{"id":2631,"date":"2026-11-10T16:30:33","date_gmt":"2026-11-10T08:30:33","guid":{"rendered":"https:\/\/ai26.shop\/?p=2631"},"modified":"2026-11-12T17:38:52","modified_gmt":"2026-11-12T09:38:52","slug":"ai%e6%97%a5%e6%8a%a5-%c2%b7-2026%e5%b9%b411%e6%9c%8809%e6%97%a5%ef%bd%9c%e5%bc%80%e5%8f%91%e8%80%85%e5%88%86%e4%ba%ab%e5%af%b9%e6%8a%97ai%e8%84%91%e7%96%b2%e5%8a%b3%e7%9a%84%e7%bb%8f","status":"publish","type":"post","link":"https:\/\/ai26.shop\/index.php\/2026\/11\/10\/ai%e6%97%a5%e6%8a%a5-%c2%b7-2026%e5%b9%b411%e6%9c%8809%e6%97%a5%ef%bd%9c%e5%bc%80%e5%8f%91%e8%80%85%e5%88%86%e4%ba%ab%e5%af%b9%e6%8a%97ai%e8%84%91%e7%96%b2%e5%8a%b3%e7%9a%84%e7%bb%8f\/","title":{"rendered":"AI\u65e5\u62a5 \u00b7 2026\u5e7411\u670809\u65e5\uff5c\u5f00\u53d1\u8005\u5206\u4eab\u5bf9\u6297\u201cAI\u8111\u75b2\u52b3\u201d\u7684\u7ecf\u9a8c"},"content":{"rendered":"<p>AI \u65b0\u95fb\u96f7\u8fbe \u00b7 2026\u5e7411\u670809\u65e5\u3002\u4ee5\u4e0b\u4e3a\u57fa\u4e8e\u68c0\u7d22\u8d44\u6599\u751f\u6210\u7684 AI \u6458\u8981\uff0c\u4fdd\u7559\u6765\u6e90\u4f9b\u6838\u67e5\uff0c\u4e0d\u4ee3\u8868\u5df2\u72ec\u7acb\u9a8c\u8bc1\u6240\u6709\u4fe1\u606f\u3002<\/p>\n<h2>\u70ed\u95e8\u7cbe\u9009<\/h2>\n<h3>1 \u00b7 \u5f00\u53d1\u8005\u5206\u4eab\u5bf9\u6297\u201cAI\u8111\u75b2\u52b3\u201d\u7684\u7ecf\u9a8c<\/h3>\n<p>\u4e00\u7bc7\u9898\u4e3a\u300aHow I Fight AI Brain Fry\u300b\u7684\u535a\u6587\u5728 Hacker News \u5f15\u53d1\u8ba8\u8bba\uff0c\u4f5c\u8005\u4ee5\u7b2c\u4e00\u4eba\u79f0\u8bb0\u5f55\u5728\u5927\u91cf\u4f7f\u7528 AI \u5de5\u5177\u540e\u51fa\u73b0\u7684\u6ce8\u610f\u529b\u6da3\u6563\u4e0e\u601d\u7ef4\u75b2\u52b3\uff0c\u5e76\u5206\u4eab\u81ea\u5df1\u7684\u5e94\u5bf9\u65b9\u5f0f\u3002\u7531\u4e8e\u5e16\u5b50\u672c\u8eab\u662f\u8ba8\u8bba\u9875\u800c\u975e\u5168\u6587\uff0c\u4ee5\u4e0b\u4ec5\u4f9d\u636e\u6807\u9898\u4e0e\u516c\u5f00\u8ba8\u8bba\u6458\u8981\u6982\u62ec\u5176\u4e3b\u9898\uff0c\u4e0d\u5c55\u5f00\u6587\u4e2d\u672a\u62ab\u9732\u7684\u5177\u4f53\u65b9\u6cd5\u7ec6\u8282\u3002<\/p>\n<p>\u4ece\u8ba8\u8bba\u65b9\u5411\u770b\uff0c\u8fd9\u4e00\u8bdd\u9898\u9762\u5411\u65e5\u5e38\u9ad8\u9891\u4f7f\u7528\u7f16\u7a0b\u52a9\u624b\u3001\u5199\u4f5c\u4e0e\u81ea\u52a8\u5316\u5de5\u5177\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\uff0c\u573a\u666f\u8986\u76d6\u957f\u65f6\u95f4\u4e0e AI \u534f\u4f5c\u540e\u7684\u4e13\u6ce8\u529b\u4e0b\u964d\u3001\u5224\u65ad\u529b\u88ab\u524a\u5f31\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u201c\u8ba9 AI \u4ee3\u52b3\u201d\u548c\u201c\u81ea\u5df1\u601d\u8003\u201d\u4e4b\u95f4\u4fdd\u7559\u5fc5\u8981\u7684\u8ba4\u77e5\u8d1f\u8377\u3002\u76f8\u5173\u8ba8\u8bba\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u9192\u4f7f\u7528\u8005\u5efa\u7acb\u4f7f\u7528\u8282\u594f\u4e0e\u4f11\u606f\u754c\u9650\uff0c\u800c\u975e\u8ffd\u6c42\u65e0\u9650\u63d0\u901f\u3002<\/p>\n<p>\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u8d44\u6599\u672a\u63d0\u4f9b\u4f5c\u8005\u7684\u5177\u4f53\u6b65\u9aa4\u3001\u5de5\u5177\u540d\u79f0\u6216\u4efb\u4f55\u6548\u679c\u6570\u636e\uff0c\u56e0\u6b64\u65e0\u6cd5\u9a8c\u8bc1\u5176\u65b9\u6cd5\u662f\u5426\u6709\u6548\uff1b\u8bfb\u8005\u53ef\u5c06\u5176\u89c6\u4e3a\u4e2a\u4eba\u7ecf\u9a8c\u5206\u4eab\uff0c\u7ed3\u5408\u81ea\u8eab\u5de5\u4f5c\u6d41\u8c28\u614e\u53c2\u8003\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u805a\u7126\u9ad8\u9891\u4f7f\u7528 AI \u540e\u7684\u8ba4\u77e5\u75b2\u52b3\uff0c\u63d0\u9192\u4f7f\u7528\u8005\u5173\u6ce8\u4eba\u673a\u534f\u4f5c\u4e2d\u7684\u6ce8\u610f\u529b\u4e0e\u5224\u65ad\u529b\u6210\u672c\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50416363\" target=\"_blank\" rel=\"noopener noreferrer\">How I Fight AI Brain Fry<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08 \u00b7 <a href=\"https:\/\/sergeykuhne.com\/blog\/fighting-ai-brain-fry\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>2 \u00b7 \u5f00\u53d1\u8005\u7528\u540c\u4e00\u95ee\u9898\u6d4b\u8bd5\u5404\u56fdLLM\u5ba1\u67e5\u5dee\u5f02\u5e76\u751f\u6210\u4e16\u754c\u5730\u56fe<\/h3>\n<p>Reddit r\/LocalLLaMA \u7528\u6237\u79f0\u7f16\u5199\u4e86\u4e00\u4e2a\u5c0f\u7a0b\u5e8f\uff0c\u5411\u8bed\u8a00\u6a21\u578b\u9010\u4e00\u8be2\u95ee\u201c\u67d0\u56fd\u662f\u5426\u5b58\u5728\u5ba1\u67e5\u201d\u8fd9\u7c7b\u662f\/\u5426\u95ee\u9898\uff0c\u8986\u76d6\u5404\u4e2a\u56fd\u5bb6\uff0c\u518d\u628a\u6a21\u578b\u7684\u56de\u7b54\u53ef\u89c6\u5316\u4e3aSVG\u4e16\u754c\u5730\u56fe\uff0c\u9879\u76ee\u4ee3\u7801\u6258\u7ba1\u5728GitHub\u3002\u53d1\u5e16\u4eba\u8868\u793a\u5bf9\u7ed3\u679c\u611f\u5230\u610f\u5916\uff0c\u4f46\u672a\u5728\u6458\u8981\u4e2d\u7ed9\u51fa\u5177\u4f53\u56fd\u5bb6\u7ed3\u8bba\u6216\u6a21\u578b\u540d\u79f0\u3002<\/p>\n<p>\u8be5\u9879\u76ee\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e00\u79cd\u53ef\u91cd\u590d\u7684\u63d0\u793a\u8bcd\u6d4b\u8bd5\u65b9\u6cd5\uff1a\u7edf\u4e00\u95ee\u9898\u3001\u9010\u56fd\u63d0\u95ee\u3001\u5c06\u56de\u7b54\u6620\u5c04\u4e3a\u5730\u56fe\uff0c\u4fbf\u4e8e\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u5728\u654f\u611f\u8bdd\u9898\u4e0a\u7684\u56de\u7b54\u503e\u5411\u3002\u9002\u7528\u4eba\u7fa4\u662f\u672c\u5730\u6a21\u578b\u7231\u597d\u8005\u3001AI\u8bc4\u6d4b\u4e0e\u63d0\u793a\u8bcd\u7814\u7a76\u8005\u3002\u9700\u8981\u6ce8\u610f\uff0c\u8d44\u6599\u4ec5\u6765\u81ea\u8bba\u575b\u5e16\u548c\u9879\u76ee\u94fe\u63a5\uff0c\u6ca1\u6709\u8bf4\u660e\u6d4b\u8bd5\u6240\u7528\u6a21\u578b\u7248\u672c\u3001\u63d0\u95ee\u8bed\u8a00\u548c\u5224\u5b9a\u6807\u51c6\uff0c\u5730\u56fe\u7ed3\u679c\u4e0d\u80fd\u76f4\u63a5\u5f53\u4f5c\u5ba1\u67e5\u4e8b\u5b9e\u7684\u9a8c\u8bc1\u7ed3\u8bba\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u7528\u7edf\u4e00\u63d0\u793a\u8bcd\u548c\u5730\u56fe\u53ef\u89c6\u5316\u6bd4\u8f83LLM\u56de\u7b54\u5dee\u5f02\uff0c\u5c55\u793a\u4e86\u6a21\u578b\u884c\u4e3a\u8bc4\u6d4b\u7684\u4e00\u79cd\u8f7b\u91cf\u505a\u6cd5\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xr09nq\/does_censorship_exist_in_country_according_to\/\" target=\"_blank\" rel=\"noopener noreferrer\">&#8220;Does censorship exist in [country]?&#8221;, according to various LLMs<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>3 \u00b7 \u9891\u9053\u79f0Google\u5185\u90e8\u6d4b\u8bd5\u9762\u5411\u4f01\u4e1a\u7684\u201c\u4e0b\u4e00\u4ee3Gemini\u667a\u80fd\u4f53\u201d<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u79f0\uff0cGoogle\u6b63\u5728\u4e3aGemini Enterprise\u5f00\u53d1\u201c\u4e0b\u4e00\u4ee3Gemini\u667a\u80fd\u4f53\u201d\uff08the next generation Gemini agent\uff09\uff0c\u76f8\u5173\u4f53\u9a8c\u76ee\u524d\u5df2\u5728Google\u5185\u90e8\u4f7f\u7528\uff0c\u5e76\u51fa\u73b0\u201cGemini for Google\u2014\u2014\u9762\u5411\u4f01\u4e1a\u7684\u4e0b\u4e00\u4ee3Gemini\u667a\u80fd\u4f53\u201d\u7684\u8868\u8ff0\u3002<\/p>\n<p>\u8be5\u5e16\u8fd8\u79f0\uff0cGoogle\u5c06\u63a8\u51fa\u9762\u5411\u5de5\u4f5c\u7684\u65b0\u4e00\u4ee3AI\u4ea7\u54c1\uff0c\u5e76\u5bf9\u5176\u524d\u77bb\u6027\u7ed9\u4e88\u6b63\u9762\u8bc4\u4ef7\uff0c\u4f46\u672a\u7ed9\u51fa\u529f\u80fd\u6e05\u5355\u3001\u53d1\u5e03\u65f6\u95f4\u3001\u53ef\u7528\u5730\u533a\u6216\u5b9a\u4ef7\u3002\u4fe1\u606f\u5c5e\u4e8e\u9891\u9053\u89c2\u5bdf\uff0c\u975eGoogle\u5b98\u65b9\u516c\u544a\uff0c\u5b9e\u9645\u5f62\u6001\u4e0e\u4e0a\u7ebf\u8282\u594f\u65e0\u6cd5\u786e\u8ba4\uff0c\u9002\u5408\u5173\u6ce8\u4f01\u4e1a\u7ea7AI\u52a9\u624b\u52a8\u6001\u7684\u8bfb\u8005\u4fdd\u6301\u89c2\u5bdf\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6d89\u53caGoogle\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u65b9\u5411\uff0c\u4f46\u76ee\u524d\u4ec5\u6709\u9891\u9053\u8f6c\u8ff0\uff0c\u9700\u7b49\u5f85\u5b98\u65b9\u4fe1\u606f\u9a8c\u8bc1\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9916\" target=\"_blank\" rel=\"noopener noreferrer\">Seems like Google is working on &#8220;the next generation Gemini agent&#8221; for Gemini Enterprise.This experience is cu\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>4 \u00b7 NousResearch \u53d1\u5e03 hermes-agent\uff1a\u4e3b\u6253\u53ef\u201c\u6210\u957f\u201d\u7684 AI \u4ee3\u7406\u4ed3\u5e93<\/h3>\n<p>GitHub \u4e0a\u51fa\u73b0 NousResearch \u7684 hermes-agent \u4ed3\u5e93\uff0c\u7b80\u4ecb\u4e3a\u201cThe agent that grows with you\u201d\uff0c\u6807\u7b7e\u8986\u76d6 AI agent\u3001Anthropic\u3001ChatGPT\u3001Claude\u3001Claude Code\u3001Codex\u3001Hermes\u3001LLM \u4e0e OpenAI \u7b49\u65b9\u5411\u3002\u4ece\u63cf\u8ff0\u770b\uff0c\u9879\u76ee\u9762\u5411\u5e0c\u671b\u628a\u5927\u6a21\u578b\u63a5\u5165\u4ee3\u7406\u5f0f\u5de5\u4f5c\u6d41\u7684\u5f00\u53d1\u8005\uff0c\u5f3a\u8c03\u4ee3\u7406\u53ef\u968f\u4f7f\u7528\u9010\u6b65\u6269\u5c55\u80fd\u529b\u3002<\/p>\n<p>\u76ee\u524d\u516c\u5f00\u8d44\u6599\u53ea\u6709\u4ed3\u5e93\u6807\u9898\u3001\u4e3b\u9898\u6807\u7b7e\u53ca\u66f4\u65b0\u4fe1\u606f\uff0c\u6ca1\u6709\u7ed9\u51fa\u5b89\u88c5\u6b65\u9aa4\u3001\u63a5\u53e3\u3001\u8bb8\u53ef\u534f\u8bae\u6216\u5177\u4f53\u529f\u80fd\u8bf4\u660e\uff0c\u56e0\u6b64\u65e0\u6cd5\u786e\u8ba4\u5176\u4e0e Claude Code\u3001Codex \u7b49\u5de5\u5177\u7684\u96c6\u6210\u65b9\u5f0f\uff0c\u4e5f\u4e0d\u6e05\u695a\u201c\u6210\u957f\u201d\u6307\u914d\u7f6e\u6269\u5c55\u3001\u8bb0\u5fc6\u8fd8\u662f\u5de5\u5177\u8c03\u7528\u3002\u5bf9\u5173\u6ce8 AI \u5de5\u5177\u4e0e\u4ee3\u7406\u5f00\u53d1\u7684\u8bfb\u8005\uff0c\u53ef\u5c06\u5176\u89c6\u4e3a\u503c\u5f97\u7ee7\u7eed\u67e5\u770b\u6587\u6863\u7684\u65b0\u4ed3\u5e93\u7ebf\u7d22\uff0c\u800c\u975e\u5df2\u9a8c\u8bc1\u53ef\u7528\u7684\u6210\u54c1\u3002<\/p>\n<p>\u9002\u7528\u573a\u666f\u9700\u5f85\u5b98\u65b9 README \u8865\u5145\u540e\u624d\u80fd\u5224\u65ad\uff1b\u73b0\u9636\u6bb5\u4e0d\u5b9c\u4f9d\u636e\u6807\u7b7e\u63a8\u6d4b\u6027\u80fd\u6216\u517c\u5bb9\u6027\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>Hermes \u7cfb\u5217\u5728\u5f00\u6e90\u6a21\u578b\u793e\u533a\u6709\u4e00\u5b9a\u8ba4\u77e5\u5ea6\uff0c\u65b0\u4ee3\u7406\u4ed3\u5e93\u503c\u5f97\u5173\u6ce8\u5176\u540e\u7eed\u6587\u6863\u4e0e\u5b9e\u73b0\u65b9\u5f0f\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/NousResearch\/hermes-agent\" target=\"_blank\" rel=\"noopener noreferrer\">NousResearch\/hermes-agent<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>5 \u00b7 \u836f\u4f01CEO\u5bf9\u201cAI\u6cbb\u6108\u75be\u75c5\u201d\u627f\u8bfa\u6301\u6000\u7591\u6001\u5ea6<\/h3>\n<p>Hacker News \u4e0a\u8ba8\u8bba\u7684\u4e00\u7bc7\u300a\u534e\u5c14\u8857\u65e5\u62a5\u300b\u62a5\u9053\u79f0\uff0c\u7845\u8c37\u65b9\u9762\u5ba3\u79f0 AI \u5c06\u63a8\u52a8\u75be\u75c5\u6cbb\u6108\uff0c\u4f46\u591a\u5bb6\u5236\u836f\u516c\u53f8\u7684 CEO \u5e76\u4e0d\u4e70\u8d26\u3002\u8ba8\u8bba\u9875\u4ec5\u7ed9\u51fa\u6807\u9898\u4e0e\u8bc4\u8bba\u5165\u53e3\uff0c\u6b63\u6587\u5185\u5bb9\u9700\u9605\u8bfb\u539f\u62a5\u9053\uff0c\u56e0\u6b64\u8fd9\u91cc\u53ea\u80fd\u786e\u8ba4\u8fd9\u4e00\u62a5\u9053\u4e3b\u9898\u4e0e\u53cc\u65b9\u7acb\u573a\u7684\u5206\u6b67\uff0c\u4e0d\u6d89\u53ca\u5177\u4f53\u516c\u53f8\u8868\u6001\u3001\u7814\u53d1\u6570\u636e\u6216\u65f6\u95f4\u8868\u3002<\/p>\n<p>\u8fd9\u4e00\u8bdd\u9898\u5173\u7cfb AI \u5728\u836f\u7269\u7814\u53d1\u4e2d\u7684\u73b0\u5b9e\u5b9a\u4f4d\uff1a\u4ece\u9776\u70b9\u53d1\u73b0\u3001\u5206\u5b50\u7b5b\u9009\u5230\u4e34\u5e8a\u8bd5\u9a8c\u8bbe\u8ba1\uff0cAI \u88ab\u89c6\u4e3a\u63d0\u6548\u5de5\u5177\uff0c\u4f46\u836f\u7269\u4e0a\u5e02\u4ecd\u9700\u7ecf\u8fc7\u957f\u5468\u671f\u9a8c\u8bc1\u4e0e\u76d1\u7ba1\u5ba1\u67e5\u3002\u836f\u4f01\u7ba1\u7406\u8005\u7684\u8c28\u614e\u6001\u5ea6\uff0c\u53cd\u6620\u51fa\u4ea7\u4e1a\u754c\u5bf9\u201cAI \u76f4\u63a5\u6cbb\u6108\u75be\u75c5\u201d\u53d9\u4e8b\u4e0e\u5de5\u7a0b\u843d\u5730\u4e4b\u95f4\u5dee\u8ddd\u7684\u8bc4\u4f30\u3002<\/p>\n<p>\u5bf9\u5173\u6ce8 AI \u533b\u7597\u4e0e\u751f\u7269\u79d1\u6280\u6295\u8d44\u7684\u4eba\u6765\u8bf4\uff0c\u503c\u5f97\u533a\u5206\u5ba3\u4f20\u53e3\u5f84\u4e0e\u53ef\u9a8c\u8bc1\u7684\u4e34\u5e8a\u8fdb\u5c55\u3002\u8d44\u6599\u672a\u63d0\u4f9b\u4efb\u4f55\u8bd5\u9a8c\u7ed3\u679c\u6216\u7597\u6548\u6570\u636e\uff0c\u76f8\u5173\u627f\u8bfa\u80fd\u5426\u5151\u73b0\u4ecd\u5f85\u89c2\u5bdf\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5448\u73b0 AI \u533b\u7597\u53d9\u4e8b\u4e0e\u836f\u4f01\u5b9e\u9645\u6001\u5ea6\u4e4b\u95f4\u7684\u843d\u5dee\uff0c\u6709\u52a9\u4e8e\u5224\u65ad\u8be5\u9886\u57df\u8fdb\u5c55\u7684\u771f\u5b9e\u8282\u594f\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50415817\" target=\"_blank\" rel=\"noopener noreferrer\">Silicon Valley Promises AI Will Cure Disease. Drugmaker CEOs Aren&#8217;t Buying It<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08 \u00b7 <a href=\"https:\/\/www.wsj.com\/tech\/ai\/silicon-valley-promises-ai-will-cure-disease-drugmaker-ceos-arent-buying-it-5218511c\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>6 \u00b7 r\/LocalLLaMA\u8ba8\u8bba\u7528\u6237\u96c6\u4e2d\u8d2d\u4e70RTX 5060 Ti 16GB\u7528\u4e8eAI<\/h3>\n<p>Reddit r\/LocalLLaMA \u51fa\u73b0\u4e00\u6761\u8ba8\u8bba\u5e16\uff0c\u6807\u9898\u79f0\u7528\u6237\u5f00\u59cb\u5927\u91cf\u8d2d\u4e70RTX 5060 Ti 16GB\u663e\u5361\u7528\u4e8eAI\u7528\u9014\uff0c\u6b63\u6587\u4ec5\u6709\u4e00\u53e5\u201c\u54e6\u770b\uff0c\u90a3\u5c31\u662f\u6211\u4eec\u201d\uff0c\u5e76\u9644\u94fe\u63a5\u3002\u5e16\u5b50\u628a\u8fd9\u4e00\u663e\u5361\u578b\u53f7\u4e0e\u672c\u5730AI\u7231\u597d\u8005\u7fa4\u4f53\u8054\u7cfb\u8d77\u6765\uff0c\u6697\u793a16GB\u663e\u5b58\u5bf9\u8fd0\u884c\u672c\u5730\u6a21\u578b\u6709\u5438\u5f15\u529b\u3002<\/p>\n<p>\u73b0\u6709\u8d44\u6599\u53ea\u6709\u8bba\u575b\u6807\u9898\u548c\u6781\u77ed\u6b63\u6587\uff0c\u6ca1\u6709\u9500\u552e\u6570\u636e\u3001\u8d2d\u4e70\u6e20\u9053\u3001\u6a21\u578b\u8fd0\u884c\u5b9e\u6d4b\u6216\u4ef7\u683c\u4fe1\u606f\uff0c\u65e0\u6cd5\u9a8c\u8bc1\u201c\u5927\u91cf\u8d2d\u4e70\u201d\u7684\u89c4\u6a21\u3002\u53ef\u786e\u8ba4\u7684\u5bf9\u8c61\u662fRTX 5060 Ti 16GB\u8fd9\u4e00\u663e\u5361\u578b\u53f7\u548cr\/LocalLLaMA\u793e\u533a\uff0c\u9002\u7528\u573a\u666f\u662f\u5e0c\u671b\u4ee5\u6d88\u8d39\u7ea7\u663e\u5361\u672c\u5730\u8fd0\u884c\u6a21\u578b\u7684\u7528\u6237\u3002\u82e5\u5173\u6ce8\u5b9e\u9645\u9009\u62e9\uff0c\u4ecd\u9700\u81ea\u884c\u6838\u5bf9\u663e\u5b58\u9700\u6c42\u3001\u63a8\u7406\u901f\u5ea6\u548c\u529f\u8017\u7b49\u53c2\u6570\uff0c\u4e0d\u80fd\u628a\u5e16\u5b50\u6807\u9898\u5f53\u4f5c\u5e02\u573a\u7ed3\u8bba\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u672c\u5730AI\u793e\u533a\u5bf916GB\u663e\u5b58\u6d88\u8d39\u7ea7\u663e\u5361\u7684\u5173\u6ce8\uff0c\u4f46\u8d44\u6599\u8fc7\u77ed\uff0c\u53ea\u80fd\u4f5c\u4e3a\u9009\u5361\u8ba8\u8bba\u7684\u7ebf\u7d22\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xr01bj\/users_have_started_buying_rtx_5060_ti_16gb\/\" target=\"_blank\" rel=\"noopener noreferrer\">Users have started buying RTX 5060 Ti 16GB graphics cards en masse for the sake of AI.<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>7 \u00b7 OpenAI\u9884\u544aModRetro Chromatic\u5c06\u4e8e11\u67089\u65e5\u767b\u9646Supply Co.<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u79f0\uff0cOpenAI\u6b63\u5728\u9884\u544a\u590d\u53e4\u638c\u673aModRetro Chromatic\u5c06\u4e8e11\u67089\u65e5\u5230\u8fbeSupply Co.\u3002ModRetro\u662fChromatic\u7684\u51fa\u54c1\u516c\u53f8\uff0c\u8be5\u638c\u673a\u53ef\u8fd0\u884cGame Boy\u4e0eGame Boy Color\u6e38\u620f\u3002<\/p>\n<p>\u5e16\u6587\u8fd8\u63d0\u5230\uff0c\u5728DevDay\u4e0aOpenAI\u5411\u53c2\u4f1a\u8005\u53d1\u653e\u4e86\u9650\u91cf\u900f\u660e\u7248Chromatic\uff0c\u5e76\u5c55\u793a\u4e86\u7528\u4e8e\u521b\u4f5c\u6e38\u620f\u7684Codex\u96c6\u6210\u3002\u76ee\u524d\u516c\u5f00\u4fe1\u606f\u53ea\u6709\u9884\u544a\u4e0e\u6d3b\u52a8\u80cc\u666f\uff0c\u672a\u8bf4\u660eSupply Co.\u4e0a\u67b6\u7684\u5177\u4f53\u5f62\u5f0f\u3001\u4ef7\u683c\u6216\u9762\u5411\u4eba\u7fa4\uff0c\u5c5e\u4e8e\u5f85\u5b98\u65b9\u6e20\u9053\u786e\u8ba4\u7684\u4ea7\u54c1\u52a8\u6001\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>OpenAI\u4e0e\u590d\u53e4\u786c\u4ef6\u53caCodex\u6e38\u620f\u521b\u4f5c\u7684\u8054\u52a8\uff0c\u53cd\u6620\u5176\u5f00\u53d1\u8005\u751f\u6001\u7684\u8de8\u754c\u8425\u9500\u52a8\u5411\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9917\" target=\"_blank\" rel=\"noopener noreferrer\">OpenAI is teasing ModRetro Chromatic to arrive at Supply Co. on November 9. &gt; ModRetro is the company behind C\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>8 \u00b7 n8n \u4ed3\u5e93\u66f4\u65b0\uff1a\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u5e73\u53f0\u5f3a\u8c03\u539f\u751f AI \u4e0e 400+ \u96c6\u6210<\/h3>\n<p>n8n-io\/n8n \u7684\u4ed3\u5e93\u7b80\u4ecb\u663e\u793a\uff0c\u8fd9\u662f\u4e00\u4e2a\u201cfair-code\u201d\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u5185\u7f6e\u539f\u751f AI \u80fd\u529b\uff0c\u628a\u53ef\u89c6\u5316\u642d\u5efa\u4e0e\u81ea\u5b9a\u4e49\u4ee3\u7801\u7ed3\u5408\uff0c\u652f\u6301\u81ea\u6258\u7ba1\u6216\u4e91\u7aef\u90e8\u7f72\uff0c\u5e76\u63d0\u4f9b 400 \u591a\u4e2a\u96c6\u6210\u3002\u4e3b\u9898\u6807\u7b7e\u5305\u62ec AI\u3001API\u3001\u81ea\u52a8\u5316\u3001\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u3001MCP \u5ba2\u6237\u7aef\u4e0e\u670d\u52a1\u7aef\u3001TypeScript \u53ca\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u3002<\/p>\n<p>\u5bf9 AI \u5de5\u5177\u4f7f\u7528\u8005\u800c\u8a00\uff0c\u5b83\u7684\u5b9a\u4f4d\u662f\u628a\u6a21\u578b\u8c03\u7528\u3001\u5916\u90e8\u670d\u52a1\u548c\u6570\u636e\u5904\u7406\u4e32\u6210\u53ef\u590d\u7528\u6d41\u7a0b\uff1a\u53ef\u89c6\u5316\u8282\u70b9\u964d\u4f4e\u642d\u5efa\u95e8\u69db\uff0c\u81ea\u5b9a\u4e49\u4ee3\u7801\u7528\u4e8e\u8865\u5145\u590d\u6742\u903b\u8f91\uff0cMCP \u76f8\u5173\u6807\u7b7e\u5219\u8868\u660e\u5176\u6d89\u53ca\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u8fde\u63a5\u3002\u81ea\u6258\u7ba1\u9009\u9879\u9002\u5408\u5bf9\u6570\u636e\u4f4d\u7f6e\u6709\u8981\u6c42\u7684\u56e2\u961f\uff0c\u4e91\u7aef\u5219\u9002\u5408\u5feb\u901f\u8bd5\u7528\u3002<\/p>\n<p>\u8d44\u6599\u672a\u8bf4\u660e\u672c\u6b21\u66f4\u65b0\u7684\u5177\u4f53\u529f\u80fd\u3001\u7248\u672c\u53f7\u6216\u5b9a\u4ef7\uff0c\u65e0\u6cd5\u5224\u65ad\u65b0\u589e\u5185\u5bb9\uff1b\u4ec5\u80fd\u786e\u8ba4\u4ed3\u5e93\u8fd1\u671f\u6709\u63a8\u9001\u3002\u9002\u5408\u81ea\u52a8\u5316\u5f00\u53d1\u8005\u3001AI \u5e94\u7528\u642d\u5efa\u8005\u53ca\u9700\u8981\u628a\u591a\u4e2a SaaS \u670d\u52a1\u8fde\u63a5\u8d77\u6765\u7684\u5c0f\u56e2\u961f\u8fdb\u4e00\u6b65\u67e5\u9605\u5b98\u65b9\u6587\u6863\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>n8n \u662f\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u9886\u57df\u7684\u5e38\u7528\u5f00\u6e90\u9879\u76ee\uff0c\u5176 AI \u4e0e MCP \u65b9\u5411\u5bf9\u642d\u5efa AI \u5de5\u5177\u94fe\u6709\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/n8n-io\/n8n\" target=\"_blank\" rel=\"noopener noreferrer\">n8n-io\/n8n<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>9 \u00b7 \u6709\u4f5c\u8005\u64b0\u6587\u8d28\u7591\u201cAI\u6ce1\u6cab\u201d\u8bf4\u6cd5<\/h3>\n<p>Hacker News \u8ba8\u8bba\u4e86\u4e00\u7bc7\u9898\u4e3a\u300aI&#8217;m Not Convinced the AI Bubble Exists\u300b\u7684\u6587\u7ae0\uff0c\u4f5c\u8005\u5bf9\u5f53\u524d AI \u9886\u57df\u5b58\u5728\u6ce1\u6cab\u7684\u5224\u65ad\u63d0\u51fa\u4e0d\u540c\u610f\u89c1\u3002\u8d44\u6599\u4ec5\u5305\u542b\u6807\u9898\u548c\u8ba8\u8bba\u5165\u53e3\uff0c\u672a\u63d0\u4f9b\u5168\u6587\u8bba\u8bc1\u4e0e\u6570\u636e\uff0c\u56e0\u6b64\u65e0\u6cd5\u590d\u8ff0\u5176\u5177\u4f53\u8bba\u636e\uff0c\u53ea\u80fd\u786e\u8ba4\u5176\u6838\u5fc3\u7acb\u573a\u662f\u5bf9\u201cAI \u6ce1\u6cab\u8bba\u201d\u6301\u4fdd\u7559\u6001\u5ea6\u3002<\/p>\n<p>\u8be5\u8ba8\u8bba\u7684\u770b\u70b9\u5728\u4e8e\u5982\u4f55\u754c\u5b9a\u6ce1\u6cab\uff1a\u662f\u770b\u4f30\u503c\u4e0e\u8d44\u672c\u5f00\u652f\u7684\u589e\u901f\uff0c\u8fd8\u662f\u770b\u6536\u5165\u3001\u91c7\u7528\u7387\u4e0e\u57fa\u7840\u8bbe\u65bd\u5229\u7528\u7387\u7b49\u57fa\u672c\u9762\u6307\u6807\u3002\u652f\u6301\u4e0e\u53cd\u5bf9\u53cc\u65b9\u5f80\u5f80\u4f1a\u5f15\u7528\u4e0d\u540c\u7684\u65f6\u95f4\u5c3a\u5ea6\u548c\u7edf\u8ba1\u53e3\u5f84\uff0c\u8fd9\u4e5f\u662f\u6b64\u7c7b\u4e89\u8bba\u96be\u4ee5\u5728\u77ed\u671f\u5185\u5f62\u6210\u5171\u8bc6\u7684\u539f\u56e0\u3002<\/p>\n<p>\u5bf9\u5173\u6ce8 AI \u884c\u4e1a\u4e0e\u5e02\u573a\u7684\u4eba\u6765\u8bf4\uff0c\u8fd9\u7bc7\u8ba8\u8bba\u63d0\u4f9b\u4e86\u4e0e\u4e3b\u6d41\u6ce1\u6cab\u53d9\u4e8b\u76f8\u53cd\u7684\u89c6\u89d2\uff0c\u4f46\u5224\u65ad\u4ecd\u9700\u7ed3\u5408\u53ef\u6838\u67e5\u7684\u8d22\u52a1\u4e0e\u4ea7\u4e1a\u6570\u636e\u3002\u8d44\u6599\u672a\u7ed9\u51fa\u4efb\u4f55\u5177\u4f53\u6307\u6807\u6216\u9884\u6d4b\uff0c\u8bfb\u8005\u4e0d\u5e94\u5c06\u6807\u9898\u7acb\u573a\u5f53\u4f5c\u7ed3\u8bba\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63d0\u4f9b\u4e0e\u6d41\u884c\u201cAI\u6ce1\u6cab\u8bba\u201d\u76f8\u53cd\u7684\u89c2\u70b9\u5165\u53e3\uff0c\u4fbf\u4e8e\u5bf9\u7167\u4e0d\u540c\u5206\u6790\u6846\u67b6\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50418975\" target=\"_blank\" rel=\"noopener noreferrer\">I&#8217;m Not Convinced the AI Bubble Exists<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08 \u00b7 <a href=\"https:\/\/matteoraso.github.io\/im-not-convinced-the-ai-bubble-exists.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>10 \u00b7 \u7528\u6237\u79f0\u7528 25 \u4ebf token \u4f7f\u7528\u8bb0\u5f55\u6574\u7406\u51fa GPT-5.5 \u5de5\u5177\u8c03\u7528\u6570\u636e\u96c6<\/h3>\n<p>r\/LocalLLaMA \u51fa\u73b0\u4e00\u5219\u5e16\u5b50\uff0c\u6807\u9898\u79f0\u6574\u7406\u4e86\u4e00\u4efd\u8986\u76d6\u5176\u4e2a\u4eba\u4f7f\u7528\u8fc7\u7684 25 \u4ebf token \u7684\u201cGPT-5.5 \u6570\u636e\u96c6\u201d\uff0c\u6b63\u6587\u63d0\u5230\u7ecf\u8fc7\u6e05\u6d17\u540e\u5305\u542b 12121 \u6761\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u3002\u5e16\u5b50\u7531\u7528\u6237 -MaskNinja- \u63d0\u4ea4\uff0c\u5e76\u5728\u6b63\u6587\u4e2d\u611f\u8c22\u53e6\u4e00\u4f4d\u7528\u6237\u53c2\u4e0e\u6570\u636e\u6e05\u6d17\u3002<\/p>\n<p>\u4ece\u73b0\u6709\u6458\u8981\u53ea\u80fd\u786e\u8ba4\u6570\u636e\u96c6\u7684\u4e3b\u9898\u4e0e\u89c4\u6a21\u53e3\u5f84\uff0c\u65e0\u6cd5\u5f97\u77e5\u6570\u636e\u7684\u5177\u4f53\u5b57\u6bb5\u3001\u8bb8\u53ef\u534f\u8bae\u3001\u4e0b\u8f7d\u65b9\u5f0f\uff0c\u4e5f\u65e0\u6cd5\u9a8c\u8bc1\u201cGPT-5.5\u201d\u4e0e\u8fd9\u4e9b token \u7684\u5bf9\u5e94\u5173\u7cfb\u662f\u5426\u5982\u6807\u9898\u6240\u8ff0\u3002\u5de5\u5177\u8c03\u7528\u6570\u636e\u901a\u5e38\u7528\u4e8e\u7814\u7a76\u6216\u5fae\u8c03\u6a21\u578b\u7684\u591a\u6b65\u64cd\u4f5c\u80fd\u529b\uff0c\u4f46\u4e2a\u4eba\u4f7f\u7528\u8bb0\u5f55\u8f6c\u4e3a\u516c\u5f00\u6570\u636e\u96c6\u65f6\uff0c\u53ef\u80fd\u6d89\u53ca\u9690\u79c1\u3001\u670d\u52a1\u6761\u6b3e\u548c\u6388\u6743\u95ee\u9898\uff0c\u4f7f\u7528\u524d\u5e94\u6838\u5b9e\u6570\u636e\u6765\u6e90\u4e0e\u5408\u89c4\u6027\u3002<\/p>\n<p>\u8d44\u6599\u6ca1\u6709\u7ed9\u51fa\u53d1\u5e03\u65f6\u95f4\u4e4b\u5916\u7684\u6280\u672f\u7ec6\u8282\uff0c\u4e5f\u6ca1\u6709\u7b2c\u4e09\u65b9\u590d\u73b0\u6216\u8d28\u91cf\u8bc4\u4f30\uff0c\u56e0\u6b64\u672c\u6761\u53ea\u9002\u5408\u4f5c\u4e3a\u7ebf\u7d22\uff1a\u5173\u6ce8\u5de5\u5177\u8c03\u7528\u5fae\u8c03\u6570\u636e\u7684\u4eba\u53ef\u7559\u610f\u539f\u5e16\u662f\u5426\u8865\u5145\u8bf4\u660e\uff0c\u4f46\u4e0d\u5e94\u628a\u5b83\u5f53\u4f5c\u5df2\u9a8c\u8bc1\u3001\u53ef\u76f4\u63a5\u7528\u4e8e\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6d89\u53ca\u5927\u89c4\u6a21\u5de5\u5177\u8c03\u7528\u6570\u636e\u7684\u6574\u7406\u4e0e\u516c\u5f00\uff0c\u5bf9\u5173\u6ce8 Agent \u8bad\u7ec3\u6570\u636e\u7684\u4eba\u6709\u7ebf\u7d22\u4ef7\u503c\uff0c\u4f46\u7ec6\u8282\u5c1a\u672a\u9a8c\u8bc1\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xr3ymf\/gpt55_dataset_across_my_used_25_billion_tokens\/\" target=\"_blank\" rel=\"noopener noreferrer\">GPT-5.5 dataset across my used 25 billion tokens!<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>11 \u00b7 Firecrawl \u4ed3\u5e93\u66f4\u65b0\uff1a\u4e3a AI \u4ee3\u7406\u6293\u53d6\u7f51\u9875\u5e76\u8f6c\u4e3a Markdown<\/h3>\n<p>firecrawl\/firecrawl \u7684\u4ed3\u5e93\u7b80\u4ecb\u79f0\u5176\u76ee\u6807\u662f\u201c\u4e3a AI \u4ee3\u7406\u63d0\u4f9b\u6765\u81ea\u7f51\u7edc\u53ca\u66f4\u5e7f\u6765\u6e90\u7684\u6570\u636e\u201d\uff0c\u4e3b\u9898\u6807\u7b7e\u5305\u62ec AI \u722c\u866b\u3001\u7f51\u9875\u6293\u53d6\u3001\u6570\u636e\u62bd\u53d6\u3001HTML \u8f6c Markdown\u3001\u7f51\u9875\u641c\u7d22\u4e0e LLM\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u9762\u5411\u9700\u8981\u628a\u7f51\u9875\u5185\u5bb9\u6574\u7406\u6210\u6a21\u578b\u53ef\u7528\u683c\u5f0f\u7684\u5f00\u53d1\u8005\u3002<\/p>\n<p>\u4ece\u6807\u7b7e\u53ef\u63a8\u65ad\u7684\u5178\u578b\u7528\u9014\u662f\uff1a\u6293\u53d6\u76ee\u6807\u9875\u9762\u3001\u63d0\u53d6\u6b63\u6587\u5e76\u8f6c\u6362\u4e3a Markdown\uff0c\u518d\u4ea4\u7ed9\u5927\u6a21\u578b\u6216\u4ee3\u7406\u505a\u68c0\u7d22\u3001\u603b\u7ed3\u6216\u540e\u7eed\u5904\u7406\uff1b\u7f51\u9875\u641c\u7d22\u6807\u7b7e\u5219\u63d0\u793a\u5176\u53ef\u80fd\u63d0\u4f9b\u641c\u7d22\u5165\u53e3\u3002<\/p>\n<p>\u8d44\u6599\u6ca1\u6709\u7ed9\u51fa API \u7528\u6cd5\u3001\u9650\u6d41\u3001\u6536\u8d39\u3001\u5408\u89c4\u8981\u6c42\u6216\u672c\u6b21\u66f4\u65b0\u7684\u5177\u4f53\u6539\u52a8\uff0c\u65e0\u6cd5\u786e\u8ba4\u6293\u53d6\u8303\u56f4\u548c\u6210\u529f\u7387\u3002\u5bf9\u6784\u5efa AI \u4ee3\u7406\u3001\u77e5\u8bc6\u5e93\u6216\u5185\u5bb9\u805a\u5408\u6d41\u7a0b\u7684\u5f00\u53d1\u8005\uff0c\u53ef\u628a\u5b83\u5217\u4e3a\u7f51\u9875\u6570\u636e\u63a5\u5165\u5c42\u7684\u5019\u9009\u5de5\u5177\uff0c\u4f46\u9700\u9605\u8bfb\u5b98\u65b9\u6587\u6863\u5e76\u81ea\u884c\u8bc4\u4f30\u76ee\u6807\u7ad9\u70b9\u7684\u6293\u53d6\u653f\u7b56\u4e0e\u6cd5\u5f8b\u9650\u5236\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u7f51\u9875\u6570\u636e\u63a5\u5165\u662f AI \u4ee3\u7406\u843d\u5730\u7684\u5e38\u89c1\u74f6\u9888\uff0cFirecrawl \u7684\u6293\u53d6\u4e0e Markdown \u8f6c\u6362\u5b9a\u4f4d\u76f4\u63a5\u76f8\u5173\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/firecrawl\/firecrawl\" target=\"_blank\" rel=\"noopener noreferrer\">firecrawl\/firecrawl<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>12 \u00b7 \u62a5\u9053\u79f0\u82f9\u679cCEO\u65bd\u538b\u8f6f\u4ef6\u8d1f\u8d23\u4eba\u63a8\u8fdb\u66f4\u6fc0\u8fdb\u7684AI\u6218\u7565<\/h3>\n<p>Hacker News \u4e0a\u8ba8\u8bba\u7684\u4e00\u5219\u5f6d\u535a\u793e\u62a5\u9053\u79f0\uff0c\u82f9\u679c CEO \u6b63\u6566\u4fc3\u8f6f\u4ef6\u4e1a\u52a1\u8d1f\u8d23\u4eba\u91c7\u53d6\u66f4\u5177\u96c4\u5fc3\u7684 AI \u6218\u7565\u3002\u8d44\u6599\u53ea\u5305\u542b\u6807\u9898\u4e0e\u8ba8\u8bba\u6458\u8981\uff0c\u539f\u62a5\u9053\u94fe\u63a5\u6307\u5411\u5f6d\u535a\u793e\u901a\u8baf\u9875\u9762\uff0c\u56e0\u6b64\u53ea\u80fd\u786e\u8ba4\u62a5\u9053\u4e3b\u9898\u6d89\u53ca\u82f9\u679c\u9ad8\u5c42\u5bf9 AI \u8def\u7ebf\u7684\u8981\u6c42\uff0c\u5177\u4f53\u4ea7\u54c1\u8ba1\u5212\u3001\u65f6\u95f4\u8868\u4e0e\u6280\u672f\u7ec6\u8282\u5747\u672a\u5728\u8d44\u6599\u4e2d\u7ed9\u51fa\u3002<\/p>\n<p>\u8be5\u8bdd\u9898\u4e4b\u6240\u4ee5\u53d7\u5173\u6ce8\uff0c\u662f\u56e0\u4e3a\u82f9\u679c\u5728\u751f\u6210\u5f0f AI \u52a9\u624b\u9886\u57df\u7684\u8fdb\u5c55\u5e38\u88ab\u5916\u754c\u4e0e\u7ade\u4e89\u5bf9\u624b\u6bd4\u8f83\uff0c\u82e5\u9ad8\u5c42\u63a8\u52a8\u66f4\u6fc0\u8fdb\u8def\u7ebf\uff0c\u53ef\u80fd\u5f71\u54cd\u5176\u7cfb\u7edf\u7ea7 AI \u529f\u80fd\u3001\u5f00\u53d1\u8005\u63a5\u53e3\u4e0e\u7ec8\u7aef\u7528\u6237\u4f53\u9a8c\u7684\u6f14\u8fdb\u65b9\u5411\u3002\u8ba8\u8bba\u4e2d\u51fa\u73b0\u7684\u201cSiri\u201d\u201cAgent\u201d\u7b49\u8bcd\u6765\u81ea\u94fe\u63a5\u6807\u9898\u7ebf\u7d22\uff0c\u4e0d\u80fd\u636e\u6b64\u63a8\u65ad\u5df2\u53d1\u5e03\u529f\u80fd\u3002<\/p>\n<p>\u5bf9\u5f00\u53d1\u8005\u4e0e\u82f9\u679c\u7528\u6237\u800c\u8a00\uff0c\u503c\u5f97\u7559\u610f\u7684\u662f\u540e\u7eed\u5b98\u65b9\u516c\u5e03\u7684\u80fd\u529b\u8fb9\u754c\u4e0e\u53ef\u7528\u8303\u56f4\uff1b\u672c\u8d44\u6599\u4e0d\u5305\u542b\u4efb\u4f55\u5df2\u786e\u8ba4\u7684\u4ea7\u54c1\u53c2\u6570\u6216\u4e0a\u7ebf\u65e5\u671f\uff0c\u76f8\u5173\u8bf4\u6cd5\u5e94\u4ee5\u82f9\u679c\u5b98\u65b9\u4fe1\u606f\u4e3a\u51c6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u82f9\u679c\u5728\u751f\u6210\u5f0f AI \u7ade\u4e89\u4e2d\u7684\u6218\u7565\u538b\u529b\uff0c\u53ef\u80fd\u5f71\u54cd\u5176\u7cfb\u7edf\u529f\u80fd\u4e0e\u5f00\u53d1\u8005\u751f\u6001\u8d70\u5411\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50414021\" target=\"_blank\" rel=\"noopener noreferrer\">Apple CEO Presses Software Chief to Pursue More Ambitious AI Strategy<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08 \u00b7 <a href=\"https:\/\/www.bloomberg.com\/news\/newsletters\/2026-11-08\/apple-explores-turning-siri-ai-into-chatgpt-dots-like-agent-ios-28-shake-up\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>13 \u00b7 Hugging Face \u51fa\u73b0\u817e\u8baf Qwen3.8-27B DSpine-b16 \u6a21\u578b\u9875\uff0c\u5e16\u6587\u79f0\u91c7\u7528\u65b0\u6295\u673a\u89e3\u7801<\/h3>\n<p>r\/LocalLLaMA \u6709\u7528\u6237\u53d1\u5e16\u6307\u5411 Hugging Face \u4e0a\u7684 tencent\/Qwen3.8-27B-DSpine-b16 \u6a21\u578b\u9875\uff0c\u79f0\u817e\u8baf\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u7684\u6295\u673a\u89e3\u7801\u65b9\u6cd5\uff0c\u5bf9 27B \u6a21\u578b\u53ef\u5e26\u6765\u7ea6 3 \u500d\u89e3\u7801\u52a0\u901f\u3002\u5e16\u5b50\u6b63\u6587\u53ea\u6709\u8fd9\u4e24\u53e5\u63cf\u8ff0\uff0c\u672a\u5c55\u5f00\u65b9\u6cd5\u539f\u7406\u3001\u57fa\u51c6\u6761\u4ef6\u548c\u5bf9\u6bd4\u57fa\u7ebf\u3002<\/p>\n<p>\u4ece\u8d44\u6599\u53ef\u786e\u8ba4\u7684\u53ea\u6709\u6a21\u578b\u9875\u540d\u79f0\u548c\u53d1\u5e16\u8005\u7684\u8f6c\u8ff0\uff0c\u65e0\u6cd5\u6838\u5b9e\u201c3 \u500d\u201d\u662f\u5728\u4ec0\u4e48\u786c\u4ef6\u3001\u91cf\u5316\u3001\u6279\u5927\u5c0f\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\u6d4b\u5f97\uff0c\u4e5f\u65e0\u6cd5\u786e\u8ba4 DSpine \u7684\u5177\u4f53\u673a\u5236\u662f\u5426\u4e0e\u5e38\u89c1\u7684\u8349\u7a3f\u6a21\u578b\u6216 Medusa \u7c7b\u6295\u673a\u89e3\u7801\u4e0d\u540c\u3002\u6295\u673a\u89e3\u7801\u901a\u5e38\u901a\u8fc7\u5c0f\u6a21\u578b\u6216\u989d\u5916\u9884\u6d4b\u5934\u751f\u6210\u5019\u9009 token\uff0c\u518d\u7531\u4e3b\u6a21\u578b\u5e76\u884c\u9a8c\u8bc1\uff0c\u4ee5\u5728\u4e0d\u6539\u53d8\u8f93\u51fa\u5206\u5e03\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u751f\u6210\u901f\u5ea6\uff0c\u4f46\u5b9e\u9645\u6536\u76ca\u9ad8\u5ea6\u4f9d\u8d56\u4efb\u52a1\u7c7b\u578b\u548c\u63a5\u53d7\u7387\u3002<\/p>\n<p>\u5bf9\u672c\u5730\u90e8\u7f72 27B \u6a21\u578b\u7684\u7528\u6237\uff0c\u8fd9\u6761\u4fe1\u606f\u503c\u5f97\u8ddf\u8e2a\u6a21\u578b\u9875\u662f\u5426\u63d0\u4f9b\u6743\u91cd\u3001\u63a8\u7406\u4ee3\u7801\u548c\u53ef\u590d\u73b0\u7684\u901f\u5ea6\u6570\u636e\uff1b\u5728\u7f3a\u5c11\u8fd9\u4e9b\u5185\u5bb9\u524d\uff0c\u4e0d\u5b9c\u628a 3 \u500d\u52a0\u901f\u5f53\u4f5c\u786e\u5b9a\u7ed3\u8bba\uff0c\u4e5f\u4e0d\u5efa\u8bae\u636e\u6b64\u8c03\u6574\u786c\u4ef6\u91c7\u8d2d\u6216\u90e8\u7f72\u65b9\u6848\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u82e5\u5c5e\u5b9e\uff0c27B \u6a21\u578b\u7684\u89e3\u7801\u52a0\u901f\u4f1a\u76f4\u63a5\u5f71\u54cd\u672c\u5730\u63a8\u7406\u6210\u672c\uff0c\u4f46\u76ee\u524d\u4ec5\u6709\u6a21\u578b\u9875\u540d\u79f0\u548c\u8f6c\u8ff0\uff0c\u9700\u7b49\u5f85\u53ef\u590d\u73b0\u6570\u636e\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xr2aaa\/tencentqwen3827bdspineb16_hugging_face\/\" target=\"_blank\" rel=\"noopener noreferrer\">tencent\/Qwen3.8-27B-DSpine-b16 \u00b7 Hugging Face<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>14 \u00b7 AutoGPT \u4ed3\u5e93\u6301\u7eed\u66f4\u65b0\uff1a\u5b9a\u4f4d\u201c\u4eba\u4eba\u53ef\u7528\u7684 AI \u4ee3\u7406\u201d\u5de5\u5177\u96c6<\/h3>\n<p>Significant-Gravitas\/AutoGPT \u7684\u4ed3\u5e93\u7b80\u4ecb\u79f0\uff0c\u5176\u613f\u666f\u662f\u8ba9 AI \u5bf9\u6240\u6709\u4eba\u53ef\u53ca\u3001\u53ef\u4f7f\u7528\u548c\u53ef\u6784\u5efa\uff0c\u4f7f\u547d\u662f\u63d0\u4f9b\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u4e13\u6ce8\u771f\u6b63\u91cd\u8981\u7684\u4e8b\u3002\u4e3b\u9898\u6807\u7b7e\u8986\u76d6 agentic AI\u3001\u81ea\u4e3b\u4ee3\u7406\u3001Claude\u3001GPT\u3001Llama API\u3001LLM\u3001OpenAI \u4e0e Python\u3002<\/p>\n<p>\u4ece\u63cf\u8ff0\u770b\uff0c\u5b83\u5e76\u975e\u5355\u4e00\u6f14\u793a\u811a\u672c\uff0c\u800c\u662f\u56f4\u7ed5\u81ea\u4e3b\u4ee3\u7406\u63d0\u4f9b\u5de5\u5177\u96c6\u7684\u5de5\u7a0b\u4ed3\u5e93\uff0c\u9762\u5411\u60f3\u6784\u5efa\u6216\u8fd0\u884c\u4ee3\u7406\u6d41\u7a0b\u7684\u5f00\u53d1\u8005\u3002\u6807\u7b7e\u4e2d\u7684\u591a\u6a21\u578b\u540d\u79f0\u8868\u660e\u5176\u53ef\u80fd\u652f\u6301\u63a5\u5165\u4e0d\u540c LLM \u670d\u52a1\uff0c\u4f46\u8d44\u6599\u672a\u8bf4\u660e\u5177\u4f53\u6a21\u5757\u3001\u5b89\u88c5\u65b9\u5f0f\u6216\u5f53\u524d\u7248\u672c\u53d8\u5316\u3002<\/p>\n<p>\u4ed3\u5e93\u8fd1\u671f\u6709\u63a8\u9001\uff0c\u4f46\u516c\u5f00\u6458\u8981\u4e0d\u8db3\u4ee5\u5224\u65ad\u672c\u6b21\u66f4\u65b0\u5185\u5bb9\u3001\u7a33\u5b9a\u6027\u6216\u8bb8\u53ef\u6761\u6b3e\u3002\u9002\u5408\u5df2\u4e86\u89e3\u4ee3\u7406\u6982\u5ff5\u3001\u613f\u610f\u9605\u8bfb\u6587\u6863\u5e76\u81ea\u884c\u642d\u5efa\u7684\u5f00\u53d1\u8005\uff1b\u666e\u901a\u7528\u6237\u4e0d\u5b9c\u628a\u5b83\u5f53\u4f5c\u5f00\u7bb1\u5373\u7528\u7684\u4ea7\u54c1\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>AutoGPT \u662f\u81ea\u4e3b\u4ee3\u7406\u65b9\u5411\u7684\u4ee3\u8868\u6027\u4ed3\u5e93\uff0c\u5176\u6301\u7eed\u66f4\u65b0\u53cd\u6620\u8be5\u8d5b\u9053\u5de5\u7a0b\u5b9e\u8df5\u4ecd\u5728\u6f14\u8fdb\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/Significant-Gravitas\/AutoGPT\" target=\"_blank\" rel=\"noopener noreferrer\">Significant-Gravitas\/AutoGPT<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>15 \u00b7 \u4eff\u9e1f\u5f62\u65e0\u4eba\u673a\u5728\u7f8e\u7a7a\u519b\u6280\u672f\u6f14\u7ec3\u4e2d\u89c4\u907f\u63a2\u6d4b<\/h3>\n<p>\u636e Hacker News \u5f15\u7528\u7684\u4e00\u5219 Task &amp; Purpose \u62a5\u9053\uff0c\u6709\u56e2\u961f\u5728\u7f8e\u56fd\u7a7a\u519b\u7684\u6280\u672f\u6f14\u7ec3\u4e2d\u6d4b\u8bd5\u4e86\u5916\u5f62\u6a21\u4eff\u9e1f\u7c7b\u7684\u65e0\u4eba\u673a\uff0c\u8fd9\u7c7b\u5e73\u53f0\u636e\u79f0\u5728\u6f14\u7ec3\u4e2d\u907f\u5f00\u4e86\u63a2\u6d4b\u3002\u8d44\u6599\u4ec5\u63d0\u4f9b\u6807\u9898\u4e0e\u8ba8\u8bba\u5165\u53e3\uff0c\u672a\u62ab\u9732\u5177\u4f53\u673a\u578b\u3001\u6f14\u7ec3\u5730\u70b9\u3001\u63a2\u6d4b\u624b\u6bb5\u7ec6\u8282\u6216\u6d4b\u8bd5\u7ed3\u679c\u6570\u636e\u3002<\/p>\n<p>\u8be5\u62a5\u9053\u6d89\u53ca\u4f4e\u6210\u672c\u4f2a\u88c5\u578b\u65e0\u4eba\u673a\u4e0e\u53cd\u65e0\u4eba\u673a\u63a2\u6d4b\u4e4b\u95f4\u7684\u5bf9\u6297\uff1a\u901a\u8fc7\u5916\u5f62\u4e0e\u98de\u884c\u7279\u5f81\u63a5\u8fd1\u9e1f\u7c7b\uff0c\u964d\u4f4e\u88ab\u89c6\u89c9\u6216\u96f7\u8fbe\u8bc6\u522b\u4e3a\u65e0\u4eba\u673a\u7684\u6982\u7387\u3002\u6b64\u7c7b\u601d\u8def\u901a\u5e38\u88ab\u653e\u5728\u519b\u4e8b\u4fa6\u5bdf\u3001\u57fa\u5730\u9632\u62a4\u6d4b\u8bd5\u7b49\u573a\u666f\u4e2d\u8ba8\u8bba\uff0c\u4e5f\u5f15\u53d1\u5173\u4e8e\u76d1\u6d4b\u7cfb\u7edf\u5982\u4f55\u533a\u5206\u751f\u7269\u4e0e\u4eff\u751f\u5e73\u53f0\u7684\u5de5\u7a0b\u95ee\u9898\u3002<\/p>\n<p>\u7531\u4e8e\u8d44\u6599\u672a\u7ed9\u51fa\u53ef\u9a8c\u8bc1\u7684\u6d4b\u8bd5\u6307\u6807\uff0c\u65e0\u6cd5\u5224\u65ad\u5176\u89c4\u907f\u6548\u679c\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u7684\u666e\u904d\u6027\uff1b\u8bfb\u8005\u53ef\u5c06\u8be5\u62a5\u9053\u89c6\u4e3a\u4e00\u6b21\u6280\u672f\u6f14\u7ec3\u7684\u65b9\u5411\u6027\u4fe1\u606f\uff0c\u800c\u975e\u5df2\u5b9a\u578b\u7684\u4f5c\u6218\u80fd\u529b\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793a\u4eff\u751f\u65e0\u4eba\u673a\u4e0e\u63a2\u6d4b\u7cfb\u7edf\u4e4b\u95f4\u7684\u5bf9\u6297\u601d\u8def\uff0c\u662f\u4f4e\u7a7a\u5b89\u5168\u9886\u57df\u503c\u5f97\u8ddf\u8e2a\u7684\u6280\u672f\u65b9\u5411\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50413885\" target=\"_blank\" rel=\"noopener noreferrer\">Drones built to look like birds evaded detection at Air Force tech exercise<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08 \u00b7 <a href=\"https:\/\/taskandpurpose.com\/news\/drone-mimicking-bird-test\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>16 \u00b7 \u5355\u6761 x16 \u63d2\u69fd\u63a5\u516d\u5f20\u663e\u5361\uff1aPCIe \u4ea4\u6362\u82af\u7247\u591a GPU \u5b9e\u9a8c<\/h3>\n<p>r\/LocalLLaMA \u6709\u7528\u6237\u53d1\u5e16\u5c55\u793a\u4e00\u5957\u591a GPU \u786c\u4ef6\u8fde\u63a5\u65b9\u6848\uff1a\u901a\u8fc7 PCIe \u4ea4\u6362\u82af\u7247\uff0c\u5728\u4e00\u6761 x16 \u63d2\u69fd\u4e0a\u540c\u65f6\u8fde\u63a5 4 \u5f20 Radeon AI PRO R9700 \u4e0e 2 \u5f20 RTX 3090\u3002\u5e16\u5b50\u6b63\u6587\u6ca1\u6709\u63d0\u4f9b\u66f4\u591a\u4fe1\u606f\uff0c\u4ec5\u4ece\u6807\u9898\u53ef\u77e5\u5176\u6838\u5fc3\u505a\u6cd5\u662f\u7528 PCIe switch \u6269\u5c55\u5355\u63d2\u69fd\u7684\u53ef\u7528\u901a\u9053\u6570\uff0c\u4ece\u800c\u8ba9\u591a\u5f20\u663e\u5361\u5171\u5b58\u4e8e\u540c\u4e00\u4e3b\u673a\u3002<\/p>\n<p>\u8fd9\u7c7b\u65b9\u6848\u901a\u5e38\u9762\u5411\u9700\u8981\u5728\u5355\u673a\u5185\u5806\u53e0\u663e\u5b58\u3001\u8fd0\u884c\u672c\u5730\u5927\u6a21\u578b\u7684\u7231\u597d\u8005\uff0c\u4f46\u8d44\u6599\u672a\u8bf4\u660e\u6240\u7528\u4ea4\u6362\u82af\u7247\u578b\u53f7\u3001\u94fe\u8def\u5e26\u5bbd\u5206\u914d\u3001\u4f9b\u7535\u4e0e\u6563\u70ed\u6761\u4ef6\uff0c\u4e5f\u672a\u7ed9\u51fa\u63a8\u7406\u901f\u5ea6\u6216\u591a\u5361\u5e76\u884c\u6d4b\u8bd5\u7ed3\u679c\u3002PCIe \u4ea4\u6362\u82af\u7247\u4e0d\u4f1a\u589e\u52a0 CPU \u63d0\u4f9b\u7684\u603b\u5e26\u5bbd\uff0c\u591a\u5361\u540c\u65f6\u8bfb\u5199\u65f6\u4ecd\u53ef\u80fd\u53d7\u9650\uff0c\u56e0\u6b64\u4e0d\u80fd\u636e\u6b64\u63a8\u65ad\u6027\u80fd\u6216\u7a33\u5b9a\u6027\u3002<\/p>\n<p>\u7531\u4e8e\u7f3a\u5c11\u5b9e\u73b0\u7ec6\u8282\u4e0e\u9a8c\u8bc1\u6570\u636e\uff0c\u672c\u6761\u4ec5\u80fd\u786e\u8ba4\u6709\u4eba\u5c1d\u8bd5\u8be5\u8fde\u63a5\u65b9\u5f0f\uff0c\u4e0d\u5efa\u8bae\u76f4\u63a5\u7167\u642c\u3002\u5bf9\u5173\u5fc3\u591a\u5361\u672c\u5730\u63a8\u7406\u786c\u4ef6\u7684\u8bfb\u8005\uff0c\u53ef\u5173\u6ce8\u540e\u7eed\u662f\u5426\u8865\u5145\u5e26\u5bbd\u5206\u914d\u3001\u5b9e\u9645\u63a8\u7406\u541e\u5410\u548c\u957f\u65f6\u95f4\u8fd0\u884c\u7a33\u5b9a\u6027\u7b49\u4fe1\u606f\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793a\u4e86\u7528 PCIe \u4ea4\u6362\u82af\u7247\u5728\u5355\u63d2\u69fd\u6302\u591a\u5361\u7684\u786c\u4ef6\u601d\u8def\uff0c\u9002\u5408\u5173\u6ce8\u591a GPU \u672c\u5730\u63a8\u7406\u88c5\u673a\u7684\u4eba\u7559\u610f\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xr2a6y\/4x_radeon_ai_pro_r9700_2x_rtx_3090_on_one_x16\/\" target=\"_blank\" rel=\"noopener noreferrer\">4x Radeon AI PRO R9700 + 2x RTX 3090 on one x16 slot, using a PCIe switch<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>17 \u00b7 prompts.chat \u4ed3\u5e93\u66f4\u65b0\uff1a\u793e\u533a\u63d0\u793a\u8bcd\u5206\u4eab\u4e0e\u81ea\u6258\u7ba1<\/h3>\n<p>f\/prompts.chat\uff08\u539f\u540d Awesome ChatGPT Prompts\uff09\u7684\u4ed3\u5e93\u7b80\u4ecb\u663e\u793a\uff0c\u5b83\u662f\u4e00\u4e2a\u4f9b\u793e\u533a\u5206\u4eab\u3001\u53d1\u73b0\u548c\u6536\u85cf\u63d0\u793a\u8bcd\u7684\u9879\u76ee\uff0c\u514d\u8d39\u4e14\u5f00\u6e90\uff0c\u7ec4\u7ec7\u53ef\u81ea\u6258\u7ba1\u4ee5\u83b7\u5f97\u5b8c\u6574\u9690\u79c1\u3002\u4e3b\u9898\u6807\u7b7e\u8986\u76d6 ChatGPT \u63d0\u793a\u8bcd\u3001Claude\u3001Gemini\u3001GPT\u3001\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001Next.js \u4e0e TypeScript\u3002<\/p>\n<p>\u5176\u6838\u5fc3\u7528\u9014\u662f\u63d0\u793a\u8bcd\u5e93\u4e0e\u793e\u533a\u5e73\u53f0\uff1a\u7528\u6237\u6d4f\u89c8\u4ed6\u4eba\u6574\u7406\u7684\u63d0\u793a\u8bcd\uff0c\u6309\u573a\u666f\u53d6\u7528\uff1b\u56e2\u961f\u5219\u53ef\u90e8\u7f72\u81ea\u5df1\u7684\u5b9e\u4f8b\uff0c\u907f\u514d\u63d0\u793a\u8bcd\u5185\u5bb9\u7ecf\u8fc7\u7b2c\u4e09\u65b9\u670d\u52a1\u3002\u5bf9 AI \u6559\u80b2\u3001\u81ea\u5a92\u4f53\u548c\u526f\u4e1a\u4f7f\u7528\u8005\uff0c\u8fd9\u7c7b\u63d0\u793a\u8bcd\u96c6\u5408\u53ef\u4f5c\u4e3a\u5b66\u4e60\u5199\u6cd5\u7684\u53c2\u8003\uff0c\u4f46\u6548\u679c\u53d6\u51b3\u4e8e\u5177\u4f53\u6a21\u578b\u4e0e\u4efb\u52a1\uff0c\u4e0d\u80fd\u89c6\u4e3a\u901a\u7528\u4fdd\u8bc1\u3002<\/p>\n<p>\u8d44\u6599\u672a\u8bf4\u660e\u672c\u6b21\u66f4\u65b0\u7684\u5177\u4f53\u529f\u80fd\u3001\u63d0\u793a\u8bcd\u6570\u91cf\u6216\u8d28\u91cf\u63a7\u5236\u673a\u5236\uff0c\u4e5f\u672a\u63d0\u4f9b\u8bb8\u53ef\u7ec6\u8282\u3002\u81ea\u6258\u7ba1\u9700\u8981\u5177\u5907 Next.js \u90e8\u7f72\u80fd\u529b\uff0c\u666e\u901a\u7528\u6237\u66f4\u9002\u5408\u76f4\u63a5\u4f7f\u7528\u516c\u5f00\u7ad9\u70b9\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63d0\u793a\u8bcd\u4ecd\u662f\u666e\u901a\u7528\u6237\u4f7f\u7528\u5927\u6a21\u578b\u7684\u4e3b\u8981\u5165\u53e3\uff0c\u5f00\u6e90\u53ef\u81ea\u6258\u7ba1\u7684\u63d0\u793a\u8bcd\u5e73\u53f0\u5bf9\u56e2\u961f\u9690\u79c1\u6709\u5b9e\u9645\u610f\u4e49\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/f\/prompts.chat\" target=\"_blank\" rel=\"noopener noreferrer\">f\/prompts.chat<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>18 \u00b7 \u8c03\u67e5\u79f0\u4e03\u6210\u82f1\u56fd\u4eba\u4f1a\u5bf9AI\u8bf4\u201c\u8bf7\u201d\u548c\u201c\u8c22\u8c22\u201d<\/h3>\n<p>\u636e TechRadar \u76f8\u5173\u62a5\u9053\u5728 Hacker News \u7684\u8ba8\u8bba\u6761\u76ee\uff0c\u7ea670%\u7684\u82f1\u56fd\u4eba\u5728\u4e0eAI\u5bf9\u8bdd\u65f6\u4f1a\u4f7f\u7528\u201c\u8bf7\u201d\u6216\u201c\u8c22\u8c22\u201d\uff0c\u90e8\u5206\u4eba\u751a\u81f3\u4f1a\u5411AI\u9053\u6b49\u3002\u62a5\u9053\u5c06\u8fd9\u4e00\u73b0\u8c61\u4f5c\u4e3a\u4eba\u673a\u4ea4\u6d41\u793c\u4eea\u7684\u89c2\u5bdf\u5207\u53e3\uff0c\u8ba8\u8bba\u5bf9\u8c61\u662f\u65e5\u5e38\u4f7f\u7528\u804a\u5929\u673a\u5668\u4eba\u6216\u8bed\u97f3\u52a9\u624b\u7684\u666e\u901a\u7528\u6237\u3002<\/p>\n<p>\u8fd9\u4e00\u884c\u4e3a\u7684\u5177\u4f53\u6210\u56e0\u548c\u8c03\u67e5\u65b9\u6cd5\u5728\u73b0\u6709\u8d44\u6599\u4e2d\u672a\u5c55\u5f00\uff0cHacker News\u6761\u76ee\u672c\u8eab\u53ea\u6709\u6807\u9898\u548c\u8ba8\u8bba\u5165\u53e3\uff0c\u4e0d\u80fd\u636e\u6b64\u5224\u65ad\u6837\u672c\u89c4\u6a21\u3001\u8c03\u67e5\u673a\u6784\u6216\u7edf\u8ba1\u53e3\u5f84\u3002\u5bf9AI\u4ea7\u54c1\u8bbe\u8ba1\u8005\u800c\u8a00\uff0c\u503c\u5f97\u7559\u610f\u7684\u662f\u7528\u6237\u4f1a\u628a\u793e\u4f1a\u4ea4\u5f80\u4e60\u60ef\u5e26\u5165\u63d0\u793a\u8bcd\uff0c\u8fd9\u65e2\u5f71\u54cd\u4ea4\u4e92\u63aa\u8f9e\uff0c\u4e5f\u7275\u6d89\u9053\u6b49\u3001\u81f4\u8c22\u7b49\u8868\u8fbe\u662f\u5426\u5e94\u88ab\u6a21\u578b\u8bc6\u522b\u4e3a\u666e\u901a\u5bf9\u8bdd\u3002\u8be5\u8bdd\u9898\u66f4\u9002\u5408\u4f5c\u4e3aAI\u4ea4\u4e92\u4f53\u9a8c\u4e0e\u7528\u6237\u5fc3\u7406\u7684\u8ba8\u8bba\u7d20\u6750\uff0c\u800c\u975e\u4e25\u683c\u7684\u5e02\u573a\u7ed3\u8bba\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u666e\u901a\u7528\u6237\u4e0eAI\u4ea4\u4e92\u65f6\u7684\u793c\u8c8c\u4e60\u60ef\uff0c\u53ef\u4f5c\u4e3aAI\u4ea7\u54c1\u5bf9\u8bdd\u8bbe\u8ba1\u4e0e\u7528\u6237\u5fc3\u7406\u8ba8\u8bba\u7684\u5f15\u5b50\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50410796\" target=\"_blank\" rel=\"noopener noreferrer\">70% of Brits say please or thank you when speaking to AI, some even apologize<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08 \u00b7 <a href=\"https:\/\/www.techradar.com\/pro\/70-percent-of-brits-say-please-or-thank-you-when-speaking-to-ai-and-some-even-apologize\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>19 \u00b7 Intel Arc Pro B70 32GB \u8dd1 Qwen3.8-27B\uff1a\u7ea6\u4e3a RTX 5090 \u4e00\u534a\u751f\u6210\u901f\u5ea6\u3001\u4e94\u5206\u4e4b\u4e00\u4ef7\u683c<\/h3>\n<p>\u5728 r\/LocalLLaMA\uff0c\u4e00\u540d\u7528\u6237\u5206\u4eab\u4ee5 1299 \u7f8e\u5143\u4ece ASRock \u5b98\u65b9\u5e97\u8d2d\u5165 Intel Arc Pro B70 32GB \u7684\u672c\u5730\u63a8\u7406\u5b9e\u6d4b\uff1a\u8fd0\u884c Qwen3.8-27B Q6\u3001\u7ea6 3k token \u63d0\u793a\u8bcd\u5e76\u5f00\u542f MTP \u65f6\uff0cArc Pro B70 \u7684\u63d0\u793a\u5904\u7406\u7ea6 960 tok\/s\u3001\u751f\u6210\u7ea6 52 tok\/s\uff1b\u5e16\u5b50\u79f0 RTX 5090 \u7684\u5bf9\u5e94\u6570\u636e\u7ea6\u4e3a 2830 tok\/s \u548c 98 tok\/s\uff0c\u4f46 5090 \u6570\u636e\u6765\u81ea\u4ed6\u4eba\u5e16\u5b50\u800c\u975e\u540c\u4e00\u53f0\u673a\u5668\u3002\u6309\u4f5c\u8005\u7ed9\u51fa\u7684\u4ef7\u683c\uff0cB70 \u7ea6\u5408\u6bcf GB \u663e\u5b58 41 \u7f8e\u5143\uff0c5090 \u5219\u8d85\u8fc7 200 \u7f8e\u5143\u3002\u4f5c\u8005\u5f3a\u8c03\u81ea\u5df1\u4e0e Intel\u3001ASRock \u65e0\u5173\u8054\uff0c5090 \u6807\u4ef7\u53d6\u7684\u662f\u65b0\u86cb\u5f53\u65f6 6500 \u7f8e\u5143\u4ee5\u4e0a\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u5e16\u5b50\u628a\u53ef\u7528\u6027\u5f52\u56e0\u4e8e\u8f6f\u4ef6\u914d\u7f6e\uff0c\u800c\u975e\u5f00\u7bb1\u5373\u7528\uff1a\u4f5c\u8005\u5efa\u8bae\u4f7f\u7528 6.17 \u4ee5\u4e0a\u5185\u6838\u5e76\u542f\u7528 Resizable BAR\uff0c\u5347\u7ea7\u5230 Mesa 26.x\uff0c\u5426\u5219 Ubuntu 24.04 \u81ea\u5e26\u7684 Mesa 25.2 \u5728 Vulkan \u4e0b\u4f1a\u660e\u663e\u62d6\u6162\u751f\u6210\uff1b\u5728 Vulkan \u8def\u5f84\u4e0b\u5e94\u4fdd\u6301 f16 KV \u7f13\u5b58\uff0c\u91cf\u5316 KV \u53cd\u800c\u9020\u6210\u5927\u5e45\u964d\u901f\u3002\u66f4\u4f18\u8def\u5f84\u662f\u7528 oneAPI \u6784\u5efa llama.cpp \u7684 SYCL \u540e\u7aef\u5e76\u8fd0\u884c llama-server\uff0c\u53ef\u4f7f\u7528 q8_0 KV \u4e0e MTP \u6295\u673a\u89e3\u7801\u3002\u4f5c\u8005\u5217\u51fa\u4ece base ollama \u5230 SYCL \u8c03\u4f18\u540e\uff0c16k \u4e0a\u4e0b\u6587\u63d0\u793a\u5904\u7406\u4ece 137 tok\/s \u63d0\u5347\u5230\u7ea6 1032 tok\/s\u3001\u751f\u6210\u4ece 6.8 \u63d0\u5347\u5230 56.5 tok\/s\uff1b64k \u4e0a\u4e0b\u6587\u9996 token \u5728 Vulkan \u4e0a\u5c24\u5176\u6162\u3002<\/p>\n<p>\u9002\u7528\u4eba\u7fa4\u662f\u5e0c\u671b\u4ee5\u8f83\u4f4e\u6210\u672c\u83b7\u5f97 32GB \u663e\u5b58\u3001\u80fd\u63a5\u53d7\u6298\u817e\u9a71\u52a8\u548c\u7f16\u8bd1\u7684\u672c\u5730 LLM \u7528\u6237\uff0c\u4e5f\u53ef\u517c\u505a\u6e32\u67d3\u548c\u4eff\u771f\u3002\u9650\u5236\u5728\u4e8e\u4f5c\u8005\u4e3b\u677f\u4ec5 PCIe 3.0\u3001\u6d4b\u8bd5\u57fa\u4e8e\u65e7\u5e73\u53f0\uff0c\u4e14\u5bf9\u6bd4\u4e0d\u662f\u540c\u673a\u540c\u6761\u4ef6\uff0c\u56e0\u6b64\u901f\u5ea6\u5dee\u8ddd\u5e94\u89c6\u4e3a\u53c2\u8003\u800c\u975e\u4e25\u683c\u57fa\u51c6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u7ed9\u51fa\u975e NVIDIA 32GB \u663e\u5361\u8dd1 27B \u6a21\u578b\u7684\u5177\u4f53\u914d\u7f6e\u4e0e\u63d0\u901f\u6b65\u9aa4\uff0c\u5bf9\u9884\u7b97\u6709\u9650\u7684\u672c\u5730\u90e8\u7f72\u8005\u6709\u76f4\u63a5\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xr78s5\/intel_arc_pro_b70_32gb_1299_vs_nvidia_rtx_5090\/\" target=\"_blank\" rel=\"noopener noreferrer\">Intel Arc Pro B70 32GB ($1,299) vs NVIDIA RTX 5090 ($6,500+) on Qwen3.8-27B: about 1\/2 speed gen (1\/3 speed prefill) for 1\/5 price, after best setup<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>20 \u00b7 agency-agents \u4ed3\u5e93\uff1a\u7528\u201c\u4e13\u5bb6\u4eba\u683c\u201d\u7ec4\u7ec7 AI \u4ee3\u7406\u89d2\u8272<\/h3>\n<p>msitarzewski\/agency-agents \u7684\u4ed3\u5e93\u7b80\u4ecb\u63d0\u51fa\u201c\u628a\u4e00\u6574\u5bb6 AI \u4ee3\u7406\u673a\u6784\u653e\u5728\u6307\u5c16\u201d\uff0c\u5217\u4e3e\u524d\u7aef\u4e13\u5bb6\u3001Reddit \u793e\u533a\u8fd0\u8425\u3001\u521b\u610f\u6ce8\u5165\u8005\u548c\u73b0\u5b9e\u68c0\u67e5\u8005\u7b49\u89d2\u8272\uff0c\u79f0\u6bcf\u4e2a\u4ee3\u7406\u90fd\u662f\u5177\u5907\u4e2a\u6027\u3001\u6d41\u7a0b\u548c\u53ef\u4ea4\u4ed8\u6210\u679c\u7684\u4e13\u95e8\u4e13\u5bb6\u3002<\/p>\n<p>\u4ece\u63cf\u8ff0\u770b\uff0c\u9879\u76ee\u91cd\u70b9\u4e0d\u662f\u5355\u4e00\u6a21\u578b\u80fd\u529b\uff0c\u800c\u662f\u628a\u4e0d\u540c\u5de5\u4f5c\u4efb\u52a1\u62c6\u6210\u6709\u89d2\u8272\u8bbe\u5b9a\u7684\u4ee3\u7406\uff1a\u7528\u6237\u53ef\u6309\u4efb\u52a1\u9009\u62e9\u5bf9\u5e94\u201c\u4e13\u5bb6\u201d\uff0c\u8ba9\u5176\u6309\u9884\u8bbe\u6d41\u7a0b\u4ea7\u51fa\u5185\u5bb9\u6216\u6267\u884c\u6b65\u9aa4\u3002\u6807\u7b7e\u4fe1\u606f\u7f3a\u5931\uff0c\u8d44\u6599\u4e5f\u672a\u8bf4\u660e\u5e95\u5c42\u6a21\u578b\u3001\u8fd0\u884c\u65b9\u5f0f\u3001\u662f\u5426\u9700 API \u5bc6\u94a5\u53ca\u4ea4\u4ed8\u7269\u5982\u4f55\u9a8c\u8bc1\u3002<\/p>\n<p>\u8fd9\u7c7b\u89d2\u8272\u5316\u4ee3\u7406\u9002\u5408\u5185\u5bb9\u8fd0\u8425\u3001\u793e\u533a\u4e92\u52a8\u548c\u521b\u610f\u53d1\u6563\u7b49\u573a\u666f\u7684\u63a2\u7d22\uff0c\u4f46\u201c proven deliverables\u201d\u5c5e\u4e8e\u4ed3\u5e93\u81ea\u8ff0\uff0c\u5c1a\u65e0\u72ec\u7acb\u9a8c\u8bc1\u3002\u4f7f\u7528\u8005\u5e94\u68c0\u67e5\u5176\u63d0\u793a\u8bcd\u4e0e\u6d41\u7a0b\u662f\u5426\u900f\u660e\uff0c\u5e76\u5bf9\u81ea\u52a8\u53d1\u5e03\u6216\u793e\u533a\u64cd\u4f5c\u4fdd\u6301\u4eba\u5de5\u5ba1\u6838\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u89d2\u8272\u5316\u4ee3\u7406\u662f AI \u5de5\u5177\u843d\u5730\u7684\u4e00\u79cd\u7ec4\u7ec7\u65b9\u5f0f\uff0c\u5bf9\u81ea\u5a92\u4f53\u4e0e\u8fd0\u8425\u573a\u666f\u6709\u76f4\u63a5\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/msitarzewski\/agency-agents\" target=\"_blank\" rel=\"noopener noreferrer\">msitarzewski\/agency-agents<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>21 \u00b7 \u65e7\u55b7\u6c14\u53d1\u52a8\u673a\u88ab\u62c6\u89e3\u7528\u4e8e\u4e3a\u6570\u636e\u4e2d\u5fc3\u4f9b\u7535<\/h3>\n<p>\u636e\u300a\u7ebd\u7ea6\u65f6\u62a5\u300b\u76f8\u5173\u62a5\u9053\u5728 Hacker News \u7684\u8ba8\u8bba\u6761\u76ee\uff0c\u4e00\u4e9b\u8001\u65e7\u3001\u6c61\u67d3\u8f83\u91cd\u7684\u55b7\u6c14\u53d1\u52a8\u673a\u6b63\u88ab\u4ece\u9000\u5f79\u98de\u673a\u6216\u201c\u98de\u673a\u575f\u573a\u201d\u4e2d\u62c6\u53d6\uff0c\u6539\u88c5\u4e3aAI\u6570\u636e\u4e2d\u5fc3\u7684\u53d1\u7535\u8bbe\u5907\u3002\u6838\u5fc3\u4e8b\u4ef6\u662f\u6570\u636e\u4e2d\u5fc3\u7535\u529b\u9700\u6c42\u4e0a\u5347\u80cc\u666f\u4e0b\uff0c\u4e8c\u624b\u822a\u7a7a\u53d1\u52a8\u673a\u88ab\u91cd\u65b0\u5229\u7528\u3002<\/p>\n<p>\u73b0\u6709\u8d44\u6599\u53ea\u6709\u6807\u9898\u548c\u8ba8\u8bba\u5165\u53e3\uff0c\u672a\u63d0\u4f9b\u6539\u9020\u65b9\u5f0f\u3001\u53d1\u7535\u89c4\u6a21\u3001\u6392\u653e\u6570\u636e\u6216\u6d89\u53ca\u54ea\u4e9b\u6570\u636e\u4e2d\u5fc3\u8fd0\u8425\u65b9\uff0c\u4e0d\u80fd\u636e\u6b64\u5224\u65ad\u8fd9\u4e00\u505a\u6cd5\u7684\u666e\u904d\u7a0b\u5ea6\u3002\u53ef\u786e\u8ba4\u7684\u5bf9\u8c61\u662f\u65e7\u55b7\u6c14\u53d1\u52a8\u673a\u4e0e\u6570\u636e\u4e2d\u5fc3\u4f9b\u7535\u73af\u8282\uff0c\u9002\u7528\u573a\u666f\u662f\u8fdc\u79bb\u7535\u7f51\u6216\u9700\u8981\u5feb\u901f\u8865\u5145\u7535\u529b\u7684\u7b97\u529b\u8bbe\u65bd\u3002\u82e5\u540e\u7eed\u62a5\u9053\u8bc1\u5b9e\uff0c\u8fd9\u7c7b\u65b9\u6848\u7684\u5173\u952e\u9650\u5236\u4f1a\u96c6\u4e2d\u5728\u6392\u653e\u5408\u89c4\u3001\u7ef4\u62a4\u6210\u672c\u548c\u71c3\u6599\u4f9b\u5e94\u4e0a\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u628aAI\u7b97\u529b\u6269\u5f20\u4e0e\u8001\u65e7\u53d1\u7535\u8bbe\u5907\u518d\u5229\u7528\u8054\u7cfb\u8d77\u6765\uff0c\u662f\u89c2\u5bdf\u6570\u636e\u4e2d\u5fc3\u80fd\u6e90\u538b\u529b\u7684\u4e00\u4e2a\u5177\u4f53\u5207\u53e3\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50413229\" target=\"_blank\" rel=\"noopener noreferrer\">Old, Polluting Jet Engines Are Being Scavenged to Power Data Centers<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08 \u00b7 <a href=\"https:\/\/www.nytimes.com\/2026\/11\/03\/climate\/jet-engines-ai-data-center-generators-boneyard.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>22 \u00b7 \u56db\u5f20 Radeon AI PRO R9700 \u642d\u5efa\u591a\u4eba\u63a8\u7406\u670d\u52a1\u5668\uff1aQwen3.8 \u957f\u4e0a\u4e0b\u6587\u5e76\u53d1\u5b9e\u6d4b<\/h3>\n<p>\u4e00\u540d\u7528\u6237\u5728 r\/LocalLLaMA \u5206\u4eab\u5176\u81ea\u5efa\u7684\u591a\u7528\u6237\u63a8\u7406\u670d\u52a1\u5668\uff1a3 \u5f20\u6280\u5609\u548c 1 \u5f20 XFX \u7684 Radeon AI PRO R9700\uff0c\u914d EPYC 7402P\u3001128GB DDR4\u3001Asrock ROMED8-2T \u4e3b\u677f\uff0c\u56db\u5361\u5747\u9650\u529f\u8017 210W\uff0c\u6574\u5957\u7ea6 1.6 \u4e07\u52a0\u5143\uff0c\u4e3b\u8981\u7528\u4e8e\u5904\u7406\u654f\u611f\u6570\u636e\u3001\u907f\u514d\u4f9d\u8d56\u5916\u90e8 AI \u670d\u52a1\u3002\u8f6f\u4ef6\u4e3a Ubuntu 26.04.1\u3001\u5185\u6838 7.0\u3001ROCm 10.1 \u548c Radiance v1.17.0\uff0c\u6a21\u578b\u4e3a qwen3.8-next-flash \u7684 int8 \u4e3b\u5e72\u52a0 4-bit \u4e13\u5bb6\u91cf\u5316\u7248\u672c\uff0c\u5f00\u542f MTP \u6295\u673a\u89e3\u7801\uff0c\u5f20\u91cf\u5e76\u884c 4 \u8def\u3002<\/p>\n<p>\u5b9e\u6d4b\u8986\u76d6 32K \u81f3 128K \u4e0a\u4e0b\u6587\u30011 \u81f3 8 \u540d\u7528\u6237\u540c\u65f6\u53d1\u9001\u5168\u65b0\u63d0\u793a\u8bcd\u7684\u6700\u574f\u60c5\u51b5\u3002\u5355\u7528\u6237\u5728 64K \u4e0a\u4e0b\u6587\u4e0b\u9996 token \u4e2d\u4f4d\u6570 9.3 \u79d2\u3001\u751f\u6210\u7ea6 185 tok\/s\uff1b8 \u7528\u6237\u540c\u65f6\u5404\u53d1 128K \u63d0\u793a\u8bcd\u65f6\uff0c\u9996 token \u4e2d\u4f4d\u6570\u7ea6 151 \u79d2\u3002\u7b2c\u4e8c\u8f6e\u5e26\u7f13\u5b58\u65f6\uff0c8 \u7528\u6237 128K \u573a\u666f\u9996 token \u964d\u81f3\u7ea6 2.2 \u79d2\uff0c\u7f13\u5b58\u547d\u4e2d\u7ea6 99%\u3002\u4f5c\u8005\u79f0\u77ed\u63d0\u793a\u4e0b 1\/2\/4\/8 \u7528\u6237\u7684\u5408\u8ba1\u751f\u6210\u541e\u5410\u7ea6\u4e3a 175\/290\/489\/763 tok\/s\u3002<\/p>\n<p>\u8fd9\u9002\u5408\u9700\u8981\u672c\u5730\u5316\u3001\u9ad8\u5e76\u53d1\u957f\u4e0a\u4e0b\u6587\u670d\u52a1\u7684\u5c0f\u578b\u56e2\u961f\uff1b\u6570\u5b57\u6765\u81ea\u4f5c\u8005\u81ea\u6d4b\uff0c\u6a21\u578b\u548c\u63a8\u7406\u6846\u67b6\u5747\u4e3a\u7279\u5b9a\u7248\u672c\uff0c\u6362\u6a21\u578b\u6216\u8f6f\u4ef6\u6808\u540e\u8868\u73b0\u4f1a\u53d8\u5316\uff0c\u4e14 128K \u51b7\u542f\u52a8\u7684\u7b49\u5f85\u65f6\u95f4\u4ecd\u9700\u7eb3\u5165\u5bb9\u91cf\u89c4\u5212\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63d0\u4f9b\u56db\u5361 AMD \u65b9\u6848\u5728\u771f\u5b9e\u591a\u7528\u6237\u957f\u4e0a\u4e0b\u6587\u4e0b\u7684\u8be6\u7ec6\u5ef6\u8fdf\u548c\u541e\u5410\u6570\u636e\uff0c\u5bf9\u81ea\u5efa\u79c1\u6709\u63a8\u7406\u670d\u52a1\u6709\u53c2\u8003\u610f\u4e49\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xrcia4\/joined_the_4x_r9700_club_initial_benchmarks_for\/\" target=\"_blank\" rel=\"noopener noreferrer\">Joined the 4x R9700 Club | Initial Benchmarks for QFN 3.8 Below<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>23 \u00b7 Dify \u4ed3\u5e93\u66f4\u65b0\uff1a\u9762\u5411\u56e2\u961f\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e0e RAG \u5f00\u53d1\u5e73\u53f0<\/h3>\n<p>GitHub \u4ed3\u5e93 langgenius\/dify \u7684\u7528\u6237\u5173\u6ce8\u6570\u5df2\u8fbe 160699\uff08\u8be5\u6570\u5b57\u4e3a\u5f53\u524d\u603b Star\uff0c\u5e76\u975e\u5f53\u65e5\u65b0\u589e\uff1b\u4ed3\u5e93\u5728\u8bbe\u5b9a\u65f6\u95f4\u5185\u6709\u66f4\u65b0\uff09\u3002\u8be5\u9879\u76ee\u5b9a\u4f4d\u4e3a\u5728\u540c\u4e00\u4e2a\u534f\u4f5c\u5de5\u4f5c\u533a\u5185\u6784\u5efa Agentic \u5de5\u4f5c\u6d41\u548c RAG \u7ba1\u7ebf\uff0c\u5e76\u63d0\u4f9b\u5bf9\u591a\u79cd AI \u6a21\u578b\u4e0e\u5de5\u5177\u7684\u652f\u6301\uff0c\u90e8\u7f72\u65b9\u5f0f\u5305\u62ec\u4e91\u7aef\u3001VPC \u548c\u81ea\u6258\u7ba1\u3002<\/p>\n<p>\u4ece\u4ed3\u5e93\u7b80\u4ecb\u53ef\u89c1\uff0c\u5176\u76ee\u6807\u7528\u6237\u662f\u9700\u8981\u628a\u539f\u578b\u63a8\u8fdb\u5230\u751f\u4ea7\u3001\u53c8\u4e0d\u60f3\u91cd\u5efa\u6574\u5957\u6280\u672f\u6808\u7684\u56e2\u961f\uff1b\u9002\u7528\u573a\u666f\u5305\u62ec\u7528\u4f4e\u4ee3\u7801\u6216\u65e0\u4ee3\u7801\u65b9\u5f0f\u642d\u5efa\u667a\u80fd\u4f53\u6d41\u7a0b\u3001\u7ec4\u7ec7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff0c\u4ee5\u53ca\u63a5\u5165\u591a\u79cd\u6a21\u578b\u3002\u4ed3\u5e93\u6807\u7b7e\u8986\u76d6 agent\u3001agentic-workflow\u3001low-code\u3001no-code\u3001MCP\u3001RAG \u7b49\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\uff1a\u73b0\u6709\u8d44\u6599\u4ec5\u5305\u542b\u4ed3\u5e93\u7b80\u4ecb\u3001\u6807\u7b7e\u548c\u7edf\u8ba1\u4fe1\u606f\uff0c\u6ca1\u6709\u5177\u4f53\u529f\u80fd\u6587\u6863\u3001\u6b63\u5f0f\u53d1\u5e03\u65e5\u671f\u6216\u6027\u80fd\u9a8c\u8bc1\u7ed3\u679c\uff0c\u5b9e\u64cd\u7ec6\u8282\u4e0e\u9650\u5236\u9700\u8981\u67e5\u9605\u4ed3\u5e93\u6587\u6863\u786e\u8ba4\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u4e3a\u5173\u6ce8 AI \u5de5\u5177\u4e0e\u667a\u80fd\u4f53\u843d\u5730\u7684\u56e2\u961f\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u5de5\u4f5c\u6d41\u4e0e RAG \u5e73\u53f0\u53c2\u8003\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/langgenius\/dify\" target=\"_blank\" rel=\"noopener noreferrer\">langgenius\/dify<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>24 \u00b7 HN\u8ba8\u8bba\uff1a\u5982\u4f55\u53d1\u5e03\u5185\u5bb9\u624d\u80fd\u62b5\u6297\u5927\u6a21\u578b\u6293\u53d6<\/h3>\n<p>Hacker News \u4e0a\u51fa\u73b0\u4e00\u5219 Ask HN \u8ba8\u8bba\uff0c\u63d0\u95ee\u8005\u79f0\u81ea\u5df1\u56e0\u4e0d\u6ee1\u5927\u6a21\u578b\u516c\u53f8\u6293\u53d6\u539f\u521b\u5185\u5bb9\uff0c\u5df2\u57fa\u672c\u505c\u6b62\u5728\u7f51\u4e0a\u53d1\u5e03\u4f5c\u54c1\uff0c\u5e76\u5411\u793e\u533a\u5f81\u96c6\u201c\u62b5\u6297LLM\u7684\u51fa\u7248\u7b56\u7565\u201d\u3002\u53d1\u5e16\u4eba\u5217\u4e3e\u7684\u73b0\u6709\u624b\u6bb5\u5305\u62ec robots.txt \u548c\u9a8c\u8bc1\u7801\uff0c\u8ba4\u4e3a\u524d\u8005\u5e38\u88ab\u65e0\u89c6\uff0c\u540e\u8005\u53ef\u88abAI\u3001\u4eba\u5de5\u6253\u7801\u670d\u52a1\u6216\u53cd\u68c0\u6d4b\u6d4f\u89c8\u5668\u914d\u5408\u4f4f\u5b85\u4ee3\u7406\u7ed5\u8fc7\u3002<\/p>\n<p>\u5e16\u5b50\u8fd8\u63d0\u5230\u4e3a\u6587\u6863\u5236\u4f5cOCR\u62b5\u6297\u5b57\u4f53\u7684\u5c1d\u8bd5\uff0c\u4f46\u79f0\u5f53\u524d\u65b9\u6848\u6548\u679c\u6709\u9650\uff1b\u5728\u201c\u9ed1\u6697\u68ee\u6797\u201d\u601d\u8def\u4e0b\uff0c\u4ed8\u8d39\u5899\u6216\u79c1\u5bc6\u5206\u53d1\u88ab\u89c6\u4e3a\u53ef\u884c\u9009\u9879\uff0c\u524d\u63d0\u662f\u80fd\u4fe1\u4efb\u63a5\u6536\u8005\u4e0d\u6cc4\u9732\u5185\u5bb9\u3002\u8ba8\u8bba\u9762\u5411\u7684\u662f\u827a\u672f\u5bb6\u3001\u97f3\u4e50\u4eba\u3001\u5199\u4f5c\u8005\u548c\u5f00\u53d1\u8005\u7b49\u539f\u521b\u5185\u5bb9\u53d1\u5e03\u8005\uff0c\u6838\u5fc3\u77db\u76fe\u662f\u5f00\u653e\u53d1\u5e03\u4e0e\u9632\u6b62\u88ab\u6293\u53d6\u4e4b\u95f4\u7684\u53d6\u820d\u3002\u8d44\u6599\u4ec5\u4e3a\u63d0\u95ee\u5e16\uff0c\u672a\u7ed9\u51fa\u53ef\u9a8c\u8bc1\u7684\u9632\u62a4\u6548\u679c\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u96c6\u4e2d\u5448\u73b0\u521b\u4f5c\u8005\u5bf9LLM\u6293\u53d6\u7684\u7126\u8651\u4e0e\u73b0\u6709\u9632\u62a4\u624b\u6bb5\u7684\u5c40\u9650\uff0c\u9002\u5408\u5173\u6ce8AI\u5185\u5bb9\u7248\u6743\u7684\u4eba\u53c2\u8003\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50411036\" target=\"_blank\" rel=\"noopener noreferrer\">Ask HN: LLM-Resistant Publishing Strategies<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>25 \u00b7 \u7528\u6237\u752816GB\u663e\u5b58RTX 4080\u8fd0\u884cQwen3.8 Flash Next\u751f\u6210\u4e09\u6bb5\u5f0f\u52a8\u6548\u89c6\u9891<\/h3>\n<p>Reddit r\/LocalLLaMA\u7528\u6237\u5206\u4eab\u4e00\u5957\u672c\u5730\u751f\u6210\u52a8\u6548\u89c6\u9891\u7684\u6d41\u7a0b\uff1a\u572816GB\u663e\u5b58RTX 4080\u300164GB DDR5 5600\u5e73\u53f0\u4e0a\u8fd0\u884cQwen3.8 Flash Next GSQ RCO IQ3_XXS\u91cf\u5316\u7248\u672c\uff0c\u7ed3\u5408strata\u4e0eopencode\uff0c\u89e3\u7801\u7ea695 tps\u3001\u9884\u586b\u5145\u7ea63000 tps\u3002\u4f5c\u8005\u6309\u7ea615\u79d2\u30011920\u00d71080\u300160fps\u7684\u65e5\u672c\u65b0\u5e72\u7ebf\u5c55\u793a\u7247\u9700\u6c42\u751f\u6210Three.js\u52a8\u753b\uff0c\u518d\u7531Playwright\u9010\u5e27\u6e32\u67d3\u3001ffmpeg\u5408\u6210MP4\u3002<\/p>\n<p>\u5b9e\u9645\u6d41\u7a0b\u5e76\u975e\u4e00\u6b21\u6210\u578b\uff1a\u9996\u8f6e\u6e32\u67d3\u7ea640\u5206\u949f\uff0c\u753b\u9762\u504f\u6697\u3001\u7f3a\u5c11\u5efa\u7b51\u3001\u6587\u5b57\u8fc7\u591a\uff0c\u4f5c\u8005\u8ffd\u52a0\u7ea63\u6b21\u63d0\u793a\u4fee\u6b63\u540e\u603b\u8017\u65f6\u7ea62\u5c0f\u65f6\u3002\u4f5c\u8005\u5f3a\u8c03\uff0c\u8ba9\u6a21\u578b\u660e\u786e\u4f7f\u7528three.js\u3001playwright\u3001ffmpeg\u5e76\u63cf\u8ff0\u98ce\u683c\u3001\u5c3a\u5bf8\u3001\u914d\u4e50\u4e0e\u52a8\u753b\u65b9\u5f0f\uff0c\u662f\u8fd9\u5957\u201c\u914d\u65b9\u201d\u53ef\u590d\u73b0\u7684\u5173\u952e\uff0c\u4e14\u8be5\u65b9\u6cd5\u7406\u8bba\u4e0a\u4e0d\u9650\u5236\u89c6\u9891\u65f6\u957f\u3002<\/p>\n<p>\u4f5c\u8005\u81ea\u8bc4\u6548\u679c\u5c1a\u4e0d\u53caOpus\u7ea7\u522b\u6a21\u578b\uff0c\u4f46\u5bf9\u672c\u573016GB\u663e\u5b58\u73af\u5883\u800c\u8a00\u5df2\u53ef\u7528\uff0c\u9002\u5408\u613f\u610f\u8c03\u8bd5\u63d0\u793a\u4e0e\u6e32\u67d3\u94fe\u8def\u7684\u7231\u597d\u8005\u5236\u4f5c\u77ed\u7247\u3001\u5c55\u793a\u7247\u3002\u9700\u6ce8\u610f\u8fd9\u662f\u4e2a\u4eba\u5355\u6b21\u5c1d\u8bd5\uff0c\u901f\u5ea6\u4e0e\u6548\u679c\u4e0d\u6784\u6210\u666e\u904d\u57fa\u51c6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793a\u4e86\u6d88\u8d39\u7ea7\u663e\u5361\u672c\u5730\u6a21\u578b\u751f\u6210\u5b8c\u6574\u52a8\u6548\u89c6\u9891\u7684\u53ef\u884c\u5de5\u4f5c\u6d41\u4e0e\u8017\u65f6\uff0c\u5bf9AI\u89c6\u9891\u526f\u4e1a\u4e0e\u521b\u4f5c\u8005\u6709\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xr3qes\/motion_graphics_video_made_with_qwen38_flash_next\/\" target=\"_blank\" rel=\"noopener noreferrer\">Motion graphics video made with Qwen3.8 Flash Next GSQ RCO IQ3_XXS on strata<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>26 \u00b7 Open WebUI \u4ed3\u5e93\u66f4\u65b0\uff1a\u53ef\u81ea\u6258\u7ba1\u7684\u591a\u6a21\u578b AI \u754c\u9762<\/h3>\n<p>GitHub \u4ed3\u5e93 open-webui\/open-webui \u5728\u8bbe\u5b9a\u65f6\u95f4\u5185\u6709\u66f4\u65b0\uff0c\u5f53\u524d\u603b Star \u4e3a 158156\uff08\u975e\u5f53\u65e5\u6da8\u661f\uff09\u3002\u9879\u76ee\u81ea\u6211\u5b9a\u4f4d\u4e3a\u7528\u6237\u53cb\u597d\u7684 AI \u754c\u9762\uff0c\u660e\u786e\u652f\u6301 Ollama\u3001OpenAI API \u7b49\u540e\u7aef\uff0c\u6807\u7b7e\u6d89\u53ca LLM WebUI\u3001RAG\u3001MCP\u3001\u81ea\u6258\u7ba1\u7b49\u3002<\/p>\n<p>\u5b83\u9002\u5408\u5e0c\u671b\u5728\u81ea\u5df1\u7684\u73af\u5883\u4e2d\u7edf\u4e00\u8bbf\u95ee\u591a\u4e2a\u6a21\u578b\u548c\u63a5\u53e3\u7684\u4e2a\u4eba\u6216\u56e2\u961f\uff0c\u5178\u578b\u7528\u9014\u662f\u642d\u5efa\u79c1\u6709 AI \u804a\u5929\u5165\u53e3\u3001\u5bf9\u63a5\u672c\u5730 Ollama \u6a21\u578b\uff0c\u6216\u4f5c\u4e3a\u517c\u5bb9\u591a\u79cd API \u7684\u524d\u7aef\u3002\u4ed3\u5e93\u8bf4\u660e\u8868\u660e\u5176\u652f\u6301\u81ea\u6258\u7ba1\u90e8\u7f72\u3002<\/p>\n<p>\u73b0\u6709\u8d44\u6599\u53ea\u6709\u4ed3\u5e93\u7b80\u4ecb\u4e0e\u6807\u7b7e\uff0c\u6ca1\u6709\u53d1\u5e03\u8bf4\u660e\u3001\u7248\u672c\u53f7\u6216\u6027\u80fd\u6570\u636e\uff1b\u5177\u4f53\u5b89\u88c5\u6b65\u9aa4\u3001\u6743\u9650\u4e0e\u5b89\u5168\u914d\u7f6e\u9700\u8981\u67e5\u9605\u9879\u76ee\u6587\u6863\uff0c\u8d44\u6599\u4e0d\u8db3\u4ee5\u5224\u65ad\u529f\u80fd\u662f\u5426\u7ecf\u8fc7\u9a8c\u8bc1\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u201c\u81ea\u6258\u7ba1\u7edf\u4e00\u6a21\u578b\u5165\u53e3\u201d\u8fd9\u4e00\u5e38\u7528 AI \u5de5\u5177\u65b9\u5411\u7684\u5177\u4f53\u9879\u76ee\u72b6\u6001\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/open-webui\/open-webui\" target=\"_blank\" rel=\"noopener noreferrer\">open-webui\/open-webui<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h2>\u6700\u65b0\u6d88\u606f<\/h2>\n<h3>27 \u00b7 \u65af\u5766\u798f CS146S \u8c03\u6574\u4f5c\u4e1a\uff1a\u8ba9 AI \u4ee3\u5199\u5931\u6548\u540e\uff0c\u6539\u4e3a\u5411\u5f00\u6e90\u7ef4\u62a4\u8005\u63d0\u4ea4\u771f\u5b9e\u8865\u4e01<\/h3>\n<p>Latent Space \u7684\u8bbf\u8c08\u4ecb\u7ecd\u4e86\u65af\u5766\u798f\u8bfe\u7a0b CS146S\uff08The Modern Software Developer\uff09\u7b2c\u4e8c\u8f6e\u7684\u53d8\u5316\u3002\u6388\u8bfe\u8005 Mihail Eric \u540c\u65f6\u8d1f\u8d23 Monaco \u7684 AI \u5de5\u4f5c\u3002\u9996\u8f6e\u8bfe\u7a0b\u6709\u4e5d\u4e2a\u4f5c\u4e1a\u548c\u4e00\u4e2a\u7ed3\u8bfe\u9879\u76ee\uff0c\u5176\u4e2d\u5305\u62ec\u8ba9\u5b66\u751f\u7528 AI \u4ee3\u7801\u5ba1\u67e5\u5668\u8bc4\u5ba1\u4ed3\u5e93\uff0c\u5e76\u8bc4\u4f30\u5176\u53cd\u9988\u3002<\/p>\n<p>\u7b2c\u4e8c\u8f6e\u65f6\uff0c\u4ed6\u53d1\u73b0\u8bb8\u591a\u4f5c\u4e1a\u53ef\u4ee5\u7528\u4e00\u53e5\u63d0\u793a\u5b8c\u6210\uff0c\u4e14\u53d7\u8bbf\u7684\u672c\u79d1\u751f\u5df2\u666e\u904d\u4f7f\u7528\u7f16\u7801\u4ee3\u7406\u3002\u4e8e\u662f\u8bfe\u7a0b\u628a\u90e8\u5206\u4f5c\u4e1a\u6539\u4e3a\u5411\u5f00\u6e90\u9879\u76ee\u8d21\u732e\u8865\u4e01\uff0c\u7531\u4ed3\u5e93\u7ef4\u62a4\u8005\u8bc4\u5ba1\u5b66\u751f\u7684\u4fee\u6539\u3002\u8bfe\u7a0b\u5e0c\u671b\u5b66\u751f\u5b66\u4f1a\u7406\u89e3\u964c\u751f\u4ee3\u7801\u5e93\u3001\u8bf4\u660e\u6539\u52a8\u7406\u7531\u3001\u5224\u65ad\u7ef4\u62a4\u8005\u662f\u5426\u63a5\u53d7\uff0c\u4ee5\u53ca\u8bc4\u4f30\u8865\u4e01\u53ef\u80fd\u5f71\u54cd\u7684\u5176\u4ed6\u90e8\u5206\u3002<\/p>\n<p>\u8bbf\u8c08\u8fd8\u63d0\u5230 Monaco \u7684\u5de5\u7a0b\u5b9e\u8df5\uff1a\u4ee3\u7801\u5ba1\u67e5\u5de5\u5177\u9009\u62e9\u91c7\u8d2d\uff0c\u667a\u80fd\u4f53\u5de5\u4f5c\u533a\u5219\u81ea\u884c\u642d\u5efa\uff0c\u5176\u539f\u5219\u662f\u201c\u4e70\u6765\u5b66\u4e60\uff0c\u81ea\u5efa\u6765\u957f\u671f\u4f7f\u7528\u201d\u3002\u56e2\u961f\u8ba9\u503c\u73ed\u667a\u80fd\u4f53\u63a5\u5165 Datadog \u548c GitHub\uff0c\u4ee5\u4fbf\u8c03\u67e5\u6545\u969c\u5e76\u5f00\u542f PR\u3002\u8d44\u6599\u8fd8\u8ba8\u8bba\u4ee3\u7801\u8bc4\u5ba1\u6210\u4e3a\u74f6\u9888\u3001\u4e0a\u4e0b\u6587\u5de5\u7a0b\u548c\u80cc\u666f\u4ee3\u7406\u7b49\u8bdd\u9898\uff1b\u8fd9\u4e9b\u5185\u5bb9\u6765\u81ea\u8bbf\u8c08\u548c\u8282\u76ee\u6458\u8981\uff0c\u8bfe\u7a0b\u4f5c\u4e1a\u7684\u5b9e\u9645\u6548\u679c\u5e76\u672a\u7ecf\u8fc7\u72ec\u7acb\u9a8c\u8bc1\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63d0\u4f9b AI \u7f16\u7801\u666e\u53ca\u540e\u5de5\u7a0b\u6559\u80b2\u4e0e\u56e2\u961f\u534f\u4f5c\u65b9\u5f0f\u8c03\u6574\u7684\u5177\u4f53\u6848\u4f8b\u3002<\/p>\n<ul>\n<li>RSS \/ \u6d77\u5916\u79d1\u6280 \u00b7 <a href=\"https:\/\/latent.space\/p\/cs146s\/\" target=\"_blank\" rel=\"noopener noreferrer\">How Stanford Teaches AI-Native Engineering \u2014 Mihail Eric, Monaco<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<li>RSS \/ \u6d77\u5916\u79d1\u6280 \u00b7 <a href=\"https:\/\/latent.space\/p\/one_million_ai_engineer_special_how_stanford_teaches_ai-native_engineering_mihail_eric_monaco\/\" target=\"_blank\" rel=\"noopener noreferrer\">[One Million AI Engineer Special] How Stanford Teaches AI-Native Engineering \u2014 Mihail Eric, Monaco<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>28 \u00b7 \u65b0\u7f51\u7ad9\u79f0\u53ef\u6309\u4efb\u52a1\u81ea\u52a8\u6311\u9009\u6700\u4f73 AI \u6a21\u578b<\/h3>\n<p>Hacker News \u51fa\u73b0\u4e00\u6761\u6295\u7a3f\uff0c\u6807\u9898\u4e3a\u201c\u8f93\u5165\u4efb\u610f\u4efb\u52a1\uff0c\u5f97\u5230\u6700\u9002\u5408\u5b83\u7684 AI \u6a21\u578b\u201d\uff0c\u94fe\u63a5\u6307\u5411 taskrouter.com\/tasks\u3002\u6309\u6807\u9898\u63cf\u8ff0\uff0c\u8fd9\u7c7b\u670d\u52a1\u8bd5\u56fe\u628a\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e0e\u4e0d\u540c AI \u6a21\u578b\u7684\u80fd\u529b\u8fdb\u884c\u5339\u914d\uff0c\u51cf\u5c11\u7528\u6237\u5728\u591a\u4e2a\u6a21\u578b\u4e4b\u95f4\u624b\u52a8\u6bd4\u8f83\u7684\u6210\u672c\u3002<\/p>\n<p>\u76ee\u524d\u53ea\u6709\u6295\u7a3f\u6807\u9898\u548c\u94fe\u63a5\uff0c\u6ca1\u6709\u53ef\u9a8c\u8bc1\u7684\u529f\u80fd\u8bf4\u660e\u3001\u652f\u6301\u6a21\u578b\u5217\u8868\u3001\u5b9a\u4ef7\u6216\u5b9e\u9645\u8bc4\u6d4b\u7ed3\u679c\uff0c\u8ba8\u8bba\u533a\u4e5f\u6ca1\u6709\u8bc4\u8bba\u3002\u5bf9\u9700\u8981\u6309\u4efb\u52a1\u9009\u6a21\u578b\u7684\u5f00\u53d1\u8005\u6216\u5185\u5bb9\u5de5\u4f5c\u8005\uff0c\u53ef\u4f5c\u4e3a\u7ebf\u7d22\u7559\u610f\uff0c\u4f46\u5177\u4f53\u662f\u5426\u53ef\u7528\u3001\u6548\u679c\u5982\u4f55\u5c1a\u65e0\u6cd5\u5224\u65ad\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u201c\u6309\u4efb\u52a1\u8def\u7531\u6a21\u578b\u201d\u662f AI \u5de5\u5177\u9009\u578b\u4e2d\u7684\u5b9e\u7528\u65b9\u5411\uff0c\u4f46\u73b0\u6709\u8d44\u6599\u4ec5\u591f\u63d0\u793a\u5b58\u5728\u6b64\u7c7b\u670d\u52a1\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50420635\" target=\"_blank\" rel=\"noopener noreferrer\">Type in Any Task. Get the Best AI Model for It<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-09 \u00b7 <a href=\"https:\/\/taskrouter.com\/tasks\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>29 \u00b7 Torchlens\uff1a\u53ef\u89c6\u5316\u5e76\u5e72\u9884\u795e\u7ecf\u7f51\u7edc\u4efb\u610f\u8fd0\u7b97\u7684 GitHub \u9879\u76ee<\/h3>\n<p>r\/LocalLLaMA \u51fa\u73b0\u4e00\u6761\u6295\u7a3f\uff0c\u4ecb\u7ecd GitHub \u9879\u76ee Torchlens\uff0c\u6807\u9898\u79f0\u53ef\u68c0\u67e5\u3001\u53ef\u89c6\u5316\u5e76\u5e72\u9884\u4efb\u610f\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u4efb\u610f\u8fd0\u7b97\u3002\u6309\u6807\u9898\u63cf\u8ff0\uff0c\u5b83\u7684\u76ee\u6807\u7528\u6237\u662f\u5e0c\u671b\u7406\u89e3\u6a21\u578b\u5185\u90e8\u8ba1\u7b97\u8fc7\u7a0b\u3001\u8c03\u8bd5\u4e2d\u95f4\u5c42\u884c\u4e3a\u6216\u5bf9\u7279\u5b9a\u8fd0\u7b97\u505a\u5e72\u9884\u7684\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u3002<\/p>\n<p>\u73b0\u6709\u8d44\u6599\u53ea\u6709 Reddit \u6295\u7a3f\u6807\u9898\u548c\u94fe\u63a5\uff0c\u6ca1\u6709\u6b63\u6587\u8bf4\u660e\u3001\u4ee3\u7801\u793a\u4f8b\u3001\u652f\u6301\u6846\u67b6\u8303\u56f4\u6216\u4e0e PyTorch \u94a9\u5b50\u7b49\u73b0\u6709\u5de5\u5177\u7684\u5dee\u5f02\uff0c\u8ba8\u8bba\u6570\u636e\u4e5f\u672a\u53d6\u5f97\u3002\u56e0\u6b64\u65e0\u6cd5\u786e\u8ba4\u5176\u5b89\u88c5\u65b9\u5f0f\u3001\u6027\u80fd\u5f00\u9500\u548c\u5b9e\u9645\u53ef\u7528\u6027\uff0c\u4ec5\u80fd\u4f5c\u4e3a\u5173\u6ce8\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u4e0e\u8c03\u8bd5\u5de5\u5177\u7684\u7ebf\u7d22\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u795e\u7ecf\u7f51\u7edc\u5185\u90e8\u8fd0\u7b97\u7684\u53ef\u89c6\u5316\u4e0e\u5e72\u9884\u5de5\u5177\uff0c\u5bf9\u6a21\u578b\u8c03\u8bd5\u548c\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u6709\u6f5c\u5728\u4ef7\u503c\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xrh5iz\/github_repo_torchlens_inspect_visualize_and\/\" target=\"_blank\" rel=\"noopener noreferrer\">Github Repo: Torchlens &#8211; Inspect, visualize and intervene on any operation in any neural network.<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>30 \u00b7 zumen\uff1a\u4ee5\u6587\u4ef6\u5939\u7ec4\u7ec7\u89c4\u5212\u7684ICM\u5de5\u4f5c\u533a\u5de5\u5177<\/h3>\n<p>GitHub\u4ed3\u5e93btdstudio\/zumen\u662f\u4e00\u4e2a\u57fa\u4e8e\u6587\u4ef6\u5939\u7684\u89c4\u5212\u5de5\u4f5c\u533a\u5de5\u5177\uff0c\u6807\u7b7e\u5305\u62ecAI\u3001CLI\u3001devtools\u3001ICM\u4e0eSDD\u3002\u4ece\u73b0\u6709\u7b80\u4ecb\u770b\uff0c\u5b83\u628a\u89c4\u5212\u5185\u5bb9\u6309\u6587\u4ef6\u5939\u7ec4\u7ec7\uff0c\u5e76\u63d0\u4f9b\u547d\u4ee4\u884c\u5165\u53e3\uff0c\u5c5e\u4e8e\u5f00\u53d1\u5de5\u5177\u7c7b\u9879\u76ee\u3002<\/p>\n<p>\u8d44\u6599\u6ca1\u6709\u8bf4\u660eICM\u7684\u5177\u4f53\u542b\u4e49\u3001\u4e0e\u89c4\u683c\u9a71\u52a8\u5f00\u53d1\uff08SDD\uff09\u7684\u914d\u5408\u65b9\u5f0f\u3001\u652f\u6301\u7684\u64cd\u4f5c\u7cfb\u7edf\u6216\u5b89\u88c5\u65b9\u5f0f\uff0c\u4e5f\u672a\u5c55\u793a\u793a\u4f8b\u5de5\u4f5c\u6d41\u3002\u56e0\u6b64\u76ee\u524d\u53ea\u80fd\u786e\u8ba4\u5176\u5b9a\u4f4d\u662f\u201c\u6587\u4ef6\u5939\u5f0f\u89c4\u5212\u5de5\u4f5c\u533a\u201d\uff0c\u9002\u5408\u5e0c\u671b\u7528\u672c\u5730\u76ee\u5f55\u7ba1\u7406\u8ba1\u5212\u3001\u5e76\u504f\u597d\u547d\u4ee4\u884c\u7684\u5f00\u53d1\u8005\u5c1d\u8bd5\uff0c\u4f46\u5b9e\u9645\u53ef\u7528\u6027\u9700\u67e5\u770b\u4ed3\u5e93\u8bf4\u660e\u4e0e\u4ee3\u7801\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793a\u4e86\u4e00\u79cd\u628aAI\u8f85\u52a9\u89c4\u5212\u843d\u5230\u672c\u5730\u6587\u4ef6\u5939\u548c\u547d\u4ee4\u884c\u5de5\u4f5c\u6d41\u7684\u8f7b\u91cf\u601d\u8def\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/btdstudio\/zumen\" target=\"_blank\" rel=\"noopener noreferrer\">btdstudio\/zumen<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>31 \u00b7 \u82f1\u56fd\u653f\u5e9c\u8003\u8651\u7981\u6b6216\u5c81\u4ee5\u4e0b\u7528\u6237\u4f7f\u7528Vinted\u548ceBay<\/h3>\n<p>\u82f1\u56fd\u6587\u5316\u5927\u81e3\u8bc1\u5b9e\uff0c\u653f\u5e9c\u6b63\u201c\u8ba4\u771f\u8003\u8651\u201d\u5c06\u4e8c\u624b\u4ea4\u6613\u5e73\u53f0Vinted\u548ceBay\u5217\u5165\u7981\u6b6216\u5c81\u4ee5\u4e0b\u7528\u6237\u4f7f\u7528\u7684\u5e73\u53f0\u540d\u5355\u3002\u76f8\u5173\u7981\u4ee4\u9884\u8ba1\u6700\u65e9\u4e8e\u660e\u5e743\u6708\u751f\u6548\uff0c\u76ee\u524d\u5c1a\u4e0d\u6e05\u695a\u6700\u7ec8\u540d\u5355\u4f1a\u6db5\u76d6\u54ea\u4e9b\u5e73\u53f0\u3002<\/p>\n<p>\u8be5\u62a5\u9053\u6765\u81eaBBC\uff0c\u6838\u5fc3\u4fe1\u606f\u53ea\u6709\u6587\u5316\u5927\u81e3\u7684\u8868\u6001\u548c\u53ef\u80fd\u7684\u65f6\u95f4\u5b89\u6392\uff0c\u6ca1\u6709\u62ab\u9732\u5e74\u9f84\u9a8c\u8bc1\u65b9\u5f0f\u3001\u6267\u6cd5\u7ec6\u8282\u3001\u8fdd\u89c4\u5904\u7f5a\uff0c\u4e5f\u6ca1\u6709\u8bf4\u660e\u4e8c\u624b\u7535\u5546\u4e3a\u4f55\u88ab\u7eb3\u5165\u672a\u6210\u5e74\u4eba\u4fdd\u62a4\u8303\u56f4\u3002<\/p>\n<p>\u5bf9\u82f1\u56fd\u9752\u5c11\u5e74\u7528\u6237\u4ee5\u53ca\u5728Vinted\u3001eBay\u4e0a\u7ecf\u8425\u7684\u5356\u5bb6\u6765\u8bf4\uff0c\u8fd9\u4e00\u52a8\u5411\u610f\u5473\u7740\u5e73\u53f0\u53ef\u80fd\u5f88\u5feb\u9700\u8981\u589e\u52a0\u5e74\u9f84\u6838\u9a8c\u6216\u9650\u5236\u672a\u6210\u5e74\u8d26\u6237\uff1b\u5177\u4f53\u6267\u884c\u65b9\u5f0f\u4ecd\u9700\u7b49\u5f85\u5b98\u65b9\u7ec6\u5219\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u82f1\u56fd\u672a\u6210\u5e74\u4eba\u7f51\u7edc\u4fdd\u62a4\u653f\u7b56\u53ef\u80fd\u4ece\u793e\u4ea4\u5a92\u4f53\u6269\u5c55\u5230\u4e8c\u624b\u4ea4\u6613\u7535\u5546\uff0c\u5f71\u54cd\u5e73\u53f0\u5408\u89c4\u4e0e\u9752\u5c11\u5e74\u5356\u5bb6\u3002<\/p>\n<ul>\n<li>\u6d77\u5916\u8d22\u7ecf\u65b0\u95fb \u00b7 <a href=\"https:\/\/www.bbc.co.uk\/news\/articles\/cmzxjvpqrjxro?at_campaign=rss&amp;at_medium=RSS\" target=\"_blank\" rel=\"noopener noreferrer\">Government &#8216;looking seriously&#8217; at banning under-16s from Vinted and eBay<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>32 \u00b7 \u8c37\u6b4c Gemini \u4ea7\u54c1\u8d1f\u8d23\u4eba\u8c08\u524d\u6cbf\u6a21\u578b\u5f00\u53d1\u4e2d\u7684\u4ea7\u54c1\u7ecf\u7406\u89d2\u8272<\/h3>\n<p>Lenny&#8217;s Newsletter \u8bbf\u8c08\u4e86 Google \u524d\u6cbf AI \u6a21\u578b\u4ea7\u54c1\u8d1f\u8d23\u4eba Tulsee Doshi\uff0c\u5176\u804c\u8d23\u8986\u76d6 Gemini \u53ca\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5982 Nano Banana\u3001Genie\u3001Veo \u548c Lyria\u3002\u8bbf\u8c08\u63d0\u7eb2\u63d0\u51fa\uff1a\u6a21\u578b\u5f00\u53d1\u4e0d\u4ec5\u662f\u5de5\u7a0b\u95ee\u9898\uff0c\u4e5f\u6d89\u53ca\u4ea7\u54c1\u5224\u65ad\uff1b\u5e76\u8ba8\u8bba Google \u7684\u5168\u6808\u524d\u6cbf AI \u7b56\u7565\u3001\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u4e2d\u4ea7\u54c1\u7ecf\u7406\u7684\u804c\u8d23\u3002<\/p>\n<p>\u8282\u76ee\u8fd8\u4ecb\u7ecd\u4e00\u4e2a\u540d\u4e3a 60-20-20 \u7684\u6846\u67b6\uff0c\u7528\u4e8e\u5e73\u8861\u5f53\u524d\u53ef\u7528\u80fd\u529b\u3001\u63a5\u8fd1\u53ef\u7528\u7684\u80fd\u529b\u548c\u5176\u4ed6\u6295\u5165\u65b9\u5411\uff0c\u4ee5\u53ca\u5982\u4f55\u64b0\u5199\u7b2c\u4e00\u4efd\u8bc4\u4f30\uff08eval\uff09\u3002\u8bbf\u8c08\u7684\u6838\u5fc3\u8bba\u70b9\u662f\u4f18\u79c0\u4ea7\u54c1\u7ecf\u7406\u7684\u4ef7\u503c\u5728\u4e0a\u5347\u3002<\/p>\n<p>\u73b0\u6709\u8d44\u6599\u4e3b\u8981\u662f\u8282\u76ee\u63d0\u7eb2\u548c\u94fe\u63a5\u5217\u8868\uff0c\u6ca1\u6709\u7ed9\u51fa\u6846\u67b6\u7684\u5177\u4f53\u5b9a\u4e49\u3001\u8bc4\u4f30\u65b9\u6cd5\u7ec6\u8282\u6216\u53ef\u590d\u73b0\u7684\u7ed3\u8bba\u3002\u9002\u5408\u5173\u6ce8 AI \u4ea7\u54c1\u7ba1\u7406\u3001\u6a21\u578b\u8bc4\u4f30\u548c\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u7ec4\u7ec7\u65b9\u5f0f\u7684\u542c\u4f17\u53c2\u8003\uff0c\u4f46\u4e0d\u80fd\u628a\u63d0\u7eb2\u4e2d\u7684\u4e3b\u5f20\u5f53\u4f5c\u5df2\u9a8c\u8bc1\u7684\u65b9\u6cd5\u8bba\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u4ece\u524d\u6cbf\u6a21\u578b\u56e2\u961f\u5185\u90e8\u89c6\u89d2\u8bf4\u660e AI \u4ea7\u54c1\u7ecf\u7406\u7684\u804c\u8d23\u4e0e\u8bc4\u4f30\u5de5\u4f5c\u3002<\/p>\n<ul>\n<li>RSS \/ \u6d77\u5916\u79d1\u6280 \u00b7 <a href=\"https:\/\/www.lennysnewsletter.com\/p\/what-it-actually-takes-to-build-frontier\" target=\"_blank\" rel=\"noopener noreferrer\">Why PMs are suddenly valuable again | Tulsee Doshi (Head of Product, Gemini)<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n<h3>33 \u00b7 Asahi Linux \u5f03\u7528 MIT \u8bb8\u53ef\u8f6c\u5168\u9762 GPL\uff0c\u79f0\u56e0 AI \u88ab\u7528\u4e8e\u7a83\u53d6\u672a\u53d1\u5e03\u4ee3\u7801<\/h3>\n<p>Hacker News \u4e0a\u51fa\u73b0\u4e00\u6761\u6307\u5411 It&#8217;s FOSS \u62a5\u9053\u7684\u8ba8\u8bba\u5e16\uff0c\u6807\u9898\u79f0 Asahi Linux \u653e\u5f03 MIT \u8bb8\u53ef\u3001\u6539\u4e3a\u5168\u9762\u91c7\u7528 GPL\uff0c\u539f\u56e0\u4e0e\u201cAI \u88ab\u7528\u4e8e\u7a83\u53d6\u672a\u53d1\u5e03\u4ee3\u7801\u201d\u6709\u5173\u3002\u73b0\u6709\u8d44\u6599\u53ea\u6709\u8fd9\u6761\u6807\u9898\u548c\u8ba8\u8bba\u8ba1\u6570\uff0c\u6ca1\u6709\u539f\u6587\u6b63\u6587\u3001\u5177\u4f53\u65f6\u95f4\u8868\u6216\u8bb8\u53ef\u53d8\u66f4\u8303\u56f4\uff0c\u56e0\u6b64\u65e0\u6cd5\u786e\u8ba4\u662f\u54ea\u90e8\u5206\u4ee3\u7801\u3001\u4f55\u65f6\u751f\u6548\u3001\u6d89\u53ca\u54ea\u4e9b AI \u5de5\u5177\u6216\u4e8b\u4ef6\u7ecf\u8fc7\u3002<\/p>\n<p>\u8be5\u8bdd\u9898\u5bf9\u5173\u6ce8\u5f00\u6e90\u8bb8\u53ef\u8bc1\u7b56\u7565\u3001AI \u6293\u53d6\u4e0e\u4ee3\u7801\u6cc4\u9732\u98ce\u9669\u7684\u4eba\u6709\u53c2\u8003\u4ef7\u503c\uff1a\u5982\u679c\u62a5\u9053\u5c5e\u5b9e\uff0c\u610f\u5473\u7740\u9879\u76ee\u53ef\u80fd\u7528\u66f4\u4e25\u683c\u7684 GPL \u6761\u6b3e\u9650\u5236\u672a\u53d1\u5e03\u4ee3\u7801\u7684\u518d\u5206\u53d1\u4e0e\u884d\u751f\u4f7f\u7528\u3002\u4f46\u8bfb\u8005\u9700\u56de\u5230\u539f\u62a5\u9053\u6838\u5b9e\u4e8b\u5b9e\uff0c\u4e0d\u80fd\u4ec5\u51ed\u6807\u9898\u63a8\u65ad\u8bb8\u53ef\u53d8\u66f4\u7ec6\u8282\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6d89\u53ca\u5f00\u6e90\u8bb8\u53ef\u4e0e AI \u83b7\u53d6\u4ee3\u7801\u7684\u51b2\u7a81\uff0c\u662f\u5f00\u53d1\u8005\u793e\u533a\u503c\u5f97\u8ddf\u8fdb\u7684\u653f\u7b56\u4fe1\u53f7\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50420532\" target=\"_blank\" rel=\"noopener noreferrer\">Asahi Linux Drops MIT, Goes Full GPL After AI Used to Steal Unreleased Code<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-09 \u00b7 <a href=\"https:\/\/itsfoss.com\/news\/asahi-linux-drops-mit-for-gpl\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>34 \u00b7 RTX 5090 \u4e00\u6b21\u6027\u6d4b\u8bd5 Qwen 3.8 27B \u4e24\u79cd GGUF \u91cf\u5316<\/h3>\n<p>r\/LocalLLaMA \u7528\u6237\u53d1\u5e03\u4e00\u6b21\u9488\u5bf9 Qwen 3.8 27B Unsloth GGUF \u7684\u5feb\u901f\u6d4b\u8bd5\uff0c\u4f7f\u7528 RTX 5090\uff0c\u6a21\u578b\u52a0 KV cache \u5171\u5360\u7528 31GB \u663e\u5b58\uff0c\u751f\u6210\u901f\u5ea6\u4e3a 110 \u81f3 120 tokens\/\u79d2\u3002\u6d4b\u8bd5\u63d0\u793a\u4e3a\u201c\u4e00\u53ea\u9a91\u81ea\u884c\u8f66\u7684\u9e48\u9e55\u201d\uff0c\u5c5e\u4e8e\u5355\u6b21\u751f\u6210\u6837\u4f8b\uff0c\u5e76\u975e\u7cfb\u7edf\u57fa\u51c6\u3002<\/p>\n<p>\u5bf9\u6bd4\u7684\u4e24\u79cd\u91cf\u5316\u662f Q4_K_M \u914d 120K \u4e0a\u4e0b\u6587\uff0c\u4ee5\u53ca Q5_K_M \u914d 90K \u4e0a\u4e0b\u6587\uff1b\u8f6f\u4ef6\u4e3a OpenCode 2 \u52a0 LM Studio\uff0cMTP \u5f00\u542f\u3001Thinking \u8bbe\u4e3a Medium\uff0c\u5176\u4f59\u4e3a\u9ed8\u8ba4\u8bbe\u7f6e\u3002\u5e16\u6587\u6ca1\u6709\u7ed9\u51fa\u4e24\u79cd\u91cf\u5316\u5728\u8d28\u91cf\u3001\u663e\u5b58\u6216\u901f\u5ea6\u4e0a\u7684\u9010\u9879\u5dee\u5f02\uff0c\u56e0\u6b64\u53ea\u80fd\u786e\u8ba4\u4e24\u8005\u5728\u8be5\u73af\u5883\u4e0b\u90fd\u8fbe\u5230\u76f8\u8fd1\u7684\u751f\u6210\u901f\u5ea6\u3002<\/p>\n<p>\u8be5\u6d4b\u8bd5\u9002\u5408\u60f3\u4e86\u89e3 RTX 5090 \u672c\u5730\u8fd0\u884c 27B \u7ea7\u6a21\u578b\u53ef\u884c\u6027\u7684\u7528\u6237\u53c2\u8003\uff0c\u4f46\u5355\u6b21\u63d0\u793a\u548c\u9ed8\u8ba4\u53c2\u6570\u4e0d\u8db3\u4ee5\u5224\u65ad\u91cf\u5316\u53d6\u820d\uff0c\u5c24\u5176\u662f\u4e0a\u4e0b\u6587\u7f29\u51cf\u5bf9\u957f\u4efb\u52a1\u7684\u5f71\u54cd\u3002\u590d\u73b0\u65f6\u9700\u8981\u6ce8\u610f OpenCode 2 \u4e0e LM Studio \u7684\u5177\u4f53\u914d\u7f6e\u53ef\u80fd\u5f71\u54cd\u7ed3\u679c\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u7ed9\u51fa\u9ad8\u7aef\u6d88\u8d39\u7ea7\u663e\u5361\u8dd1 27B \u6a21\u578b\u4e24\u79cd\u91cf\u5316\u7684\u5b9e\u9645\u901f\u5ea6\u4e0e\u663e\u5b58\u5360\u7528\u6837\u4f8b\uff0c\u53ef\u4f9b\u672c\u5730\u90e8\u7f72\u8005\u521d\u6b65\u53c2\u8003\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xrexe0\/quick_one_shot_pelican_rtx_5090_test_qwen_38_27b\/\" target=\"_blank\" rel=\"noopener noreferrer\">Quick One Shot Pelican RTX 5090 Test &#8211; Qwen 3.8 27B. Q4_K_M vs Q5_K_M Quants. Both Ran @ 110-120tokens\/sec in OpenCode 2+LM Studio.<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>35 \u00b7 ARQUIA-EVAL-001\uff1a\u79bb\u7ebf\u6d4b\u8bd5AI\u4ee3\u7406\u6743\u9650\u64a4\u9500\u4e0e\u201c\u8fdf\u5230\u56de\u6267\u201d<\/h3>\n<p>GitHub\u9879\u76eeargensite\/arquia-eval-001\u53d1\u5e03\u540d\u4e3aARQUIA-EVAL-001\u7684\u6d4b\u8bd5\u96c6\uff0c\u4e3b\u9898\u6d89\u53ca\u8bbf\u95ee\u63a7\u5236\u3001AI\u4ee3\u7406\u8bc4\u6d4b\u3001AI\u6cbb\u7406\u4e0e\u8fd0\u884c\u65f6\u53ef\u9a8c\u8bc1\u6027\u3002\u4ed3\u5e93\u4ee5Python\u5b9e\u73b0\uff0c\u5b9a\u4f4d\u4e3a\u53ef\u590d\u73b0\u5b9e\u9a8c\uff0c\u7528\u4e8e\u68c0\u9a8cAI\u4ee3\u7406\u5728\u6743\u9650\u88ab\u64a4\u9500\u540e\u7684\u884c\u4e3a\uff0c\u5e76\u7eb3\u5165\u201c\u8fdf\u5230\u56de\u6267\u201d\u548c\u9634\u6027\u5bf9\u7167\u573a\u666f\u3002<\/p>\n<p>\u6240\u8c13\u9634\u6027\u5bf9\u7167\uff0c\u662f\u5728\u4e0d\u5e94\u89e6\u53d1\u64a4\u9500\u6216\u8d8a\u6743\u7684\u6761\u4ef6\u4e0b\u8fd0\u884c\u7528\u4f8b\uff0c\u68c0\u67e5\u6d4b\u8bd5\u672c\u8eab\u662f\u5426\u4f1a\u4ea7\u751f\u8bef\u62a5\uff1b\u8fdf\u5230\u56de\u6267\u5219\u5173\u6ce8\u64a4\u9500\u751f\u6548\u540e\u4ecd\u6709\u64cd\u4f5c\u7ed3\u679c\u8fd4\u56de\u7684\u60c5\u51b5\u3002\u8fd9\u4e9b\u8bbe\u5b9a\u9762\u5411\u7814\u7a76AI\u4ee3\u7406\u6743\u9650\u8fb9\u754c\u3001\u8bbf\u95ee\u63a7\u5236\u4e0e\u5ba1\u8ba1\u673a\u5236\u7684\u7814\u7a76\u8005\u548c\u5de5\u7a0b\u56e2\u961f\uff0c\u53ef\u7528\u4e8e\u72ec\u7acb\u590d\u73b0\u4e0e\u6279\u8bc4\u6027\u68c0\u9a8c\u3002<\/p>\n<p>\u4ed3\u5e93\u5f53\u524d\u8bf4\u660e\u4ec5\u4e3a\u7b80\u4ecb\uff0c\u672a\u7ed9\u51fa\u5177\u4f53\u6d4b\u8bd5\u89c4\u6a21\u3001\u901a\u8fc7\u6807\u51c6\u6216\u7ed3\u679c\uff0c\u4e5f\u672a\u63d0\u4f9b\u57fa\u51c6\u6210\u7ee9\uff1b\u5f15\u7528\u65f6\u53ea\u80fd\u786e\u8ba4\u5176\u6d4b\u8bd5\u65b9\u5411\u4e0e\u8bed\u8a00\uff0c\u4e0d\u80fd\u65ad\u5b9a\u5176\u6709\u6548\u6027\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63d0\u4f9b\u4e86\u4e00\u5957\u56f4\u7ed5AI\u4ee3\u7406\u6743\u9650\u64a4\u9500\u7684\u53ef\u590d\u73b0\u6d4b\u8bd5\u601d\u8def\uff0c\u9002\u5408\u5173\u6ce8\u4ee3\u7406\u5b89\u5168\u4e0e\u6cbb\u7406\u8bc4\u6d4b\u7684\u8bfb\u8005\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/argensite\/arquia-eval-001\" target=\"_blank\" rel=\"noopener noreferrer\">argensite\/arquia-eval-001<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-09<\/li>\n<\/ul>\n<h3>36 \u00b7 \u5f00\u6e90\u57fa\u51c6 Parsimony\uff1a\u7528\u4ee3\u7801\u7cbe\u7b80\u5ea6\u8861\u91cfAI\u8865\u4e01\u7684\u8fc7\u5ea6\u5de5\u7a0b<\/h3>\n<p>\u6709\u5f00\u53d1\u8005\u5728 r\/LocalLLaMA \u4ecb\u7ecd\u5f00\u6e90\u57fa\u51c6 Parsimony\uff0c\u8bd5\u56fe\u8861\u91cf AI \u6a21\u578b\u548c\u7f16\u7801\u5de5\u5177\u5728\u4fee\u590d\u95ee\u9898\u65f6\u662f\u5426\u5199\u5165\u4e86\u8fc7\u591a\u4ee3\u7801\u3002\u4f5c\u8005\u8ba4\u4e3a\uff0c\u73b0\u6709\u57fa\u51c6\u591a\u5173\u6ce8\u89e3\u51b3\u7387\u3001token \u8f93\u51fa\u548c\u6210\u672c\uff0c\u5374\u4e0d\u60e9\u7f5a\u591a\u4f59\u4ee3\u7801\u6216\u8fc7\u5ea6\u5de5\u7a0b\uff0c\u957f\u671f\u4f1a\u7d2f\u79ef\u6280\u672f\u503a\u3002Parsimony \u7edf\u8ba1\u5176\u4ed6\u57fa\u51c6\u516c\u5f00\u8865\u4e01\u4e2d\u7684\u8bed\u6cd5\u5355\u5143\uff08\u8bed\u53e5\u3001\u8c03\u7528\u3001\u540d\u79f0\uff09\uff0c\u4e0d\u8ba1\u884c\u6570\u3001\u6ce8\u91ca\u548c\u6d4b\u8bd5\uff0c\u5e76\u628a\u6bcf\u4e2a\u6a21\u578b\u6216\u5de5\u5177\u4e0e\u4eba\u7c7b\u5bf9\u540c\u4e00\u95ee\u9898\u7684\u4fee\u590d\u505a\u5bf9\u6bd4\u3002<\/p>\n<p>\u5e16\u6587\u7ed9\u51fa\u7684\u7ed3\u679c\u662f\uff1a\u90e8\u5206\u66f4\u806a\u660e\u7684\u6a21\u578b\u53cd\u800c\u5199\u51fa\u7565\u591a\u4ee3\u7801\uff1b\u5728 SWE-bench Verified \u4e0a\uff0c\u4e2d\u4f4d\u6a21\u578b\u65b0\u589e\u7ea6 1.9 \u500d\u4e8e\u4eba\u7c7b\u4fee\u590d\u7684\u4ee3\u7801\u91cf\uff0c\u800c\u5728 DeepSWE \u4e0a\u7ea6\u4e3a 1 \u500d\u3002\u5de5\u5177\u94fe\u672c\u8eab\u4e5f\u6709\u5f71\u54cd\uff0c\u540c\u6837\u4e24\u4e2a\u5f00\u653e\u6743\u91cd\u6a21\u578b\uff0c\u6362\u7528\u4e0d\u540c harness\uff0c\u6bd4\u4f8b\u53ef\u4ece 0.80 \u500d\uff08Codex\uff09\u53d8\u5316\u5230 0.99 \u500d\uff08mini-SWE-agent\u3001OpenClaw\uff09\uff0charness \u6570\u636e\u5f15\u81ea Joel Niklaus \u7684 Harness Leaderboard\u3002<\/p>\n<p>\u8be5\u9879\u76ee\u9762\u5411\u5173\u6ce8 AI \u7f16\u7a0b\u4ee3\u7406\u548c\u8f6f\u4ef6\u5de5\u7a0b\u8bc4\u6d4b\u7684\u4eba\uff0c\u63d0\u4f9b\u9879\u76ee\u7f51\u7ad9\u4e0e GitHub \u4ed3\u5e93\uff0c\u5e76\u516c\u5f00\u5f81\u96c6\u65b0\u6a21\u578b\u7684\u8865\u4e01\u4f9b\u6d4b\u8bd5\u3002\u5e16\u6587\u79f0\u90e8\u5206\u65b0\u6a21\u578b\u7684\u81ea\u6d4b\u7ed3\u679c\u5728 DeepSWE \u4e2d\u6807\u4e3a\u672a\u9a8c\u8bc1\u3002\u4ee5\u4e0a\u6570\u636e\u5747\u6765\u81ea\u4f5c\u8005\u5e16\u6587\uff0c\u5c1a\u4e0d\u80fd\u89c6\u4e3a\u72ec\u7acb\u590d\u6838\u7ed3\u8bba\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63d0\u4f9b\u4e00\u79cd\u4e0d\u540c\u4e8e\u201c\u89e3\u51b3\u7387\u201d\u7684\u8bc4\u6d4b\u89d2\u5ea6\uff0c\u628a AI \u7f16\u7801\u4ee3\u7406\u7684\u4ee3\u7801\u5197\u4f59\u548c\u6280\u672f\u503a\u7eb3\u5165\u91cf\u5316\u6bd4\u8f83\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xrathc\/how_much_code_do_ai_models_and_harnesses_add_i\/\" target=\"_blank\" rel=\"noopener noreferrer\">How much code do AI models and harnesses add? I made an open-source benchmark to measure code complexity.<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-08<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI \u65b0\u95fb\u96f7\u8fbe \u00b7 2026\u5e7411\u670809\u65e5\u3002\u4ee5\u4e0b\u4e3a\u57fa\u4e8e\u68c0\u7d22\u8d44\u6599\u751f\u6210\u7684 AI \u6458\u8981\uff0c\u4fdd\u7559\u6765\u6e90\u4f9b\u6838\u67e5\uff0c\u4e0d\u4ee3\u8868\u5df2\u72ec\u7acb&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":["post-2631","post","type-post","status-publish","format-standard","hentry","category-ai-daily","post-63492e"],"_links":{"self":[{"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/posts\/2631","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/comments?post=2631"}],"version-history":[{"count":1,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/posts\/2631\/revisions"}],"predecessor-version":[{"id":2758,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/posts\/2631\/revisions\/2758"}],"wp:attachment":[{"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/media?parent=2631"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/categories?post=2631"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/tags?post=2631"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}