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      "url": "https://www.v2ex.com/t/1215272", 
      "title": "\u5c0f\u7c73 Mimo MAX \u8ba2\u9605 \u901f\u8e6c", 
      "id": "https://www.v2ex.com/t/1215272", 
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      "content_html": "<h1>\u5c0f\u7c73 Mimo MAX \u8ba2\u9605 \u901f\u8e6c</h1>\n<p>MAX \u8ba2\u9605\uff0c\u901f\u8e6c\uff1b\u8fd8\u6ca1\u6709\u591a\u5c11 \u5927\u4f6c\u4eec\u968f\u4fbf\u7528</p>\n<p><a href=\"https://token-plan-sgp.xiaomimimo.com/v1\" rel=\"nofollow\">https://token-plan-sgp.xiaomimimo.com/v1</a>\n<a href=\"https://token-plan-sgp.xiaomimimo.com/anthropic\" rel=\"nofollow\">https://token-plan-sgp.xiaomimimo.com/anthropic</a></p>\n<p>tp-ceh4rb1l6kokfdzklladwo0qsh8zbt27jf9xy3uqwju3u2x5</p>\n"
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      "content_html": "\u4e0d\u4f1a\u7f16\u7a0b\uff0c\u6ca1\u6709\u6280\u672f\u80cc\u666f\u7684\u5c0f\u767d\uff0c\u559c\u6b22\u641e\u641e\u7535\u8111\uff0c\u4ece\u6700\u521d\u7684\u8f6f\u8def\u7531\u5f00\u59cb\u5165\u5751\u5230\u540e\u6765\u6162\u6162\u73a9\u5230\u865a\u62df\u673a PVE \uff0cDocker \u7b49\u7b49\uff0c\u53d1\u73b0\u8fd9\u4e2a\u5f00\u6e90\u7684\u4e16\u754c\u5e7f\u9614\u65e0\u8fb9\u4f46\u662f\u5904\u5904\u90fd\u6709\u95e8\u69db\uff0c\u5199\u4e2a\u547d\u4ee4\u884c\u9519\u4e00\u4e2a\u5b57\u90fd\u4e0d\u884c\uff0cLinux \u968f\u4fbf\u4e00\u4e2a\u9519\u8bef\u6539\u52a8\u5c31\u6574\u4e2a\u673a\u5b50\u762b\u75ea\uff0c\u9519\u8bef\u4ee3\u7801\u65e5\u5fd7\u957f\u7bc7\u5927\u8bba\uff0c\u6bcf\u4e2a docker \u5bb9\u5668\u90fd\u8981\u770b\u6587\u6863\u4e00\u884c\u4e00\u884c\u914d\u7f6e\uff0c\u670d\u52a1\u4e4b\u95f4\u7684\u8054\u52a8\u4e5f\u5e38\u5e38\u8981\u5199\u914d\u7f6e\u6587\u6863\uff0c\u5c11\u4e00\u4e2a\u7f29\u7d27\u90fd\u8fc7\u4e0d\u53bb\u3002<br /><br />\u5728\u6298\u78e8\u4e86\u4e0d\u77e5\u9053\u591a\u5c11\u4e2a\u65e5\u591c\u4e4b\u540e\uff0cantigravity \u6765\u4e86\uff0ccodex \u6765\u4e86\uff0cGemini CLI \uff0c\u4ed6\u4eec\u90fd\u6765\u4e86\u3002<br /><br />\u4e00\u4e2a Linux \u91cc\u88c5\u4e0a Gemini CLI \uff0c\u544a\u8bc9\u5b83\u6211\u8981\u505a\u4ec0\u4e48\uff0c\u5168\u90e8\u4ee3\u7801\u4e00\u77ac\u95f4\u90fd\u5199\u51fa\u6765\u4e86\uff0c\u81ea\u52a8\u90e8\u7f72\uff0c\u9a8c\u8bc1\uff0c\u770b\u65e5\u5fd7\uff0c\u4fee\u590d\uff0c\u7ef4\u62a4\u5347\u7ea7\uff0c\u8bb0\u5f55\u7b49\u7b49\uff0c\u7a81\u7136\u4e4b\u95f4\u5c31\u50cf\u771f\u6b63\u7684\u201c\u5982\u864e\u6dfb\u7ffc\u201d\uff0c\u6240\u6709\u7684\u5f00\u6e90\u8f6f\u4ef6\u670d\u52a1\u90fd\u5728\u773c\u524d\uff0cGitHub \u91cc\u9762\u7684\u6bcf\u4e00\u4e2a\u5e94\u7528\u53ea\u8981\u613f\u610f\u90fd\u80fd\u968f\u65f6\u7528\u4e0a\uff0c\u518d\u4e5f\u6ca1\u6709\u6240\u8c13\u7684\u95e8\u69db\u4e86\u3002<br /><br />\u4e0d\u77e5\u9053\u6709\u6ca1\u6709\u4eba\u80fd\u7406\u89e3\u6211\u7684\u8fd9\u79cd\u611f\u89c9\uff0c\u56de\u5934\u770b\u4e4b\u524d\u7684\u73a9\u673a\u8fc7\u7a0b\u7b80\u76f4\u5c31\u50cf\u5a74\u513f\u5b66\u6b65\u4e00\u6837\u8270\u96be\uff0c\u73b0\u5728\u5728 AI \u7684\u52a0\u6301\u4e0b\u5c31\u8ddf\u5f00\u4e86\u6302\u4e00\u6837\u3002\u6bcf\u5929\u90fd\u6709\u65b0\u53d1\u73b0\uff0c\u65b0\u5947\u7684\u73a9\u610f\u51fa\u73b0\uff0c\u7535\u8111\u7684\u4e16\u754c\u4e00\u4e0b\u5b50\u90fd\u80fd\u62b1\u5230\u6000\u91cc\u6162\u6162\u628a\u73a9\u4e86\u3002"
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    {
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        "url": "https://www.v2ex.com/member/SingeeKing", 
        "name": "SingeeKing", 
        "avatar": "https://cdn.v2ex.com/avatar/c8a2/3f84/173108_large.png?m=1769246969"
      }, 
      "url": "https://www.v2ex.com/t/1208565", 
      "date_modified": "2026-04-25T19:44:41+00:00", 
      "content_html": "<p>\u8fd9\u662f\u9898\u76ee\u539f\u6587</p>\n<pre><code>\u83b7\u5f97\u8865\u7b7e\u5361\u6709\u4e24\u79cd\u65b9\u5f0f\n- 600 \u8bb0\u5fc6\u5e01\u5151\u6362 1 \u5f20\n- 6*0.91 \u5143\u8d2d\u4e70 1 \u5f20\n\n\u83b7\u5f97\u4f1a\u5458\u6709\u51e0\u79cd\u65b9\u5f0f\n- 10800 \u8bb0\u5fc6\u5e01\u5151\u6362 372 \u5929\n- 4000 \u8bb0\u5fc6\u5e01\u5151\u6362 93 \u5929\n- 2000 \u8bb0\u5fc6\u5e01\u5151\u6362 31 \u5929\n- 168*0.91 \u5143\u8d2d\u4e70 372 \u5929\uff08\u8d60\u9001 6000 \u8bb0\u5fc6\u5e01\uff09\n- 60*0.91 \u5143\u8d2d\u4e70 93 \u5929\uff08\u8d60\u9001 2000 \u8bb0\u5fc6\u5e01\uff09\n- 30*0.91 \u5143\u8d2d\u4e70 31 \u5929\uff08\u8d60\u9001 1000 \u8bb0\u5fc6\u5e01\uff09\n\n\u83b7\u5f97\u8bb0\u5fc6\u5e01\u6709\u51e0\u79cd\u65b9\u5f0f\n- 163*0.91 \u5143\u8d2d\u4e70 16000 \u4e2a\n- 88*0.91 \u5143\u8d2d\u4e70 8000 \u4e2a\n- 50*0.91 \u5143\u8d2d\u4e70 4000 \u4e2a\n- 25*0.91 \u5143\u8d2d\u4e70 1800 \u4e2a\n- 12*0.91 \u5143\u8d2d\u4e70 800 \u4e2a\n- 8*0.91 \u5143\u8d2d\u4e70 500 \u4e2a\n- 163 \u5143\u8d2d\u4e70 17600 \u4e2a  \n- 88 \u5143\u8d2d\u4e70 8800 \u4e2a  \n- 50 \u5143\u8d2d\u4e70 4400 \u4e2a  \n- 25 \u5143\u8d2d\u4e70 1980 \u4e2a  \n- 12 \u5143\u8d2d\u4e70 880 \u4e2a  \n- 8 \u5143\u8d2d\u4e70 550 \u4e2a\n\n---\n\n\u6211\u7684\u8d26\u6237\u91cc\u76ee\u524d\u5df2\u7ecf\u6709\u4e86 4767 \u4e2a\u8bb0\u5fc6\u5e01\n\n\u6211\u73b0\u5728\u9700\u8981\u4e70\u81f3\u5c11 999 \u5929\u4f1a\u5458 + 1 \u5f20\u8865\u7b7e\u5361\uff0c\u5e2e\u6211\u8ba1\u7b97\u4e00\u4e2a\u6700\u4f18\u89e3\uff08\u6700\u7701\u94b1\u7684\u65b9\u6848\uff09\n\n\u53e6\u5916\uff0c\u5e94\u5f53\u4fdd\u8bc1\u4f1a\u5458\u5929\u6570\u5728\u6ee1\u8db3\u8981\u6c42\u7684\u60c5\u51b5\u4e0b\u5c3d\u53ef\u80fd\u5c11\u3001\u5269\u4f59\u7684\u8bb0\u5fc6\u5e01\u5c3d\u53ef\u80fd\u591a\n\n\u9664\u4e86\u6807\u51c6\u7684\u300c\u6700\u4f4e\u91d1\u989d\u89e3\u300d\uff0c\u53ef\u4ee5\u518d\u989d\u5916\u7ed9\u6211\u4e00\u4e9b\u975e\u6700\u4f4e\u91d1\u989d\u89e3\u4f46\u662f\u300c\u66f4\u5212\u7b97\u300d\u7684\u89e3\n</code></pre>\n<ul>\n<li>GPT-5.5 xhigh\uff1a\u6ca1\u80fd\u7ed9\u51fa\u771f\u6b63\u66f4\u5212\u7b97\u7684\u89e3\uff0c\u7ecf\u8fc7\u4e00\u6b21\u63d0\u793a\u540e\u6210\u529f\u4e86</li>\n<li>Gemini 3.1 Pro\uff1a\u6ca1\u80fd\u7ed9\u51fa\u771f\u6b63\u6700\u4fbf\u5b9c\u7684\u89e3\uff08\u7ecf\u8fc7\u4e24\u6b21\u63d0\u793a\u4ecd\u7136\u672a\u6210\u529f\uff09</li>\n<li>Claude Opus 4.7\uff1a\u65e2\u6ca1\u80fd\u7ed9\u51fa\u6700\u4fbf\u5b9c\u53c8\u6ca1\u80fd\u7ed9\u51fa\u771f\u6b63\u5212\u7b97\u7684\u89e3\uff0c\u7136\u540e\u8017\u65f6\u8fd8\u662f\u6700\u957f\u7684\u3001\u4ef7\u683c\u4e5f\u662f\u6700\u8d35\u7684 = =</li>\n</ul>\n<hr/>\n<p>\u8fd9\u662f\u6211\u6700\u7ec8\u9009\u5b9a\u7684\u7b54\u6848\uff1a</p>\n<ul>\n<li>\u6700\u4fbf\u5b9c\u89e3\uff1a272.20 \u5143 -&gt; 1023 \u5929\uff0c167 \u5e01</li>\n<li>\u6700\u5212\u7b97\u89e3\uff1a305.76 \u5143 -&gt; 1116 \u5929\uff0c5367 \u5e01</li>\n</ul>\n<hr/>\n<p>\u6574\u4f53\u6211\u6700\u6ee1\u610f\u7684\u8fd8\u662f GPT \uff1b\u56e0\u4e3a\u81f3\u5c11\u300c\u6700\u5c0f\u91d1\u989d\u300d\u8fd9\u4e2a\u7eaf\u6570\u5b66\u95ee\u9898\u89e3\u51b3\u7684\u76f8\u5f53\u4e0d\u9519\uff08\u5269\u4e0b\u4e24\u5bb6\u8fde\u8fd9\u4e2a\u90fd\u6ca1\u7b97\u5bf9 - \u54ea\u6015\u7a77\u4e3e\u90fd\u80fd\u89e3\u51b3\u7684\u95ee\u9898\uff09\uff0c\u800c\u300c\u66f4\u5212\u7b97\u7684\u300d\u6bd5\u7adf\u4e3b\u89c2\u4e86\u4e00\u70b9\uff0cGPT \u7ed9\u7684\u65b9\u6848\u5927\u4f53\u662f\u5bf9\u7684\uff0c\u4e0d\u8fc7\u72af\u4e86\u4e2a\u9519\u8bef\uff0c\u56e0\u4e3a\u82db\u6c42\u300c\u4f1a\u5458\u5929\u6570\u5c3d\u53ef\u80fd\u5c11\u300d\uff0c\u800c\u9009\u62e9\u4e86\u7528 4000*3 \u53bb\u5151\u6362\u4e86\u4e09\u6b21\u5b63\u4f1a\u5458\u800c\u4e0d\u662f\u66f4\u5212\u7b97\u7684 10800 \u76f4\u63a5\u5151\u6362\u5e74\u4f1a\u5458</p>\n<p>Gemini \u76f4\u63a5\u5c31\u7ed9\u51fa\u4e86\u300c\u6700\u5212\u7b97\u89e3\u300d\uff0c\u5374\u6ca1\u6709\u771f\u6b63\u7b97\u5bf9\u300c\u6700\u4fbf\u5b9c\u89e3\u300d</p>\n<p>\u6700\u79bb\u8c31\u7684\u5c31\u662f Claude \uff0c\u628a\u6211\u9009\u5b9a\u7684\u300c\u6700\u5212\u7b97\u89e3\u300d\u5f53\u6210\u4e86\u300c\u6700\u4fbf\u5b9c\u89e3\u300d\uff0c\u7136\u540e\u989d\u5916\u7ed9\u4e86\u6211\u4e00\u5806 400+ \u7684\u4ef7\u683c\u7684\u65b9\u6848\u3002\u3002</p>\n", 
      "date_published": "2026-04-25T19:44:25+00:00", 
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      "id": "https://www.v2ex.com/t/1208565"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ota", 
        "name": "ota", 
        "avatar": "https://cdn.v2ex.com/avatar/2007/1315/77893_large.png?m=1752823163"
      }, 
      "url": "https://www.v2ex.com/t/1208558", 
      "title": "obs \u7b14\u8bb0\u8f6f\u4ef6\u5982\u4f55\u5feb\u901f\u6536\u85cf\u6587\u7ae0\uff1f", 
      "id": "https://www.v2ex.com/t/1208558", 
      "date_published": "2026-04-25T18:15:08+00:00", 
      "content_html": "<p>\u60f3\u8981\u76f4\u63a5\u6e05\u6d17\u540e\uff08 markdwon \uff09\u7684\u539f\u6587\u4fdd\u5b58\u3002\n\u56fe\u7247\uff0c\u591a\u5a92\u4f53\uff0c\u63a5 s3 \u3002\n\u6587\u7ae0\u52a0\u5165\u65f6\u95f4\u6233\uff0cai \u4ece\u5168\u6587\u4e2d\u63d0\u70bc\u9ad8\u6743\u91cd tag \uff08\u8bed\u4e49\u4ee5\u53ca\u91cd\u590d\u6b21\u6570\u7684\u56e0\u5b50\uff09\u3002\ntag \u5355\u72ec\u751f\u6210 id \uff0ctag \u7528\u4e8e graph link \u3002\u6bcf\u4e2a tag page \u91cc\u987a\u5e8f\u8bb0\u5f55\u6587\u7ae0\u7684\nobsidian-url \uff0c\u6807\u9898\u548c\u65f6\u95f4\u6233\u3002\u6240\u4ee5\u4e00\u7bc7\u6587\u7ae0\u4f1a\u88ab\u8bb0\u5f55\u591a\u6b21\u3002</p>\n<p>\u7b2c\u4e00\u6b21\u63a5\u89e6 graph rag \u7684\u6982\u5ff5\u3002\u60f3\u7528 obs \u7b80\u5355\u5148\u4ece raw \u6574\u7406\u5f00\u59cb\u505a\u8d77\u3002\u7528 tag \u5173\u8054\uff0c</p>\n<p>\u540e\u9762\u8fd8\u60f3\u52a0\u4e0a Knowledge Graph \u7c7b\u578b\u7684 tag \u3002\u4f46\u5f53\u524d\u4e0d\u9700\u8981\u3002\u4f53\u91cf\u592a\u5c0f\u3002\u52a0\u4e0a\u5faa\u73af\u951a\u70b9\uff0c\u590d\u6742\u5316\u5f71\u54cd\u53ef\u8bfb\u6027\u3002</p>\n<p>\u6709\u4ec0\u4e48\u5b9e\u64cd\u601d\u8def\u4e0d\uff1f\u4ece notion \u8f6c obs \u4e5f\u6ca1\u591a\u4e45\uff0c\u5e76\u4e0d\u592a\u719f\u6089\u3002\u4e3b\u8981\u5c31\u662f\u4e3a\u4e86\u8fd9\u4e2a\u8f6c obs \u7684\u3002</p>\n<p>\u5e0c\u671b\u6709\u7c7b\u4f3c\u7684\u5de5\u4f5c\u6d41\u80fd\u53c2\u8003\u4e0b\u3002\u8c22\u8c22\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/qcbf111", 
        "name": "qcbf111", 
        "avatar": "https://cdn.v2ex.com/avatar/e064/050a/646708_large.png?m=1742779826"
      }, 
      "url": "https://www.v2ex.com/t/1208501", 
      "date_modified": "2026-04-25T10:53:49+00:00", 
      "content_html": "\u5468\u516d\u5728\u5bb6 vibe coding, \u5f00\u53d1\u4e86\u4e00\u4e2a\u5957\u58f3 web \u7ffb\u8bd1\u8f6f\u4ef6, \u4e4b\u524d\u6211\u7684\u9700\u6c42\u5c31\u662f\u5199\u4ee3\u7801\u6709\u4e9b\u5e0c\u671b\u80fd\u5feb\u901f\u7684\u6253\u5f00\u67e5\u8be2\u67d0\u4e2a\u5355\u8bcd\u7528\u5b8c\u5c31\u8d70, \u5e76\u4e14\u80fd\u591f\u901a\u8fc7\u952e\u76d8\u628a\u7a97\u53e3\u632a\u4e00\u632a\u522b\u6321\u4f4f\u4e86.<br />\u5f53\u5f53\u5f53\u5f53 \u5b83\u5c31\u8bde\u751f\u4e86 <a target=\"_blank\" href=\"https://github.com/qcbf/Translate\" rel=\"nofollow noopener\">https://github.com/qcbf/Translate</a> \u5b8c\u7f8e\u7b26\u5408\u6211\u9700\u6c42\u7684\u8f6f\u4ef6.<br /><br />\u8fd8\u6709\u524d\u51e0\u5929\u5728 vscode \u683c\u5f0f\u5316 json5 \u6211\u5e0c\u671b\u80fd\u8c03\u8282\u652f\u6301 compact \u6a21\u5f0f\u522b\u628a[1,2,3]\u8fd9\u79cd\u4e5f\u6362\u884c, \u6bcf\u884c\u4e00\u4e2a\u6570\u5b57. \u4f46\u662f\u6ca1\u627e\u5230\u652f\u6301 compact \u6a21\u5f0f\u7684 json5 \u683c\u5f0f\u5316\u8fd9\u79cd\u63d2\u4ef6, \u7136\u540e\u81ea\u5df1\u52a8\u624b\u5c0f\u534a\u5929\u53c8\u8bde\u751f\u4e86\u4e00\u4e2a\u65b0\u7684\u63d2\u4ef6 \u652f\u6301\u81ea\u5b9a\u4e49 compact \u8bbe\u7f6e\u7684 json5 \u683c\u5f0f\u5316\u63d2\u4ef6 <a target=\"_blank\" href=\"https://github.com/qcbf/better-json5\" rel=\"nofollow noopener\">https://github.com/qcbf/better-json5</a> (\u8fd9\u4e2a\u63d2\u4ef6\u6211\u53bb\u53d1\u5e03\u5230 vscode \u5e02\u573a\u88ab\u5c01\u53f7\u4e86\ud83d\ude02, \u8bf4\u6211\u548c\u53e6\u4e00\u4e2a\u63d2\u4ef6\u9ad8\u5ea6\u76f8\u8bc6)<br /><br />AI \u65f6\u4ee3\u771f\u7684\u662f\u592a\u68d2\u4e86, \u518d\u914d\u5408\u7b14\u8bb0\u672c\u8bed\u97f3\u8f93\u5165, \u4e00\u534a\u7684\u65f6\u95f4\u90fd\u662f\u53e3\u5934\u7f16\u7a0b\u4e86, \u8212\u670d!<br />\u867d\u7136, vibe coding \u5199\u7684\u8fd9\u4e9b\u8f6f\u4ef6\u4ee3\u7801\u6211\u4e00\u53e5\u90fd\u6ca1\u770b, js \u90a3\u4e2a\u63d2\u4ef6\u6211\u751a\u81f3\u90fd\u4e0d\u548b\u770b\u5f97\u61c2, \u4f46\u4e0d\u5f71\u54cd, \u5df2\u7ecf\u6210\u529f\u7b26\u5408\u6211\u9700\u6c42\u4e86.", 
      "date_published": "2026-04-25T10:53:24+00:00", 
      "title": "AI \u65f6\u4ee3\u771f\u7684\u662f\u592a\u597d\u4e86. \u4ee5\u524d\u7528\u7740\u8f6f\u4ef6\u4e0d\u987a\u624b\u4e5f\u53ea\u80fd\u5fcd\u7740, \u73b0\u5728\u76f4\u63a5\u6539, \u76f4\u63a5\u5f00\u53d1, \u5404\u79cd\u5c0f\u8f6f\u4ef6\u90fd\u662f\u5b8c\u7f8e\u7b26\u5408\u6211\u9700\u6c42\u4e86.", 
      "id": "https://www.v2ex.com/t/1208501"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/MaxwellX", 
        "name": "MaxwellX", 
        "avatar": "https://cdn.v2ex.com/avatar/d274/d3c0/632360_large.png?m=1757419354"
      }, 
      "url": "https://www.v2ex.com/t/1208277", 
      "title": "\u6211\u6709\u4e2a\u7591\u95ee:\u4e3a\u4ec0\u4e48\u73b0\u5728\u8c46\u5305 / qwen \u4e4b\u7c7b\u7684\u9762\u5411\u5927\u4f17\u7684 AI \u5de5\u5177,\u514d\u8d39\u4e14\u5feb\u901f,\u800c\u8fd9\u4e9b\u56fd\u5185\u7684\u8fd9\u4e9b coding plan,\u6536\u8d39\u3001\u9650\u8d2d,\u4e0d\u7a33\u5b9a,\u9ad8\u5cf0\u671f\u8fd8\u4e0d\u53ef\u7528?", 
      "id": "https://www.v2ex.com/t/1208277", 
      "date_published": "2026-04-24T05:50:34+00:00", 
      "content_html": ""
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jark006", 
        "name": "jark006", 
        "avatar": "https://cdn.v2ex.com/avatar/7768/ac1e/370186_large.png?m=1710078715"
      }, 
      "url": "https://www.v2ex.com/t/1208132", 
      "date_modified": "2026-04-23T16:38:53+00:00", 
      "content_html": "<p>1T \u53c2\u6570\u91cf\u4e5f\u4e0d\u5c0f\uff0c\u53ef\u514d\u8d39\u4f7f\u7528\u4e00\u5468\uff1aGoing away 2026 \u5e74 4 \u6708 30 \u65e5</p>\n<p><a href=\"https://openrouter.ai/inclusionai/ling-2.6-1t:free\" rel=\"nofollow\">https://openrouter.ai/inclusionai/ling-2.6-1t:free</a></p>\n<p>\u7b80\u5355\u95ee\u4e86\u95ee\uff0c\u628a\u81ea\u5df1\u7248\u672c\u53f7 2.6 \u8bf4\u6210\u603b\u53c2\u6570\u91cf\uff0c\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u8bf4\u6210\u5f53\u524d\u65e5\u671f\uff0c\u8fd9\u7406\u89e3\u80fd\u529b\u3002\u3002\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/hmgxP4d.png\"/></p>\n", 
      "date_published": "2026-04-23T16:37:23+00:00", 
      "title": "\u8682\u8681 inclusionAI \u5728 OpenRouter \u4e0a\u7ebf\u4e86 Ling-2.6-1T \u6a21\u578b", 
      "id": "https://www.v2ex.com/t/1208132"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/theseusv", 
        "name": "theseusv", 
        "avatar": "https://cdn.v2ex.com/avatar/d38c/c56d/260335_large.png?m=1776845735"
      }, 
      "url": "https://www.v2ex.com/t/1207776", 
      "title": "\u7ee7\u9694\u58c1\u7684\u201c\u5fcd\u4e0d\u4e86\u667a\u8c31\u8fd9\u6ce2\u80cc\u523a\u7528\u6237\u7684\u64cd\u4f5c\u4e86\uff0c\u6211\u73b0\u5728\u5fc5\u987b\u7acb\u9a6c\u5f00\u55b7!\u201d\u5e16\u5b50\u88ab\u5220\u9664\u540e\uff0c\u6211\u6765\u5f00\u5e16\u4f20\u9012\u661f\u706b", 
      "id": "https://www.v2ex.com/t/1207776", 
      "date_published": "2026-04-22T08:36:10+00:00", 
      "content_html": "\u539f\u6587\u5185\u5bb9\u662f<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/ZVY61i2.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/ZVY61i2.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br />\u667a\u8c31\u5b98\u7f51\u94fe\u63a5\u5730\u5740 <a target=\"_blank\" href=\"https://docs.bigmodel.cn/cn/coding-plan/transition\" rel=\"nofollow noopener\">https://docs.bigmodel.cn/cn/coding-plan/transition</a><br /><br />3 \u6708\u4efd\u667a\u8c31\u6709\u4e2a\u6d3b\u52a8\uff0c\u4ee5\"\u9650\u65f6\u8001\u7528\u6237\u4e13\u5c5e\u798f\u5229\"\u540d\u4e49\uff0c\u8bf1\u5bfc\u8001\u7528\u6237\u652f\u4ed8\u4eba\u6c11\u5e01 1500 \u5143\u5f00\u542f\u81ea\u52a8\u7eed\u8d39\u529f\u80fd\uff0c\u627f\u8bfa\u53ef\u957f\u671f\u4ee5\u539f\u5957\u9910\u6761\u4ef6\u81ea\u52a8\u7eed\u8ba2\u3002 \u7ed3\u679c\u667a\u8c31\u4eca\u5929\u5c31\u6765\u4e86\u4e00\u6ce2\u80cc\u523a\u8001\u7528\u6237\u7684\u64cd\u4f5c!!!\u5728\u672a\u7ecf\u4ed6\u672c\u4eba\u540c\u610f\u3001\u672a\u63d0\u524d\u534f\u5546\u7684\u60c5\u51b5\u4e0b\uff0c\u5355\u65b9\u9762\u53d1\u51fa\u300a\u8001\u5957\u9910\u8fc1\u79fb\u53ca\u8865\u507f\u65b9\u6848\u516c\u544a\u300b\uff0c\u5ba3\u5e03\u5c06\u4e8e 4 \u6708 30 \u65e5\u5f3a\u5236\u5173\u95ed\u6240\u6709\u8001\u5957\u9910\u81ea\u52a8\u7eed\u8ba2\u901a\u9053\uff0c\u5e76\u5c06\u7528\u6237\u6279\u91cf\u8fc1\u79fb\u81f3\u65b0\u589e\"\u5468\u4f7f\u7528\u989d\u5ea6\u9650\u5236\"\u7684\u65b0\u5957\u9910\u3002\u5355\u65b9\u6495\u6bc1\u4e86 3 \u6708\u4efd\u81ea\u52a8\u7eed\u8d39\u534f\u8bae\uff0c\u5bfc\u81f4\u521a\u652f\u4ed8\u7684\u5168\u90e8\u8d39\u7528\u9501\u5b9a\u6743\u76ca\u6253\u4e86\u6c34\u6f02\u3002<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/CcTOZgS.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/CcTOZgS.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u6709\u9053\u662f\u871a\u9e1f\u5c3d\uff0c\u826f\u5f13\u85cf;\u72e1\u5154\u6b7b\uff0c\u8d70\u72d7\u70f9\u3002<br /><br />\u4e0d\u8bba\u524d\u9762\u7684\u800d\u7334\u884c\u4e3a\uff0c\u5173\u952e\u4ed6\u4eec\u5df2\u7ecf\u4e00\u6b21\u6b21\u4fee\u6539\u89c4\u5219\uff0c\u6beb\u65e0\u5546\u4e1a\u4fe1\u8a89\u53ef\u8a00\u3002\u522b\u4ee5\u4e3a\u73b0\u5728\u7684\u8001\u7528\u6237\u88ab\u80cc\u523a\u4e86\u8d70\u4e86\uff0c\u4e0b\u4e00\u4e2a\u4e0d\u4f1a\u662f\u5269\u4e0b\u7684\u7528\u6237\u5417?\u8fd9\u6b21\u4fee\u6539\u8001\u5957\u9910\u6709\u5468\u9650\u5236\uff0c\u4e0b\u6b21\u5c31\u662f\u9ad8\u5cf0\u671f 5x \uff0c\u5e73\u65f6 3x \u3002\u9ad8\u5cf0\u671f 8x \uff0c\u5e73\u65f6 5x \u3002\u5251\u603b\u4f1a\u6307\u5411\u5269\u4e0b\u7684\u7528\u6237\u7684!!!<br /><br />\u8d77\u521d\u4ed6\u4eec\u8ffd\u6740\u5171\u4ea7\u4e3b\u4e49\u8005\uff0c\u6211\u6ca1\u6709\u8bf4\u8bdd\uff0c\u56e0\u4e3a\u6211\u4e0d\u662f\u5171\u4ea7\u4e3b\u4e49\u8005\uff1b\u63a5\u7740\u4ed6\u4eec\u8ffd\u6740\u72b9\u592a\u4eba\uff0c\u6211\u6ca1\u6709\u8bf4\u8bdd\uff0c\u56e0\u4e3a\u6211\u4e0d\u662f\u72b9\u592a\u4eba\uff1b\u540e\u6765\u4ed6\u4eec\u8ffd\u6740\u5de5\u4f1a\u6210\u5458\uff0c\u6211\u6ca1\u6709\u8bf4\u8bdd\uff0c\u56e0\u4e3a\u6211\u4e0d\u662f\u5de5\u4f1a\u6210\u5458\uff1b\u6b64\u540e\uff0c\u4ed6\u4eec\u8ffd\u6740\u5929\u4e3b\u6559\u5f92\uff0c\u6211\u6ca1\u6709\u8bf4\u8bdd\uff0c\u56e0\u4e3a\u6211\u662f\u65b0\u6559\u6559\u5f92\uff1b\u6700\u540e\uff0c\u4ed6\u4eec\u5954\u6211\u800c\u6765\uff0c\u5374\u518d\u4e5f\u6ca1\u6709\u4eba\u7ad9\u8d77\u6765\u4e3a\u6211\u8bf4\u8bdd\u4e86<br /><br /><br />\u201c\u81ea\u5f3a\u4e0d\u606f\uff0c\u539a\u5fb7\u8f7d\u7269\u201d\u3002\u4eba\u800c\u65e0\u4fe1\uff0c\u4e0d\u77e5\u5176\u53ef\u4e5f<br /><br />\u8fdd\u6cd5\u4f9d\u636e\uff1a<br />1. \u8fdd\u53cd\u300a\u6d88\u8d39\u8005\u6743\u76ca\u4fdd\u62a4\u6cd5\u300b\u7b2c 20 \u6761\u3001\u7b2c 26 \u6761\uff1a\u4ee5\"\u9650\u65f6\u8001\u7528\u6237\u4e13\u5c5e\u798f\u5229\"\u8bf1\u5bfc\u6d88\u8d39\u8005\u4ed8\u8d39\u5f00\u542f\u81ea\u52a8\u7eed\u8d39\uff0c\u5374\u5728\u6536\u6b3e\u540e\u77ed\u671f\u5185\u5355\u65b9\u53d6\u6d88\uff0c\u6784\u6210\u865a\u5047\u5ba3\u4f20\u548c\u9738\u738b\u6761\u6b3e\u3002<br />2. \u8fdd\u53cd\u300a\u6c11\u6cd5\u5178\u300b\u7b2c 577 \u6761\uff1a\u65e0\u6b63\u5f53\u7406\u7531\u5355\u65b9\u53d8\u66f4\u5408\u540c\u6838\u5fc3\u6761\u6b3e\uff08\u53d6\u6d88\u81ea\u52a8\u7eed\u8d39\u3001\u589e\u8bbe\u5468\u9650\u989d\uff09\uff0c\u6784\u6210\u8fdd\u7ea6\u3002<br />3. \u8fdd\u53cd\u300a\u6d88\u8d39\u8005\u6743\u76ca\u4fdd\u62a4\u6cd5\u5b9e\u65bd\u6761\u4f8b\u300b\u7b2c 10 \u6761\u3001\u7b2c 22 \u6761\uff1a\u672a\u5728 3 \u6708\u4efd\u6d3b\u52a8\u9875\u9762\u4ee5\u663e\u8457\u65b9\u5f0f\u63d0\u793a\"\u81ea\u52a8\u7eed\u8d39\u901a\u9053\u5c06\u5728\u77ed\u671f\u5185\u88ab\u5f3a\u5236\u5173\u95ed\"\uff0c\u4e14\u6536\u53d6\u9884\u4ed8\u6b3e\u540e\u672a\u6309\u7ea6\u5b9a\u63d0\u4f9b\u670d\u52a1\uff0c\u4fb5\u72af\u77e5\u60c5\u6743\u4e0e\u516c\u5e73\u4ea4\u6613\u6743\u3002<br />4. \u8fdd\u53cd\u300a\u6700\u9ad8\u6cd5\u5173\u4e8e\u9884\u4ed8\u5f0f\u6d88\u8d39\u6c11\u4e8b\u7ea0\u7eb7\u6848\u4ef6\u7684\u89e3\u91ca\u300b\u7b2c 9 \u6761\uff1a\u82e5\u5176\u7528\u6237\u534f\u8bae\u5305\u542b\"\u5355\u65b9\u53d8\u66f4\u5408\u540c\u5b9e\u8d28\u6027\u5185\u5bb9\"\u7684\u683c\u5f0f\u6761\u6b3e\uff0c\u4f9d\u6cd5\u5e94\u5c5e\u65e0\u6548\u3002<br /><br />\u9488\u5bf9\u201cG\u201d\u7684\u884c\u4e3a\uff0c\u4f5c\u4e3a\u4e00\u5bb6\u5728\u9999\u6e2f\u4e0a\u5e02\u7684\u516c\u53f8\uff0c\u7edd\u5bf9\u4e0d\u63a8\u8350\u5927\u5bb6\u5411\u9999\u6e2f\u8bc1\u76d1\u4f1a\u6295\u8bc9\uff0c\u5927\u5bb6\u5343\u4e07\u522b\u4e0d\u5c0f\u5fc3\u6295\u8bc9\u6210\u53e6\u5916\u516c\u53f8\u54e6\uff1a <a target=\"_blank\" href=\"https://www.sfc.hk/TC/Lodge-a-complaint/Against-intermediaries-and-market-activities/Online-Complaint-Form\" rel=\"nofollow noopener\">https://www.sfc.hk/TC/Lodge-a-complaint/Against-intermediaries-and-market-activities/Online-Complaint-Form</a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/dingyaguang117", 
        "name": "dingyaguang117", 
        "avatar": "https://cdn.v2ex.com/avatar/4a85/0ecf/29021_large.png?m=1641112502"
      }, 
      "url": "https://www.v2ex.com/t/1207269", 
      "title": "Harness \u7684\u9002\u7528\u573a\u666f\uff0c\u53ef\u80fd\u4e3b\u8981\u8fd8\u662f\u5728 Blind Vibe Coding", 
      "id": "https://www.v2ex.com/t/1207269", 
      "date_published": "2026-04-20T10:40:41+00:00", 
      "content_html": "<p>\u5468\u672b\u7684\u65f6\u5019\u975e\u6280\u672f\u7684\u670b\u53cb\u627e\u6211\u5e2e\u5fd9\u770b\u4e00\u4e2a\u4ed6 Vibe Coding \u7684\u9879\u76ee\uff0c\u8bf4 UI \u53cd\u5e94\u7279\u522b\u6162\uff0cAI \u7ed9\u4ed6\u7684\u89e3\u91ca\u662f Steamlit \u6846\u67b6\u539f\u7406\u7684\u95ee\u9898\u3002</p>\n<p>\u6211\u672c\u7740\u5b66\u4e60\u7684\u6001\u5ea6\u770b\u4e86\u4e0b\u4ed6\u7684\u4ee3\u7801\uff1a</p>\n<ol>\n<li><a href=\"http://app.py\" rel=\"nofollow\">app.py</a> \u8d85\u8fc7 1 \u4e07\u884c\uff0c\u91cc\u9762\u6df7\u6742\u4e86 streamlit \u4ea4\u4e92\u903b\u8f91\u3001\u4e1a\u52a1\u903b\u8f91\uff0c\u751a\u81f3\u8fd8\u6709\u6570\u636e\u5e93\u64cd\u4f5c</li>\n<li>\u6ca1\u6709 <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \u3001spec \u7b49</li>\n<li>infra \u5c42\u5c01\u88c5\u4e86 openai \u3001gemini \u3001anthropic \u4e09\u5bb6\u6a21\u578b\u8c03\u7528\uff0c\u6709 interface \u4f46\u662f\u4e0d\u662f\u6bcf\u5bb6\u90fd\u9075\u5b88\u3002\u4e1a\u52a1\u5c42\u6709\u8c03\u7528\u63a5\u53e3\u7684\uff0c\u6709\u76f4\u63a5\u8c03\u7528\u5177\u4f53\u5b9e\u73b0\u7684\u3002</li>\n<li>\u76ee\u5f55\u5c42\u7ea7\u6beb\u65e0\u89c4\u5f8b</li>\n<li>\u5927\u91cf\u6b7b\u4ee3\u7801</li>\n</ol>\n<p>\u57fa\u672c\u4e0a\u662f\u5730\u72f1\u7ea7\u7ef4\u62a4\u96be\u5ea6\u3002</p>\n<p>\u6211\u7a81\u7136\u610f\u8bc6\u5230\uff0cHarness \u7b80\u76f4\u5c31\u662f\u4e3a\u8fd9\u79cd Blind Vibe Coding \u573a\u666f\uff08\u4e0d Review \u4ee3\u7801\uff09\u800c\u751f\u7684\u3002 \u7528 Harness \u89c4\u5219\u3001\u5de5\u5177\u66ff\u4ee3\u5de5\u7a0b\u5e08\u7684\u57fa\u672c\u7d20\u517b\u7684\u80fd\u529b\uff0c\u80fd\u5927\u5927\u5ef6\u7f13 Blind Vibe Coding \u7684\u9879\u76ee\u8150\u574f\u901f\u5ea6\u3002 \u53ef\u80fd\u672a\u6765\u7684\u6280\u672f\u6846\u67b6\uff0c\u5176\u5185\u5bb9\u53ef\u80fd\u4e0d\u4ec5\u4ec5\u662f\u4ee3\u7801\u672c\u8eab\uff0c\u8fd8\u5f97\u5305\u542b\u4e00\u5957 Best Practice Spec / <a href=\"http://AGENTS.md\" rel=\"nofollow\">AGENTS.md</a>. </p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u5bf9\u4f7f\u7528 Harness \u80fd\u5426\u6301\u7eed\u6210\u529f Blind Vibe Coding \u611f\u5230\u6000\u7591\u3002\u968f\u7740\u9700\u6c42\u7684\u8fed\u4ee3\u751a\u81f3\u53cd\u590d\uff0c\u5373\u4f7f\u662f\u771f\u4eba\u5de5\u7a0b\u5e08\u5728\u7ef4\u62a4\uff0c\u9879\u76ee\u4e5f\u96be\u514d\u51fa\u73b0\u8150\u574f\uff0c\u66f4\u4e0d\u8981\u8bf4\u8fd8\u4e0d\u662f AGI \u7684 AI Agent \u3002 \u56e0\u6b64\u91cd\u6784\u5de5\u4f5c\u7684\u91cd\u8981\u6027\uff0c\u4f1a\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u9010\u6b65\u5347\u9ad8\u3002 \u4f46\u91cd\u6784\u5728\u5f00\u59cb\u7684\u65f6\u5019\uff0c\u7ecf\u5e38\u6ca1\u6709\u4e00\u4e2a\u6e05\u6670\u7684\u76ee\u6807\uff0c\u53ef\u80fd\u8981\u9762\u4e34\u5404\u79cd\u5404\u6837\u7684\u6743\u8861\u548c\u59a5\u534f\uff0c\u5bf9\u4e0a\u4e0b\u6587\u7684\u8981\u6c42\u4e5f\u66f4\u5e7f\u66f4\u6df1\u3002 \u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u662f\u5bf9\u76ee\u6807\u7684\u6536\u655b\uff0c\u800c\u662f\u9700\u8981\u5148\u53d1\u6563\u518d\u6536\u655b\uff08\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5f88\u591a\u63d2\u4ef6\u90fd\u4f1a\u6709\u7c7b\u4f3c /brainstorm \u8fd9\u4e2a SKILL \uff09\u3002 \u8fd9\u4e2a\u8fc7\u7a0b\u9700\u8981 human in the loop \uff0c\u5426\u5219\u53ef\u80fd\u6c38\u8fdc\u65e0\u6cd5\u5b9e\u73b0\u6536\u655b\uff0c\u6216\u8005\u6536\u655b\u5230\u4e00\u4e2a\u4e0d\u90a3\u4e48\u597d\u7684\u76ee\u6807\u4e0a\u3002</p>\n<p>\u6240\u4ee5\u6211\u7684\u611f\u89c9\u662f\uff0c \u4eba\u7c7b\u5de5\u7a0b\u5e08\u51ed\u501f\u7740 Context \u8c03\u5ea6\u80fd\u529b\u548c\u5224\u65ad\u529b\uff0c\u81f3\u5c11\u77ed\u671f\u5185\u8fd8\u80fd\u82df\u5ef6\u6b8b\u5598</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/luznest", 
        "name": "luznest", 
        "avatar": "https://cdn.v2ex.com/gravatar/89a70170b58b151dc41f422e116316ef?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1206726", 
      "title": "\u4ece\u5170\u9053\u5c14\u6781\u9650\u539f\u7406\u51fa\u53d1\u5224\u65ad\uff0c AI \u5bf9\u4eba\u7c7b\u7684\u80fd\u529b\u589e\u5e45\u6709\u9650", 
      "id": "https://www.v2ex.com/t/1206726", 
      "date_published": "2026-04-17T12:02:33+00:00", 
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\u6539\u53d8\u7684\u4e0d\u662f\u67d0\u4e2a\u5177\u4f53\u73af\u8282\uff0c\u800c\u662f\u65f6\u95f4\u672c\u8eab\u3002</p>\n<p>\u8fd9\u79cd\u8bf4\u6cd5\u5e76\u4e0d\u662f\u7a7a\u7a74\u6765\u98ce\u3002\u5b83\u786e\u5b9e\u7b26\u5408\u5f88\u591a\u4eba\u7684\u76f4\u89c2\u4f53\u9a8c\u3002\u8fc7\u53bb\u4e00\u4e2a\u4eba\u8981\u82b1\u51e0\u5929\u6574\u7406\u7684\u6750\u6599\uff0c\u73b0\u5728\u6a21\u578b\u51e0\u5341\u5206\u949f\u5c31\u80fd\u505a\u5b8c\uff1b\u8fc7\u53bb\u4e00\u4e2a\u56e2\u961f\u8981\u4e00\u5468\u6253\u78e8\u7684\u65b9\u6848\uff0c\u73b0\u5728\u4e00\u4e2a\u719f\u7ec3\u4f7f\u7528 AI \u7684\u4eba\u4e00\u4e0b\u5348\u5c31\u80fd\u540c\u65f6\u63a8\u51fa\u5341\u4e2a\u7248\u672c\uff1b\u8fc7\u53bb\u5f88\u591a\u56e0\u4e3a\u4eba\u624b\u4e0d\u8db3\u800c\u6839\u672c\u6ca1\u6709\u673a\u4f1a\u5c55\u5f00\u7684\u5c1d\u8bd5\uff0c\u4eca\u5929\u6b63\u5728\u88ab\u6781\u4f4e\u6210\u672c\u5730\u91ca\u653e\u51fa\u6765\u3002\u4f60\u53ea\u8981\u638c\u63e1\u4e86 AI 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