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      "id": "https://www.v2ex.com/t/1198876", 
      "date_published": "2026-03-17T03:27:51+00:00", 
      "content_html": "<p>\u6025\u9700\u6362\u7535\u8111\u4f53\u9a8c AI \u7f16\u7801\uff0c\u4f46\u662f\u73b0\u5728\u7535\u8111\u8fd8\u662f 15 \u5e74\u4e70\u7684 MBP \uff0c\u65e0\u6cd5\u5347\u7ea7\u5f88\u591a\u8f6f\u4ef6\u6ca1\u6cd5\u88c5\n\u73b0\u5728\u7684 MBP \u592a\u4e11\u4e86\uff0c\u4e0b\u4e0d\u4e86\u624b\uff0cMBA \u53c8\u6000\u7591\u4e0d\u591f\u505a\u5168\u6808\u5f00\u53d1\n\u6c42\u652f\u62db</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/longzheng268", 
        "name": "longzheng268", 
        "avatar": "https://cdn.v2ex.com/avatar/6f5d/cbbc/774601_large.png?m=1772277607"
      }, 
      "url": "https://www.v2ex.com/t/1198411", 
      "title": "[\u5206\u4eab] macOS 26 (Tahoe) \u65f6\u4ee3\uff0c\u5728 Apple Silicon \u865a\u62df\u673a\u4e2d\u624b\u52a8\u6784\u5efa AFNI ARM64 \u539f\u751f\u73af\u5883\u7684\u5751\u4e0e\u8def", 
      "id": "https://www.v2ex.com/t/1198411", 
      "date_published": "2026-03-15T08:34:03+00:00", 
      "content_html": "<h1>[\u5206\u4eab] macOS 26 (Tahoe) \u65f6\u4ee3\uff0c\u5728 Apple Silicon \u865a\u62df\u673a\u4e2d\u624b\u52a8\u6784\u5efa AFNI ARM64 \u539f\u751f\u73af\u5883\u7684\u5751\u4e0e\u8def</h1>\n<h3>0x00 \u524d\u8a00</h3>\n<p>\u6700\u8fd1 macOS 26 (Tahoe) \u53d1\u5e03\u540e\uff0cAFNI \u5b98\u65b9\u9488\u5bf9 Liquid Glass \u5e26\u6765\u7684 XQuartz \u517c\u5bb9\u6027\u95ee\u9898\u505a\u4e86\u5927\u91cf\u4fee\u590d\u3002\u867d\u7136\u5b98\u65b9\u63d0\u4f9b\u4e86 <code>@update.afni.binaries</code> \u7684\u5efa\u8bae\uff0c\u4f46\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u7a33\u5b9a\uff0c\u6216\u9700\u8981\u5728 ARM \u865a\u62df\u673a\uff08 Parallels/UTM \uff09\u4e2d\u8dd1 Debian \u73af\u5883\u7684\u540c\u5b66\u6765\u8bf4\uff0c\u5b98\u65b9\u9884\u7f16\u8bd1\u5305\u7684\u7f3a\u5931\u4f9d\u7136\u662f\u4e2a\u786c\u4f24\u3002</p>\n<p>\u8fd9\u4e24\u5929\u6298\u817e\u4e86\u4e00\u4e0b\u5728 <strong>Debian 12 ARM64</strong> \u73af\u5883\u4e0b\u624b\u52a8\u4ece\u6e90\u7801\u7f16\u8bd1 AFNI &amp; SUMA \uff0c\u6210\u529f\u70b9\u4eae\u4e86 3D \u6e32\u67d3\u548c NIML \u8054\u52a8\uff0c\u7279\u6b64\u5206\u4eab\u3002</p>\n<h3>0x01 \u8fd0\u884c\u5b9e\u6d4b\u4e0e\u7cfb\u7edf\u73af\u5883</h3>\n<ul>\n<li><strong>\u8fd0\u884c\u5b9e\u6d4b</strong></li>\n</ul>\n<p><img alt=\"BQACAgUAAyEGAASHRsPbAAERuYpptmpTaela69JwjcQUtsU9qxi2bgAC2yAAAlpcsFUlCwUY1PHo7joE.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.remit.ee/api/file/BQACAgUAAyEGAASHRsPbAAERuYpptmpTaela69JwjcQUtsU9qxi2bgAC2yAAAlpcsFUlCwUY1PHo7joE.png\"/></p>\n<ul>\n<li><strong>\u5bbf\u4e3b\u673a</strong>: macOS 26 (Tahoe) - Apple Silicon</li>\n</ul>\n<p><img alt=\"\u5bbf\u4e3b\u673a\u73af\u5883\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.remit.ee/api/file/BQACAgUAAyEGAASHRsPbAAERuYhptmpFxuHXxi8R-h3WmMEIKVruTgAC2SAAAlpcsFVjfx_N-dOBxjoE.png\"/></p>\n<ul>\n<li><strong>\u865a\u62df\u673a</strong>: Debian GNU/Linux 12 (bookworm) ARM64</li>\n</ul>\n<p><img alt=\"\u865a\u62df\u673a\u73af\u5883\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.remit.ee/api/file/BQACAgUAAyEGAASHRsPbAAERuYlptmpJGsFbw0HRqSGT5oT7ZMmDkAAC2iAAAlpcsFXLbUbpTHopazoE.png\"/></p>\n<p>\u76ee\u524d\u6d4b\u8bd5 DTI \u8ffd\u8e2a\u548c\u57fa\u7840 GUI \u529f\u80fd\u5747\u6b63\u5e38\uff0c\u8054\u52a8\u975e\u5e38\u987a\u6ed1\uff1a</p>\n<h3>0x02 \u4e3a\u4ec0\u4e48\u8981\u6298\u817e\u8fd9\u4e2a\uff1f</h3>\n<p>\u867d\u7136\u5b98\u65b9\u5728 Tahoe \u4e0a\u52aa\u529b\u4fee\u590d\u4e86 GUI \u95ee\u9898\uff0c\u4f46\u76ee\u524d\u8c03\u6574\u7a97\u53e3\u5927\u5c0f\u65f6\u5076\u53d1\u7684\u9ed1\u5c4f Bug \u4f9d\u7136\u5b58\u5728\u3002\u5728\u865a\u62df\u673a\u91cc\u8dd1\u4e00\u4e2a\u539f\u751f\u7f16\u8bd1\u3001\u9488\u5bf9 ARM \u6307\u4ee4\u96c6\u4f18\u5316\u7684\u4e8c\u8fdb\u5236\u7248\u672c\uff0c\u4e0d\u4ec5\u80fd\u89c4\u907f\u5bbf\u4e3b\u673a\u7684\u7cfb\u7edf\u5c42\u7ea7\u663e\u793a\u5e72\u6270\uff0c\u8fd8\u80fd\u5229\u7528\u865a\u62df\u673a\u9694\u79bb\u73af\u5883\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u6279\u5904\u7406\uff0c\u5bf9\u79d1\u7814\u751f\u4ea7\u529b\u662f\u6781\u5927\u7684\u91ca\u653e\u3002</p>\n<h3>0x03 \u6838\u5fc3\u8e29\u5751\u4e0e\u5fc3\u5f97</h3>\n<ul>\n<li><strong>GLIB \u8def\u5f84\u5730\u72f1</strong>\uff1a\u5728 aarch64 \u4e0b\uff0c<code>glibconfig.h</code> \u7684\u4f4d\u7f6e\u548c\u4f20\u7edf\u7684 x86 \u5dee\u5f02\u5f88\u5927\u3002\u7f16\u8bd1\u65f6\u5fc5\u987b\u663e\u5f0f\u5bfc\u51fa <code>CPATH</code>\uff0c\u5426\u5219 <code>SUMA_gts</code> \u4f1a\u62a5\u9519\u6b7b\u5728\u7b2c\u4e00\u6b65\u3002</li>\n<li><strong>\u4f9d\u8d56\u8865\u5168</strong>\uff1a\u9664\u4e86\u5e38\u89c4\u7684 Motif \uff0c<code>libxi-dev</code> \u548c <code>libxdevice-dev</code> \u662f\u5728\u865a\u62df\u673a\u91cc\u641e\u5b9a X11 \u8f6c\u53d1\u7684\u5173\u952e\uff0c\u5c11\u4e00\u4e2a\u90fd\u4f1a\u5bfc\u81f4\u4e8c\u8fdb\u5236\u6587\u4ef6\u65e0\u6cd5\u751f\u6210\u3002</li>\n<li><strong>R \u73af\u5883\u9677\u9631</strong>\uff1a\u522b\u7528 AFNI \u81ea\u5e26\u7684\u811a\u672c\u53bb\u8dd1 R \u5305\u6e90\u7801\u7f16\u8bd1\uff0cARM \u4e0b\u76f4\u63a5 <code>apt install r-cran-tidyverse</code> \u7b49\u4e8c\u8fdb\u5236\u5305\u624d\u662f\u6b63\u89e3\uff0c\u80fd\u7701\u53bb\u6570\u5c0f\u65f6\u7684\u7f16\u8bd1\u62a5\u9519\u3002</li>\n<li><strong>\u53bb\u6cb9\u8102\u6a21\u5f0f</strong>\uff1a\u9488\u5bf9\u865a\u62df\u673a\u73af\u5883\uff0c\u5efa\u8bae\u5728 <code>.sumarc</code> \u91cc\u5f3a\u884c\u5f00\u542f <code>SUMA_NoFancyStuff=YES</code>\u3002\u5b9e\u6d4b\u5728 X11 \u8f6c\u53d1\u4e0b\uff0c\u8fd9\u6837\u80fd\u6781\u5927\u51cf\u5c11\u7531\u4e8e GPU \u9a71\u52a8\u517c\u5bb9\u6027\u5bfc\u81f4\u7684\u56fe\u5f62\u5361\u6b7b\u3002</li>\n</ul>\n<h3>0x04 \u6210\u679c\u5206\u4eab</h3>\n<p>\u6211\u5df2\u7ecf\u5c06\u9488\u5bf9 Debian 12 ARM64 \u4f18\u5316\u7684 Release \u540c\u6b65\u5230\u4e86 GitHub \uff0c\u5305\u542b\u4e86\u4e00\u952e\u7f16\u8bd1\u811a\u672c\u548c\u9884\u7f16\u8bd1\u7684\u4e8c\u8fdb\u5236\u5305\uff0c\u5e0c\u671b\u80fd\u7ed9\u540c\u6837\u5728 Apple Silicon \u4e0a\u505a\u8111\u6210\u50cf\u5206\u6790\u7684\u540c\u5b66\u7701\u70b9\u65f6\u95f4\u3002</p>\n<ul>\n<li><strong>\u9879\u76ee\u5730\u5740</strong>: <a href=\"https://www.google.com/search?q=https://github.com/longzheng268/afni-gnu-linux-arm64\" rel=\"nofollow\">longzheng268/afni-gnu-linux-arm64</a></li>\n<li><strong>\u5206\u652f</strong>: <code>gnu-linux-arm64</code></li>\n</ul>\n<h3>0x05 \u4ea4\u6d41</h3>\n<p>\u5411\u6240\u6709\u5728 macOS 26 \u73af\u5883\u4e0b\u514b\u670d Xquartz \u7834\u788e\u95ee\u9898\u7684\u63a2\u9669\u5bb6\u81f4\u656c\u3002\u5982\u679c\u4f60\u6709\u66f4\u597d\u7684 ARM \u67b6\u6784\u4f18\u5316\u53c2\u6570\uff0c\u6b22\u8fce\u4e00\u8d77\u8ba8\u8bba\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/liujing906qd", 
        "name": "liujing906qd", 
        "avatar": "https://cdn.v2ex.com/gravatar/c6a5cf1f8732d16c7d6b9f5040640fae?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1198167", 
      "date_modified": "2026-03-13T22:07:21+00:00", 
      "content_html": "<p>\u6bd4\u5982\u901a\u8fc7\u8def\u7531\u5206\u53d1\uff0c\u7b80\u5355\u4efb\u52a1\u7ed9\u672c\u5730 Qwen 30B MoE \uff0c\u590d\u6742\u95ee\u9898\u7ed9\u4e91\u7aef opus4.6/gpt5.3.\u7b49\uff0c\u8fd9\u79cd\u573a\u666f\u5b9e\u9645\u6548\u679c\u5982\u4f55\u5462\uff1f</p>\n<p>\u542c\u8bf4 M5 PRO \u8fd9\u6b21\u672c\u5730\u8dd1\u5927\u6a21\u578b\u6ca1\u6709\u4e4b\u524d\u90a3\u4e48\u6162\uff0c\u5982\u679c\u662f\u771f\u7684\uff0c\u8fd9\u79cd\u6df7\u5408\u67b6\u6784\u9760\u8c31\u5417\uff0c\u8fd8\u662f\u7eaf\u60f3\u591a\u4e86\uff1f</p>\n", 
      "date_published": "2026-03-13T14:40:17+00:00", 
      "title": "\u6709\u4eba\u7528 mbp M5 PRO48GB \u8dd1\u4e2a\u672c\u5730\u6a21\u578b+\u4e91\u7aef\u6a21\u578b\uff08\u6df7\u5408\uff09\u5199\u4ee3\u7801\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1198167"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/rioshikelong121", 
        "name": "rioshikelong121", 
        "avatar": "https://cdn.v2ex.com/avatar/6886/6db6/390599_large.png?m=1773411273"
      }, 
      "url": "https://www.v2ex.com/t/1198164", 
      "title": "Mac \u8bbe\u5907\u66f4\u65b0\u95ee\u9898", 
      "id": "https://www.v2ex.com/t/1198164", 
      "date_published": "2026-03-13T14:23:01+00:00", 
      "content_html": "\u76ee\u524d\u624b\u5934\u4e24\u53f0\u7535\u8111\uff1a<br /><br />1. MBP2021, 16 inch, M1 Pro Chip, 16 + 512. \u8fd9\u53f0\u73b0\u5728\u662f\u516c\u53f8\u53d1\u7ed9\u6211\u7684\u5de5\u4f5c\u7535\u8111\u7684\uff0c5 \u6708\u53ef\u4ee5\u6211\u53ef\u4ee5\u4fbf\u5b9c\u56de\u8d2d\u6210\u4e3a\u81ea\u5df1\u7684\u7535\u8111\u3002\u5e73\u65f6\u5176\u5b9e\u5f88\u5c11\u7528\uff0c4 \u5e74\u4e86\u7535\u6c60\u5faa\u73af 58. \u8fd9\u53f0\u5c4f\u5e55\u6bd4\u8f83\u597d\uff0c\u5076\u5c14\u770b\u770b\u9ad8\u6e05\u89c6\u9891\u3002<br /><br />2. Mac Mini M4, 16 + 512. \u81ea\u5df1\u7684\u4e2a\u4eba\u7535\u8111\uff0c\u5bb6\u91cc\u5076\u5c14\u7528\u7528\uff0c\u5916\u63a5\u4e86\u4e00\u4e2a LG \u70b9 4k \u5c4f\u5e55\u3002\u7528\u7684\u4e5f\u4e0d\u591a\uff0c\u73b0\u5728\u56de\u5bb6\u966a\u5a03 + \u770b\u5e26\u7535\u5b50\u4e66/\u624b\u673a\u6bd4\u8f83\u591a\u3002\u8fd9\u53f0\u6211\u88c5\u4e86\u9f99\u867e\u7b80\u5355\u73a9\u73a9\uff0c\u7136\u540e\u5076\u5c14 LR \u4fee\u4e0b\u56fe\uff0c\u770b\u770b\u7f51\u9875\u3002<br /><br />3. 5 \u6708\u516c\u53f8\u4f1a\u53d1\u4e00\u53f0\u65b0\u7684\u7535\u8111\uff0cMBP 16 inch, M5 Pro, 48 GB + 1T. \u7528 4 \u5e74\u53ef\u4ee5\u56de\u8d2d\u3002\u77ed\u671f\u6ca1\u6709\u79bb\u804c\u8ba1\u5212\u3002\u4f46\u662f 4 \u5e74\u540e\u6211\u996d\u7897\u6709\u6ca1\u6709\u4e0d\u77e5\u9053\u3002<br /><br /><br />\u73b0\u5728\u6bd4\u8f83\u72b9\u8c6b\u7684\u70b9\u662f\u6309\u6211\u73b0\u5728\u7684\u4f7f\u7528\u4e60\u60ef (\u6bcf\u5929\u5e73\u5747\u4e0d\u5230\u534a\u5c0f\u65f6)\uff0c\u5176\u5b9e\u7528\u4e09\u4e2a\u7535\u8111\u6709\u70b9\u6d6a\u8d39\u4e86\u3002\u7559\u4e24\u4e2a\u7535\u8111\u6bd4\u8f83\u5408\u7406\u3002\u73b0\u5728\u6bd4\u8f83\u72b9\u8c6b\u7684\u662f M1 Pro MBP \u548c Mac mini \u7559\u54ea\u4e2a\uff1f\u73b0\u5728\u8981\u662f\u51fa Mac mini \u4ef7\u683c\u8fd8\u633a\u9ad8\u7684\uff0c\u57fa\u672c\u4e0d\u4e8f\u3002\u6216\u8005\u628a\u662f\u5426\u5356\u6389\u8fd9\u4e24\u4e2a\u7136\u540e\u6362\u8d2d\u4e00\u4e2a\u5c0f\u5c3a\u5bf8\u8f7b\u91cf\u7684 MBP Air M5 \u66f4\u5408\u7406\uff1f<br /><br />\u4e4b\u524d\u7528\u8fc7 M1 Pro 13 inch \u611f\u89c9\u4e0d\u9519\u3002\u4f46\u662f\u611f\u89c9 Air \u7684\u5c4f\u5e55\u6ca1\u6709 Pro \u7684\u597d\u3002\u6211\u5bf9\u663e\u793a\u6548\u679c\u8fd8\u662f\u6bd4\u8f83\u6709\u8ffd\u6c42\u7684\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/DDCHINA", 
        "name": "DDCHINA", 
        "avatar": "https://cdn.v2ex.com/gravatar/d73de48970eb57df31d6cc7a24ccc13d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1197555", 
      "date_modified": "2026-03-12T00:32:11+00:00", 
      "content_html": "<p>i9 2.4G\n16+512\n5300m\n\u6210\u8272\u8fd8\u4e0d\u9519 \u6709\u539f\u88c5\u5145\u7535\u5668\n2680 \u503c\u5417\n\u5404\u4f4d \u51fa\u51fa\u4e3b\u610f</p>\n", 
      "date_published": "2026-03-11T15:02:24+00:00", 
      "title": "MacBook Pro 2019", 
      "id": "https://www.v2ex.com/t/1197555"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Thesara", 
        "name": "Thesara", 
        "avatar": "https://cdn.v2ex.com/gravatar/6084f765bdce7ad1ecd95afe1b8bc669?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1197487", 
      "date_modified": "2026-03-11T10:16:59+00:00", 
      "content_html": "\u6700\u8fd1\u5f00\u59cb\u63a5\u89e6 iOS \u5f00\u53d1\uff0c\u628a\u5e73\u5e38\u53ea\u7528\u6765\u505a\u4e00\u4e9b\u8f7b\u5ea6\u4efb\u52a1\u7684\u4e10\u7248 macbook air m1 \u62ff\u51fa\u6765\u4f7f\u7528\uff0c\u4f46\u662f\u4e00\u5f00 xcode \u8fd8\u6ca1\u5f00 chrome \u5c31\u5df2\u7ecf\u5f00\u59cb\u5403 swap \u4e86\uff0c\u540c\u65f6\u968f\u4fbf\u5f00\u70b9\u4ec0\u4e48\u5c31\u5df2\u7ecf\u5403\u6389\u4e86\u5feb 4G \u7684 swap \uff0c\u5c31\u7b97\u8fde\u63a5 iPhone \u8fdb\u884c\u7f16\u8bd1\u6d4b\u8bd5\u8fd8\u662f\u5361\uff0c\u6545\u60f3\u8981\u6362\u4e00\u53f0 32G \u7684 macbook<br /><br />1.\u76ee\u524d\u5728\u601d\u8003\u662f\u5426\u9700\u8981\u6536\u4e00\u53f0 32G \u7684 m1pro \uff0c\u597d\u4ef7\u662f\u591a\u5c11?<br />2.\u6709\u65e0\u5176\u4ed6\u66f4\u597d\u7684\u9009\u62e9", 
      "date_published": "2026-03-11T09:22:35+00:00", 
      "title": "\u73b0\u9636\u6bb5 32G \u7684 macbook \u9009\u62e9\u4ec0\u4e48\u597d", 
      "id": "https://www.v2ex.com/t/1197487"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wew3", 
        "name": "wew3", 
        "avatar": "https://cdn.v2ex.com/gravatar/14ce108c7c7bba33a6f681065e73d6df?s=73&d=retro"
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