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      "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.", 
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      "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"
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        "url": "https://www.v2ex.com/member/Qinsher", 
        "name": "Qinsher", 
        "avatar": "https://cdn.v2ex.com/gravatar/6f0049f12db4c9640679a235ec998115?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212771", 
      "title": "\u80fd\u770b\u76f4\u64ad\u8df3\u5e7f\u544a\u7684\u7535\u89c6\u7aef b \u7ad9\uff1a NeoBV", 
      "id": "https://www.v2ex.com/t/1212771", 
      "date_published": "2026-05-14T10:36:31+00:00", 
      "content_html": "<p>\u4ee5\u524d\u7535\u89c6\u4e0a\u4e00\u76f4\u7528\u7684 frost819 \u7684 bv \uff0c\u4f46\u662f\u6700\u8fd1\u53d1\u73b0 hyperbeast/bilitv \uff08\u524d\u4e24\u5929\u521a\u770b\u5230\u4ed6 @<a href=\"/member/metalmax\">metalmax</a> \u53d1\u7684\u5e16\uff0c\u4e5f\u505a\u4e86\u539f\u751f\u7248 bilitvnative \uff0c\u611f\u89c9\u771f\u662f\u592a\u5de7\u4e86\uff09 \u6709\u4e00\u4e9b\u773c\u998b\u7684\u529f\u80fd\uff0c\u4e8e\u662f\u501f\u9274\u4ed6\u7684\u521b\u610f\uff0c\u505a\u4e86\u4e00\u4e2a\u81ea\u5df1\u7684\u53d8\u4f53 \u2014\u2014 NeoBV \u3002\u9879\u76ee\u5730\u5740\uff1a  </p>\n<p><img alt=\":backhand_index_pointing_right:\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.ldstatic.com/images/emoji/twemoji/backhand_index_pointing_right.png?v=15\"/> <a href=\"https://github.com/b1ackmarket/NeoBV\" rel=\"nofollow\">GitHub - b1ackmarket/NeoBV: \u57fa\u4e8e Frost819/bv \u7684\u53d8\u4f53\uff0c\u90e8\u5206\u529f\u80fd\u7075\u611f\u6765\u81ea Hyper-Beast/BiliTV \u3002\u30fbGitHub</a> </p>\n<p>NeoBV \u6700\u4e3b\u8981\u7684\u6539\u8fdb\u5c31\u662f\u63a5\u5165\u4e86 sponsorblock \u548c\u76f4\u64ad\u529f\u80fd\uff0c\u53e6\u5916\u6539\u8fdb\u4e86\u64ad\u653e\u5668\u4ea4\u4e92\uff0c\u589e\u52a0\u4e86\u66f4\u591a\u7684\u81ea\u5b9a\u4e49\u8bbe\u7f6e\u9879\u3002  </p>\n<p>\u4e0b\u9762\u4ece readme \u91cc\u9762\u6458\u51e0\u4e2a\u56fe\u770b\u770b\uff0c\u66f4\u591a\u8be6\u60c5\u770b\u9879\u76ee\u5730\u5740\uff1a</p>\n<p><a href=\"https://cdn3.ldstatic.com/original/4X/8/7/a/87a5a738f774b748bc55a1c2af0bf2047f77caac.jpeg\" rel=\"nofollow\"><img alt=\"\u4e3b\u9875 | 690x388\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/optimized/4X/8/7/a/87a5a738f774b748bc55a1c2af0bf2047f77caac_2_690x388.jpeg\"/></a></p>\n<ul>\n<li>\u8c03\u6574\u539f\u6709\u7684\u5206\u533a\u903b\u8f91\uff0c\u5c06\u539f\u5206\u533a\u5165\u53e3\u8c03\u6574\u4e3a\u4e3b\u9875\u7684\u5206\u533a\uff1b\u91cd\u7ed8\u4e86\u90e8\u5206 icon \uff0c\u7279\u8272\u66f4\u9c9c\u660e\u3002  </li>\n</ul>\n<p><a href=\"https://cdn3.ldstatic.com/original/4X/6/e/f/6ef1808c0303f6bfeec405bd2757dff8ef4842d3.jpeg\" rel=\"nofollow\"><img alt=\"\u52a8\u6001 | 690x388\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/optimized/4X/6/e/f/6ef1808c0303f6bfeec405bd2757dff8ef4842d3_2_690x388.jpeg\"/></a></p>\n<ul>\n<li>\u52a8\u6001\u9875\u91cd\u505a\u6210\u5de6\u4fa7 UP \u4e3b\u7b5b\u9009 + \u53f3\u4fa7\u4e09\u5217\u89c6\u9891\u7f51\u683c\uff0c\u66f4\u50cf\u771f\u6b63\u9002\u5408\u7535\u89c6\u6d4f\u89c8\u7684\u5e03\u5c40\u3002  </li>\n</ul>\n<p><a href=\"https://cdn3.ldstatic.com/original/4X/8/6/f/86f3146572f3d1b7dd752f5f9043259ab3d7f0ec.jpeg\" rel=\"nofollow\"><img alt=\"\u76f4\u64ad\u754c\u9762 | 690x388\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/optimized/4X/8/6/f/86f3146572f3d1b7dd752f5f9043259ab3d7f0ec_2_690x388.jpeg\"/></a></p>\n<ul>\n<li>\u76f4\u64ad\u8865\u9f50\u4e86\u6d4f\u89c8\u3001\u64ad\u653e\u3001\u53f3\u4fa7\u83dc\u5355\u3001\u753b\u8d28\u9009\u62e9\u529f\u80fd\uff0c\u5e76\u521d\u6b65\u8865\u9f50\u5f39\u5e55\u94fe\u8def\u3002  </li>\n</ul>\n<p><a href=\"https://cdn3.ldstatic.com/original/4X/9/1/e/91e1325d60fb37abd7cf360e57fcd3b8173df1a4.jpeg\" rel=\"nofollow\"><img alt=\"\u76f4\u64ad - \u4e0b osd \u83dc\u5355 | 690x388\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/optimized/4X/9/1/e/91e1325d60fb37abd7cf360e57fcd3b8173df1a4_2_690x388.jpeg\"/></a></p>\n<ul>\n<li>\u4e0b\u65b9 OSD \u4f1a\u4f18\u5148\u627f\u8f7d\u66f4\u9ad8\u9891\u7684\u9009\u96c6\u5408\u96c6\u3001up \u4e3b\u9875\u548c\u66f4\u591a\u89c6\u9891\u64cd\u4f5c\uff1b\u534a\u900f\u660e\u6d6e\u7a97\uff0c\u4e0d\u5e72\u6270\u89c2\u5f71\u3002  </li>\n</ul>\n<p><a href=\"https://cdn3.ldstatic.com/original/4X/6/5/8/65825b43fcfc54292477f2484f300d4279caa55d.jpeg\" rel=\"nofollow\"><img alt=\"sponsorblock - \u5c40\u57df\u7f51\u914d\u7f6e\u9875 | 317x500\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/optimized/4X/6/5/8/65825b43fcfc54292477f2484f300d4279caa55d_2_317x500.jpeg\"/></a> </p>\n<p><a href=\"https://cdn3.ldstatic.com/original/4X/1/3/3/133431b2a326e5b65abb8baa471876c3296b3cec.jpeg\" rel=\"nofollow\"><img alt=\"sponsorblock - \u8fdb\u5ea6\u6761 | 690x388\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/optimized/4X/1/3/3/133431b2a326e5b65abb8baa471876c3296b3cec_2_690x388.jpeg\"/></a></p>\n<ul>\n<li>\u652f\u6301\u4f7f\u7528 SponsorBlock \u6570\u636e\u81ea\u52a8\u8df3\u8fc7\u7247\u6bb5\u3002</li>\n<li>\u652f\u6301\u5c40\u57df\u7f51\u7f51\u9875\u914d\u7f6e\u5206\u7c7b\u7b56\u7565\uff0c\u66f4\u9002\u5408\u7535\u89c6\u7aef\u914d\u5408\u624b\u673a\u6216\u7535\u8111\u505a\u4e00\u6b21\u6027\u8bbe\u7f6e\u3002</li>\n<li>\u7247\u6bb5\u4e0d\u4ec5\u80fd\u89e6\u53d1\u8df3\u8fc7\u903b\u8f91\uff0c\u8fd8\u4f1a\u76f4\u63a5\u6807\u5728\u64ad\u653e\u5668\u5927\u8fdb\u5ea6\u6761\u548c\u5e38\u663e\u8ff7\u4f60\u8fdb\u5ea6\u6761\u4e0a\uff0c\u989c\u8272\u4e0e\u914d\u7f6e\u9875\u989c\u8272\u5171\u7528\u540c\u4e00\u5957\u6620\u5c04\u3002</li>\n</ul>\n<p>\u81f4\u8c22\uff1a  </p>\n<p>\u4e0a\u6e38\u9879\u76ee\uff1aaaa1115910/bv  </p>\n<p>\u5206\u652f\u57fa\u7840\u4e0e\u957f\u671f\u7ef4\u62a4\u53c2\u8003\uff1aFrost819/bv  </p>\n<p>UX \u7075\u611f\u53c2\u8003\uff1aHyper-Beast/BiliTV</p>\n<p>\u5927\u81f4\u662f\u8fd9\u4e9b\u5566\uff0c\u6b22\u8fce\u5927\u5bb6\u63d0\u5efa\u8bae\u3002</p>\n<h1>\u4e0d\u8fc7\u8bf7\u8bb0\u5f97 bbll \u7684\u524d\u8f66\u4e4b\u9274\uff0c\u4e0d\u8981\u5728\u56fd\u5185\u793e\u533a\u4f20\u64ad\u54c8\u3002</h1>\n<p>\u8c22\u8c22\uff01</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wmhbcy", 
        "name": "wmhbcy", 
        "avatar": "https://cdn.v2ex.com/gravatar/b002f1af02fcec7d5461b1c49c2f7cda?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212763", 
      "date_modified": "2026-05-14T23:16:58+00:00", 
      "content_html": "\u5927\u4f6c\u4eec\uff0c\u6211\u4e00\u4e2a\u65b0\u4eba\u7528 Vib Conding \u5f00\u53d1\u4e86\u4e00\u4e2a AI \u521b\u4f5c\u805a\u5408\u5e73\u53f0\uff0c\u5927\u5bb6\u7ed9\u6211\u5206\u4eab\u4e00\u4e0b\u6709\u6ca1\u6709\u5e02\u573a\u524d\u666f\uff1f<br />\u4f53\u9a8c\u7ad9\uff1a<a target=\"_blank\" href=\"http://ai8.run\" rel=\"nofollow noopener\">ai8.run</a><br />\u652f\u6301\u5bf9\u8bdd\u804a\u5929\uff0ccomfyui \u521b\u4f5c\uff0c\u65e0\u9650\u753b\u5e03\u4e09\u79cd\u6a21\u5f0f\uff0c\u8bf7\u5927\u5bb6\u7ed9\u70b9\u53cd\u9988\uff0c\u8c22\u8c22\uff01", 
      "date_published": "2026-05-14T09:34:03+00:00", 
      "title": "\u5927\u4f6c\u4eec\uff0c\u6211\u4e00\u4e2a\u65b0\u4eba\u7528 Vib Conding \u5f00\u53d1\u4e86\u4e00\u4e2a AI \u521b\u4f5c\u805a\u5408\u5e73\u53f0\uff0c\u5927\u5bb6\u7ed9\u6211\u5206\u4eab\u4e00\u4e0b\u6709\u6ca1\u6709\u5e02\u573a\u524d\u666f\uff1f", 
      "id": "https://www.v2ex.com/t/1212763"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/dsd2077", 
        "name": "dsd2077", 
        "avatar": "https://cdn.v2ex.com/avatar/5839/7ec2/753829_large.png?m=1776336993"
      }, 
      "url": "https://www.v2ex.com/t/1212762", 
      "title": "\u7b2c\u4e00\u6b21\u53c2\u52a0\u9ed1\u5ba2\u677e\u6bd4\u8d5b\uff0c\u5dee\u70b9\u7ed9\u6211\u5e72\u5e9f\u4e86", 
      "id": "https://www.v2ex.com/t/1212762", 
      "date_published": "2026-05-14T09:31:01+00:00", 
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        "url": "https://www.v2ex.com/member/lovelxxiao", 
        "name": "lovelxxiao", 
        "avatar": "https://cdn.v2ex.com/avatar/55d1/695a/308166_large.png?m=1778747303"
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      "url": "https://www.v2ex.com/t/1212732", 
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        "name": "DanZai233", 
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      "url": "https://www.v2ex.com/t/1212723", 
      "title": "\u4eba\u5747\u6027\u538b\u6291\u65f6\u4ee3\uff0c\u6211\u505a\u4e86\u4e2a\u300c\u6cd5\u4e86\u4e48\u300d\uff1a\u5634\u53ef\u4ee5\u786c\uff0c\u4eea\u5f0f\u611f\u4e0d\u80fd\u7701\u3002", 
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      "url": "https://www.v2ex.com/t/1212691", 
      "title": "\u505a\u4e86\u4e00\u4e2a \u98de\u4e66/notion like \u7684\u534f\u4f5c\u5e73\u53f0\uff0c\u4f5c\u4e3a\u524d\u7aef\u8fd8\u662f\u5fcd\u4e0d\u4f4f\u64b8\u4e86\u4e2a\u7f16\u8f91\u5668\u5957\u58f3\u5de5\u5177", 
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        "name": "whoisharry", 
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      "content_html": "<p>\u53d7\u591f\u4e86\u6bcf\u6b21\u770b Markdown \u90fd\u8981\u7b49 VS Code \u542f\u52a8\uff0c\u5199\u4e86\u4e2a\u5355\u6587\u4ef6\u5de5\u5177 mdview \u3002</p>\n<p>\u7279\u70b9\uff1a</p>\n<ul>\n<li>\u7ed1\u5b9a .md \u5173\u8054\u540e\uff0c\u53cc\u51fb\u6587\u4ef6\u79d2\u5f00\u9884\u89c8</li>\n<li>\u7f16\u8f91\u4fdd\u5b58\u540e\u81ea\u52a8\u5237\u65b0</li>\n<li>Esc \u4e00\u952e\u9000\u51fa\uff0c\u4e0d\u9a7b\u7559\u540e\u53f0</li>\n<li>\u5355\u6587\u4ef6\u4e0d\u5230 4MB \uff0c\u65e0\u9700\u5b89\u88c5</li>\n<li>\u652f\u6301\u6df1\u8272\u4e3b\u9898\u3001\u81ea\u52a8\u751f\u6210\u76ee\u5f55\u3001\u5bfc\u51fa PDF</li>\n</ul>\n<p>Windows \u4e13\u7528\u3002</p>\n<p>\u5b98\u7f51\uff1a <a href=\"https://ml-smarttech.com/tools/mdview.html\" rel=\"nofollow\">https://ml-smarttech.com/tools/mdview.html</a></p>\n<p>\u84dd\u594f\u4e91\uff1a <a href=\"https://wwbdj.lanzoul.com/i7g6S3pf3iej\" rel=\"nofollow\">https://wwbdj.lanzoul.com/i7g6S3pf3iej</a> \uff08\u5bc6\u7801\uff1a123 \uff09</p>\n", 
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      "title": "\u6700\u7ec8\u8fd8\u662f\u81ea\u5df1\u505a\u4e86\u4e2a Hompage \u5bfc\u822a\u9875\u53eb vela", 
      "id": "https://www.v2ex.com/t/1212683"
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        "url": "https://www.v2ex.com/member/royalknight", 
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      "id": "https://www.v2ex.com/t/1212675", 
      "date_published": "2026-05-14T06:02:11+00:00", 
      "content_html": "<p>\u6211\u6700\u8fd1\u5f00\u53d1\u4e86\u4e00\u4e2a\u8fd0\u7ef4 agent \uff0c\u6211\u60f3\u8ba9\u5927\u5bb6\u4f53\u9a8c\u548c\u4f7f\u7528\u4e0b\u6548\u679c\u600e\u4e48\u6837\u3002</p>\n<hr/>\n<h1>\u8fd9\u4e2a\u662f\u667a\u80fd\u6838\u5fc3</h1>\n<p><a href=\"https://github.com/mumong/aiops-pod\" rel=\"nofollow\">https://github.com/mumong/aiops-pod</a></p>\n<h1>\u8fd9\u4e2a\u662f\u5de5\u5177 mcp</h1>\n<p><a href=\"https://github.com/mumong/mcpServer-holmesgpt\" rel=\"nofollow\">https://github.com/mumong/mcpServer-holmesgpt</a></p>\n<h1>\u8fd9\u4e2a\u662f\u53ef\u89c2\u6d4b\u6027\u7684\u90e8\u7f72\u3002\u91cc\u9762\u5305\u542b\u4e86\u4e0a\u9762\u8981\u7528\u5230\u7684 prometheus \u5de5\u5177</h1>\n<p><a href=\"https://github.com/mumong/Observility\" rel=\"nofollow\">https://github.com/mumong/Observility</a></p>\n<p>\u4f7f\u7528\u65b9\u5f0f\u4e3a\uff0c\u5c06\u4e0a\u9762 2 \u4e2a\u8d44\u6e90\u62c9\u4e0b\u6765 \u7136\u540e\u90e8\u7f72\u5230 k8s \u96c6\u7fa4\uff0c\u5982\u679c\u60f3\u8981\u5de5\u5177\u5b8c\u6574\u6027\u7684\u8bdd\u53ef\u80fd\u8fd8\u9700\u8981\u9002\u914d\u4e00\u4e2a prometheus \u7684\u90e8\u7f72\uff0c\u7528\u6765\u501f\u52a9 prometheus \u67e5\u8be2\u6570\u636e\u3002</p>\n<p>\u5168\u90e8\u90e8\u7f72\u597d\u540e\uff0c\u4f60\u53ef\u4ee5\u5728 test \u4e0b\u627e\u5230 case \u7684 mainfest \u6587\u4ef6\u7528\u6765\u521b\u5efa\u4e00\u4e2a bad case \u6bd4\u5982 pod pending \u3002\u7136\u540e\u8fd0\u884c\u67e5\u8be2</p>\n<p>curl --no-buffer   -G \"http://ip:30800/ask\"  --data-urlencode \"q=\u6211\u7684\u96c6\u7fa4\u6709\u4ec0\u4e48\u95ee\u9898\uff1f\"\n\u4ed6\u6700\u7ec8\u4f1a\u8f93\u51fa\u4e00\u4e2a\u5b8c\u6574\u7684\u62a5\u544a\uff0cmd \u5f62\u5f0f\u5728\u7ec8\u7aef\u3002\u91cc\u9762\u5305\u542b\u4e86\u91c7\u96c6\u5230\u7684\u4fe1\u606f\u548c\u6a21\u578b\u63a8\u7406\u7684\u8bc1\u636e\u7ed3\u6784\u94fe\u8def\u3002\u5bf9\u4e86\u9700\u8981\u5728 core.yaml \u6587\u4ef6\u5185\u586b\u5165\u81ea\u5df1\u7684\u6a21\u578b api</p>\n<p><a href=\"https://i.imgur.com/BQNr5vQ.png\" rel=\"nofollow\">https://i.imgur.com/BQNr5vQ.png</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/SixThievesStudio", 
        "name": "SixThievesStudio", 
        "avatar": "https://cdn.v2ex.com/avatar/8bbb/e536/809354_large.png?m=1778120127"
      }, 
      "url": "https://www.v2ex.com/t/1212673", 
      "title": "\u505a\u4e86\u4e00\u4e2a AI vs AI \u7684\u77f3\u5934\u526a\u5200\u5e03\u7ade\u6280\u573a\uff0c\u60f3\u9080\u8bf7\u5927\u5bb6\u628a\u81ea\u5df1\u7684 Agent \u4e22\u8fdb\u53bb\u6253\u699c", 
      "id": "https://www.v2ex.com/t/1212673", 
      "date_published": "2026-05-14T05:52:53+00:00", 
      "content_html": "\u5927\u5bb6\u597d\uff0c\u6211\u4eec\u6700\u8fd1\u505a\u4e86\u4e00\u4e2a\u5c0f\u9879\u76ee\uff0c\u53eb\u300a\u9f99\u867e\u6218\u573a\u300b\uff08 Lobster Battlefield \uff09\uff1a<br /><br /><a target=\"_blank\" href=\"https://lobsterbattlefield.com\" rel=\"nofollow noopener\">https://lobsterbattlefield.com</a><br /><br />\u5b83\u7684\u6838\u5fc3\u73a9\u6cd5\u5f88\u7b80\u5355\uff1a\u8ba9 AI Agent \u8fdb\u5165\u4e00\u4e2a\u77f3\u5934 / \u526a\u5200 / \u5e03\u7ade\u6280\u573a\u81ea\u52a8\u5bf9\u6218\u3002\u4eba\u7c7b\u4e0d\u7528\u6bcf\u56de\u5408\u624b\u52a8\u70b9\uff0c\u53ea\u8d1f\u8d23\u6ce8\u518c/\u8ba4\u9886 Agent \u3001\u770b\u6218\u7ee9\u3001\u914d\u88c5\u5907\u3001\u5f00\u5b9d\u7bb1\uff0c\u5269\u4e0b\u7684\u4ea4\u7ed9 Agent \u81ea\u5df1\u6253\u3002<br /><br />\u5f00\u53d1\u8005\u63a5\u5165\u65b9\u5f0f\u5927\u6982\u662f\u8fd9\u6837\uff1a<br /><br />1. \u6ce8\u518c Agent \uff0c\u62ff\u5230 API Key<br />2. \u8c03 `/api/v1/arena/join` \u52a0\u5165\u5339\u914d<br />3. \u8f6e\u8be2 `/api/v1/arena/status` \u83b7\u53d6\u5bf9\u5c40\u72b6\u6001\u548c\u6bcf\u56de\u5408 prompt<br />4. \u8fd4\u56de Rock / Paper / Scissors<br />5. \u770b ELO \u3001\u91d1\u5e01\u3001\u5b9d\u7bb1\u3001\u5bf9\u5c40\u8bb0\u5f55\u548c\u6392\u884c\u699c<br /><br />\u5b8c\u6574\u63a5\u5165\u6587\u6863\u5728\u8fd9\u91cc\uff1a<br /><br /><a target=\"_blank\" href=\"https://lobsterbattlefield.com/skill.md\" rel=\"nofollow noopener\">https://lobsterbattlefield.com/skill.md</a><br /><br />\u6211\u81ea\u5df1\u89c9\u5f97\u6bd4\u8f83\u6709\u610f\u601d\u7684\u70b9\u4e0d\u5728\u201c\u77f3\u5934\u526a\u5200\u5e03\u201d\u672c\u8eab\uff0c\u800c\u5728\u5b83\u5f88\u9002\u5408\u4f5c\u4e3a\u4e00\u4e2a\u5f88\u5c0f\u7684 Agent \u7b56\u7565\u5b9e\u9a8c\u573a\uff1a<br /><br />- \u7eaf\u968f\u673a\u7b56\u7565\u80fd\u8d70\u591a\u8fdc\uff1f<br />- \u52a0\u4e00\u70b9\u5386\u53f2\u8bb0\u5fc6\u4f1a\u4e0d\u4f1a\u66f4\u5f3a\uff1f<br />- \u5982\u679c\u6545\u610f\u5236\u9020\u6a21\u5f0f\uff0c\u518d\u53cd\u6a21\u5f0f\uff0c\u4f1a\u4e0d\u4f1a\u5f71\u54cd\u80dc\u7387\uff1f<br />- \u4e0d\u540c Agent \u4e4b\u95f4\u80fd\u4e0d\u80fd\u51fa\u73b0\u67d0\u79cd\u201c\u53ef\u89c2\u5bdf\u7684\u6027\u683c\u201d\uff1f<br /><br />\u76ee\u524d\u5df2\u7ecf\u6709\u516c\u5f00\u6392\u884c\u699c\u3001\u5bf9\u6218\u8bb0\u5f55\u3001\u88c5\u5907\u7cfb\u7edf\u3001\u5b9d\u7bb1\u6389\u843d\u548c\u516d\u4e2a\u5957\u88c5\u65b9\u5411\u3002\u540e\u9762\u60f3\u7ee7\u7eed\u505a\u6218\u62a5\u3001Agent \u8be6\u60c5\u9875\u548c\u66f4\u5b8c\u6574\u7684\u89c2\u6218\u4f53\u9a8c\u3002<br /><br />\u6280\u672f\u4e0a\u662f\u4e00\u4e2a\u6bd4\u8f83\u8f7b\u7684 Web \u9879\u76ee\uff1aNode/Express + SQLite + Vue \u3002\u5bf9\u5c40\u72b6\u6001\u5728\u5185\u5b58\u91cc\u8dd1\uff0c\u7ed3\u7b97\u65f6\u5199 DB \uff1b Agent \u4fa7\u901a\u8fc7 HTTP API \u63a5\u5165\u3002<br /><br />\u60f3\u8bf7 V \u53cb\u5e2e\u5fd9\u770b\u770b\u4e24\u4e2a\u65b9\u5411\uff1a<br /><br />1. \u4f5c\u4e3a\u4e00\u4e2a AI Agent \u5c0f\u73a9\u5177\uff0c\u5b83\u7684\u63a5\u5165\u6587\u6863\u548c API \u662f\u5426\u8db3\u591f\u987a\u624b\uff1f<br />2. \u4f5c\u4e3a\u4e00\u4e2a\u516c\u5f00\u7ade\u6280\u573a\uff0c\u6392\u884c\u699c\u3001\u53cd\u4f5c\u5f0a\u3001\u5339\u914d\u548c\u7ed3\u7b97\u673a\u5236\u8fd8\u6709\u54ea\u4e9b\u660e\u663e\u5751\uff1f<br /><br />\u5982\u679c\u4f60\u624b\u8fb9\u6709\u81ea\u5df1\u7684 bot / workflow / Agent \uff0c\u4e5f\u6b22\u8fce\u76f4\u63a5\u63a5\u8fdb\u6765\u6253\u4e00\u6253\u3002\u7b2c\u4e00\u6279\u51fa\u73b0\u6709\u610f\u601d\u6218\u7ee9\u7684 Agent \uff0c\u6211\u51c6\u5907\u6574\u7406\u6210\u6218\u62a5\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/XiaoDu1987", 
        "name": "XiaoDu1987", 
        "avatar": "https://cdn.v2ex.com/avatar/2899/adb0/789121_large.png?m=1773368611"
      }, 
      "url": "https://www.v2ex.com/t/1212672", 
      "title": "[\u5206\u4eab] \u505a\u4e86\u4e2a Instagram Instants \u7684\u975e\u5b98\u65b9\u6559\u7a0b\u7ad9 insinstants.wiki\uff0c\u987a\u4fbf\u628a Reddit \u4e0a\u7684\u5410\u69fd\u6574\u7406\u6210\u4e86\u907f\u5751\u6307\u5357", 
      "id": "https://www.v2ex.com/t/1212672", 
      "date_published": "2026-05-14T05:52:38+00:00", 
      "content_html": "<p>\u80cc\u666f\uff1aInstagram 5 \u6708 13 \u53f7\u4e0a\u7ebf\u4e86\u4e00\u4e2a\u53eb Instants \u7684\u65b0\u529f\u80fd\uff0c\u7c7b\u4f3c Snapchat \u7684\u9605\u540e\u5373\u711a\uff0c\n\u4f46\u56e0\u4e3a\u300c\u62cd\u5b8c\u5373\u53d1\u3001\u6ca1\u6709\u4e8c\u6b21\u786e\u8ba4\u300d\u7ffb\u8f66\u4e86\u4e00\u5927\u6279\u4eba\u2014\u2014r/Instagram \u90a3\u8fb9\u4e00\u5806\n\u300c\u6211\u4ee5\u4e3a\u53ea\u53d1\u7ed9\u4e00\u4e2a\u4eba\u7ed3\u679c\u7fa4\u53d1\u4e86\u300d\u300c\u627e\u4e0d\u5230\u5220\u9664\u5165\u53e3\u300d\u300c\u60f3\u5173\u6389\u8fd9\u529f\u80fd\u4f46 Meta \u4e0d\u8ba9\u300d\n\u7684\u5e16\u5b50\u3002</p>\n<p>\u6211\u628a\u8fd9\u4e9b\u5410\u69fd\u9010\u6761\u62c6\u51fa\u6765\u5bf9\u7167\u5b98\u65b9\u5e2e\u52a9\u4e2d\u5fc3 + Meta \u516c\u544a + \u51e0\u5bb6\u79d1\u6280\u5a92\u4f53\u7684\u62a5\u9053\uff0c\n\u6574\u7406\u6210\u4e00\u4e2a\u7ad9\u70b9\uff1a</p>\n<p>\ud83d\udd17 <a href=\"https://insinstants.wiki/\" rel=\"nofollow\">https://insinstants.wiki/</a></p>\n<p>\u4e3b\u8981\u89e3\u51b3\u4e09\u7c7b\u9ad8\u9891\u95ee\u9898\uff1a</p>\n<ol>\n<li>\u8bef\u53d1\u4e86\u600e\u4e48\u64a4\u56de\uff08 Undo \u7a97\u53e3 + \u4e09\u79cd\u4e8b\u540e\u5220\u9664\u8def\u5f84\uff09</li>\n<li>\u600e\u4e48\u628a\u8fd9\u73a9\u610f\u513f\u4ece Inbox \u91cc\u85cf\u8d77\u6765\uff08 Content Preferences \u91cc\u90a3\u4e2a\u9690\u85cf\u5f00\u5173\uff09</li>\n<li>\u505c\u7528\u8d26\u53f7\u80fd\u4e0d\u80fd\u8ba9\u5bf9\u65b9\u770b\u4e0d\u5230\uff08\u7ed3\u8bba\uff1a24h \u540e\u672a\u6253\u5f00\u7684\u4f1a\u81ea\u52a8\u8fc7\u671f\uff09</li>\n</ol>\n<p>\u4e5f\u5199\u4e86\u4e00\u4e9b\u4e0d\u592a\u597d\u641c\u5230\u7684\u7ec6\u8282\uff0c\u6bd4\u5982\uff1a</p>\n<ul>\n<li>\u622a\u56fe/\u5f55\u5c4f\u4f1a\u88ab\u7cfb\u7edf\u62e6\u622a</li>\n<li>\u6ca1\u6709\u5b8c\u6574\u7684\u300c\u8c01\u770b\u8fc7\u300d\u5217\u8868\uff0c\u53ea\u6709\u6253\u5f00\u901a\u77e5</li>\n<li>Close Friends + \u628a\u5217\u8868\u6e05\u7a7a = \u6700\u7a33\u7684\u515c\u5e95\u62cd\u6cd5</li>\n</ul>\n<p>\u5b8c\u5168\u662f\u4e2a\u4eba\u9879\u76ee\uff0c\u6ca1\u6709\u5e7f\u544a\u4e5f\u4e0d\u6536\u94b1\uff0c\u5355\u7eaf\u662f\u770b\u5b8c\u90a3\u4e2a Reddit \u5e16\u5b50\u89c9\u5f97\u300c\u8fd9\u4e9b\u4eba\u662f\u771f\u7684\u614c\u300d\uff0c\n\u5c31\u82b1\u4e86\u4e24\u5929\u628a\u5185\u5bb9\u6574\u51fa\u6765\u3002\u6b22\u8fce\u5927\u5bb6\u62cd\u7816\uff0c\u6709\u9057\u6f0f\u7684\u75db\u70b9\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8bc4\u8bba\u8865\u5145\uff0c\u6211\u52a0\u8fdb\u53bb\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/50vip", 
        "name": "50vip", 
        "avatar": "https://cdn.v2ex.com/avatar/d90c/17e5/50803_large.png?m=1542958764"
      }, 
      "url": "https://www.v2ex.com/t/1212670", 
      "title": "\u53d1\u4e00\u4e2a\u9ad8\u5fb7\u5730\u56fe\u7684 shadcn \u7ec4\u4ef6\u5c01\u88c5", 
      "id": "https://www.v2ex.com/t/1212670", 
      "date_published": "2026-05-14T05:46:41+00:00", 
      "content_html": "<p>\u6700\u8fd1 mapcn \u706b\u7684\uff0c\u8f7b\u91cf\uff0cai \u751f\u6210\uff0cshadcn \u751f\u6001\uff0c\u4f46\u662f\u8fd9\u4e2a\u5730\u56fe\u5730\u56fe\u4e0d\u80fd\u5728\u56fd\u5185\u4f7f\u7528\uff0c\u4ee5\u4e3a\u4e0d\u5408\u89c4\u8303\uff0c\u6240\u4ee5\u57fa\u4e8e\u9ad8\u5fb7\u5c01\u88c5\u4e86\u4e00\u4e2a <a href=\"https://github.com/hustcc/amapcn\" rel=\"nofollow\">amapcn</a>\u3002</p>\n<p>\u5f00\u6e90\u51fa\u6765\u7ed9\u5927\u5bb6\u7528\uff1a</p>\n<ul>\n<li>\u5f00\u6e90\u5730\u5740\uff1a <a href=\"https://github.com/hustcc/amapcn\" rel=\"nofollow\">https://github.com/hustcc/amapcn</a> \u5c0f\u624b\u4e00\u6296\u70b9\u4e2a\u8d5e</li>\n<li>\u793a\u4f8b\u7f51\u7ad9\uff1a <a href=\"https://map.ling.pub/\" rel=\"nofollow\">https://map.ling.pub/</a> </li>\n</ul>\n<p>\u4e0b\u9762\u662f readme \u4ecb\u7ecd\u3002</p>\n<hr/>\n<h1>\ud83d\uddfa\ufe0f amapcn for China! \ud83c\udde8\ud83c\uddf3</h1>\n<p>Beautiful maps for China, made simple. Free &amp; open-source, ready-to-use, customizable map components for React.</p>\n<p>Zero config. One command setup. Built on <a href=\"https://lbs.amap.com/\" rel=\"nofollow\">AMap (\u9ad8\u5fb7\u5730\u56fe)</a>, styled with <a href=\"https://tailwindcss.com/\" rel=\"nofollow\">Tailwind</a>, works seamlessly with <a href=\"https://ui.shadcn.com/\" rel=\"nofollow\">shadcn/ui</a>.</p>\n<p>\n<a href=\"https://map.ling.pub/docs\" rel=\"nofollow\">Get Started</a> \u00b7\n  <a href=\"https://map.ling.pub/docs/installation\" rel=\"nofollow\">Installation</a> \u00b7\n  <a href=\"https://map.ling.pub/docs/basic-map\" rel=\"nofollow\">Components</a>\n</p>\n<p>\n<img alt=\"amapcn\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*KpQ6TY5Y1OIAAAAAgBAAAAgAemJ7AQ/fmt.avif\"/>\n</p>\n<h2>\ud83e\udde9 Using with shadcn/ui</h2>\n<p>Add amapcn components to your project using the <a href=\"https://ui.shadcn.com/\" rel=\"nofollow\">shadcn/ui</a> CLI:</p>\n<pre><code class=\"language-bash\">npx shadcn@latest add https://map.ling.pub/r/amap.json\n</code></pre>\n<h2>\u2728 Features</h2>\n<ul>\n<li>\ud83c\udfa8 <strong>Theme-aware</strong> \u2014 Automatically adapts to light/dark mode</li>\n<li>\ud83c\udfaf <strong>Zero config</strong> \u2014 Works out of the box with sensible defaults</li>\n<li>\ud83d\udce6 <strong>shadcn/ui compatible</strong> \u2014 Uses the same patterns and styling conventions</li>\n<li>\ud83d\uddfa\ufe0f <strong>AMap powered</strong> \u2014 Full access to AMap's powerful mapping capabilities for China</li>\n<li>\ud83e\udde9 <strong>Composable</strong> \u2014 Build complex map UIs with simple, declarative components</li>\n<li>\ud83d\udccd <strong>Markers &amp; Popups</strong> \u2014 Rich marker system with popups, tooltips, and labels</li>\n<li>\ud83d\udee4\ufe0f <strong>Routes</strong> \u2014 Draw routes and paths on your maps</li>\n<li>\ud83c\udfae <strong>Controls</strong> \u2014 Zoom, compass, locate, and fullscreen controls</li>\n</ul>\n<h2>\ud83d\udcdc AMap Terms of Service</h2>\n<p>This project uses <a href=\"https://lbs.amap.com/\" rel=\"nofollow\">AMap (\u9ad8\u5fb7\u5730\u56fe)</a> JS API.</p>\n<ul>\n<li><strong>API Key</strong>: You need to apply for an AMap API Key at the <a href=\"https://lbs.amap.com/\" rel=\"nofollow\">AMap Developer Platform</a>.</li>\n<li><strong>Commercial use</strong>: Please review <a href=\"https://lbs.amap.com/terms\" rel=\"nofollow\">AMap's Terms of Service</a> for commercial licensing details.</li>\n<li><strong>Non-commercial use</strong>: AMap provides a free tier for developers. See the <a href=\"https://lbs.amap.com/dev/index\" rel=\"nofollow\">developer pricing page</a> for details.</li>\n</ul>\n<h2>\ud83e\udd1d Contributing</h2>\n<p>Contributions are welcome! Please feel free to submit a Pull Request.</p>\n<ol>\n<li>Fork the repository</li>\n<li>Create your feature branch (<code>git checkout -b feature/amazing-feature</code>)</li>\n<li>Commit your changes (<code>git commit -m 'Add some amazing feature'</code>)</li>\n<li>Push to the branch (<code>git push origin feature/amazing-feature</code>)</li>\n<li>Open a Pull Request</li>\n</ol>\n<h2>\ud83d\udcc4 License</h2>\n<p>MIT License - see the <a href=\"LICENSE\" rel=\"nofollow\">LICENSE</a> file for details. </p>\n<p>Inspired by <a href=\"https://github.com/AnmolSaini16/mapcn\" rel=\"nofollow\">mapcn</a>'s excellent design, component patterns, and documentation structure. amapcn follows a similar approach adapted for AMap and the China mapping ecosystem.</p>\n"
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      "id": "https://www.v2ex.com/t/1212648", 
      "date_published": "2026-05-14T04:13:59+00:00", 
      "content_html": "<p>\u6700\u8fd1\u767d\u5ad6\u4e86\u5c0f\u7c73 100T \u7684 MiMo coding plan \uff0c\u52a0\u4e0a\u624b\u5934\u7684\u706b\u5c71\uff0c\u6bcf\u6b21\u5207 provider \u624b\u6539 <code>settings.json</code> \u70e6\u6b7b\u3002</p>\n<p>\u867d\u7136\u6709 cc-switch GUI \u5de5\u5177\uff0c\u4f46\u6211\u7ecf\u5e38 ssh \u670d\u52a1\u5668\u5f00\u53d1\uff0cGUI \u7528\u4e0d\u4e0a\u3002\u81ea\u5df1\u64b8\u4e86\u4e2a CLI \u7248\u7684\uff0c\u53eb ccenv \uff0c\u7c7b\u6bd4 pyenv \u3001nvm \u7ba1 Claude Code \u7684 env profile\uff1a</p>\n<pre><code>$ ccenv list\n* volcengine \u2014 Volcengine [Coding Plan] (kimi-k2.5)\n  deepseek\n  claude [built-in]\n\n$ ccenv use deepseek\n$ ccenv          # \u542f Claude Code\n$ ccenv claude   # \u4e34\u65f6\u5207\u56de\u5b98\u65b9\n</code></pre>\n<p>\u6bcf\u4e2a profile \u662f <code>~/.config/ccenv/profiles/*.toml</code>\uff0cbase_url + token + model \u3002<code>ANTHROPIC_AUTH_TOKEN = \"${MY_KEY}\"</code> \u8fd9\u79cd\u5360\u4f4d\u4f1a\u4ece process.env \u89e3\u6790\u2014\u2014profile \u6587\u4ef6\u53ef\u4ee5\u653e\u8fdb dotfiles \u4e0d\u6cc4\u9732 key \u3002</p>\n<p>\u987a\u624b\u505a\u4e86 token \u7528\u91cf\u7edf\u8ba1\uff0c<strong>\u5168\u672c\u5730\u89e3\u6790</strong>\uff0c\u4e0d\u4e0a\u4f20\uff1a</p>\n<pre><code>$ ccenv stats --since 7d\nMODEL                CALLS    INPUT   OUTPUT      %\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nclaude-sonnet-4-6    2.3K     8.9M     1.4M  74.9%\ndeepseek-v3.2         723     1.1M    192K   23.1%\n</code></pre>\n<h2>30 \u79d2\u4e0a\u624b</h2>\n<pre><code class=\"language-bash\">npm i -g oh-my-ccenv\nccenv add work    # \u9009 provider \u2192 \u9009 model \u2192 \u586b token\nccenv work\n</code></pre>\n<p>\u5185\u7f6e 12 \u4e2a\u7b2c\u4e09\u65b9 provider \u7684 base_url \u6a21\u677f\u3002</p>\n<h2>\u5c40\u9650</h2>\n<ul>\n<li>Windows \u4fee\u8fc7\u51e0\u4e2a\u5751\u4f46\u6ca1\u4e3b\u529b\u673a\u6d4b\u8bd5\uff0c\u53ef\u80fd\u8fd8\u6709\u8fb9\u89d2</li>\n<li>stats \u53ea\u7b97 token \u4e0d\u7b97\u94b1\uff08\u6bcf\u5bb6\u5b9a\u4ef7\u4e0d\u7edf\u4e00\u61d2\u5f97\u7ef4\u62a4\uff09</li>\n</ul>\n<p>GitHub: <a href=\"https://github.com/hoosin/oh-my-ccenv\" rel=\"nofollow\">https://github.com/hoosin/oh-my-ccenv</a>\nnpm: <a href=\"https://www.npmjs.com/package/oh-my-ccenv\" rel=\"nofollow\">https://www.npmjs.com/package/oh-my-ccenv</a></p>\n<p>\u5b9e\u6d4b\u8fc7\u7684\u662f\u706b\u5c71\u3001\u767e\u70bc\u3001Kimi \u3001DeepSeek \uff0c\u5176\u4ed6\u51e0\u5bb6\u662f\u6309\u6587\u6863\u52a0\u7684 base_url \uff0c\u53d1\u73b0\u914d\u7f6e\u4e0d\u5bf9\u3001\u4ee3\u7801 bug \u6b22\u8fce\u5404\u4f4d\u5927\u4f6c\u53d1 PR \u3002</p>\n"
    }
  ]
}