c\u5c31\u80fd\u73a9\uff0c\u8bbf\u5ba2\u6bcf\u5c0f\u65f6 5 \u6b21\uff0cGitHub \u767b\u5f55 10 \u6b21\u3002\u751f\u6210\u7684\u5ba0\u7269\u53ef\u4ee5\u4e0b\u8f7d sprite sheet ZIP \uff0c\u89e3\u538b\u540e\u5bfc\u5165 Codex \u7b49 Agent \u5ba2\u6237\u7aef\u3002</p>\n<p>\u6b22\u8fce\u6765\u73a9\uff0c\u4e5f\u6b22\u8fce\u63d0\u5efa\u8bae\uff01</p>\n<h2>\u7f51\u5740\uff1a<a href=\"https://aipet.dev\" rel=\"nofollow\">aipet.dev</a></h2>\n<hr/>\n", 
      "date_published": "2026-05-15T08:13:47+00:00", 
      "title": "[\u5206\u4eab\u521b\u9020] \u6211\u7528 AI \u9010\u50cf\u7d20\u753b\u4e86\u4e00\u4e2a\u5ba0\u7269\u751f\u6210\u5668\uff0c\u8fd8\u80fd\u81ea\u52a8\u505a\u9aa8\u9abc\u52a8\u753b", 
      "id": "https://www.v2ex.com/t/1213013"
    }, 
    {
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        "url": "https://www.v2ex.com/member/MYI", 
        "name": "MYI", 
        "avatar": "https://cdn.v2ex.com/avatar/05ea/33c1/347241_large.png?m=1777259017"
      }, 
      "url": "https://www.v2ex.com/t/1213007", 
      "title": "\u4ea7\u54c1\u6d3e\u65b0\u7248\u53d1\u5e03\u4e86\uff0c\u65b0\u589e\u7cbe\u9009\u9891\u9053\uff0c\u8fd8\u6709\u81ea\u52a8\u7b7e\u5230\u6253\u5361\u529f\u80fd\u7b49\u591a\u9879\u4f18\u5316\uff01", 
      "id": "https://www.v2ex.com/t/1213007", 
      "date_published": "2026-05-15T07:55:37+00:00", 
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      "url": "https://www.v2ex.com/t/1212966", 
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      "content_html": "\u76ee\u524d\u770b\u5230\u7f51\u4e0a\u7684\u65b9\u6848\u57fa\u672c\u4e0a\u90fd\u662f\u5148\u8f6c\u5230 figma \u7136\u540e\u518d\u7528 MCP \u8f6c\u6210\u524d\u7aef\u4ee3\u7801\uff0c\u5e76\u4e14\u8d28\u91cf\u4e5f\u4e0d\u9ad8\u3002<br /><br />\u6240\u4ee5\u6211\u7528\u4e86\u4e00\u5468\u7684\u65f6\u95f4\u505a\u4e86\u4e2a\u5de5\u5177\uff0c\u80fd\u591f\u81ea\u52a8\u88c1\u526a\u548c\u91cd\u7ed8 UI \u8bbe\u8ba1\u56fe\u4e0a\u7684\u5143\u7d20\uff0c\u9ad8\u8d28\u91cf\u7684\u628a UI \u56fe\u8f6c\u6210\u524d\u7aef\u4ee3\u7801\u3002<br /><br />\u53ef\u4ee5\u76f4\u63a5\u770b\u5bf9\u6bd4\u6548\u679c\uff08\u4e00\u6b21\u76f4\u51fa\u6ca1\u6709\u4efb\u4f55\u8c03\u6574\uff09\uff1a<br /><br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/LVudH6x.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/LVudH6x.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u5de6\u4fa7\u662f\u8fd8\u539f\u540e\u7684\u6548\u679c\uff0c\u53f3\u4fa7\u662f UI \u56fe\u7247\u3002<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/IzJ7JPu.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/IzJ7JPu.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u64cd\u4f5c\u975e\u5e38\u7b80\u5355\uff0c\u4e0a\u4f20\u53c2\u8003\u56fe\u7247\uff0c\u7136\u540e\u770b\u770b\u6709\u6ca1\u6709\u8981\u8c03\u6574\u7684\u6807\u6ce8\uff0c\u6ca1\u6709\u76f4\u63a5\u70b9\u51fb\u201c\u751f\u6210\u8d44\u4ea7\u201d\u5c31\u53ef\u4ee5\u3002<br /><br />\u6700\u540e\u4f60\u53ef\u4ee5\u628a\u8d44\u6e90\u5305\u53d1\u7ed9 coding agent \uff0c\u7136\u540e\u76f4\u63a5\u5f15\u7528 <a target=\"_blank\" href=\"http://prompt.md\" rel=\"nofollow noopener\">prompt.md</a> \uff08\u8d44\u6e90\u5305\u91cc\u81ea\u5e26\uff09\u5c31\u53ef\u4ee5\u76f4\u63a5\u8f6c\u4ee3\u7801\u4e86\u3002<br /><br /><br />\u5f00\u6e90\u5730\u5740\uff1a <a target=\"_blank\" href=\"https://github.com/shouzi23333-rgb/AiClip\" rel=\"nofollow noopener\">https://github.com/shouzi23333-rgb/AiClip</a><br /><br />\u6b22\u8fce\u611f\u5174\u8da3\u7684\u540c\u5b66\u8bd5\u8bd5\uff5e"
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    {
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      "url": "https://www.v2ex.com/t/1212962", 
      "title": "\u7b2c\u4e00\u4e2a\u6e38\u620f\u653b\u7565\u7ad9\u5c1d\u8bd5", 
      "id": "https://www.v2ex.com/t/1212962", 
      "date_published": "2026-05-15T06:08:19+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u770b\u5230\u4e00\u4e2a\u8089\u9e3d\u7c7b\u6e38\u620f\u6b63\u5f0f\u7248\u53d1\u5e03\u4e86\u3002\u5fc3\u60f3\u6211\u662f\u4e0d\u662f\u53ef\u4ee5\u8bd5\u8bd5\u505a\u4e2a\u653b\u7565\u7ad9\uff0c\u9042\u5f00\u59cb\u6025\u6025\u5fd9\u5fd9\u4e0a\u7ad9\uff0c\u524d\u524d\u540e\u540e\u641e\u4e86\u4e09\u56db\u5929\u3002\u4e3b\u8981\u7528 codex \u5f00\u53d1\u3002\u505a\u7684\u7b2c\u4e00\u4e2a\u653b\u7565\u7ad9\uff0c\u611f\u89c9\u505a\u5f97\u4e71\u4e03\u516b\u7cdf\uff0c\u611f\u89c9\u6293\u4e0d\u5230\u653b\u7565\u7ad9\u7684\u91cd\u70b9\u3002\u7f51\u7ad9\u505a\u5f97\u4e00\u822c\uff0c\u6e38\u620f\u73a9\u4e0a\u763e\u4e86\uff0c\u4e09\u56db\u5929\u73a9\u4e86\u4e8c\u5341\u591a\u4e2a\u5c0f\u65f6\u3002\u3002\u3002\u3002\u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u770b\u770b\uff0c\u7ed9\u5c0f\u767d\u63d0\u63d0\u5efa\u8bae\uff1a <a href=\"https://www.everythingiscrab.wiki\" rel=\"nofollow\">https://www.everythingiscrab.wiki</a></p>\n"
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        "name": "kasusa", 
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      "url": "https://www.v2ex.com/t/1212960", 
      "title": "\u6211\u5f00\u53d1\u7684\u65e5\u5e38\u56fe\u7247\u8bb0\u5f55 app Youlog \u653e\u9001 20 \u4e2a\u4f18\u60e0\u7801", 
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      "date_published": "2026-05-15T06:01:07+00:00", 
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    {
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        "url": "https://www.v2ex.com/member/yoqu", 
        "name": "yoqu", 
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      "url": "https://www.v2ex.com/t/1212954", 
      "title": "\u7075\u673a\u526a\u5f71 - \u672c\u5730\u4f18\u5148\u7684 AI \u89c6\u9891\u521b\u4f5c / \u526a\u8f91\u5de5\u4f5c\u53f0", 
      "id": "https://www.v2ex.com/t/1212954", 
      "date_published": "2026-05-15T05:20:03+00:00", 
      "content_html": "<h2>\u9879\u76ee\u94fe\u63a5</h2>\n<p>GitHub\uff1a</p>\n<p><a href=\"https://github.com/yoqu/lingji-cut\" rel=\"nofollow\">https://github.com/yoqu/lingji-cut</a></p>\n<p><a href=\"https://yoqu.github.io/lingji-cut-homepage/#quickstart\" rel=\"nofollow\">github.io \u7f51\u9875\u4ecb\u7ecd\u5e26\u89c6\u9891\u8bb2\u89e3</a></p>\n<h2>\u7075\u673a\u526a\u5f71\u662f\u4ec0\u4e48\uff1f</h2>\n<p>\u7075\u673a\u526a\u5f71\u662f\u4e00\u4e2a\u672c\u5730\u4f18\u5148\u7684\u5f00\u6e90 AI \u89c6\u9891\u521b\u4f5c\u5de5\u4f5c\u53f0\u3002</p>\n<p>\u5b83\u4e0d\u662f\u5355\u7eaf\u7684\u89c6\u9891\u64ad\u653e\u5668\u3001\u5b57\u5e55\u5de5\u5177\u6216\u8005\u65f6\u95f4\u7ebf Demo \uff0c\u800c\u662f\u60f3\u628a\u5185\u5bb9\u521b\u4f5c\u91cc\u4e00\u5806\u5206\u6563\u73af\u8282\u4e32\u8d77\u6765\uff1a\u5199\u7a3f\u3001AI \u5ba1\u7a3f\u3001TTS 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skill \u901a\u8fc7 AI \u5236\u4f5c\uff0c\u4f46\u662f\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\u53d1\u73b0 AI \u751f\u6210\u51fa\u6765\u7684\u6210\u54c1\u8fd8\u662f\u6709\u7ec6\u5fae\u95ee\u9898\uff0c\u9700\u8981\u6211\u624b\u52a8\u8c03\u6574\uff0c\u8ba9 AI \u8c03\u6574\u592a\u8d39 TOKEN \uff0c\u4e14\u65f6\u95f4<strong>\u6210\u672c\u5f88\u9ad8</strong>\uff0c\u8981\u7b49 AI<strong>\u8d39\u65f6</strong>\u3002</p>\n<p>\u5199\u7a3f\u5728\u4e00\u4e2a\u5730\u65b9\uff0c\u5ba1\u7a3f\u5728\u4e00\u4e2a\u5730\u65b9\uff0cTTS 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\u548c\u5de5\u5177\u7684\u53cc\u5411\u5954\u8d74\u3002</p>\n<p>\u6240\u4ee5\u6211\u60f3\u505a\u4e00\u4e2a\u66f4\u201c\u521b\u4f5c\u8005\u5de5\u4f5c\u53f0\u201d\u4e00\u70b9\u7684\u5de5\u5177\uff1a<br/>\n\u4ece\u4e00\u4efd\u539f\u59cb\u7d20\u6750\u5f00\u59cb\uff0c\u9010\u6b65\u53d8\u6210\u811a\u672c\u3001\u97f3\u9891\u3001\u5b57\u5e55\u3001\u89c6\u89c9\u5361\u7247\u3001\u5c01\u9762\u548c\u6700\u7ec8\u89c6\u9891\u3002\u4e2d\u95f4\u5c3d\u91cf\u4fdd\u7559\u4eba\u5de5\u53ef\u63a7\uff0c\u800c\u4e0d\u662f\u9ed1\u76d2\u4e00\u952e\u751f\u6210\u5b8c\u5c31\u4e0d\u80fd\u6539\u3002</p>\n<h2>\u7075\u673a\u526a\u5f71\u6709\u4ec0\u4e48\u7279\u70b9\uff1f</h2>\n<ul>\n<li>\u672c\u5730\u4f18\u5148\uff1a\u9879\u76ee\u6587\u4ef6\u4fdd\u5b58\u5728\u672c\u5730\u76ee\u5f55\uff0c\u4e0d\u5f3a\u4f9d\u8d56\u4e91\u7aef\u5de5\u7a0b\u3002</li>\n<li>AI \u5199\u7a3f\u5de5\u4f5c\u53f0\uff1a\u652f\u6301 <a href=\"http://original.md\" rel=\"nofollow\">original.md</a> / <a href=\"http://script.md\" rel=\"nofollow\">script.md</a> \u3001\u591a\u6587\u4ef6\u6807\u7b7e\u3001\u641c\u7d22\u66ff\u6362\u3001\u7248\u672c\u5386\u53f2\u3001AI \u751f\u6210\u3001AI \u5ba1\u7a3f\u548c\u6279\u6ce8\u91c7\u7eb3\u3002</li>\n<li>\u4e00\u7ad9\u5f0f\u89c6\u9891\u7f16\u8f91\u754c\u9762\uff1a\u7d20\u6750\u3001\u9884\u89c8\u3001Inspector \u3001\u65f6\u95f4\u7ebf\u548c\u5bfc\u51fa\u914d\u7f6e\u5728\u540c\u4e00\u4e2a\u5de5\u4f5c\u533a\u91cc\u3002</li>\n<li>\u81ea\u52a8\u53e3\u64ad\u6d41\u7a0b\uff1a\u53ef\u4ee5\u4ece\u6587\u7a3f\u89e6\u53d1 TTS \u3001\u5b57\u5e55\u89e3\u6790\u3001\u5185\u5bb9\u5206\u6790\u3001\u5c01\u9762\u5019\u9009\u548c\u89c6\u89c9\u5361\u7247\u751f\u6210\u3002</li>\n<li>\u65f6\u95f4\u7ebf\u7f16\u8f91\uff1a\u652f\u6301\u97f3\u9891\u3001\u5b57\u5e55\u3001\u56fe\u7247\u3001\u89c6\u9891\u3001\u6587\u5b57\u3001AI \u5361\u7247\u3001\u591a\u89c6\u89c9\u8f68\u3001\u591a\u97f3\u9891\u8f68\u3001\u62d6\u62fd\u3001\u5438\u9644\u3001\u62c6\u5206\u3001\u88c1\u526a\u3001\u590d\u5236 / \u526a\u5207 / \u7c98\u8d34\u548c\u8f68\u9053\u9501\u5b9a\u3002</li>\n<li>\u591a Provider AI \u914d\u7f6e\uff1a\u652f\u6301 OpenAI \u517c\u5bb9\u6a21\u578b\u3001Gemini \u3001LM Studio \u3001\u56fe\u7247\u751f\u6210 Provider \u3001MiniMax TTS \u7b49\u914d\u7f6e\u3002</li>\n<li>Agent / MCP \u96c6\u6210\uff1a\u53ef\u4ee5\u8fde\u63a5 Claude ACP Runtime \uff0c\u5e76\u63d0\u4f9b lingji_* MCP \u5de5\u5177\u7ed9 Claude Code / Codex / Gemini \u7b49\u5ba2\u6237\u7aef\u64cd\u4f5c\u811a\u672c\u5de5\u4f5c\u53f0\u3002</li>\n<li>Remotion \u5bfc\u51fa\uff1a\u901a\u8fc7 Remotion \u6e32\u67d3 MP4 \uff0c\u652f\u6301 H.264 \u3001\u5206\u8fa8\u7387\u3001\u8d28\u91cf\u914d\u7f6e\u548c\u5bfc\u51fa\u8fdb\u5ea6\u5c55\u793a\u3002</li>\n</ul>\n<h2>\u9002\u5408\u8c01\u7528\uff1f</h2>\n<p>\u6bd4\u8f83\u9002\u5408\u8fd9\u4e9b\u573a\u666f\uff1a</p>\n<ul>\n<li>\u505a\u77e5\u8bc6\u533a / \u5de5\u5177\u6559\u7a0b / \u4ea7\u54c1\u4ecb\u7ecd\u89c6\u9891</li>\n<li>\u505a\u53e3\u64ad\u7c7b\u77ed\u89c6\u9891</li>\n<li>\u4ece\u5df2\u6709\u97f3\u9891\u548c SRT \u5f00\u59cb\u526a\u8f91</li>\n<li>\u60f3\u628a AI \u751f\u6210\u5185\u5bb9\u548c\u4eba\u5de5\u526a\u8f91\u653e\u5728\u540c\u4e00\u4e2a\u6d41\u7a0b\u91cc</li>\n<li>\u60f3\u8981\u4e00\u4e2a\u53ef\u6298\u817e\u3001\u53ef\u6539\u4ee3\u7801\u3001\u53ef\u672c\u5730\u4fdd\u5b58\u5de5\u7a0b\u7684\u5f00\u6e90\u89c6\u9891\u5de5\u5177</li>\n</ul>\n<p>\u5982\u679c\u4f60\u53ea\u662f\u60f3\u526a\u4e00\u4e2a\u590d\u6742 Vlog \uff0c\u6216\u8005\u9700\u8981\u975e\u5e38\u6210\u719f\u7684\u4e13\u4e1a NLE \uff0c\u76ee\u524d\u5b83\u8fd8\u4e0d\u662f Premiere / Final Cut / \u8fbe\u82ac\u5947\u8fd9\u79cd\u7ea7\u522b\u7684\u66ff\u4ee3\u54c1\u3002</p>\n<h2>\u6280\u672f\u6808</h2>\n<ul>\n<li>Electron</li>\n<li>React</li>\n<li>TypeScript</li>\n<li>Remotion</li>\n<li>Zustand</li>\n<li>CodeMirror</li>\n<li>Framer Motion</li>\n<li>TailwindCSS</li>\n<li>MCP SDK</li>\n<li>Vitest</li>\n</ul>\n<h2>\u5f53\u524d\u72b6\u6001 - 2026-05-15</h2>\n<p>\u76ee\u524d\u5df2\u7ecf\u5b8c\u6210\u5e76\u53ef\u7528\u7684\u90e8\u5206\uff1a</p>\n<ul>\n<li>\u672c\u5730\u9879\u76ee\u521b\u5efa / \u6253\u5f00</li>\n<li>\u811a\u672c\u5de5\u4f5c\u53f0</li>\n<li>AI \u751f\u6210\u811a\u672c</li>\n<li>AI \u5ba1\u7a3f\u548c\u6279\u6ce8\u91c7\u7eb3</li>\n<li>\u6587\u4ef6\u6807\u7b7e\u548c\u7248\u672c\u5386\u53f2</li>\n<li>\u672c\u5730\u89c6\u9891 / \u97f3\u9891\u5bfc\u5165</li>\n<li>TTS \u53e3\u64ad\u751f\u6210</li>\n<li>SRT \u5b57\u5e55\u89e3\u6790</li>\n<li>\u7d20\u6750\u7ba1\u7406</li>\n<li>\u65f6\u95f4\u7ebf\u7f16\u8f91</li>\n<li>\u5b57\u5e55\u8f68\u9053</li>\n<li>\u56fe\u7247 / \u89c6\u9891 / \u6587\u5b57 / AI \u5361\u7247 Overlay</li>\n<li>\u591a\u8f68\u9053\u7f16\u8f91</li>\n<li>\u5c01\u9762\u5019\u9009\u548c\u5c01\u9762\u7f16\u8f91\u76f8\u5173\u80fd\u529b</li>\n<li>Remotion MP4 \u5bfc\u51fa</li>\n<li>AI Provider / TTS / \u56fe\u7247\u751f\u6210 / Prompt \u914d\u7f6e</li>\n<li>Agent / MCP \u96c6\u6210</li>\n<li>macOS \u672c\u5730\u6253\u5305</li>\n</ul>\n<h2>\u4f1a\u6301\u7eed\u66f4\u65b0\u5417\uff1f</h2>\n<p>\u4f1a\u3002</p>\n<p>\u8fd9\u4e2a\u9879\u76ee\u672c\u8eab\u5c31\u662f\u6211\u81ea\u5df1\u521b\u4f5c\u6d41\u7a0b\u91cc\u9700\u8981\u7684\u5de5\u5177\uff0c\u6240\u4ee5\u4f1a\u7ee7\u7eed\u7ef4\u62a4\u3002<br/>\n\u540e\u9762\u4f1a\u7ee7\u7eed\u8865\u7a33\u5b9a\u6027\u3001\u6a21\u677f\u80fd\u529b\u3001\u5bfc\u51fa\u4f53\u9a8c\u3001AI \u5de5\u4f5c\u6d41\u3001\u5c01\u9762\u548c\u5361\u7247\u751f\u6210\uff0c\u4ee5\u53ca\u66f4\u5b8c\u6574\u7684\u6587\u6863\u3002</p>\n<p>\u6b22\u8fce\u4f6c\u53cb\u4eec\u63d0 issue \u3001\u63d0\u5efa\u8bae\u3001PR \uff0c\u4e5f\u6b22\u8fce\u76f4\u63a5\u5410\u69fd\u54ea\u91cc\u4e0d\u597d\u7528\u3002</p>\n<h2>\u622a\u56fe / \u89c6\u9891\u5c55\u793a</h2>\n<p>\u8fd9\u91cc\u653e\u622a\u56fe\uff1a</p>\n<p><a href=\"https://ibb.co/hJFbRwp1\" rel=\"nofollow\"><img alt=\"AI-agent\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/ycFtn7LB/AI-agent.png\"/></a>\n<a href=\"https://ibb.co/MyVW3LhQ\" rel=\"nofollow\"><img alt=\"image\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/SDnW9pxG/image.png\"/></a>\n<a href=\"https://ibb.co/TBMVrRYh\" rel=\"nofollow\"><img alt=\"image\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/qMYtx971/image.png\"/></a>\n<a href=\"https://ibb.co/WNDznHvf\" rel=\"nofollow\"><img alt=\"AI\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/4wsSWFRp/AI.png\"/></a>\n<a href=\"https://ibb.co/v04khzd\" rel=\"nofollow\"><img alt=\"image\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/RRTcNH6/image.png\"/></a>\n<a href=\"https://ibb.co/6cvqSgjV\" rel=\"nofollow\"><img alt=\"image\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/5XYJ3Bbt/image.png\"/></a>\n<a href=\"https://ibb.co/R4zZT4v4\" rel=\"nofollow\"><img alt=\"welcome-document-import\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/fG4BdG1G/welcome-document-import.png\"/></a>\n<a href=\"https://ibb.co/7x8vk0MJ\" rel=\"nofollow\"><img alt=\"welcome-douyin-import\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/NgQxTGD6/welcome-douyin-import.png\"/></a>\n<a href=\"https://ibb.co/chcH8qgm\" rel=\"nofollow\"><img alt=\"welcome\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.ibb.co/F4bMYpxP/welcome.png\"/></a></p>\n<h2>\u6700\u540e</h2>\n<p>\u7075\u673a\u526a\u5f71\u73b0\u5728\u8fd8\u4e0d\u662f\u4e00\u4e2a\u201c\u5b8c\u7f8e\u7684\u89c6\u9891\u526a\u8f91\u8f6f\u4ef6\u201d\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u6b63\u5728\u957f\u51fa\u6765\u7684 AI \u89c6\u9891\u521b\u4f5c\u5de5\u4f5c\u53f0\u3002</p>\n<p>\u5982\u679c\u4f60\u4e5f\u7ecf\u5e38\u5728\u201c\u5199\u7a3f - \u914d\u97f3 - \u5b57\u5e55 - \u5361\u7247 - \u526a\u8f91 - \u5bfc\u51fa\u201d\u4e4b\u95f4\u6765\u56de\u6a2a\u8df3\uff0c\u5e0c\u671b\u8fd9\u4e2a\u9879\u76ee\u80fd\u5e2e\u4f60\u5c11\u6298\u817e\u4e00\u70b9\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/georgetso", 
        "name": "georgetso", 
        "avatar": "https://cdn.v2ex.com/avatar/f5ad/b855/25937_large.png?m=1778818027"
      }, 
      "url": "https://www.v2ex.com/t/1212941", 
      "title": "mac \u4e0a\u7684\u6548\u7387\u5de5\u5177, \u9001 3 \u4e2a\u6708\u4f1a\u5458", 
      "id": "https://www.v2ex.com/t/1212941", 
      "date_published": "2026-05-15T04:07:17+00:00", 
      "content_html": "\u4e0b\u8f7d\u5730\u5740<br /><br />\u5982\u679c\u6709\u975e\u56fd\u533a AppStore, \u53ef\u4ee5\u4e0b\u8f7d <a target=\"_blank\" href=\"https://apps.apple.com/us/app/dynamics-flow/id6762238231?mt=12\" rel=\"nofollow noopener\">https://apps.apple.com/us/app/dynamics-flow/id6762238231?mt=12</a><br />\u5982\u679c\u53ea\u6709\u56fd\u533a AppStore, \u8bf7\u4e0b\u8f7d\u793e\u533a\u7248 <a target=\"_blank\" href=\"https://assets.zuos.us/dynamics/Dynamics%20Community.zip\" rel=\"nofollow noopener\">https://assets.zuos.us/dynamics/Dynamics%20Community.zip</a><br />\u6ce8: \u4e3a\u4ec0\u4e48\u56fd\u533a\u6ca1\u4e0a\u67b6? \u56e0\u4e3a\u6ca1\u5907\u6848.<br /><br />Q:\u600e\u4e48\u83b7\u5f97\u4f1a\u5458?<br />A:\u5148\u5728 Settings/Subscription \u91cc\u901a\u8fc7 email \u6ce8\u518c\u83b7\u5f97 1 \u4e2a\u6708\u4f1a\u5458; \u7136\u540e\u5728\u8bc4\u8bba\u533a\u7559\u4e0b\u4f60\u7684 email, \u6211\u624b\u52a8\u4e3a\u4f60\u6539\u6210 3 \u4e2a\u6708\u4f1a\u5458<br /><br />Q:\u8fd9\u662f\u4e2a\u4ec0\u4e48 app?<br />A:\u8fd9\u662f macOS \u4e0a\u7684\u6548\u7387\u5de5\u5177\u96c6\u5408.<br /><br />Q:\u6709\u4ec0\u4e48\u5185\u5bb9:<br />A:\u6709\u591a\u4e2a\u6548\u7387\u5c0f\u5de5\u5177, \u5305\u62ec\u4f46\u4e0d\u9650\u4e8e 2D \u526a\u8d34\u677f(\u53ef\u4ee5 VIM \u952e\u7ed1\u5b9a), \u672c\u5730 AI \u8bed\u97f3\u8f6c\u6587\u5b57(\u4e0d\u7528\u624b\u52a8\u6253\u5b57\u5566, \u672c\u5730 AI \u8fd8\u80fd\u4fdd\u8bc1\u9690\u79c1), \u7cfb\u7edf\u76d1\u63a7, AI \u804a\u5929(\u6709\u514d\u8d39\u989d\u5ea6), \u97f3\u4e50\u63a7\u5236, \u6682\u5b58\u533a\u7b49\u529f\u80fd. \u5177\u4f53\u53ef\u67e5\u770b [\u7f51\u7ad9\u4ecb\u7ecd]( <a target=\"_blank\" href=\"https://dynamics.zuos.us\" rel=\"nofollow noopener\">https://dynamics.zuos.us</a>)<br /><br />Q:\u4e3a\u4ec0\u4e48\u8981\u505a\u5b83?<br />A:\u6211\u81ea\u5df1\u65e5\u5e38\u5f00\u53d1\u9700\u8981\u7684\u4e00\u4e9b\u6548\u7387\u5de5\u5177, \u5e72\u8106\u505a\u6210\u4e00\u4e2a app.<br /><br />Q:\u5feb\u6377\u952e\u591a\u5417?<br />A:\u591a, \u6548\u7387\u7684\u4f53\u73b0\u4e4b\u4e00\u5c31\u662f\u591a\u4f7f\u7528\u952e\u76d8\u5c11\u4f7f\u7528\u9f20\u6807, \u6240\u4ee5\u8fd9\u4e2a app \u652f\u6301\u5927\u91cf\u7684\u5feb\u6377\u952e, \u5982 cmd+shift+H -&gt; Hardware Monitor; cmd+shift+V -&gt; \u526a\u8d34\u677f\u7ba1\u7406\u5de5\u5177; cmd+shift+C -&gt; AI Chat, \u7b49\u7b49.<br />\u5feb\u6377\u952e\u53ef\u4ee5\u81ea\u5b9a\u4e49, \u5728\u8bbe\u7f6e\u91cc\u6bcf\u4e2a\u529f\u80fd\u53f3\u4e0a\u65b9\u6709\u5feb\u6377\u952e\u8bf4\u660e, \u70b9\u51fb\u5c31\u53ef\u4ee5\u81ea\u5b9a\u4e49\u5feb\u6377\u952e.<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/aq3tAhZ.jpeg\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/aq3tAhZ.jpeg\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><a target=\"_blank\" href=\"https://i.imgur.com/W7BwUNc.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/W7BwUNc.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/fansize", 
        "name": "fansize", 
        "avatar": "https://cdn.v2ex.com/avatar/0129/a222/21062_large.png?m=1778817345"
      }, 
      "url": "https://www.v2ex.com/t/1212939", 
      "title": "\u5206\u4eab\u4e00\u4e2a macos \u5c0f\u5de5\u5177\uff0c\u6279\u91cf\u88c1\u5207\u56fe\u7247/\u89c6\u9891\u5230\u7b26\u5408 YouTube Ins \u7b49\u793e\u5a92\u8981\u6c42\u5c3a\u5bf8", 
      "id": "https://www.v2ex.com/t/1212939", 
      "date_published": "2026-05-15T03:59:34+00:00", 
      "content_html": "<p>\u53ef\u4ee5\u76f4\u63a5\u62d6\u52a8\u56fe\u7247/\u89c6\u9891\u5230 menubar \u56fe\u6807\u4e0a\uff0c\u5b8c\u6210\u56fe\u7247\u88c1\u5207</p>\n<p>\u652f\u6301\u5927\u90e8\u5206\u6d77\u5916\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u7684\u56fe\u7247\u683c\u5f0f\u8981\u6c42</p>\n<p>\u5355\u7eaf\u4f5c\u4e3a\u957f\u5bbd\u5ea6\u67e5\u8be2\u8868\u4e5f\u53ef\u4ee5</p>\n<p>\u5f00\u6e90\uff0c\u4e0b\u8f7d\u5730\u5740\uff1a <a href=\"https://github.com/oodicraft/oodi-pop\" rel=\"nofollow\">https://github.com/oodicraft/oodi-pop</a></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://fastly.jsdelivr.net/gh/bucketio/img18@main/2026/05/15/1778817497057-233308d5-dd38-463b-a52d-efda0372e1ac.png\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://fastly.jsdelivr.net/gh/bucketio/img7@main/2026/05/15/1778817268450-8c7b7380-811a-456a-9e90-17cb5450d040.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/solos", 
        "name": "solos", 
        "avatar": "https://cdn.v2ex.com/avatar/5bff/d68f/13355_large.png?m=1764908242"
      }, 
      "url": "https://www.v2ex.com/t/1212936", 
      "title": "[\u5185\u8d2d\u9650\u514d] \u62fe\u5b57 - iOS \u79bb\u7ebf\u626b\u63cf\u738b&\u56fe\u7247\u8f6c\u6587\u5b57", 
      "id": "https://www.v2ex.com/t/1212936", 
      "date_published": "2026-05-15T03:55:47+00:00", 
      "content_html": "<p>\u62fe\u5b57\u662f\u4e00\u6b3e\u56fe\u7247\u8f6c\u6587\u5b57 app \uff0c\u4e3b\u6253\u79bb\u7ebf\u6a21\u5f0f\uff0c\u529f\u80fd\u5f3a\u5927\uff0c\u8fd8\u652f\u6301\u5728\u7535\u8111\u4e0a\u67e5\u770b\u8bc6\u522b\u5386\u53f2\u3002\n\u76ee\u524d\u5185\u8d2d\u9650\u514d\uff0c\u6b22\u8fce\u4e0b\u8f7d\uff0c\u8d2d\u4e70\u7684\u65f6\u5019\u770b\u4e0b\u4ef7\u683c\u662f 0 \u8868\u793a\u9650\u514d\u8fd8\u5728\u8fdb\u884c\u4e2d\u3002</p>\n<p>\u57fa\u4e8e AI \u91cd\u5199\u4e86</p>\n<ul>\n<li>\u66f4\u7cbe\u51c6\u7684\u8bc6\u522b\u5f15\u64ce</li>\n<li>\u652f\u6301\u6279\u91cf\u626b\u63cf</li>\n<li>\u652f\u6301\u7f51\u9875\u7248\u767b\u770b\u8bc6\u522b\u5386\u53f2</li>\n<li>\u652f\u6301\u5206\u4eab</li>\n<li>\u652f\u6301\u9009\u62e9\u8bc6\u522b\u7ed3\u679c</li>\n<li>\u652f\u6301\u6821\u5bf9\u7ed3\u679c</li>\n<li>\u652f\u6301\u7ffb\u8bd1\u00a0\u9700\u8981 iOS18+\uff08\u9700\u8981\u4e0b\u8f7d\u79bb\u7ebf\u8bed\u8a00\u5305</li>\n</ul>\n<p>\u5546\u5e97\u641c\u7d22 \u62fe\u5b57 \u6216\u8005 \u70b9\u51fb\u8854\u63a5 <a href=\"https://apps.apple.com/cn/app/id1491700543\" rel=\"nofollow\">https://apps.apple.com/cn/app/id1491700543</a> </p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/iL93kHiv.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lawted", 
        "name": "lawted", 
        "avatar": "https://cdn.v2ex.com/avatar/b66d/5627/610751_large.png?m=1778808525"
      }, 
      "url": "https://www.v2ex.com/t/1212909", 
      "title": "\u5f00\u53d1\u4e86\u4e00\u4e2a \u9ad8\u94c1\u7248 Flighty -- Raily \u6c38\u4e45\u514d\u8d39, \u65e0\u5e7f\u544a, \u5e0c\u671b\u5927\u5bb6\u559c\u6b22", 
      "id": "https://www.v2ex.com/t/1212909", 
      "date_published": "2026-05-15T03:05:00+00:00", 
      "content_html": "<p>\u5f00\u53d1\u4e86 20 \u5929\uff0c\u5728\u5c0f\u7ea2\u4e66\u7fa4\u91cc\u9762\u5438\u5f15\u4e86 1000 \u4e2a\u7c89\u4e1d\u7684\u9ad8\u94c1\u7248\uff0cRaily \u5728\u5168\u7403\u533a\u4e0a\u7ebf\u4e86!\n\u73b0\u5728\u76f4\u63a5\u5728\u4e2d\u533a\u7f8e\u533a\u6e2f\u533a\uff0c\u97e9\u533a\u76f4\u63a5\u641c\u7d22\uff0cRaily, \u7b2c\u4e00\u4e2a\u5c31\u662f!\n\u4f7f\u7528 Swift \u5f00\u53d1\uff0c\u57fa\u672c\u4e0a\u4f7f\u7528\u4f53\u9a8c\u4e0a\u548c flight 90%\u63a5\u8fd1! \u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u76f4\u63a5\u770b\u4e00\u4e0b\u4e0b\u9762\u7684\u89c6\u9891, \u6709 bug \u6216\u8005\u601d\u60f3\u53cd\u9988\u4e5f\u53ef\u4ee5\u52a0\u5165\u5c0f\u7ea2\u4e66\u7fa4\uff0c\u6211\u4eec\u4e00\u8d77\u8ba8\u8bba</p>\n<ol>\n<li>Raily \u652f\u6301\u81ea\u5b9a\u4e49\u7ebf\u8def\u5566: <a href=\"http://xhslink.com/o/VQbK4FFD3T\" rel=\"nofollow\">http://xhslink.com/o/VQbK4FFD3T</a> </li>\n<li>\u9ad8\u94c1\u7248 Flighty - Raily \u66f4\u65b0\u5168\u56fd\u94c1\u8def\u7f51: <a href=\"http://xhslink.com/o/4yRwTxJvDaV\" rel=\"nofollow\">http://xhslink.com/o/4yRwTxJvDaV</a> </li>\n<li>\u9ad8\u94c1\u7248 Flighty - Raily \u4e0a\u7ebf\u771f\u5b9e\u94c1\u8def\u8f68\u8ff9: <a href=\"http://xhslink.com/o/8HXi02VL1Q2\" rel=\"nofollow\">http://xhslink.com/o/8HXi02VL1Q2</a> </li>\n</ol>\n<p>\u6700\u540e\u8bf4\u4e00\u53e5\u5c31\u662f\uff0c\u5982\u679c\u4f60\u5728\u505a\u4e00\u4e2a\u4ea7\u54c1\uff0c\u4f60\u4e00\u5b9a\u8981\u4e22\u5230\u5c0f\u7ea2\u4e66\u7fa4\u91cc\u9762\u53bb\uff0c\u5f97\u5230\u5b9e\u5f97\u5230\u53cd\u9988\uff0c\u8ba9\u4ed6\u4eec\u53bb\u52a0\u7fa4\u3002\u6211\u8fd9\u4e0a\u4e00\u5468\u4ee5\u6765\uff0c\u6211\u57fa\u672c\u4e0a\u6bcf\u5929\u7761\u89c9\u7684\u65f6\u95f4\u90fd\u5f88\u5c11\uff0c\u5c31\u662f\u56e0\u4e3a\u7fa4\u91cc\u9762\u7684\u4eba\u4e00\u76f4\u5728\u53cd\u9988 bug \uff0c\u7136\u540e\u6211\u5c31\u4e00\u76f4\u5728\u4fee\u590d\uff0c\u7136\u540e\u6574\u4e2a\u4e92\u52a8\u8fed\u4ee3\u7684\u8fc7\u7a0b\u8ba9\u4eba\u611f\u89c9\u975e\u5e38\u7684\u723d\uff0c\u591a\u5df4\u80fa\u75af\u75af\u72c2\u5730\u5206\u6ccc\uff0c\u8981\u7684\u4e8b\u60c5\uff0c\u518d\u52a0\u4e0a\u73b0\u5728\u4f60\u6709 Vibe Coding, \u4f60\u53ef\u4ee5\u76f4\u63a5\u5728 30 \u5929\u5185\u771f\u6b63\u7684\u505a\u51fa\u4e00\u6b3e\u4ea7\u54c1\u4e0a\u7ebf</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/summerLast", 
        "name": "summerLast", 
        "avatar": "https://cdn.v2ex.com/avatar/35b0/b52c/168296_large.png?m=1723798607"
      }, 
      "url": "https://www.v2ex.com/t/1212890", 
      "title": "\u82b1\u4e86 2 \u5468\u65f6\u95f4\uff0c\u5236\u4f5c\u4e86\u4e00\u4e2a AI \u4f7f\u7528\u7684\u4fe1\u606f\u81ea\u52a8\u5316\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1212890", 
      "date_published": "2026-05-15T02:34:05+00:00", 
      "content_html": "<p><strong>AI \u4f18\u5148</strong></p>\n<blockquote>\n<p>cli input, md/yml output</p>\n</blockquote>\n<p><strong>\u672c\u5730\u4f18\u5148</strong></p>\n<blockquote>\n<p>\u64cd\u4f5c\u672c\u5730\u6d4f\u89c8\u5668\uff0c\u64cd\u4f5c\u90fd\u5728\u672c\u5730\u5b8c\u6210</p>\n</blockquote>\n<p><strong>\u7279\u6027\uff1a</strong></p>\n<ul>\n<li>\u652f\u6301\u4e3b\u6d41\u7f51\u7ad9\uff0c\u5c06\u7f51\u7ad9\u8f6c\u6362\u4e3a\u53ef\u91cd\u7528\u7684\u672c\u5730\u547d\u4ee4\uff0c</li>\n<li>\u652f\u6301\u64cd\u4f5c\u672c\u5730\u6d4f\u89c8\u5668</li>\n<li>\u652f\u6301\u5b89\u88c5\u79c1\u6709\u5316\u7684\u811a\u672c</li>\n</ul>\n<p><strong>\u793a\u4f8b</strong></p>\n<pre><code>openwalk exec bing/search \"Claude Code\" 5\nopenwalk exec reddit/hot LocalLLaMA\nopenwalk exec v2ex/hot\nopenwalk exec openwalkhub/tools\n\nopenwalk exec browser-open https://news.ycombinator.com -s=demo --headed\n</code></pre>\n<p><strong><a href=\"https://github.com/weekend-project-space/openwalk\" rel=\"nofollow\">\u6e90\u7801</a></strong></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Enivel", 
        "name": "Enivel", 
        "avatar": "https://cdn.v2ex.com/avatar/0558/a5f4/159038_large.png?m=1778812367"
      }, 
      "url": "https://www.v2ex.com/t/1212889", 
      "date_modified": "2026-05-15T02:41:37+00:00", 
      "content_html": "kepo(Keep you Posted) \u4e00\u6b3e\u8fd0\u884c\u5728\u684c\u9762\u7aef\u7684\u5c0f\u7ec4\u4ef6\u5e73\u53f0, \u53ef\u4ee5\u901a\u8fc7\u5feb\u6377\u952e\u5728\u4e0d\u6253\u65ad\u7528\u6237\u5de5\u4f5c\u6d41\u7684\u60c5\u51b5\u4e0b\u5524\u8d77\u4e00\u4e2a\u5305\u542b\u5404\u79cd\u7528\u6237\u5173\u6ce8\u7684\u4fe1\u606f\u548c\u5de5\u5177\u7684\u7a97\u53e3, \u505a\u5230 \"\u4e00\u952e\u5524\u8d77 \u4e00\u76ee\u4e86\u7136\" <br /><br />\u540c\u65f6\u5e73\u53f0\u5185\u652f\u6301 ai \u751f\u6210\u4efb\u610f\u7ec4\u4ef6\uff0c \u65e0\u8bba\u662f\u6709\u9a8c\u8bc1\u8fd8\u662f\u9700\u8981\u767b\u5f55\u7684\u7f51\u9875\u53c8\u6216\u8005\u662f\u672c\u5730\u5185\u7f51\u7684\u4e00\u4e9b\u670d\u52a1\u901a\u901a\u53ef\u4ee5\u751f\u6210\u4e00\u4e2a\u4e2a\u6027\u5316\u7ec4\u4ef6\u529f\u80fd\u4f60\u968f\u65f6\u67e5\u770b<br /><br /><br /><br /><br /><br /><br /><a target=\"_blank\" href=\"https://kepo.ai\" rel=\"nofollow noopener\">https://kepo.ai</a><br /><a target=\"_blank\" href=\"/i/xRcHEpuY.png\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 xRcHEpuY.png\"><img src=\"//i.v2ex.co/xRcHEpuY.png\" class=\"embedded_image\"></a><br /><a target=\"_blank\" href=\"https://i.imgur.com/p4zlBOF.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/p4zlBOF.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><a target=\"_blank\" href=\"/i/zISKC9LT.gif\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 zISKC9LT.gif\"><img src=\"//i.v2ex.co/zISKC9LT.gif\" class=\"embedded_image\"></a><br /><br /><div class=\"embedded_video_wrapper\"><iframe src=\"https://www.youtube.com/embed/O99hrIsMmWE\" class=\"embedded_video\" allowfullscreen=\"\" type=\"text/html\" id=\"ytplayer\" frameborder=\"0\"></iframe></div><br /><br />\u540c\u65f6 kepo \u652f\u6301 skill<br /><br />``` npx skills add Enivel/kepo-plugin-dev-skill``` <br /><br />\u4f7f\u7528\u4e00\u53e5\u8bdd\u5f00\u53d1\u51fa\u590d\u6742\u7684\u7ec4\u4ef6<br /><br />\u6bd4\u5982\u4e0b\u65b9\u6211\u7528\u4e00\u53e5\u8bdd\u5f00\u53d1\u51fa\u6765\u7684 Hermes \u5c0f\u7ec4\u4ef6\u540c\u65f6\u5728\u9762\u677f\u4e0a\u7ba1\u7406\u591a\u4e2a Agent<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/1ci7KAU.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/1ci7KAU.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br />kepo \u8f6f\u4ef6\u91c7\u7528\u5168\u514d\u8d39\u65b9\u5f0f\u8fd0\u8425\uff0c\u9664\u975e\u5229\u7528\u5230\u5e73\u53f0\u7684 ai \u80fd\u529b\u6536\u53d6\u6210\u672c\u8d39\u7528\uff0c\u6b64\u4e3a\u4f7f\u7528 skill \u548c \u5176\u4ed6\u6240\u6709\u529f\u80fd<br />\u5747\u4e0d\u6536\u4efb\u4f55\u9650\u5236<br />\u76ee\u524d\u65e9\u671f\u9636\u6bb5\u9650\u91cf\u5f00\u53d1\u4e70\u65ad\u4f1a\u5458\uff0c\u611f\u8c22\u5927\u5bb6\u652f\u6301<br />\u4e0b\u8f7d\u5730\u5740\uff1a <a target=\"_blank\" href=\"https://kepo.ai\" rel=\"nofollow noopener\">https://kepo.ai</a><br /><br />\u8bc4\u8bba\u533a \u62bd 2 \u4e2a \u571f\u533a gpt plus \u4f1a\u5458\uff0c  3 \u4e2a kepo \u6708\u5ea6 2 \u4e2a\u5e74\u5ea6 \u548c \u6c38\u4e45\u4f1a\u5458", 
      "date_published": "2026-05-15T02:33:49+00:00", 
      "title": "\u6478\u9c7c\u5de5\u5177+1 \u62bd\u5956+1 (gpt \u4f1a\u5458\uff09\u5e26\u8001\u677f\u952e\u7684 ai \u684c\u9762\u5c0f\u7ec4\u4ef6\u9762\u677f, \u4e00\u4e2a\u9762\u677f\u8ffd\u8e2a\u6240\u6709\u4f60\u5173\u6ce8\u7684\u4fe1\u606f", 
      "id": "https://www.v2ex.com/t/1212889"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/bbroot", 
        "name": "bbroot", 
        "avatar": "https://cdn.v2ex.com/gravatar/f0b6c23d006e9840aff514318c0e915c?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212866", 
      "title": "\u53c8\u4e00\u4e2a md \u7f16\u8f91\u5668\uff0c\u6a21\u4eff Typora\uff0c\u589e\u52a0\u5386\u53f2\u8bb0\u5f55\u529f\u80fd", 
      "id": "https://www.v2ex.com/t/1212866", 
      "date_published": "2026-05-15T01:39:29+00:00", 
      "content_html": "\u8fd8\u7528\u5f88\u591a bug \u4e4b\u5904\uff0c\u6b63\u5728\u4fee\u590d\u4e2d\uff0c\u603b\u4f53\u53ef\u7528\uff0c\u6b22\u8fce\u5c1d\u8bd5<br /><a target=\"_blank\" href=\"/i/4bgQ21D4.png\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 4bgQ21D4.png\"><img src=\"//i.v2ex.co/4bgQ21D4.png\" class=\"embedded_image\"></a><br /><a target=\"_blank\" href=\"/i/0I8eBtqs.png\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 0I8eBtqs.png\"><img src=\"//i.v2ex.co/0I8eBtqs.png\" class=\"embedded_image\"></a><br /><a target=\"_blank\" href=\"/i/lR5DVDD6.png\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 lR5DVDD6.png\"><img src=\"//i.v2ex.co/lR5DVDD6.png\" class=\"embedded_image\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/bov", 
        "name": "bov", 
        "avatar": "https://cdn.v2ex.com/gravatar/63c4251af0f6c614fe0bff0d0898838b?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212864", 
      "date_modified": "2026-05-15T01:39:47+00:00", 
      "content_html": "<p><a href=\"https://videocdnv2.ruguoapp.com/FgG3OhbCHw9lyJPlMVluCBkGMm7W.mp4?sign=1d69f0da933645c1cb544961b55ccb46&amp;t=6a067a7f\" rel=\"nofollow\"><strong>Demo \u89c6\u9891</strong></a></p>\n<blockquote>\n<p><a href=\"https://brieffeed.app/\" rel=\"nofollow\">BriefFeed</a>\u662f\u4e2a\u6d4f\u89c8\u5668\u63d2\u4ef6\uff0c\u5b83\u4f1a\u5728\u4f60\u793e\u5a92\u4fe1\u606f\u6d41\u7684\u957f\u5e16\u5b50\u6216\u5916\u6587\u4e0a\u65b9\u52a0\u4e00\u884c\u7b80\u77ed\u603b\u7ed3\uff0c\u5e2e\u4f60\u5feb\u901f\u5224\u65ad\u54ea\u4e9b\u503c\u5f97\u7ec6\u770b\uff0c\u54ea\u4e9b\u53ef\u4ee5\u6ed1\u8fc7\u53bb\u3002</p>\n</blockquote>\n<p>\u7ecf\u8fc7\u8fd1 2 \u4e2a\u6708\u7684\u8fed\u4ee3\u548c\u81ea\u7528\uff0cBriefFeed \u7684\u57fa\u7840\u4f53\u9a8c\u5df2\u7ecf\u6bd4\u8f83\u7a33\u5b9a\uff0c\u73b0\u5728\u5f00\u59cb\u516c\u6d4b\uff0c\u9080\u8bf7\u4f60\u6765\u4f53\u9a8c\u3002\u5b83\u5df2\u7ecf\u652f\u6301\u4e86 X/Twitter \u3001\u5373\u523b\u3001\u5fae\u535a\u7b49\u793e\u5a92\u5e73\u53f0\uff0c\u6211\u81ea\u5df1\u9ad8\u9891\u4f7f\u7528\u4e0b\u6765\uff0c\u5df2\u7ecf\u80fd\u660e\u663e\u51cf\u5c11\u770b\u957f\u5e16\u65f6\u7684\u9605\u8bfb\u8d1f\u62c5\uff0c\u6240\u4ee5\u60f3\u5f00\u653e\u7ed9\u66f4\u591a\u4eba\u8bd5\u8bd5\u3002\u5b83\u4e5f\u52a0\u4e86\u6536\u85cf\u548c\u7a0d\u540e\u8bfb\u529f\u80fd\uff0c\u65b9\u4fbf\u628a\u503c\u5f97\u56de\u770b\u7684\u5e16\u5b50\u7559\u4e0b\u6765\u3002</p>\n<p><a href=\"https://chromewebstore.google.com/detail/brieffeed/lpolefkhiipebkomajgkcjglnfdjkeik\" rel=\"nofollow\"><strong>\u516c\u6d4b\u671f\u9650\u65f6\u514d\u8d39 \u00b7 \u70b9\u51fb\u5b89\u88c5 BriefFeed \uff08 Chrome Web Store \uff09</strong></a></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FgjIvXo1v1kyRbE_1bw0r9RBdolgv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FoMx2wTT3HMNLHZCBnRROm_oiIhhv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FtecHWaO30ZaJZ_HVJz_JAdSwiXTv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FhSO812LxhrIQNdc3nVqbgw3fZRBv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FpvhTKMXtHijKzOAAdvEK2e3lV5Rv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p>\u9690\u79c1\u65b9\u9762\uff0cBriefFeed \u53ea\u5904\u7406\u4f60\u5df2\u7ecf\u6253\u5f00\u7684\u9875\u9762\u91cc\u5df2\u52a0\u8f7d\u7684\u5e16\u5b50\u5185\u5bb9\u3002\u4e3a\u4e86\u751f\u6210\u6458\u8981\uff0c\u8bf7\u6c42\u4f1a\u5305\u542b\u5e16\u5b50\u6807\u9898/\u6b63\u6587\u3001\u4f5c\u8005\u5c55\u793a\u540d\u3001\u65f6\u95f4\u6233\u3001\u5e73\u53f0\u548c\u9875\u9762\u4e0a\u8bc6\u522b\u5230\u7684\u94fe\u63a5\u7b49\u5fc5\u8981\u4fe1\u606f\uff1b\u4e0d\u4f1a\u53d1\u9001\u767b\u5f55\u6001\u3001cookies \u3001\u5173\u6ce8\u5217\u8868\u3001\u5b8c\u6574\u9875\u9762 DOM \uff0c\u4e5f\u4e0d\u4f1a\u901a\u8fc7\u5e73\u53f0 API 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href=\"https://www.v2ex.com/t/1211756\" rel=\"nofollow\">\u5185\u6d4b\u4ecb\u7ecd</a>\uff0c\u5982\u679c\u4f60\u611f\u5174\u8da3\u4e86\uff0c\u4e5f\u53ef\u4ee5\u626b\u7801\u52a0\u5165\u4ea7\u54c1\u8ba8\u8bba\u7fa4\uff1a</p>\n<p><img alt=\"IMG_3723.jpeg\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FpDGUN_B3Uco4-aFWuDJiNAVlq8nv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p>\u7ed9\u6280\u672f\u540c\u5b66\u8865\u5145\uff1aBriefFeed \u4e5f\u652f\u6301\u8fd9\u4e9b\u793e\u533a\u548c\u5f00\u53d1\u8005\u9875\u9762\u3002</p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FjPs3N-WX-spM74iJw6Ate9XN0Sev3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FndYo6dM7VpSXwA0TudnF6RKnySJv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/FjtBpjHuB_H_sEaAs8mk_sRUhgc_v3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdnv2.ruguoapp.com/Fow8k6x1OgqAFPhrkMYSqi3Qa7QXv3.png?imageMogr2/meta-keep-list/ZXhpZixVc2VyQ29tbWVudA==/auto-orient\"/></p>\n<p>GitHub \u53ea\u6458\u8981\u516c\u5f00\u9879\u76ee\uff0c\u79c1\u6709\u4ed3\u5e93\u4f1a\u8df3\u8fc7\u3002</p>\n<p><a href=\"https://lobste.rs/s/oznirn/redis_cost_ambition\" rel=\"nofollow\">Lobsters</a>\u53ca\u66f4\u591a\u7ad9\u70b9\u8fd8\u5728\u652f\u6301\u4e2d\uff0c\u656c\u8bf7\u671f\u5f85\u3002</p>\n<p><img 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      "date_modified": "2026-05-14T15:56:23+00:00", 
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\u804a\u4e86\u4e00\u4e0b\u5357\u4eac\u7684\u7f8e\u98df\u3002\u804a\u5b8c\u5357\u4eac\u7684\u7f8e\u98df\u4ee5\u540e\uff0c\u6211\u53c8\u5bf9\u676d\u5dde\u7684\u4ea4\u901a\u4fbf\u5229\u5ea6\u4ea7\u751f\u4e86\u597d\u5947\u3002</p>\n<p>\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u5bf9\u676d\u5dde\u7684\u8ba8\u8bba\u548c\u5357\u4eac\u7684\u8ba8\u8bba\u90fd\u662f\u72ec\u7acb\u65e0\u5173\u7684\u3002\u4f46\u662f\u5982\u679c\u6211\u60f3\u56de\u5934\u67e5\u770b\u676d\u5dde\u5177\u4f53\u67d0\u4e2a\u666f\u70b9\u7684\u4ecb\u7ecd\uff0c\u5c31\u9700\u8981\u6eda\u52a8\u5c4f\u5e55\u597d\u4e45\u624d\u80fd\u627e\u5230\u3002\u5982\u679c\u6211\u53c8\u5f00\u542f\u4e86\u957f\u6c99\u7684\u884c\u7a0b\u653b\u7565\u8ba8\u8bba\uff0c\u6216\u8005\u5bf9\u6bd4\u4e00\u4e0b\u6b66\u6c49\u548c\u5357\u4eac\u7684\u7f8e\u98df\uff0c\u90a3\u4e48\u5f53\u524d\u7684\u5bf9\u8bdd\u5c31\u4f1a\u53d8\u5f97\u66f4\u52a0\u6df7\u4e71\uff1a</p>\n<ol>\n<li>\u8fdb\u884c\u4e86\u591a\u8f6e\u5bf9\u8bdd\u4ee5\u540e\uff0c\u5982\u679c\u6211\u60f3\u67e5\u770b\u5355\u72ec\u5173\u4e8e\u676d\u5dde\u7684\u8ba8\u8bba\u7684\u6c47\u603b\uff08\u7f8e\u98df\uff0c\u666f\u70b9\uff0c\u4ea4\u901a\u7b49\uff09\uff0c\u90a3\u4e48\u9700\u8981\u4e0d\u505c\u7684\u6eda\u52a8\u5c4f\u5e55\u8fdb\u884c\u67e5\u627e\uff0c\u5173\u4e8e\u676d\u5dde\u7684\u8ba8\u8bba\u5e76\u6ca1\u6709\u96c6\u4e2d\u5230\u4e00\u5904\uff0c\u800c\u662f\u5206\u6563\u5728\u7ebf\u6027\u7684\u5bf9\u8bdd\u5185\u5bb9\u4e2d\uff1b</li>\n<li>\u5728\u6574\u4e2a\u8ba8\u8bba\u4e2d\uff0c\u6709\u56db\u4e2a\u57ce\u5e02\uff0c\u6bcf\u4e2a\u57ce\u5e02\u53c8\u6709\u7f8e\u98df\u3001\u666f\u70b9\u3001\u4ea4\u901a\u3001\u5a31\u4e50\u3001\u907f\u96f7\u7b49\u591a\u4e2a\u7ef4\u5ea6\uff1b\u7528\u6237\u53ef\u4ee5\u9488\u5bf9\u67d0\u51e0\u4e2a\u57ce\u5e02\u3001\u67d0\u4e9b\u7ef4\u5ea6\u8fdb\u884c\u5bf9\u6bd4\u6216\u8005\u5173\u8054\uff0c\u5982\uff1a\u5bf9\u6bd4\u6b66\u6c49\u3001\u5357\u4eac\u3001\u957f\u6c99\u4e09\u5730\u7684\u7f8e\u98df\uff1b\u8ba1\u5212\u53bb\u676d\u5dde\u770b\u897f\u6e56\uff0c\u7136\u540e\u6b66\u6c49\u6e38\u957f\u6c5f\uff0c\u6700\u540e\u53bb\u957f\u6c99\u5403\u6e58\u83dc\uff0c\u5982\u4f55\u5b89\u6392\u89c4\u5212\u884c\u7a0b\u3002\u6574\u4e2a\u5bf9\u8bdd\u5176\u5b9e\u5448\u73b0\u51fa\u9ad8\u5ea6\u7ed3\u6784\u5316\u7684\u903b\u8f91\uff0c\u4f46\u662f\u5728\u4ea4\u4e92\u4e0a\uff0c\u90fd\u88ab\u62cd\u6241\u653e\u5230\u4e86\u4e00\u4e2a\u7ebf\u6027\u7684\u95ee\u7b54\u8bb0\u5f55\u4e2d\uff0c\u7528\u6237\u7684\u4ea4\u4e92\u4f53\u9a8c\u5f88\u788e\u88c2\u3002</li>\n</ol>\n<h3>\u75db\u70b9\u5206\u6790</h3>\n<p>\u9020\u6210\u8fd9\u79cd\u75db\u70b9\u7684\u6839\u672c\u539f\u56e0\u5728\u4e8e\uff1a\u5bf9\u8bdd\u6c9f\u901a\u7684\u601d\u7ef4\u662f\u7ed3\u6784\u5316\u7684\uff0c\u6709\u53d1\u6563\u548c\u6c47\u603b\uff0c\u800c\u7edd\u975e\u5355\u72ec\u4e00\u95ee\u4e00\u7b54\u3002\u4e0d\u5149\u662f\u65c5\u6e38\u89c4\u5212\uff0c\u5f88\u591a\u573a\u666f\u90fd\u5982\u6b64\uff1a</p>\n<ol>\n<li>\u9ad8\u8003\u586b\u62a5\u5fd7\u613f\u3002\u5728\u6d59\u6c5f\u5927\u5b66\uff0c\u4e0a\u6d77\u4ea4\u5927\uff0c\u4e2d\u79d1\u5927\u4e4b\u95f4\u6289\u62e9\u3002\u9996\u5148\u8981\u4e86\u89e3\u8fd9\u4e09\u6240\u5b66\u6821\u7684\u4e13\u4e1a\u5b9e\u529b\uff0c\u6240\u5728\u57ce\u5e02\u53d1\u5c55\u6f5c\u529b\uff0c\u4fdd\u7814/\u51fa\u56fd\u653f\u7b56\u7b49\u4fe1\u606f\uff1b\u7136\u540e\u8fdb\u884c\u4ea4\u53c9\u5bf9\u6bd4\u6c47\u603b\uff1b</li>\n<li>\u6280\u672f\u9009\u578b\u3002\u73b0\u5728\u8981\u6784\u5efa\u4e00\u4e2a\u9ad8\u6027\u80fd\u540e\u7aef\u5e94\u7528\uff0c\u662f\u9009\u62e9 Rust \u8fd8\u662f Golang \uff1f\u8fd9\u4e24\u79cd\u8bed\u8a00\u5206\u522b\u4ece\u6027\u80fd\uff0c\u751f\u6001\uff0c\u5f00\u53d1\u96be\u5ea6\u4e0a\u8fdb\u884c\u5206\u6790\uff0c\u7136\u540e\u7ed3\u5408\u56e2\u961f\u4eba\u5458\u7684\u60c5\u51b5\u8fdb\u884c\u9009\u62e9\uff1b</li>\n</ol>\n<p>\u51e1\u662f\u6ee1\u8db3\uff1a</p>\n<pre><code>\u4e00\u4e2a\u4e3b\u9898 --&gt; \u53d1\u6563\u601d\u7ef4 --&gt; \u5bf9\u6bd4\u4ea4\u53c9\u5173\u8054 --&gt; \u5f97\u51fa\u7ed3\u8bba\n</code></pre>\n<p>\u8fd9\u79cd\u6c9f\u901a\u8303\u5f0f\u7684\uff0c\u90fd\u4f1a\u5b58\u5728\u4e0a\u8ff0\u7684\u75db\u70b9\uff1b</p>\n<p>\u76ee\u524d\u5e02\u9762\u4e0a\u51e0\u4e4e\u6240\u6709\u7684 AI \u95ee\u7b54 APP \uff08 DeepSeek \uff0cChatGPT \uff0cClaude \uff0cGemini \uff0cQwen 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referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/5746492a78cc481fa66a0bb91eae6623%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5ZGo6ZOt:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiNjc2OTU0ODkxODk5MTgyIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1779378848&amp;x-orig-sign=TZIvO01ieQnbDMVoCKzhweSjK4M%3D\"/></p>\n<p>\u539f\u6765\u7684\u90a3\u6761\u8def\u5f84\u4e0d\u4f1a\u88ab\u8986\u76d6\u3002\u4f60\u5f00\u4e86\u4e09\u6761\u5206\u652f\uff0c\u4e09\u6761\u90fd\u5728\u3002\u60f3\u56de\u53bb\u770b\u54ea\u6761\u968f\u65f6\u5207\uff0c\u4e0d\u4e22\u4efb\u4f55\u4e1c\u897f\u3002</p>\n<p>\u8fd9\u5728\u505a\u63a2\u7d22\u6027\u5bf9\u8bdd\u7684\u65f6\u5019\u7279\u522b\u6709\u7528\u3002\u6bd4\u5982\u6211\u5728\u5b66\u4e00\u4e2a\u65b0\u6280\u672f\u7684\u65f6\u5019\uff0c\u901a\u5e38\u4f1a\u4ece\u6982\u5ff5\u5c42\u9762\u5148\u95ee\u4e00\u8f6e\uff0c\u7136\u540e\u9488\u5bf9\u5176\u4e2d\u611f\u5174\u8da3\u7684\u70b9\u5206\u522b\u5f00\u5206\u652f\u6df1\u5165\u2014\u2014\u4e00\u4e2a\u5206\u652f\u804a\u5b9e\u73b0\u7ec6\u8282\uff0c\u4e00\u4e2a\u5206\u652f\u804a\u6700\u4f73\u5b9e\u8df5\uff0c\u4e00\u4e2a\u5206\u652f\u804a\u5e38\u89c1\u5751\u3002\u6bcf\u4e2a\u5206\u652f\u90fd\u662f\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\uff0c\u4e92\u4e0d\u5e72\u6270\u3002\u6700\u540e\u5982\u679c\u6211\u60f3\u5bf9\u6bd4\u4e0d\u540c\u5206\u652f\u91cc\u5f97\u5230\u7684\u4fe1\u606f\uff0c\u5c31\u7528\u4e0b\u4e00\u4e2a\u529f\u80fd\u2014\u2014\u5408\u5e76\u3002</p>\n<h3>\u5408\u5e76\u2014\u2014\u628a\u4e0d\u540c\u5206\u652f\u7684\u7b54\u6848\u6c47\u603b\u5230\u4e00\u8d77</h3>\n<p>\u8fd9\u4e2a\u529f\u80fd\u662f\u6211\u4e00\u5f00\u59cb\u5c31\u60f3\u505a\u7684\u6838\u5fc3\u9700\u6c42\uff0c\u4e5f\u662f\u6700\u5f00\u59cb\u7684\u90a3\u4e2a\u75db\u70b9\u2014\u2014\u4e24\u4e2a\u5206\u652f\u91cc\u7684\u56de\u7b54\u60f3\u653e\u5230\u4e00\u8d77\u505a\u5bf9\u6bd4\u3002</p>\n<p>\u8fd8\u662f\u6280\u672f\u9009\u578b\u7684\u4f8b\u5b50\u3002\u6211\u5728\u5206\u652f A \u91cc\u8ba9 AI \u5206\u6790\u4e86 Rust \u7684\u4f18\u52bf\uff0c\u5728\u5206\u652f B \u91cc\u5206\u6790\u4e86 Go \u7684\u4f18\u52bf\u3002\u73b0\u5728\u6211\u60f3\u8ba9\u5b83\u505a\u4e00\u4e2a\u7efc\u5408\u5bf9\u6bd4\u3002</p>\n<p>\u5728 DAG-chat \u91cc\uff0c\u6211\u628a\u9f20\u6807\u60ac\u505c\u5728\u4e24\u6761 AI \u56de\u590d\u4e0a\uff0c\u5206\u522b\u70b9\u53f3\u8fb9\u7684\u5408\u5e76\u56fe\u6807\uff0c\u5b83\u4eec\u5c31\u88ab\u5f15\u7528\u5230\u4e86\u8f93\u5165\u6846\u91cc\u3002\u7136\u540e\u6211\u5199\u4e0a\u201dRust \u548c Go \u54ea\u4e2a\u5b66\u8d77\u6765\u66f4\u5bb9\u6613\uff1f\u201d\u2014\u2014\u4e24\u6761\u5206\u652f\u7684\u4e0a\u4e0b\u6587\u4f1a\u4e00\u8d77\u4f5c\u4e3a\u8fd9\u6761\u65b0\u95ee\u9898\u7684 parent \u3002</p>\n<p><img alt=\"compare.gif\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/df3f7898e91e413aa3faeb41a99ad600%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5ZGo6ZOt:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiNjc2OTU0ODkxODk5MTgyIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1779378848&amp;x-orig-sign=Z3z2zQHvLvXcQ%2FrfCqPbUqmyXfI%3D\"/></p>\n<p>\u5408\u5e76\u7684\u5999\u5904\u5728\u4e8e\uff1aAI \u5728\u56de\u7b54\u7684\u65f6\u5019\uff0c\u80fd\u540c\u65f6\u770b\u5230\u4e0d\u540c\u5206\u652f\u7684\u5185\u5bb9\u3002\u5b83\u4e0d\u662f\u53ea\u770b\u4e86\u4e00\u4e2a\u7247\u9762\uff0c\u800c\u662f\u770b\u5230\u4e86\u4f60\u63a2\u7d22\u7684\u5168\u8c8c\u3002\u6b64\u65f6\uff0cAI \u56de\u7b54\u7684\u4e0a\u4e0b\u6587\uff0c\u662f\u6cbf\u7740\u6240\u6709\u7684 parent \u4e00\u76f4\u5411\u4e0a\u5230\u6700\u521d\u7684\u63d0\u95ee\uff0c\u6240\u5f62\u6210\u7684 sub DAG.</p>\n<h3>\u591a\u6a21\u578b\u5bf9\u6bd4</h3>\n<p>\u5bf9\u8bdd\u4e2d\u95f4\u53ef\u4ee5\u968f\u65f6\u5207\u6a21\u578b\u3002\u6bd4\u5982\u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u6211\u5148\u8ba9 DeepSeek \u56de\u7b54\uff0c\u518d\u5207\u5230 Qwen \u56de\u4e00\u4e2a\uff0c\u4e24\u6761\u56de\u7b54\u5404\u5360\u4e00\u6761\u5206\u652f\u3002\u7136\u540e\u518d\u7528\u5408\u5e76\u529f\u80fd\u8ba9 GLM \u505a\u4e2a\u5bf9\u6bd4\u603b\u7ed3\u3002</p>\n<p>\u8fd9\u4e2a\u7528\u6cd5\u5728\u505a\u65b9\u6848\u8bc4\u4f30\u7684\u65f6\u5019\u7279\u522b\u597d\u4f7f\u3002\u4e0d\u540c\u6a21\u578b\u7684\u77e5\u8bc6\u50a8\u5907\u548c\u63a8\u7406\u98ce\u683c\u4e0d\u4e00\u6837\u2014\u2014DeepSeek \u53ef\u80fd\u66f4\u64c5\u957f\u903b\u8f91\u63a8\u7406\uff0cQwen \u5728\u4e2d\u6587\u7406\u89e3\u4e0a\u6709\u4f18\u52bf\uff0cKimi \u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u6bd4\u8f83\u5f3a\u3002\u628a\u591a\u4e2a\u6a21\u578b\u653e\u5728\u540c\u4e00\u5f20\u56fe\u91cc\u5bf9\u6bd4\uff0c\u80fd\u6bd4\u53ea\u7528\u4e00\u4e2a\u6a21\u578b\u770b\u5230\u66f4\u5168\u9762\u7684\u5206\u6790\u3002</p>\n<p>\u6211\u8bd5\u8fc7\u62ff\u4e09\u4e2a\u6a21\u578b\u5206\u522b review \u540c\u4e00\u6bb5\u4ee3\u7801\uff0c\u7136\u540e\u5408\u5e76\u5230\u4e00\u4e2a\u8282\u70b9\u8ba9\u7b2c\u56db\u4e2a\u6a21\u578b\u505a\u603b\u7ed3\u3002\u8fd9\u79cd\u7528\u6cd5\u5728\u7ebf\u6027\u5bf9\u8bdd\u91cc\uff0c\u8981\u4e48\u5f00\u591a\u4e2a\u5bf9\u8bdd\uff0c\u624b\u52a8\u590d\u5236\u4e0a\u4e0b\u6587\uff1b\u8981\u4e48\u5728\u4e00\u4e2a\u5bf9\u8bdd\u91cc\u9762\uff0c\u4f46\u662f\u4fe1\u606f\u9700\u8981\u6765\u56de\u6eda\u52a8\u67e5\u770b\u3002</p>\n<h3>\u9664\u4e86\u6280\u672f\u9009\u578b\uff0c\u8fd8\u80fd\u600e\u4e48\u7528</h3>\n<p>\u4e0a\u9762\u4e3e\u7684\u4f8b\u5b50\u504f\u6280\u672f\u5f00\u53d1\u573a\u666f\uff0c\u4f46\u5176\u5b9e DAG \u5bf9\u8bdd\u7ed3\u6784\u9002\u7528\u7684\u8303\u56f4\u6bd4\u6211\u60f3\u8c61\u7684\u8981\u5e7f\u3002</p>\n<p>\u5b66\u4e60\u65b0\u77e5\u8bc6\u3002 \u6bd4\u5982\u4f60\u5728\u5b66\u673a\u5668\u5b66\u4e60\uff0c\u95ee\u4e86\u4e00\u4e2a\u201d\u4ec0\u4e48\u662f\u68af\u5ea6\u4e0b\u964d\u201d\u7684\u57fa\u7840\u95ee\u9898\u3002AI \u7ed9\u4e86\u56de\u7b54\u4e4b\u540e\uff0c\u4f60\u53ef\u4ee5\u5728\u4e00\u4e2a\u5206\u652f\u91cc\u8ffd\u95ee\u6570\u5b66\u63a8\u5bfc\uff0c\u53e6\u4e00\u4e2a\u5206\u652f\u91cc\u8981\u770b\u4ee3\u7801\u5b9e\u73b0\uff0c\u7b2c\u4e09\u4e2a\u5206\u652f\u91cc\u804a\u5b9e\u9645\u5e94\u7528\u573a\u666f\u3002\u6bcf\u4e2a\u5206\u652f\u72ec\u7acb\u6df1\u5165\uff0c\u4e0d\u4f1a\u4e92\u76f8\u6c61\u67d3\u4e0a\u4e0b\u6587\u3002\u5b66\u5230\u540e\u9762\u60f3\u56de\u987e\u67d0\u4e2a\u5206\u652f\u7684\u5185\u5bb9\uff0c\u70b9\u6807\u7b7e\u5c31\u8df3\u56de\u53bb\u4e86\uff0c\u4e0d\u7528\u5728\u957f\u957f\u7684\u5bf9\u8bdd\u5386\u53f2\u91cc\u7ffb\u627e\u3002</p>\n<p>\u5199\u4f5c\u548c\u5185\u5bb9\u521b\u4f5c\u3002 \u6211\u8bd5\u8fc7\u7528\u5b83\u6765\u6784\u601d\u6587\u7ae0\u5927\u7eb2\u3002\u5148\u8ba9 AI \u7ed9\u4e00\u4e2a\u521d\u59cb\u7ed3\u6784\uff0c\u7136\u540e\u5728\u5927\u7eb2\u7684\u6bcf\u4e2a\u7ae0\u8282\u4e0a\u5f00\u5206\u652f\uff0c\u5206\u522b\u8ba9\u5b83\u5c55\u5f00\u5199\u3002\u4e0d\u540c\u7ae0\u8282\u7684\u6784\u601d\u4e92\u4e0d\u5e72\u6270\uff0c\u6700\u540e\u518d\u7528\u5408\u5e76\u628a\u51e0\u4e2a\u7ae0\u8282\u7684\u8981\u70b9\u6c47\u805a\u5230\u4e00\u8d77\u505a\u7edf\u4e00\u5ba1\u9605\u3002</p>\n<p>debug \u548c\u6392\u969c\u3002 \u9047\u5230\u4e00\u4e2a\u62a5\u9519\uff0c\u53ef\u4ee5\u8ba9 AI \u4ece\u4e0d\u540c\u65b9\u5411\u5206\u6790\uff1a\u4e00\u4e2a\u5206\u652f\u8d70\u201d\u770b\u65e5\u5fd7\u5b9a\u4f4d\u95ee\u9898\u201d\u7684\u8def\u7ebf\uff0c\u53e6\u4e00\u4e2a\u5206\u652f\u8d70\u201d\u68c0\u67e5\u914d\u7f6e\u6587\u4ef6\u201d\u7684\u8def\u7ebf\uff0c\u7b2c\u4e09\u4e2a\u5206\u652f\u8d70\u201d\u641c\u7d22\u5df2\u77e5 issue\u201d\u7684\u8def\u7ebf\u3002\u54ea\u6761\u8def\u8d70\u901a\u4e86\u5c31\u6cbf\u7740\u54ea\u6761\u7ee7\u7eed\uff0c\u8d70\u4e0d\u901a\u7684\u5207\u56de\u53bb\u6362\u4e00\u6761\uff0c\u4e0d\u6d6a\u8d39\u4e4b\u524d\u5df2\u7ecf\u804a\u8fc7\u7684\u5185\u5bb9\u3002</p>\n<p>\u672c\u8d28\u4e0a\uff0c\u53ea\u8981\u4f60\u7684\u601d\u8003\u8fc7\u7a0b\u662f\u201d\u63a2\u7d22\u2192\u5206\u652f\u2192\u6536\u655b\u201d\u8fd9\u79cd\u6a21\u5f0f\uff0cDAG-chat \u90fd\u80fd\u6d3e\u4e0a\u7528\u573a\u3002</p>\n<h2>\u6280\u672f\u5b9e\u73b0</h2>\n<h3>\u95ee\u7b54\u5bf9\u2014\u2014\u6838\u5fc3\u6982\u5ff5</h3>\n<p>\u5927\u6a21\u578b\u7684\u56de\u7b54\u4e0d\u540c\u4e8e\u5373\u65f6\u901a\u8baf\uff0c\u5728\u6ca1\u6709\u5f02\u5e38\u4e2d\u65ad\u7684\u60c5\u51b5\u4e0b\uff0c\u662f\u4e25\u683c\u7684\u4e00\u95ee\u4e00\u7b54\u8282\u594f\uff0c\u7528\u6237\u63d0\u95ee\u548c\u5927\u6a21\u578b\u7684\u56de\u7b54\uff0c\u5728\u903b\u8f91\u4e0a\u6784\u6210\u4e86\u4e00\u4e2a\u539f\u5b50\u7684\uff0c\u4e0d\u53ef\u5206\u5272\u7684\u95ee\u7b54\u5bf9\u3002</p>\n<p>\u5c06\u8fd9\u6837\u4e00\u4e2a\u95ee\u7b54\u5bf9\uff0c\u5b9a\u4e49\u4e3a DagNode \uff0c\u6574\u4e2a\u5bf9\u8bdd\u5c31\u662f\u7531\u5f88\u591a\u4e2a DagNode \u7ec4\u6210\u7684 DAG \u3002</p>\n<p>\u6bcf\u6b21\u5728\u5bf9\u8bdd\u4e2d\u65b0\u589e\u63d0\u95ee\u5185\u5bb9\uff0c\u5b9e\u9645\u4e0a\u5c31\u662f\u5728\u5411\u8fd9\u4e2a DAG \u4e2d\uff0c\u65b0\u589e\u4e00\u4e2a DagNode \u8282\u70b9\u3002\u800c\u6574\u4e2a DAG \uff0c\u6709\u4e14\u4ec5\u6709\u4e00\u4e2a root \u8282\u70b9\uff0c\u5373\u5bf9\u8bdd\u5f00\u59cb\uff0c\u6700\u65e9\u7684\u90a3\u4e2a\u95ee\u7b54\u5bf9\u3002\u4ece\u4efb\u4f55\u4e00\u4e2a dagNode \u5f00\u59cb\u5411\u4e0a\u904d\u5386\uff0c\u5bfb\u627e parnet_ids \uff0c\u6700\u540e\u90fd\u4f1a\u904d\u5386\u5230\u6700\u521d\u7684 dagNode \u3002</p>\n<h3>\u4ece\u94fe\u8868\u5230\u56fe</h3>\n<p>\u4f20\u7edf\u804a\u5929\u7684\u6bcf\u6761\u6d88\u606f\u53ea\u6709\u4e00\u4e2a parent_id \uff0c\u6307\u5411\u524d\u4e00\u6761\u6d88\u606f\u3002\u6211\u628a\u8fd9\u4e2a\u5b57\u6bb5\u6539\u6210\u4e86 parent_ids\u2014\u2014\u4e00\u4e2a\u6570\u7ec4\u3002\u4e00\u4e2a\u8282\u70b9\u53ef\u4ee5\u6709\u96f6\u4e2a\u3001\u4e00\u4e2a\u6216\u591a\u4e2a\u7236\u8282\u70b9\u3002</p>\n<pre><code>\u4f20\u7edf\u804a\u5929\uff1a\n  Message { id, content, role, parent_id }\n\nDAG-chat\uff1a\n  DagNode { id, content, role, parent_ids[], children[] }\n</code></pre>\n<p>parent_ids \u662f\u6570\u7ec4\uff0c\u6240\u4ee5\u4e00\u4e2a\u7528\u6237\u95ee\u9898\u53ef\u4ee5\u5f15\u7528\u591a\u6761 AI \u56de\u590d\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u2014\u2014\u8fd9\u5c31\u662f\u5408\u5e76\u3002children \u4e5f\u662f\u6570\u7ec4\uff0c\u6240\u4ee5\u4e00\u6761 AI \u56de\u590d\u53ef\u4ee5\u6d3e\u751f\u51fa\u591a\u4e2a\u8ffd\u95ee\u2014\u2014\u8fd9\u5c31\u662f\u5206\u652f\u3002</p>\n<p>\u4f46\u662f\u6bcf\u4e00\u4e2a role=user \u7684 dagNode \uff0cchildren \u53ea\u6709\u4e00\u4e2a\u5143\u7d20\uff1b\u6bcf\u4e2a role=assistant \u7684 dagNode \uff0cparent_ids \u4e5f\u53ea\u6709\u4e00\u4e2a\u5143\u7d20\uff0c\u8fd9\u662f\u95ee\u7b54\u5bf9\u7684\u5b9a\u4e49\u51b3\u5b9a\u7684\u3002</p>\n<h3>\u524d\u7aef\u600e\u4e48\u628a\u56fe\u5c55\u793a\u6210\u7ebf\u6027</h3>\n<p>DAG \u5728\u6570\u636e\u5e93\u91cc\u5f88\u81ea\u7136\uff0c\u4f46\u5c4f\u5e55\u662f\u4e00\u6761\u7ebf\u3002\u7528\u6237\u4e00\u6b21\u53ea\u80fd\u770b\u5230\u4ece\u6839\u5230\u53f6\u7684\u4e00\u6761\u8def\u5f84\u2014\u2014\u5c31\u50cf\u5728\u601d\u7ef4\u5bfc\u56fe\u91cc\uff0c\u4f60\u867d\u7136\u80fd\u5c55\u5f00\u6240\u6709\u8282\u70b9\uff0c\u4f46\u76ee\u5149\u7684\u7126\u70b9\u5728\u540c\u4e00\u65f6\u523b\u4e5f\u53ea\u80fd\u6cbf\u7740\u4e00\u6761\u8def\u5f84\u8d70\u3002</p>\n<p>\u6240\u4ee5\u524d\u7aef\u505a\u7684\u4e8b\u60c5\u662f\uff1a\u626b\u63cf DAG \u627e\u51fa\u6240\u6709\u7684\u5206\u652f\u70b9\u548c\u5408\u5e76\u70b9\uff0c\u7ed9\u6bcf\u4e2a\u70b9\u5efa\u4e00\u4e2a\u6807\u7b7e\u9875\u5bb9\u5668\uff0ctabsContainer \u3002\u7136\u540e\u4ece\u6839\u8282\u70b9\u51fa\u53d1\uff0c\u6cbf\u7740\u6bcf\u4e2a\u5206\u652f\u70b9\u5f53\u524d\u6fc0\u6d3b\u7684\u6807\u7b7e\u5f80\u4e0b\u8d70\uff0c\u751f\u6210\u4e00\u6761\u7ebf\u6027\u8def\u5f84\u2014\u2014\u8fd9\u5c31\u662f\u5c4f\u5e55\u4e0a\u5c55\u793a\u7684\u5185\u5bb9\u3002</p>\n<p>\u6839\u636e\u5206\u652f\u4ee5\u53ca\u5408\u5e76\u7684\u7279\u6027\uff0c\u6709\u4e24\u79cd tabsContainer \uff0c\u4e00\u79cd\u662f ChildrenTabsContainer \uff0c\u7528\u4e8e\u7ba1\u7406\u5206\u652f\u95ee\u91cc\u9762\u4e0d\u540c\u7684\u5206\u652f\uff0c\u70b9\u51fb\u5207\u6362\u7684\u65f6\u5019\uff0c\u4f1a\u6539\u53d8\u6574\u4e2a\u6e32\u67d3 path \u4e2d\uff0c\u5230 leaf \u65b9\u5411\u7684\u8282\u70b9\u8def\u5f84\uff1b</p>\n<p>\u53e6\u4e00\u79cd\u662f ParentTabsContainer \uff0c\u7528\u4e8e\u7ba1\u7406\u5408\u5e76\u63d0\u95ee\u91cc\u9762\uff0c\u4e0d\u540c\u7684\u6765\u6e90\u3002\u70b9\u51fb\u5207\u6362\u7684\u65f6\u5019\uff0c\u4f1a\u6539\u53d8\u6574\u4e2a\u6e32\u67d3 path \u4e2d\uff0c\u5230 root \u65b9\u5411\u7684\u9014\u5f84\u8282\u70b9\uff1b</p>\n<p>\u7528\u6237\u70b9\u51fb tab \uff0c\u5b9e\u9645\u4e0a\u5c31\u662f\u5728 DAG \u4e2d\u6240\u6709\u5206\u652f\u8282\u70b9\u548c\u5408\u5e76\u8282\u70b9\u4e2d\uff0c\u9009\u62e9\u4e00\u6761 path \uff0c\u4ece\u800c\u8ba9\u524d\u7aef\u6784\u5efa\u4e00\u6761\u4ece root \u5230\u67d0\u4e2a leaf \u7684 path \u3002</p>\n<h3>\u540e\u7aef\u600e\u4e48\u628a\u56fe\u5582\u7ed9\u5927\u6a21\u578b</h3>\n<p>\u5927\u6a21\u578b\u7684 API \u53ea\u63a5\u53d7\u7ebf\u6027\u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u6bd4\u5982 \uff1a</p>\n<pre><code>[{role: \"user\", content: \"...\"}, {role: \"assistant\", content: \"...\"}, ...]\n</code></pre>\n<p>\u4f46 DAG \u662f\u56fe\u7ed3\u6784\uff0c\u4e0d\u80fd\u76f4\u63a5\u4e22\u8fc7\u53bb\u3002</p>\n<p>\u6240\u4ee5\u540e\u7aef\u505a\u4e86\u4e00\u4ef6\u4e8b\uff1a\u5f53\u7528\u6237\u53d1\u65b0\u6d88\u606f\u65f6\uff0c\u4ece\u8fd9\u6761\u6d88\u606f\u7684 parent_ids \u51fa\u53d1\uff0cBFS \u5f80\u4e0a\u8ffd\u6eaf\u6240\u6709\u7956\u5148\u8282\u70b9\uff0c\u6784\u5efa\u51fa\u4e00\u4e2a\u5b50\u56fe\uff08 SubDAG \uff09\u3002\u7136\u540e\u5bf9\u8fd9\u4e2a\u5b50\u56fe\u505a\u62d3\u6251\u6392\u5e8f\uff0c\u628a\u5b83\u62c9\u5e73\u6210\u4e00\u6761\u94fe\u3002</p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u5751\uff1a\u7ecf\u5178\u7684 Kahn \u62d3\u6251\u6392\u5e8f\u53ea\u4fdd\u8bc1\u62d3\u6251\u5e8f\u5408\u6cd5\uff08\u6bcf\u4e2a\u8282\u70b9\u90fd\u5728\u7236\u8282\u70b9\u540e\u9762\uff09\uff0c\u4f46\u4e0d\u4fdd\u8bc1\u8fde\u8d2f\u6027\u2014\u2014\u4e00\u6761\u5e72\u51c0\u7684\u94fe\u53ef\u80fd\u88ab\u522b\u7684\u5206\u652f\u7684\u8282\u70b9\u4ece\u4e2d\u95f4\u63d2\u65ad\u3002</p>\n<p>\u524d\u9762\u63d0\u8fc7\uff0c\u95ee\u7b54\u5bf9\u662f\u539f\u5b50\u5355\u5143\u3002\u540e\u7aef\u505a\u62d3\u6251\u6392\u5e8f\u65f6\u4ee5\u95ee\u7b54\u5bf9\u4e3a\u5355\u4f4d\uff0c\u4e0b\u9762\u7528\u5b57\u6bcd\u4ee3\u8868\uff1aa=(Q\u2081,A\u2081), b=(Q\u2082,A\u2082)\uff0c\u4ee5\u6b64\u7c7b\u63a8\u3002\u5148\u8bf4\u6e05\u695a\u4ec0\u4e48\u53eb\u201d\u5e72\u51c0\u7684\u94fe\u201d\u3002\u5982\u679c\u4e00\u6bb5\u8fde\u7eed\u7684\u95ee\u7b54\u5bf9\u5e8f\u5217\u4e2d\uff0c\u6bcf\u4e00\u5bf9\u90fd\u6070\u597d\u53ea\u6709\u4e00\u4e2a\u7236\u3001\u4e00\u4e2a\u5b50\uff08\u5165\u5ea6=1 \u3001\u51fa\u5ea6=1 \uff09\uff0c\u4e2d\u95f4\u6ca1\u6709\u4efb\u4f55\u5206\u652f\u70b9\uff08\u51fa\u5ea6&gt;1 \uff09\u548c\u5408\u5e76\u70b9\uff08\u5165\u5ea6&gt;1 \uff09\uff0c\u8fd9\u5c31\u662f\u4e00\u6761\u5e72\u51c0\u94fe\u3002</p>\n<p>\u4e0b\u56fe\u4e2d b \u2192 c \u2192 d \u2192 e \u2192 f \u548c h \u2192 i \u2192 j \u2192 k \u2192 l \uff0c\u5c31\u662f\u4e24\u6761\u201c\u5e72\u51c0\u7684\u94fe\u201c\u3002</p>\n<pre><code>    \u250c\u2500\u2500 b \u2192 c \u2192 d \u2192 e \u2192 f \u2500\u2500\u2510\n    \u2502                       \u2502\na \u2500\u2500\u2524                       \u251c\u2500\u2500 g\n    \u2502                       \u2502\n    \u2514\u2500\u2500 h \u2192 i \u2192 j \u2192 k \u2192 l \u2500\u2500\u2518\n\n\u8282\u70b9\u7c7b\u578b\uff1a\na              \u5206\u652f\u70b9  (\u51fa\u5ea6=2 \uff0c\u5b50\u8282\u70b9\u662f b \u548c h)\nb \u2192 c \u2192 d \u2192 e \u2192 f    \u5e72\u51c0\u94fe  (\u6bcf\u4e2a\u8282\u70b9\u5165\u5ea6=1, \u51fa\u5ea6=1)\nh \u2192 i \u2192 j \u2192 k \u2192 l    \u5e72\u51c0\u94fe  (\u6bcf\u4e2a\u8282\u70b9\u5165\u5ea6=1, \u51fa\u5ea6=1)\ng              \u5408\u5e76\u70b9  (\u5165\u5ea6=2 \uff0c\u7236\u8282\u70b9\u662f f \u548c l)\n</code></pre>\n<p>\u5e72\u51c0\u94fe\u91cc\u7684\u95ee\u7b54\u5728\u8bed\u4e49\u4e0a\u8fde\u8d2f\u2014\u2014\u540c\u4e00\u5206\u652f\u4e0a\u7684\u8fde\u7eed\u5bf9\u8bdd\u3002\u6392\u5e8f\u65f6\u5982\u679c\u522b\u7684\u5206\u652f\u63d2\u8fdb\u6765\uff0c\u5927\u6a21\u578b\u770b\u5230\u7684\u4e0a\u4e0b\u6587\u5c31\u4f1a\u51fa\u73b0\u8bdd\u9898\u8df3\u8dc3\u3002</p>\n<p>\u666e\u901a Kahn \u7b97\u6cd5\u5904\u7406\u5b8c a \u4e4b\u540e\uff0cb \u548c h \u540c\u65f6\u53ef\u7528\u3002\u7b97\u6cd5\u4e0d\u533a\u5206\u5148\u540e\uff0c\u53ef\u80fd\u5148\u9009 h \uff0c\u8d70\u5b8c\u65c1\u652f\u518d\u56de\u6765\uff1a</p>\n<pre><code>\u666e\u901a Kahn \u6392\u5e8f\u7ed3\u679c\uff1a\n\na \u2192 b \u2192 h \u2192 i \u2192 j \u2192 k \u2192 l \u2192 c \u2192 d \u2192 e \u2192 f \u2192 g\n       \u2570\u2500\u2500 b\u2192c\u2192d\u2192e\u2192f \u8fd9\u6bb5\u5e72\u51c0\u94fe\u88ab\u65c1\u652f\u5207\u65ad\u4e86 \u2500\u2500\u256f\n</code></pre>\n<p>\u62d3\u6251\u5e8f\u5408\u6cd5\u2014\u2014\u6bcf\u4e2a\u8282\u70b9\u90fd\u5728\u7236\u8282\u70b9\u540e\u9762\uff0c\u6ca1\u6709\u4efb\u4f55\u8fdd\u89c4\u3002\u4f46 b\u2192c\u2192d\u2192e\u2192f \u8fd9\u6bb5\u5e72\u51c0\u94fe\u88ab h\u2192i\u2192j\u2192k\u2192l \u4ece\u4e2d\u95f4\u5207\u65ad\u4e86\uff1ab \u540e\u9762\u63a5\u7684\u4e0d\u662f c \uff0c\u800c\u662f h \u3002\u5927\u6a21\u578b\u770b\u5230\u7684\u5bf9\u8bdd\uff0c\u804a\u5b8c b \u7a81\u7136\u8df3\u5230 h \u7684\u5206\u652f\uff0c\u7ed5\u4e00\u5708\u518d\u56de\u6765\u63a5 c\u2014\u2014\u8fde\u8d2f\u7ebf\u7d22\u88ab\u5207\u788e\u4e86\u3002</p>\n<p>\u6211\u7684\u505a\u6cd5\u662f\u6539\u8fdb Kahn \u7b97\u6cd5\uff0c\u6838\u5fc3\u4fdd\u8bc1\uff1a\u5e72\u51c0\u94fe\u4e0d\u88ab\u5207\u65ad\u3002\u6709\u4e09\u6761\u7b56\u7565\uff0c\u6309\u4f18\u5148\u7ea7\u4f9d\u6b21\u5c1d\u8bd5\uff1a</p>\n<ol>\n<li>\u5ef6\u7eed\u94fe\uff1a\u521a\u5904\u7406\u5b8c\u4e00\u4e2a\u8282\u70b9\uff0c\u4f18\u5148\u9009\u5b83\u7684\u5b50\u8282\u70b9\u7ee7\u7eed\uff08\u524d\u63d0\u662f\u5b50\u8282\u70b9\u539f\u59cb\u5165\u5ea6=1 \uff0c\u786e\u8ba4\u662f\u94fe\u4e0a\u8282\u70b9\u800c\u975e\u5408\u5e76\u70b9\uff09</li>\n<li>\u5f00\u65b0\u94fe\uff1a\u6ca1\u6709\u53ef\u5ef6\u7eed\u7684\u94fe\u65f6\uff0c\u9009\u4e00\u4e2a\u5165\u5ea6=1 \u3001\u51fa\u5ea6=1 \u7684\u5019\u9009\u8282\u70b9\u5f00\u65b0\u94fe</li>\n<li>\u515c\u5e95\uff1a\u4ee5\u4e0a\u90fd\u4e0d\u6ee1\u8db3\uff0c\u9009\u4efb\u610f\u53ef\u7528\u8282\u70b9\uff08\u6309 ID \u6392\u5e8f\u4fdd\u8bc1\u786e\u5b9a\u6027\uff09</li>\n</ol>\n<p>\u7528\u4e0a\u9762\u7684\u4f8b\u5b50\u8d70\u4e00\u904d\uff1a</p>\n<pre><code>\u4fdd\u94fe\u6392\u5e8f\u8fc7\u7a0b\uff1a\n\n  a                                         \u2190 \u521d\u59cb\u53ef\u7528\n\u2192 b \u2192 c \u2192 d \u2192 e \u2192 f                        \u2190 \u5ef6\u7eed\u94fe\uff1aa \u7684\u5b50\u8282\u70b9 b \uff0c\n                                              \u4e00\u8def\u987a\u7740\u94fe\u8d70\u5230 f\n                    \u2193\n                  h \u2192 i \u2192 j \u2192 k \u2192 l          \u2190 \u5f00\u65b0\u94fe\uff1af \u7684\u5b50\u8282\u70b9 g \u4e0d\u53ef\u7528\n                                              \uff08\u5165\u5ea6=2 \uff0cl \u8fd8\u6ca1\u5904\u7406\uff09\n                                              \u9000\u800c\u9009 h \uff08\u5165\u5ea6=1, \u51fa\u5ea6=1 \uff09\u5f00\u65b0\u94fe\uff0c\n                                              \u4e00\u8def\u8d70\u5230 l\n                              \u2193\n                             g                \u2190 \u515c\u5e95\uff1al \u5904\u7406\u5b8c\uff0cg \u5165\u5ea6\u5f52\u96f6\n\n\u6700\u7ec8\u7ed3\u679c\uff1a\n\na \u2192 b \u2192 c \u2192 d \u2192 e \u2192 f \u2192 h \u2192 i \u2192 j \u2192 k \u2192 l \u2192 g\n    \u2570\u2500\u2500\u2500\u2500 \u5e72\u51c0\u94fe \u2500\u2500\u2500\u2500\u256f   \u2570\u2500\u2500\u2500\u2500 \u5e72\u51c0\u94fe \u2500\u2500\u2500\u2500\u256f\n</code></pre>\n<p>\u4e24\u6761\u5e72\u51c0\u94fe b\u2192c\u2192d\u2192e\u2192f \u548c h\u2192i\u2192j\u2192k\u2192l \u90fd\u5b8c\u6574\u4fdd\u7559\uff0c\u6ca1\u6709\u88ab\u5207\u65ad\u3002\u4e0d\u662f\u50cf\u666e\u901a Kahn \u90a3\u6837\u63d2\u5728 b \u548c c \u4e2d\u95f4\u3002h\u2192l \u5fc5\u987b\u51fa\u73b0\u5728 g \u524d\u9762\uff0c\u56e0\u4e3a g \u662f\u5408\u5e76\u70b9\uff0c\u5f97\u7b49 f \u548c l \u90fd\u5904\u7406\u5b8c\u624d\u80fd\u51fa\u573a\uff0c\u8fd9\u662f\u62d3\u6251\u7ea6\u675f\u51b3\u5b9a\u7684\u3002</p>\n<p>\u4e24\u79cd\u7b97\u6cd5\u5bf9\u6bd4\uff1a</p>\n<pre><code>\u666e\u901a Kahn\uff1aa \u2192 b \u2192 h \u2192 i \u2192 j \u2192 k \u2192 l \u2192 c \u2192 d \u2192 e \u2192 f \u2192 g\n                  \u2570\u2500\u2500 \u5e72\u51c0\u94fe\u88ab\u65c1\u652f\u5207\u65ad \u2500\u2500\u256f\n\n\u4fdd\u94fe\u6392\u5e8f\uff1aa \u2192 b \u2192 c \u2192 d \u2192 e \u2192 f \u2192 h \u2192 i \u2192 j \u2192 k \u2192 l \u2192 g\n               \u2570\u2500\u2500\u2500\u2500 \u6240\u6709\u5e72\u51c0\u94fe\u5b8c\u6574 \u2500\u2500\u2500\u2500\u256f\n</code></pre>\n<h3>\u6280\u672f\u6808</h3>\n<p>\u7b80\u5355\u5217\u4e00\u4e0b\uff1a</p>\n<ul>\n<li>\u524d\u7aef\uff1aReact 19 + TypeScript + Vite</li>\n<li>\u540e\u7aef\uff1aPython 3.14 + FastAPI \uff0c\u6a21\u578b\u670d\u52a1\u7528\u5de5\u5382\u6a21\u5f0f\uff0c\u52a0\u65b0\u6a21\u578b\u53ea\u9700\u8981\u7ee7\u627f\u57fa\u7c7b\u52a0\u4e2a\u6ce8\u518c</li>\n<li>\u6570\u636e\u5e93\uff1aMongoDB \u5b58\u6d88\u606f\u548c DAG \u5173\u7cfb\uff08\u6587\u6863\u7ed3\u6784\u5929\u7136\u9002\u5408\u56fe\uff09\uff0cMySQL \u5b58\u5bf9\u8bdd\u5143\u6570\u636e</li>\n<li>\u90e8\u7f72\uff1aDocker Compose \u4e00\u952e\u542f\u52a8\uff0c\u6216\u8005 ./<a href=\"http://start.sh\" rel=\"nofollow\">start.sh</a> --all \u672c\u5730\u8dd1</li>\n<li>\u672c\u5730\u6a21\u578b\uff1a\u652f\u6301 Ollama \uff0c\u6ca1\u6709 API Key \u4e5f\u80fd\u7528</li>\n</ul>\n<h3>\u8ddf\u601d\u7ef4\u5bfc\u56fe\u7684\u5173\u7cfb</h3>\n<p>\u56de\u8fc7\u5934\u6765\u8bf4\u8bf4\u4e3a\u4ec0\u4e48\u6211\u89c9\u5f97\u8fd9\u4e2a\u9879\u76ee\u8ddf\u601d\u7ef4\u5bfc\u56fe\u5f88\u50cf\u3002</p>\n<p>\u601d\u7ef4\u5bfc\u56fe\u7684\u672c\u8d28\u662f\u4e00\u4e2a\u4ece\u4e00\u4e2a\u4e2d\u5fc3\u51fa\u53d1\u7684\u6811\u72b6\u7ed3\u6784\u3002\u4ece\u4e00\u4e2a\u6838\u5fc3\u6982\u5ff5\u5f00\u59cb\uff0c\u53d1\u6563\u51fa\u51e0\u4e2a\u5b50\u8bdd\u9898\uff0c\u6bcf\u4e2a\u5b50\u8bdd\u9898\u518d\u7ee7\u7eed\u5c55\u5f00\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u53ef\u4ee5\u540c\u65f6\u5728\u597d\u51e0\u4e2a\u65b9\u5411\u4e0a\u601d\u8003\uff0c\u4e92\u4e0d\u5e72\u6270\uff0c\u4f46\u53c8\u5171\u4eab\u540c\u4e00\u4e2a\u4e2d\u5fc3\u3002</p>\n<p>DAG-chat \u505a\u7684\u4e8b\u60c5\u662f\u4e00\u6837\u7684\uff0c\u53ea\u4e0d\u8fc7\u628a\u201d\u6982\u5ff5\u201d\u6362\u6210\u4e86\u201d\u5bf9\u8bdd\u201d\uff0c\u628a\u201d\u53d1\u6563\u201d\u53d8\u6210\u4e86\u201d\u5206\u652f\u201d\uff0c\u628a\u201d\u6536\u655b\u201d\u53d8\u6210\u4e86\u201d\u5408\u5e76\u201d\u3002\u800c\u4e14\u6bd4\u601d\u7ef4\u5bfc\u56fe\u66f4\u8fdb\u4e00\u6b65\u7684\u662f\u2014\u2014DAG \u652f\u6301\u5408\u5e76\u3002\u5728\u601d\u7ef4\u5bfc\u56fe\u91cc\uff0c\u4e24\u4e2a\u5206\u652f\u5728\u67d0\u4e2a\u8282\u70b9\u4e0a\u6c47\u5408\u56de\u6765\u662f\u4e0d\u592a\u81ea\u7136\u7684\u64cd\u4f5c\uff0c\u4f46 DAG \u53ef\u4ee5\u3002\u8fd9\u8ba9\u6574\u4e2a\u5bf9\u8bdd\u7ed3\u6784\u66f4\u50cf\u4e00\u5f20\u7f51\uff0c\u800c\u4e0d\u53ea\u662f\u4e00\u68f5\u6811\u3002</p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u533a\u522b\uff1a\u601d\u7ef4\u5bfc\u56fe\u662f\u9759\u6001\u7684\uff0c\u4f60\u753b\u5b8c\u5c31\u5b9a\u5728\u90a3\u4e86\u3002\u4f46 DAG-chat \u7684\u5bf9\u8bdd\u662f\u6d3b\u7684\u2014\u2014\u4f60\u968f\u65f6\u53ef\u4ee5\u4ece\u4efb\u4f55\u4e00\u4e2a\u8282\u70b9\u5f00\u65b0\u5206\u652f\uff0c\u968f\u65f6\u5408\u5e76\uff0c\u968f\u65f6\u5207\u6362\u89c6\u89d2\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u53ef\u4ee5\u5b9e\u65f6\u751f\u957f\u7684\u601d\u7ef4\u5bfc\u56fe\uff0c\u6bcf\u6b21\u4ea4\u4e92\u90fd\u5728\u6269\u5c55\u8fd9\u5f20\u56fe\u7684\u7ed3\u6784\u3002</p>\n<p>\u6211\u89c9\u5f97\u8fd9\u79cd\u975e\u7ebf\u6027\u7684\u5bf9\u8bdd\u65b9\u5f0f\uff0c\u53ef\u80fd\u66f4\u63a5\u8fd1\u4eba\u771f\u6b63\u601d\u8003\u95ee\u9898\u7684\u65b9\u5f0f\u3002\u4f60\u5728\u8111\u5b50\u91cc\u63a2\u7d22\u4e00\u4e2a\u95ee\u9898\u7684\u65f6\u5019\uff0c\u4e0d\u4f1a\u662f\u7ebf\u6027\u7684\u2014\u2014\u4f60\u4f1a\u540c\u65f6\u60f3\u597d\u51e0\u4e2a\u65b9\u5411\uff0c\u7136\u540e\u53d1\u73b0\u5176\u4e2d\u4e24\u6761\u8def\u5176\u5b9e\u53ef\u4ee5\u6c47\u5408\u3002DAG-chat \u5c31\u662f\u628a\u8fd9\u4e2a\u8fc7\u7a0b\u5177\u8c61\u5316\u4e86\u3002</p>\n<h2>\u6b22\u8fce\u4ea4\u6d41</h2>\n<p>\u54d4\u54e9\u54d4\u54e9\uff1a<a href=\"https://www.bilibili.com/video/BV16D5R6oEck?spm_id_from=333.788.videopod.episodes&amp;vd_source=5a3410516080eb1b6d0a555d39a1ea5f\" rel=\"nofollow\">https://www.bilibili.com/video/BV16D5R6oEck?spm_id_from=333.788.videopod.episodes&amp;vd_source=5a3410516080eb1b6d0a555d39a1ea5f</a></p>\n<p>GitHub \u5730\u5740\uff1a<a href=\"https://github.com/ZM-BAD/DAG-chat\" rel=\"nofollow\">https://github.com/ZM-BAD/DAG-chat</a></p>\n<p>\u6b22\u8fce\u6765 GitHub \u770b\u770b\u4ee3\u7801\uff0c\u63d0\u63d0 issue \uff0c\u6216\u8005\u7ed9\u4e2a star \u652f\u6301\u4e00\u4e0b\u3002</p>\n<p>\u5982\u679c\u4f60\u4e5f\u89c9\u5f97\u7ebf\u6027\u5bf9\u8bdd\u8fd9\u4e2a\u9650\u5236\u633a\u70e6\u7684\uff0c\u53ef\u4ee5\u8bd5\u8bd5\uff1a</p>\n<pre><code>git clone https://github.com/ZM-BAD/DAG-chat.git\ncd DAG-chat\ncp .env.example .env    # \u586b\u5165 API Key\n./start.sh --all\n</code></pre>\n<p>\u6ca1\u6709 API Key \u4e5f\u884c\uff0c\u88c5\u4e2a Ollama \u5c31\u80fd\u8dd1\u672c\u5730\u6a21\u578b\uff0c\u5b8c\u5168\u514d\u8d39\uff1a</p>\n<pre><code>brew install ollama\nollama pull qwen3:8b\nollama serve\n# \u7136\u540e\u542f\u52a8 DAG-chat \uff0c\u4f1a\u81ea\u52a8\u68c0\u6d4b\u672c\u5730\u6a21\u578b\n</code></pre>\n", 
      "date_published": "2026-05-14T15:54:40+00:00", 
      "title": "DAG-chat\uff0c\u8ba9 AI \u5bf9\u8bdd\u53d8\u6210\u601d\u7ef4\u5bfc\u56fe", 
      "id": "https://www.v2ex.com/t/1212817"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tony800", 
        "name": "tony800", 
        "avatar": "https://cdn.v2ex.com/avatar/7eb7/d7e9/404942_large.png?m=1761310394"
      }, 
      "url": "https://www.v2ex.com/t/1212816", 
      "title": "App \u5f00\u53d1\u65c5\u7a0b\u4e4b\u4e09\uff1a\u505a\u4e86\u4e00\u4e2a\u628a\u7948\u7977\u53d8\u6210\u97f3\u4e50\u7684 App", 
      "id": "https://www.v2ex.com/t/1212816", 
      "date_published": "2026-05-14T15:28:41+00:00", 
      "content_html": "<h2>\u80cc\u666f</h2>\n<p>\u91cd\u65b0\u5f00\u59cb\u505a App \u7684\u8fd9\u6bb5\u65f6\u95f4\uff0c\u8d8a\u6765\u8d8a\u660e\u663e\u5730\u611f\u53d7\u5230\uff0c\u73b0\u5728\u7684 App Store \u548c\u51e0\u5e74\u524d\u5df2\u7ecf\u5b8c\u5168\u4e0d\u540c\u4e86\u3002\n\u4ea7\u54c1\u8d8a\u6765\u8d8a\u591a\uff0c\u7528\u6237\u6ce8\u610f\u529b\u8d8a\u6765\u8d8a\u788e\u7247\u5316\uff0c\u4e00\u4e2a\u65b0 App \u60f3\u88ab\u770b\u89c1\uff0c\u6bd4\u4ee5\u524d\u96be\u5f88\u591a\u3002</p>\n<p>\u4e4b\u524d\u4e5f\u505a\u8fc7\u4e00\u4e9b AI \u97f3\u4e50\u65b9\u5411\u7684\u5c1d\u8bd5\uff0c\u6709\u8fc7\u6ca1\u4ec0\u4e48\u6c34\u82b1\u7684\u65f6\u5019\uff0c\u4e5f\u6709\u8fc7\u6000\u7591\u81ea\u5df1\u65b9\u5411\u7684\u65f6\u5019\u3002\u540e\u6765\u6162\u6162\u53d1\u73b0\uff0c\u6bd4\u8d77\u201c\u4e3a\u4e86\u505a AI \u800c\u505a AI\u201d\uff0c\u6211\u66f4\u60f3\u505a\u4e00\u4e9b\u771f\u6b63\u80fd\u627f\u8f7d\u60c5\u7eea\u3001\u8ba9\u4eba\u4ea7\u751f\u8fde\u63a5\u611f\u7684\u4e1c\u897f\u3002</p>\n<p>\u8fd9\u6b21\u53d1\u5e03\u7684\u65b0 App \uff0c\u53eb\u505a Praya \u3002\n\u5b83\u4e0d\u662f\u4e00\u4e2a\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u97f3\u4e50\u5de5\u5177\uff0c\u800c\u66f4\u50cf\u4e00\u4e2a\u201c\u628a\u60c5\u7eea\u5531\u51fa\u6765\u201d\u7684\u5c0f\u4ea7\u54c1\u3002</p>\n<p>\u6709\u65f6\u5019\uff0c\u4eba\u5176\u5b9e\u4e0d\u662f\u7f3a\u4e00\u53e5\u5efa\u8bae\u3002\n\u800c\u662f\u7f3a\u4e00\u79cd\u53ef\u4ee5\u5b89\u9759\u8868\u8fbe\u81ea\u5df1\u7684\u65b9\u5f0f\u3002</p>\n<h2>\u6838\u5fc3\u529f\u80fd</h2>\n<p>Praya \u53ef\u4ee5\u628a\u7528\u6237\u8f93\u5165\u7684\u7948\u7977\u3001\u613f\u671b\u3001\u611f\u53d7\uff0c\u81ea\u52a8\u751f\u6210\u4e00\u9996\u5b8c\u6574\u7684\u97f3\u4e50\u3002\n\u4f60\u53ef\u4ee5\u76f4\u63a5\u8f93\u5165\u6587\u5b57\uff0c\u4e5f\u53ef\u4ee5\u628a\u60f3\u8bf4\u7684\u8bdd\u5199\u4e0b\u6765\uff0c\u7136\u540e\u51e0\u5206\u949f\u5185\u751f\u6210\u5c5e\u4e8e\u81ea\u5df1\u7684 Prayer Song \u3002</p>\n<p>\u4e0d\u7ba1\u662f\uff1a</p>\n<p>\u60f3\u7ed9\u81ea\u5df1\u4e00\u70b9\u529b\u91cf\n\u4e3a\u5bb6\u4eba\u670b\u53cb\u7948\u7977\n\u60f3\u5b89\u9759\u5730\u8868\u8fbe\u611f\u8c22\n\u6216\u8005\u53ea\u662f\u6700\u8fd1\u60c5\u7eea\u6709\u4e9b\u91cd</p>\n<p>\u90fd\u53ef\u4ee5\u901a\u8fc7\u97f3\u4e50\u7684\u65b9\u5f0f\u88ab\u8bb0\u5f55\u4e0b\u6765\u3002</p>\n<p>\u751f\u6210\u540e\u7684\u6b4c\u66f2\u652f\u6301\u8bd5\u542c\u3001\u4e0b\u8f7d\uff0c\u4ee5\u53ca\u79c1\u5bc6\u5206\u4eab\u7ed9\u670b\u53cb\u3002</p>\n<h2>\u6b22\u8fce\u8bd5\u7528</h2>\n<p>\u5982\u679c\u4f60\u5bf9\u97f3\u4e50\u3001AI \u3001\u60c5\u7eea\u8868\u8fbe\uff0c\u6216\u8005\u7948\u7977\u7c7b\u4ea7\u54c1\u611f\u5174\u8da3\uff0c\u6b22\u8fce\u8bd5\u8bd5\u770b\u3002\n\u4e5f\u975e\u5e38\u6b22\u8fce\u4efb\u4f55\u5efa\u8bae\u3001Bug \u53cd\u9988\u6216\u8005\u4ea7\u54c1\u60f3\u6cd5\u3002\u611f\u8c22\uff01</p>\n<p>\u7b2c\u4e00\u6b21\u505a\u8fd9\u79cd\u504f\u60c5\u7eea\u5411\u3001\u7cbe\u795e\u966a\u4f34\u65b9\u5411\u7684\u4ea7\u54c1\uff0c\u8fd8\u6709\u5f88\u591a\u5730\u65b9\u9700\u8981\u7ee7\u7eed\u6253\u78e8\u3002</p>\n<h2>\u4ea7\u54c1\u94fe\u63a5</h2>\n<p>App Store\uff1a\n<a href=\"https://apps.apple.com/us/app/prayer-song-maker-praya/id6759030737\" rel=\"nofollow\">Praya</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/gaynellepitaniel", 
        "name": "gaynellepitaniel", 
        "avatar": "https://cdn.v2ex.com/gravatar/29a6fe8e7d6e841c466932c1db2b91fa?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212808", 
      "title": "Seedream 4.7 \u4e0a\u7ebf\u4e86", 
      "id": "https://www.v2ex.com/t/1212808", 
      "date_published": "2026-05-14T14:36:33+00:00", 
      "content_html": "<p>\u5927\u5bb6\u597d\uff0c\u6211\u505a\u4e86\u4e00\u4e2a\u53eb Seedream 4.7 AI \u7684\u56fe\u7247\u751f\u6210\u5de5\u4f5c\u53f0\u3002</p>\n<p>\u6211\u7684\u76ee\u6807\u662f\u8ba9 AI \u56fe\u7247\u751f\u6210\u66f4\u9002\u5408\u771f\u5b9e\u7684\u521b\u610f\u5de5\u4f5c\uff0c\u800c\u4e0d\u53ea\u662f\u751f\u6210\u201c\u770b\u8d77\u6765\u5f88\u6f02\u4eae\u201d\u7684\u968f\u673a\u56fe\u7247\u3002</p>\n<p>\u6b22\u8fce\u5927\u5bb6\u6765\u4f53\u9a8c\uff1a<a href=\"https://seedream47.com\" rel=\"nofollow\">Seedream 4.7</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/dualface", 
        "name": "dualface", 
        "avatar": "https://cdn.v2ex.com/avatar/634a/f491/36547_large.png?m=1778761299"
      }, 
      "url": "https://www.v2ex.com/t/1212788", 
      "title": "[\u53d1\u7801] \u60f3\u8eba\u7740\u5438 AI, \u8bd5\u4e86\u4e00\u5708\u5de5\u5177\u90fd\u4e0d\u723d, \u81ea\u5df1\u6413\u4e86\u4e2a", 
      "id": "https://www.v2ex.com/t/1212788", 
      "date_published": "2026-05-14T11:51:38+00:00", 
      "content_html": "<p>\u5148\u81ea\u6211\u4ecb\u7ecd\u4e00\u4e0b, \u7f51\u540d\"\u6211\u662f\u5996\u602a\", \u82f1\u6587\u7f51\u540d \"dualface\". \u4e00\u76f4\u559c\u6b22\u641e\u5f00\u6e90, \u505a\u4e86\u56fd\u5185\u6700\u65e9\u7684\u5f00\u6e90 PHP \u6846\u67b6. \u6700\u521d\u7248\u672c\u53eb FleaPHP, \u4e3b\u6253\u7b80\u5355, \u540e\u6765\u53c8\u505a\u4e86 QeePHP, \u4e3b\u6253 All-in-one. PHP \u6846\u67b6\u505a\u4e86\u597d\u51e0\u5e74, \u7eaf\u5c5e\u4e3a\u7231\u53d1\u7535, \u81ea\u5df1\u521b\u4e1a\u6323\u4e0d\u5230\u94b1\u53ea\u6709\u628a\u8fd9\u4e2a PHP \u6846\u67b6\u505c\u4e86.</p>\n<p>PS: \u6000\u5ff5\u5f53\u521d\u5728 PHPChina \u548c ThinkPHP \u90a3\u5e2e\u4eba\u5bf9\u7ebf\u7684\u65e5\u5b50, PHP \u6846\u67b6\u7248\u90fd\u53ef\u4ee5\u5e72\u5230\u53d1\u5e16\u91cf\u5168\u7ad9\u7b2c\u4e00...</p>\n<p>iPhone \u706b\u4e86\u4ee5\u540e, \u597d\u50cf\u662f 2011 \u8fd8\u662f 2012 \u554a, \u6211\u62ff\u4e86\u51e0\u5341\u4e07\u6295\u8d44, \u5f00\u59cb\u641e\u624b\u6e38. \u5f53\u65f6\u624b\u6e38\u5f15\u64ce\u90fd\u633a\u4e00\u822c\u7684, \u540e\u6765\u89c9\u5f97 cocos2d-x \u8fd8\u4e0d\u9519, \u6700\u8d77\u7801\u529f\u80fd\u63a5\u8fd1 cocos2d-iphone \u53c8\u53ef\u4ee5\u8de8\u5e73\u53f0.</p>\n<p>cocos2d-x \u5f53\u65f6\u6709\u4e2a\u516c\u53f8\u8d21\u732e\u4e86 Luabinding, \u6211\u8bb0\u5f97\u662f\u7f51\u9f99\u5427. \u4f46\u662f\u8fd9\u4e2a Luabinding \u8fd8\u633a\u7c97\u7cd9, \u6211\u5c31\u7ee7\u7eed\u6539\u8fdb. \u6539\u7740\u6539\u7740\u5c31\u5f04\u6210\u4e86\u81ea\u5df1\u7684\u5f15\u64ce, \u5e72\u8106\u53d6\u540d quick-cocos2d-x \u5f00\u6e90\u53d1\u5e03\u4e86. \u6700\u706b\u7684\u65f6\u5019\u56fd\u5185\u597d\u591a\u56e2\u961f\u90fd\u5728\u7528, \u540e\u6765\u8d76\u4e0a\u89e6\u63a7\u8981\u4e0a\u5e02, \u5c31\u628a\u6211\u6536\u4e86, \u563f\u563f\u563f.</p>\n<p>\u5f15\u64ce\u867d\u7136\u5356\u4e86\u94b1, \u4f46\u662f\u6e38\u620f\u4e00\u76f4\u6ca1\u6323\u94b1...\u7ee7\u7eed\u6df7\u65e5\u5b50\u6df7\u4e86\u597d\u4e9b\u5e74, \u4e00\u76f4\u60f3\u505a\u72ec\u7acb\u6e38\u620f, \u53ef\u60dc\u62d6\u5ef6\u75c7\u5df2\u7ecf\u662f\u672b\u671f\u4e86, \u5565\u4e5f\u6ca1\u641e\u51fa\u6765...\u671f\u95f4\u8fd8\u641e\u4e86\u5404\u79cd quick \u7cfb\u5217\u5f00\u6e90\u9879\u76ee, \u57fa\u672c\u90fd\u65e0\u75be\u800c\u7ec8...</p>\n<p>\u53bb\u5e74\u5f00\u59cb\u5438 AI, \u7ed3\u679c\u4e00\u53d1\u4e0d\u53ef\u6536\u62fe, \u73b0\u5728\u4e00\u4e2a\u6708\u9ad8\u7eaf\u5ea6\u7684\u8d77\u7801\u5438\u5b83 100 \u4ebf...cc200+codex200 \u90fd\u4e0d\u591f\u7528(\u94b1\u5305\u8089\u75bc).</p>\n<p>\u8bf4\u5230\u6b63\u9898, \u5176\u5b9e\u662f\u56e0\u4e3a\u6211\u6700\u8fd1\u505a\u4e86\u4e00\u4e9b AI \u5de5\u5177, \u81ea\u6211\u611f\u89c9\u826f\u597d, \u6240\u4ee5\u6765\u5ba3\u4f20\u5ba3\u4f20.</p>\n<h2>\u7b2c\u4e00\u4e2a: \u8d5b\u535a\u76d1\u5de5\u97ad\u6253\u8d5b\u535a\u725b\u9a6c</h2>\n<p>\u6211\u73b0\u5728\u6bcf\u5929\u7528\u81ea\u5df1\u505a\u7684 cc-leader skills. \u6838\u5fc3\u76ee\u6807\u5c31\u662f\u8ba9 cc \u5f53\u76d1\u5de5, codex \u5f53\u725b\u9a6c. \u56e0\u4e3a cc \u5b9e\u5728\u4e0d\u591f\u5438, codex \u91cf\u624d\u591f\u5927, \u6240\u4ee5\u8fd9\u6837\u7ec4\u5408\u4e00\u4e0b, \u4e2a\u4eba\u7528\u4e0b\u6765\u8fd8\u662f\u5f88\u723d\u7684.</p>\n<p>\u7f51\u5740: <a href=\"https://github.com/dualface/cc-leader\" rel=\"nofollow\">https://github.com/dualface/cc-leader</a></p>\n<p>\u7528\u6cd5\u8d85\u7b80\u5355, \u7528 cc-leader-spec \u786e\u5b9a\u9700\u6c42, \u7136\u540e\u7528 cc-leader-run \u97ad\u6253 codex \u5e72\u6d3b.</p>\n<p>PS: skill \u6700\u521d\u5f88\u591a\u5185\u5bb9\u90fd\u662f\u4ece superpowers \u642c\u8fd0\u6765\u7684, \u540e\u6765\u9010\u6e10\u6539\u8fdb\u548c\u7b80\u5316.</p>\n<h2>\u7b2c\u4e8c\u4e2a: codex \u81ea\u5df1\u9a91\u81ea\u5df1</h2>\n<p>\u5176\u5b9e\u5c31\u662f\u4ece cc-leader \u6539\u5199\u7684, cc \u5438\u5b8c\u4e86\u5c31\u8ba9 codex \u81ea\u5df1\u9a71\u52a8\u81ea\u5df1.</p>\n<p>\u7f51\u5740: <a href=\"https://github.com/dualface/codex-ride-codex\" rel=\"nofollow\">https://github.com/dualface/codex-ride-codex</a></p>\n<h2>\u7b2c\u4e09\u4e2a: cc \u72b6\u6001\u884c</h2>\n<p>\u8fd9\u4e2a\u5176\u5b9e\u548c\u6709\u4e2a\u53eb cc status hub (\u5927\u6982\u8fd9\u540d\u5b57) \u7684\u63d2\u4ef6\u5dee\u4e0d\u591a, \u6211\u8fd9\u4e2a\u529f\u80fd\u5c11\u5f88\u591a, \u4e3b\u8981\u4e5f\u662f\u914d\u5408 cc-leader \u7528, \u53ef\u4ee5\u8ddf\u8e2a sub-agent \u7684\u4efb\u52a1\u65f6\u957f.</p>\n<p>\u7f51\u5740: <a href=\"https://github.com/dualface/cc-statusline\" rel=\"nofollow\">https://github.com/dualface/cc-statusline</a></p>\n<h2>\u7b2c\u56db\u4e2a: QuickTUI \u95ea\u4eae\u767b\u573a</h2>\n<p>\u597d\u5427, \u6211\u8fd9\u5c31\u662f\u4e2a\u5e7f\u544a...</p>\n<p>\u957f\u671f\u5438 AI \u7684\u5144\u5f1f\u90fd\u77e5\u9053, \u5438\u4e86\u7b2c\u4e00\u53e3\u5c31\u505c\u4e0d\u4e0b\u6765\u4e86, \u771f\u662f\u9664\u4e86\u5403\u996d\u7761\u89c9\u90fd\u5728\u5438. \u6211\u4e4b\u524d\u7535\u8111\u9762\u524d\u4e00\u5750\u5341\u51e0\u4e2a\u5c0f\u65f6, \u540c\u65f6\u5f00\u5341\u51e0\u4e2a\u4f1a\u8bdd, \u8111\u6d46\u90fd\u70e7\u5e72\u4e86.</p>\n<p>\u540e\u6765\u88ab\u5bb6\u91cc\u4eba\u5f3a\u5236\u62c9\u7740\u51fa\u95e8, \u60f3\u8981\u5438 AI \u5c31\u5f97\u8fdc\u7a0b\u684c\u9762\u6216\u8005 claude remote \u8fd9\u4e9b, \u7528\u4e0b\u6765\u90a3\u4f53\u9a8c\u5c31\u662f\u4e00\u5768\u7fd4. \u53c8\u8bd5\u4e86\u5404\u79cd\u8fdc\u7a0b\u7ec8\u7aef, \u6ca1\u4e00\u4e2a\u597d\u7528\u7684, \u5e72\u8106\u81ea\u5df1\u6413\u4e86\u4e00\u4e2a...</p>\n<p>\u540d\u5b57\u561b, \u8fd8\u662f quick \u7cfb\u5217\u8001\u4f20\u7edf, \u5c31\u53eb QuickTUI.</p>\n<p>\u548c\u5176\u4ed6\u8fdc\u7a0b\u7ec8\u7aef\u6700\u5927\u7684\u533a\u522b\u5c31\u662f 100% \u878d\u5408\u4e86 tmux \u7684\u529f\u80fd, \u6240\u4ee5\u53ef\u4ee5\u7535\u8111\u9762\u524d\u7ec8\u7aef\u91cc\u5438, \u51fa\u4e86\u95e8\u624b\u673a\u5e73\u677f\u91cc\u7ee7\u7eed\u5438, \u4e3b\u6253\u4e00\u4e2a\u8d70\u8def\u5438\u5750\u8f66\u5438\u8eba\u7740\u4e5f\u5438, \u65e0\u7f1d\u5207\u6362. \u4e0d\u7528\u62c5\u5fc3\u624b\u673a\u6389\u7ebf\u4e86\u7ec8\u7aef\u4f1a\u8bdd\u5c31\u65ad\u4e86.</p>\n<p>\u672c\u6765\u60f3\u8d34\u51e0\u5f20\u5b9e\u62cd\u7167\u7247, \u7ed3\u679c\u597d\u50cf\u6ca1\u8fd9\u529f\u80fd?</p>\n<p>\u53cd\u6b63\u6211\u7684\u76ee\u6807\u5c31\u662f\u522b\u4eba\u6709\u7684\u6211\u90fd\u6709, \u800c\u4e14\u8fd8\u8981\u505a\u5f97\u66f4\u597d. \u522b\u4eba\u6ca1\u6709\u7684\u6211\u4e5f\u8981\u6709, \u4e00\u5207\u90fd\u662f\u4e3a\u4e86\u968f\u65f6\u968f\u5730\u5438 AI.</p>\n<p>\u76ee\u524d iOS \u7248\u5df2\u7ecf\u66f4\u65b0\u5230 1.4 \u4e86, \u4e2a\u4eba\u611f\u89c9\u6bd4\u8f83\u6210\u719f\u4e86. Android \u7248\u6b63\u5728\u52aa\u529b\u641e, \u4f30\u8ba1\u8fd8\u8981\u4e00\u5468.</p>\n<p>\u4e0b\u8f7d\u5730\u5740: <a href=\"https://apps.apple.com/app/quicktui/id6761338192\" rel=\"nofollow\">https://apps.apple.com/app/quicktui/id6761338192</a></p>\n<p>\u9879\u76ee\u7f51\u5740: <a href=\"https://quicktui.ai/\" rel=\"nofollow\">https://quicktui.ai/</a> (\u6211\u8fd9\u57df\u540d\u5e05\u5427)</p>\n<p>App Store \u91cc\u641c quicktui \u4e5f\u884c.</p>\n<p>\u514d\u8d39\u4e0b\u8f7d, \u8fde\u63a5\u5355\u4e2a\u673a\u5668\u6ca1\u6709\u4efb\u4f55\u529f\u80fd\u9650\u5236. \u8981\u8fde\u63a5\u591a\u4e2a\u673a\u5668, \u5c31\u7528\u4e0b\u9762\u7684\u5151\u6362\u7801, \u798f\u5229\u5fc5\u987b\u7ed9\u591f.</p>\n<p>\u8865\u5145\u8bf4\u4e00\u53e5, App \u4e0d\u6536\u96c6\u4efb\u4f55\u4fe1\u606f, \u4e5f\u6ca1\u6709\u4efb\u4f55\u9065\u6d4b.</p>\n<p>%%% \u600e\u4e48\u7528 %%%</p>\n<p>\u8981\u8fde\u63a5\u673a\u5668, \u8fd8\u662f\u9700\u8981\u88c5\u4e2a\u670d\u52a1\u7aef\u7684. \u670d\u52a1\u7aef\u4f1a\u548c\u673a\u5668\u91cc\u7684 tmux \u4ea4\u4e92, \u8fd9\u6837\u5ba2\u6237\u7aef\u624d\u80fd\u5b9e\u73b0\u5f88\u591a\u529f\u80fd.</p>\n<p>\u5982\u679c\u662f\u53ef\u4ee5 ssh \u767b\u5f55\u7684\u673a\u5668, \u7528 App \u91cc\u7684\u5b89\u88c5\u5411\u5bfc\u5c31\u53ef\u4ee5\u4e86. \u5982\u679c\u6ca1\u6709 ssh \u767b\u5f55\u7684\u673a\u5668, \u5c31\u9700\u8981\u81ea\u5df1\u53bb\u670d\u52a1\u5668\u91cc\u5b89\u88c5.</p>\n<pre><code class=\"language-shell\">curl -fsSL https://quicktui.ai/q.sh | sh\n</code></pre>\n<p>\u8be6\u7ec6\u8bf4\u660e\u53ef\u4ee5\u8bbf\u95ee <a href=\"https://quicktui.ai/\" rel=\"nofollow\">https://quicktui.ai/</a> , \u91cc\u9762\u6709 FAQ, \u9876\u90e8\u662f\u53ef\u4ee5\u5207\u6362\u4e2d\u82f1\u6587\u7684.</p>\n<p>\u8fd9\u91cc\u9644\u4e0a\u4e00\u4e9b\u624b\u52bf\u64cd\u4f5c:</p>\n<p>\u5355\u6307\u53cc\u51fb: \u8f93\u5165 Tab\n\u53cc\u6307\u53cc\u51fb: \u8f93\u5165 Enter\n\u5355\u6307\u4e0a\u4e0b\u6ed1\u52a8: \u6eda\u52a8\u5386\u53f2\u8bb0\u5f55\n\u5355\u6307\u5de6\u53f3\u6ed1\u52a8: \u5207\u6362 Window\n\u53cc\u6307\u4e0a\u4e0b\u5de6\u53f3\u6ed1\u52a8: \u8f93\u5165 \u65b9\u5411\u952e\n\u4e09\u6307\u5de6\u6ed1: BACKSPACE\n\u4e09\u6307\u4e0a\u6ed1: \u6253\u5f00 Switcher(\u7528\u6765\u5feb\u901f\u5207\u6362\u4f1a\u8bdd)</p>\n<p>\u8bbe\u7f6e\u91cc\u6709\u9009\u9879, \u53ef\u4ee5\u5207\u6362\u5355\u6307\u53cc\u6307\u7684\u4e00\u4e9b\u64cd\u4f5c.</p>\n<p>--&gt; --&gt; --&gt; \u534e\u4e3d\u7684\u5206\u5272\u7ebf &lt;-- &lt;-- &lt;--</p>\n<p>\u65b0\u7248\u5728\u505a\u4e2d\u8f6c\u529f\u80fd, \u8fd9\u6837\u5185\u7f51\u673a\u5668\u4e5f\u53ef\u4ee5\u968f\u65f6\u8fde\u63a5. \u76ee\u524d\u6211\u8fde\u5bb6\u91cc\u7684 mac \u548c linux \u90fd\u662f\u8d70\u7684 tailscale, \u8bf4\u5b9e\u8bdd\u8fd8\u662f\u6709\u70b9\u9ebb\u70e6, \u800c\u4e14\u548c\u68af\u5b50\u4f1a\u51b2\u7a81. \u5173\u952e tailscale \u56fd\u5185\u4e5f\u6ca1\u4e2d\u8f6c, \u4e3a\u4e86\u8fde\u63a5\u6d41\u7545\u8fd8\u81ea\u5df1\u642d\u4e86\u4e00\u4e2a custom derp server, \u5c5e\u5b9e\u6298\u817e.</p>\n<p>\u53e6\u5916\u8fd8\u5728\u52a0\u804a\u5929\u6a21\u5f0f\u548c\u901a\u77e5\u529f\u80fd, \u8d5b\u535a\u725b\u9a6c\u6709\u95ee\u9898\u8981\u786e\u8ba4\u6216\u8005\u5e72\u5b8c\u4e86\u6d3b, \u5c31\u53ef\u4ee5\u53d1\u901a\u77e5\u5230\u624b\u673a\u4e0a.</p>\n<p>\u53cd\u6b63\u6709\u4ec0\u4e48\u9700\u6c42\u548c\u5efa\u8bae, \u6b22\u8fce\u5927\u5bb6\u4f7f\u52b2\u63d0, \u4e0d\u8981\u505c.</p>\n<p>=== X === \u7231\u7684\u5206\u5272\u7ebf === X ===</p>\n<p>App Store \u5151\u6362\u7801, \u5927\u5bb6\u81ea\u53d6</p>\n<pre><code>AMHJR4XJPP7FX77368  PLTTXJFMN4F3X64JNT  NT7RFH4K3747KR8JA8  NW663K8K7HA3XX64AW  X8M867XEEL76AFT4XT  6JMFFMTEHHJKX48F7M  X7ATH7J3WNFAW4PA87  FWJYXYPE3PELK8XYLW  6463Y8A3NHMTM4FYR7  J3FM63T66XW8Y4HWEY  7YTWL4T3XPRT7K7X37  LHEXNHJE6TE6ET3NPN  AW6R88LKM34HMJYF8J  EPAMJKMYET8KP68H8R  74MH7TYFR3LMH8AN86  M3YAEMXR4JNHFPJJNF  EL7F88JKXFHFMH777F  RPW3YXLELF8JL63XFH  XH8JAM87X3FXYPJJ8J  WML3YFKJWYATMRMFX3  YN7EJ47PP83AA64R4W  RRAFT8PJTWEHYLNARW  FPHXH7REE6WPJFW7M7  6MKHWK44MRRXW6JHL4  YEWE7PRW7AM3MHY4MF  7KKNFX4XX7LWJWAPRN  MLF38MHJE4F4YHFKNA  AJLAARAYA836LMHFHH  APY7NHXX33WTHE7864  HLJPMALWR86X43FW7P  RJRM46LEH8L8KFK3JF  R6LX44MMNLHMARWRT7  344TAJH7EFPA4RPR3E  P8W4NKLEA4E8LPH7LE  LW6MKLYPNNK8AW4YRL  K33TR6Y4HPXPLJJJ63  R7YXRXTXWMYWLRN64T  H4LHWLEAH83ALTAWNN  TXFNTXAHEPMLYNRA67  NAJLR6AK4WAEF3WKWE  87LPJEJ7XNWKJNEJNK  LRLF3TXTRNN4LNKX8P  MP7R68YRM8L6YL6JEE  66AFMMT8HPXKHM6MKE  LLMKLWKAMPYHAMHHT3  4EY4J68YJMKFPHFEW8  JF8AXFKP4KPK3P6NNA  TLFKMREPN6HMWA7RXP  K7TYMYW3PJ3KY76HTM  3RWFFA7TWRX3ME6R6H  \n</code></pre>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lby910722", 
        "name": "lby910722", 
        "avatar": "https://cdn.v2ex.com/gravatar/70087d51dc3766f30c6749a30e013584?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212775", 
      "title": "Toon Tone - \u505a\u4e86\u4e00\u4e2a\u7528 HSB \u6ed1\u5757\u731c\u5361\u901a\u914d\u8272\u7684\u7f51\u9875\u5c0f\u6e38\u620f", 
      "id": "https://www.v2ex.com/t/1212775", 
      "date_published": "2026-05-14T10:57:57+00:00", 
      "content_html": "\u6700\u8fd1\u505a\u4e86\u4e00\u4e2a\u5f88\u5c0f\u7684\u7f51\u9875\u5c0f\u6e38\u620f Toon Tone \uff0c\u60f3\u6d4b\u8bd5\u4e00\u4e2a\u6709\u70b9\u65e0\u804a\u4f46\u633a\u6709\u8da3\u7684\u95ee\u9898\uff1a\u4f60\u4ee5\u4e3a\u81ea\u5df1\u8bb0\u5f97\u67d0\u4e2a\u5361\u901a\u5f62\u8c61\u7684\u989c\u8272\uff0c\u4f46\u4e0d\u770b\u539f\u56fe\u65f6\uff0c\u80fd\u4e0d\u80fd\u771f\u7684\u628a\u90a3\u4e2a\u989c\u8272\u8c03\u51fa\u6765\uff1f<br /><br />\u73a9\u6cd5\u5f88\u7b80\u5355\uff1a\u6bcf\u4e00\u8f6e\u7ed9\u4e00\u4e2a\u989c\u8272\u8bb0\u5fc6\u9898\uff0c\u7136\u540e\u7528 HSB \uff08\u8272\u76f8\u3001\u9971\u548c\u5ea6\u3001\u4eae\u5ea6\uff09\u4e09\u4e2a\u6ed1\u5757\u53bb\u8fd8\u539f\u76ee\u6807\u8272\u3002\u63d0\u4ea4\u540e\u4f1a\u663e\u793a\u76ee\u6807\u8272\u3001\u4f60\u7684\u989c\u8272\u548c\u5206\u6570\u3002\u505a\u7684\u65f6\u5019\u6211\u53d1\u73b0\u8272\u76f8\u901a\u5e38\u4e0d\u662f\u6700\u96be\u7684\uff0c\u771f\u6b63\u5bb9\u6613\u504f\u7684\u662f\u9971\u548c\u5ea6\u548c\u4eae\u5ea6\uff0c\u5f88\u591a\u201c\u6211\u8bb0\u5f97\u5f88\u6e05\u695a\u201d\u7684\u989c\u8272\u5b9e\u9645\u4f1a\u5dee\u4e00\u622a\u3002<br /><br />\u76ee\u524d\u662f\u4e00\u4e2a\u514d\u8d39\u7f51\u9875\u5c0f\u6e38\u620f\uff0c\u4e0d\u9700\u8981\u6ce8\u518c\uff0c\u6253\u5f00\u5c31\u80fd\u73a9\uff1a<br />https://toontone.page/<br /><br />\u60f3\u542c\u542c\u5927\u5bb6\u7684\u53cd\u9988\uff1a<br /><br />1. \u9996\u5c4f\u80fd\u4e0d\u80fd\u5728\u51e0\u79d2\u5185\u770b\u61c2\u600e\u4e48\u73a9\uff1f<br />2. HSB \u6ed1\u5757\u8fd9\u79cd\u4ea4\u4e92\u662f\u5426\u987a\u624b\uff1f<br />3. \u5206\u6570\u53cd\u9988\u770b\u8d77\u6765\u662f\u5426\u516c\u5e73\uff1f<br />4. \u6bcf\u65e5 5 \u8f6e\u6311\u6218\u3001\u6392\u884c\u699c\u3001\u5206\u4eab seed \u8fd9\u4e9b\u673a\u5236\u6709\u6ca1\u6709\u7ee7\u7eed\u505a\u7684\u4ef7\u503c\uff1f<br /><br />\u6b22\u8fce\u76f4\u63a5\u62cd\u7816\u3002"
    }
  ]
}