{"id":2833,"date":"2026-11-12T09:51:19","date_gmt":"2026-11-12T01:51:19","guid":{"rendered":"https:\/\/ai26.shop\/?p=2833"},"modified":"2026-11-12T09:51:19","modified_gmt":"2026-11-12T01:51:19","slug":"ai%e6%97%a5%e6%8a%a5-%c2%b7-2026%e5%b9%b411%e6%9c%8812%e6%97%a5%ef%bd%9cai%e4%bb%a3%e7%90%86%e8%be%85%e5%8a%a9%e5%8f%91%e7%8e%b0%e7%96%91%e4%bc%bc%e6%9c%aa%e8%ae%b0%e5%bd%95%e7%9a%84%e7%8e%9b%e9%9b%85","status":"publish","type":"post","link":"https:\/\/ai26.shop\/index.php\/2026\/11\/12\/ai%e6%97%a5%e6%8a%a5-%c2%b7-2026%e5%b9%b411%e6%9c%8812%e6%97%a5%ef%bd%9cai%e4%bb%a3%e7%90%86%e8%be%85%e5%8a%a9%e5%8f%91%e7%8e%b0%e7%96%91%e4%bc%bc%e6%9c%aa%e8%ae%b0%e5%bd%95%e7%9a%84%e7%8e%9b%e9%9b%85\/","title":{"rendered":"AI\u65e5\u62a5 \u00b7 2026\u5e7411\u670812\u65e5\uff5cAI\u4ee3\u7406\u8f85\u52a9\u53d1\u73b0\u7591\u4f3c\u672a\u8bb0\u5f55\u7684\u739b\u96c5\u9057\u5740"},"content":{"rendered":"<p>AI \u65b0\u95fb\u96f7\u8fbe \u00b7 2026\u5e7411\u670812\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 AI\u4ee3\u7406\u8f85\u52a9\u53d1\u73b0\u7591\u4f3c\u672a\u8bb0\u5f55\u7684\u739b\u96c5\u9057\u5740<\/h3>\n<p>Hacker News \u4e0a\u51fa\u73b0\u4e00\u7bc7\u9898\u4e3a\u201cMy AI agents found an unmapped Maya site?\u201d\u7684\u8ba8\u8bba\uff0c\u4f5c\u8005\u79f0\u5176 AI \u4ee3\u7406\u5728\u739b\u96c5\u533a\u57df\u53d1\u73b0\u4e00\u5904\u672a\u88ab\u6d4b\u7ed8\u7684\u9057\u5740\u3002<\/p>\n<p>\u4ece\u6807\u9898\u770b\uff0c\u505a\u6cd5\u662f\u7528 AI \u4ee3\u7406\u5904\u7406\u9065\u611f\u6216\u6d4b\u7ed8\u7c7b\u6570\u636e\u5e76\u7b5b\u9009\u5019\u9009\u5730\u70b9\uff0c\u518d\u7531\u4eba\u8fdb\u4e00\u6b65\u6838\u67e5\uff1b\u8fd9\u7c7b\u6d41\u7a0b\u53ef\u8f85\u52a9\u8003\u53e4\u8c03\u67e5\u524d\u671f\u7b5b\u67e5\uff0c\u964d\u4f4e\u4eba\u5de5\u904d\u5386\u5927\u91cf\u5f71\u50cf\u7684\u6210\u672c\u3002\u4f46\u201c\u53d1\u73b0\u9057\u5740\u201d\u9700\u8981\u7530\u91ce\u9a8c\u8bc1\u548c\u8003\u53e4\u673a\u6784\u786e\u8ba4\uff0c\u4ec5\u51ed\u4ee3\u7406\u8f93\u51fa\u4e0d\u80fd\u4f5c\u4e3a\u8003\u53e4\u7ed3\u8bba\u3002<\/p>\n<p>\u8be5\u6761\u76ee\u53ea\u63d0\u4f9b\u4e86\u8ba8\u8bba\u5165\u53e3\u4e0e\u94fe\u63a5\u6807\u9898\uff0c\u539f\u6587\u7684\u65b9\u6cd5\u7ec6\u8282\u3001\u6570\u636e\u6765\u6e90\u3001\u9a8c\u8bc1\u8fdb\u5ea6\u5747\u672a\u8bfb\u5230\uff0c\u56e0\u6b64\u65e0\u6cd5\u786e\u8ba4\u9057\u5740\u771f\u5b9e\u6027\u53ca\u4ee3\u7406\u5728\u5176\u4e2d\u7684\u5177\u4f53\u8d21\u732e\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793a AI \u4ee3\u7406\u7528\u4e8e\u9065\u611f\u7b5b\u67e5\u7684\u6f5c\u529b\uff0c\u540c\u65f6\u63d0\u9192\u6b64\u7c7b\u201c\u53d1\u73b0\u201d\u4ecd\u9700\u4e13\u4e1a\u9a8c\u8bc1\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50452455\" target=\"_blank\" rel=\"noopener noreferrer\">My AI agents found an unmapped Maya site?<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/pietromiotti.com\/latest\/maya-site\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>2 \u00b7 Unsloth\u53d1\u5e03Qwen3.8-27B\u52a8\u6001\u91cf\u5316GGUF v3.1\u66f4\u65b0<\/h3>\n<p>Unsloth\u4e3aQwen3.8-27B\u63a8\u51faDynamic v3.1\u65b0\u7248GGUF\u91cf\u5316\u6587\u4ef6\uff0c\u8986\u76d62\u4f4d\u81f36\u4f4d\u91cf\u5316\uff0c3\u4f4d\u91cf\u5316\u4ecd\u6cbf\u7528UD3\uff0c\u56e0\u4e3a\u56e2\u961f\u6d4b\u8bd5\u8ba4\u4e3aUD3\u4e0eUD3.1\u8868\u73b0\u76f8\u5f53\u3002\u53d1\u5e03\u8005\u79f0\uff0c\u65b0\u91cf\u5316\u5728DeepSWE\u3001Terminal Bench\u7b49\u667a\u80fd\u4f53\u57fa\u51c6\u4e0a\u6bd4\u65e7\u7248UD3\u4ee5\u53caGSQ-RCO\u3001Exllama-3\u7b49\u65b9\u6848\u9ad85%\u201310%\u51c6\u786e\u7387\uff1b\u8fd9\u4e9b\u57fa\u51c6\u6309256K\u4e0a\u4e0b\u6587\u8fd0\u884c\uff0cLiveCodeBench\u7b49\u5176\u4ed6\u57fa\u51c6\u6309128K\u8fd0\u884c\u3002<\/p>\n<p>\u5e16\u5b50\u8fd8\u56de\u5e94\u4e86\u4e0eGSQ-RCO\u7684\u5bf9\u6bd4\u5206\u6b67\uff1aUnsloth\u8ba4\u4e3a\u5bf9\u65b9\u53ef\u80fd\u6309\u7ea696K\u4e0a\u4e0b\u6587\u9884\u7b97\u6d4b\u8bd5\uff0c\u5728128K\u4e0bUD3\u8868\u73b0\u66f4\u597d\uff1bAIME25\u4e0a\u5bf9\u65b9\u79f0\u91cf\u5316\u8fbe100%\u51c6\u786e\u7387\u6062\u590d\uff0c\u800cUnsloth\u79f0\u81ea\u5df1\u505a\u4e8614\u6b21\u8bd5\u9a8c\u3001\u5e73\u5747\u6062\u590d\u7387\u4e3a93%\u201396%\u3002\u8fd9\u4e9b\u7ed3\u8bba\u6765\u81ea\u53d1\u5e03\u65b9\u81ea\u8ff0\uff0c\u672a\u7ecf\u8fc7\u72ec\u7acb\u9a8c\u8bc1\u3002<\/p>\n<p>\u5bf9\u672c\u5730\u90e8\u7f72Qwen3.8-27B\u7684\u7528\u6237\uff0c\u66f4\u65b0\u6587\u4ef6\u5df2\u4e0a\u4f20Hugging Face\u7684unsloth\/Qwen3.8-27B-GGUF\u4ed3\u5e93\uff0c\u9002\u5408\u5728\u6709\u9650\u663e\u5b58\u6216\u5185\u5b58\u4e0b\u8fd0\u884c\u91cf\u5316\u6a21\u578b\uff0c\u4f46\u9009\u578b\u4ecd\u5e94\u7ed3\u5408\u81ea\u8eab\u786c\u4ef6\u548c\u4efb\u52a1\u590d\u6d4b\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u4e3a\u672c\u5730\u8fd0\u884cQwen3.8-27B\u63d0\u4f9b\u65b0\u7248\u91cf\u5316\u9009\u9879\uff0c\u5e76\u62ab\u9732\u4e0e\u7ade\u54c1\u7684\u57fa\u51c6\u5206\u6b67\uff0c\u9002\u5408\u5173\u6ce8\u672c\u5730\u90e8\u7f72\u8005\u6838\u5bf9\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtlyhe\/new_qwen3827b_unsloth_dynamic_v31_ggufs\/\" target=\"_blank\" rel=\"noopener noreferrer\">New Qwen3.8-27B Unsloth Dynamic V3.1 GGUFs<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>3 \u00b7 Qwen4-Max-Preview\u4e0a\u7ebfQwen Chat\u4e0eAgent\u6a21\u5f0f\uff0c\u6682\u65e0\u57fa\u51c6\u6570\u636e<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u79f0\uff0c\u963f\u91cc\u5df4\u5df4\u7684Qwen4-Max-Preview\u5df2\u53ef\u5728Qwen Chat\u3001Agent\u6a21\u5f0f\u4ee5\u53ca\u963f\u91ccToken Plan\u4e2d\u4f7f\u7528\u3002\u9891\u9053\u5f15\u8ff0\u7684\u4ecb\u7ecd\u79f0\u8fd9\u662fQwen4\u7684\u65e9\u671f\u9884\u89c8\uff0c\u5f3a\u8c03\u66f4\u6df1\u7684\u77e5\u8bc6\u3001\u66f4\u5f3a\u7684\u4e16\u754c\u7406\u89e3\uff0c\u4ee5\u53ca\u66f4\u597d\u7684\u7f16\u7a0b\u548c\u4ee3\u7406\u80fd\u529b\uff0c\u9762\u5411\u590d\u6742\u7f16\u7a0b\u3001\u529e\u516c\u4efb\u52a1\u3001\u524d\u7aef\u8bbe\u8ba1\u4e0e\u4e13\u4e1a\u8f6f\u4ef6\u5de5\u4f5c\u3002<\/p>\n<p>\u8be5\u9891\u9053\u660e\u786e\u8868\u793a\u76ee\u524d\u8fd8\u6ca1\u6709\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\uff1b\u540c\u4e00\u9891\u9053\u7684\u6bcf\u65e5\u9884\u6d4b\u5e16\u4e5f\u628aQwen4 Max\/Flash\/Plus\/27B\u5217\u4e3a\u201c\u672c\u5468\u53ef\u80fd\u53d1\u5e03\u201d\u7684\u4f20\u95fb\u4e4b\u4e00\uff0c\u5c5e\u4e8e\u9884\u6d4b\u800c\u975e\u786e\u8ba4\u4fe1\u606f\u3002\u5bf9\u60f3\u5c1d\u9c9cQwen4\u7f16\u7a0b\u4e0e\u4ee3\u7406\u80fd\u529b\u7684\u5f00\u53d1\u8005\uff0c\u53ef\u5148\u5728Qwen Chat\u6216Agent\u6a21\u5f0f\u4e2d\u8bd5\u7528\uff1b\u4f46\u6a21\u578b\u5b9e\u9645\u6c34\u5e73\u3001\u53ef\u7528\u8303\u56f4\u548c\u8ba1\u8d39\u7ec6\u8282\u5e94\u4ee5\u5b98\u65b9\u8bf4\u660e\u4e3a\u51c6\uff0c\u73b0\u6709\u8d44\u6599\u4e0d\u8db3\u4ee5\u5224\u65ad\u5176\u6027\u80fd\u63d0\u5347\u5e45\u5ea6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>Qwen4\u9884\u89c8\u7248\u8fdb\u5165\u53ef\u7528\u5165\u53e3\uff0c\u4f46\u7f3a\u5c11\u57fa\u51c6\u4e0e\u5b98\u65b9\u7ec6\u8282\uff0c\u9002\u5408\u4f5c\u4e3a\u5c1d\u9c9c\u7ebf\u7d22\u800c\u975e\u6027\u80fd\u7ed3\u8bba\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9969\" target=\"_blank\" rel=\"noopener noreferrer\">ALIBABA \ud83d\udd25: Qwen4-Max-Preview is now available on Qwen Chat, Agent Mode, and on Alibaba\u2019s Token Plan.&gt; &#8220;Get an\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9970\" target=\"_blank\" rel=\"noopener noreferrer\">DAILY AI BRIEF \ud83d\uddde \u2014 Nov 10 MODEL FORECAST \ud83d\udc40: &#8211; Gemini 4 Carbon, today!!! &#8211; Gemini 4 Hydrogen (Flash), today? -\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>4 \u00b7 rea\uff1a\u7528AI\u4ee3\u7406\u9006\u5411\u5206\u6790\u5e94\u7528\u884c\u4e3a\u4e0e\u539f\u751f\u4e8c\u8fdb\u5236<\/h3>\n<p>GitHub\u4ed3\u5e93morluto\/rea\u5b9a\u4f4d\u4e3a\u201c\u7528\u4ee3\u7406\u9006\u5411\u5de5\u7a0b\u4efb\u4f55\u4e1c\u897f\u201d\uff0c\u8986\u76d6\u4ece\u5e94\u7528\u884c\u4e3a\u5230\u539f\u751f\u4e8c\u8fdb\u5236\u7684\u5206\u6790\u94fe\u8def\u3002\u4ed3\u5e93\u6807\u7b7e\u5305\u542bagent-skills\u3001AI\u3001Android\u3001CLI\u3001C++\u3001MCP\u548csecurity\u7b49\uff0c\u8bf4\u660e\u5176\u9762\u5411\u591a\u8bed\u8a00\u3001\u591a\u5e73\u53f0\u7684\u9006\u5411\u573a\u666f\uff0c\u5e76\u4ee5\u4ee3\u7406\u6280\u80fd\u7684\u5f62\u5f0f\u7ec4\u7ec7\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u4ece\u6807\u7b7e\u770b\uff0c\u4f7f\u7528\u8005\u53ef\u80fd\u901a\u8fc7\u547d\u4ee4\u884c\u4e0eMCP\u63a5\u5165AI\u4ee3\u7406\uff0c\u5bf9\u5e94\u7528\u6216\u4e8c\u8fdb\u5236\u8fdb\u884c\u5206\u6790\uff1b\u4f46\u4ed3\u5e93\u7b80\u4ecb\u6ca1\u6709\u7ed9\u51fa\u5177\u4f53\u5de5\u5177\u6e05\u5355\u3001\u64cd\u4f5c\u6b65\u9aa4\u548c\u51c6\u786e\u5ea6\u6570\u636e\u3002\u9002\u7528\u4eba\u7fa4\u66f4\u504f\u5411\u5b89\u5168\u7814\u7a76\u3001\u9006\u5411\u5de5\u7a0b\u4e0eAI\u4ee3\u7406\u5de5\u5177\u5f00\u53d1\u8005\uff0c\u7528\u4e8e\u63a2\u7d22\u4ee3\u7406\u53c2\u4e0e\u5206\u6790\u4efb\u52a1\u7684\u6d41\u7a0b\u3002\u5b9e\u9645\u80fd\u529b\u4e0e\u9650\u5236\u9700\u67e5\u9605\u4ed3\u5e93\u6587\u6863\u540e\u518d\u5224\u65ad\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u628aAI\u4ee3\u7406\u4e0e\u9006\u5411\u5de5\u7a0b\u7ed3\u5408\uff0c\u4e3a\u5b89\u5168\u7814\u7a76\u548c\u4e8c\u8fdb\u5236\u5206\u6790\u63d0\u4f9b\u4e86\u65b0\u7684\u5de5\u5177\u5f62\u6001\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/morluto\/rea\" target=\"_blank\" rel=\"noopener noreferrer\">morluto\/rea<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>5 \u00b7 \u7f8e\u8054\u822a\u7981\u6b62AI\u4ee3\u7406\u4ee3\u5ba2\u8ba2\u7968<\/h3>\n<p>\u636e Hacker News \u8ba8\u8bba\u6240\u5f15 CBS News \u62a5\u9053\uff0c\u7f8e\u56fd\u8054\u5408\u822a\u7a7a\uff08United Airlines\uff09\u7981\u6b62 AI \u4ee3\u7406\u4ee3\u66ff\u65c5\u5ba2\u9884\u8ba2\u673a\u7968\u3002<\/p>\n<p>\u8ba8\u8bba\u7684\u7126\u70b9\u5728\u4e8e\uff1a\u822a\u53f8\u628a\u9884\u8ba2\u6d41\u7a0b\u9650\u5b9a\u4e3a\u65c5\u5ba2\u672c\u4eba\u6216\u6388\u6743\u6e20\u9053\u64cd\u4f5c\uff0c\u800c\u975e\u7531\u7b2c\u4e09\u65b9\u81ea\u52a8\u5316\u4ee3\u7406\u5b8c\u6210\u4e0b\u5355\u3002\u5bf9\u4f7f\u7528 AI \u52a9\u624b\u6bd4\u4ef7\u3001\u586b\u5355\u3001\u81ea\u52a8\u51fa\u7968\u7684\u65c5\u5ba2\u548c\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u76f8\u5173\u81ea\u52a8\u5316\u6d41\u7a0b\u5728\u7f8e\u8054\u822a\u6e20\u9053\u53ef\u80fd\u53d7\u963b\uff0c\u9700\u8981\u6539\u4e3a\u4eba\u5de5\u786e\u8ba4\u6216\u8d70\u5b98\u65b9\u63a5\u53e3\u3002<\/p>\n<p>\u7531\u4e8e\u76ee\u524d\u53ea\u6709\u6807\u9898\u548c\u8ba8\u8bba\u5165\u53e3\u3001\u6ca1\u6709\u62a5\u9053\u5168\u6587\uff0c\u7981\u4ee4\u7684\u5177\u4f53\u6761\u6b3e\u3001\u751f\u6548\u65f6\u95f4\u3001\u8bc6\u522b\u4e0e\u6267\u884c\u65b9\u5f0f\u4ee5\u53ca\u5bf9\u65c5\u884c\u793e\u7b49\u6388\u6743\u65b9\u7684\u4f8b\u5916\u5747\u4e0d\u660e\u786e\uff0c\u5c1a\u4e0d\u80fd\u5224\u65ad\u5f71\u54cd\u8303\u56f4\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6d89\u53ca AI \u4ee3\u7406\u5728\u771f\u5b9e\u4ea4\u6613\u573a\u666f\u4e2d\u7684\u6743\u9650\u8fb9\u754c\uff0c\u505a\u65c5\u884c\u7c7b AI \u5de5\u5177\u6216\u591a\u6b65\u81ea\u52a8\u5316\u7684\u5f00\u53d1\u8005\u9700\u8981\u7559\u610f\u5e73\u53f0\u653f\u7b56\u53d8\u5316\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50458900\" target=\"_blank\" rel=\"noopener noreferrer\">United Airlines bans AI agents from booking flights on behalf of travelers<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/www.cbsnews.com\/news\/united-airlines-bans-ai-agents-booking-flights\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>6 \u00b7 Alpamayo 2 Edge\u5f00\u6e90\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\u767b\u9646NVIDIA Thor\u8fb9\u7f18\u5e73\u53f0<\/h3>\n<p>Reddit\u7528\u6237\u79f0\uff0cNVIDIA\u53d1\u5e03Alpamayo 2 Edge\u5f00\u6e90\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\uff0cEmbedl\u540c\u6b65\u63a8\u51fa\u9762\u5411\u8fb9\u7f18\u786c\u4ef6\u7684\u4f18\u5316\u7248\u672c\u3002\u8be5\u7248\u672c\u5728AGX Thor\u7b49\u8fb9\u7f18\u8bbe\u5907\u4e0a\u8fd0\u884c\u901f\u5ea6\u8d85\u8fc7PyTorch\u724810\u500d\u3002\u6a21\u578b\u4ee5\u5f3a\u5316\u5b66\u4e60\u5faa\u73af\u8bad\u7ec3\uff0c\u8f93\u5165\u4e3a6\u8def\u6444\u50cf\u5934\u753b\u9762\u548c\u8fd1\u671f\u8fd0\u52a8\u4fe1\u606f\uff0c\u9762\u5411\u7aef\u4fa7\u5b9e\u65f6\u611f\u77e5\u4e0e\u63a7\u5236\u573a\u666f\u3002<\/p>\n<p>Embedl\u79f0\uff0c\u7528\u6237\u53ef\u5728\u5176\u7f51\u7ad9\u9875\u9762\u9009\u62e9\u5728\u771f\u5b9eThor\u786c\u4ef6\u4e0a\u8fd0\u884c\u4f53\u9a8c\u3002\u8be5\u5e16\u5b50\u5c5e\u4e8e\u5382\u5546\u5458\u5de5\u53d1\u5e03\uff0c\u6027\u80fd\u500d\u6570\u548c\u6a21\u578b\u6548\u679c\u5747\u672a\u5728\u8d44\u6599\u4e2d\u7ed9\u51fa\u72ec\u7acb\u6d4b\u8bd5\u6216\u7ec6\u8282\uff0c\u9700\u4ee5\u5b9e\u9645\u90e8\u7f72\u9a8c\u8bc1\u3002\u5bf9\u7814\u7a76\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u548c\u8fb9\u7f18AI\u90e8\u7f72\u7684\u5f00\u53d1\u8005\uff0c\u8fd9\u4e00\u53d1\u5e03\u63d0\u4f9b\u4e86\u53ef\u5728\u8f66\u89c4\u7ea7\u8fb9\u7f18\u5e73\u53f0\u5c1d\u8bd5\u7684\u5f00\u6e90\u6a21\u578b\u53ca\u4f18\u5316\u8fd0\u884c\u65f6\u9009\u9879\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5f00\u6e90\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\u4e0e\u8fb9\u7f18\u4f18\u5316\u8fd0\u884c\u65f6\u7ed3\u5408\uff0c\u4e3a\u7aef\u4fa7\u81ea\u52a8\u9a7e\u9a76\u7814\u7a76\u63d0\u4f9b\u53ef\u8bd5\u8dd1\u5bf9\u8c61\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtmeif\/open_source_self_driving_is_here\/\" target=\"_blank\" rel=\"noopener noreferrer\">Open source self driving is here!<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>7 \u00b7 \u4f20SpaceX\u4e0eSINGULUS\u7b7e\u7f72HJT\u592a\u9633\u80fd\u5236\u9020\u8bbe\u5907\u5408\u540c<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u53d1\u5e03\u6d88\u606f\u79f0\uff0cSpaceX\u4e0e\u5fb7\u56fd\u8bbe\u5907\u5546SINGULUS\u7b7e\u7f72\u5408\u540c\uff0c\u7531\u540e\u8005\u4f9b\u5e94\u5e74\u4ea7\u80fd100 GW\u7684HJT\uff08\u5f02\u8d28\u7ed3\uff09\u592a\u9633\u80fd\u7535\u6c60\u5236\u9020\u8bbe\u5907\uff0c\u7528\u4e8e\u4e00\u4e2a\u540d\u4e3a\u201cStarmind\u201d\u7684\u9879\u76ee\uff0c\u5e16\u6587\u5e76\u63d0\u53ca\u5fb7\u56fd\u3002\u8be5\u8bf4\u6cd5\u76ee\u524d\u4ec5\u6765\u81ea\u8fd9\u4e00\u516c\u5f00\u9891\u9053\u7684\u4e00\u53e5\u8bdd\u63cf\u8ff0\uff0c\u672a\u7ed9\u51fa\u5408\u540c\u91d1\u989d\u3001\u4ea4\u4ed8\u65f6\u95f4\u8868\u3001\u8bbe\u5907\u5177\u4f53\u578b\u53f7\u6216\u53cc\u65b9\u5b98\u65b9\u786e\u8ba4\uff0cHJT\u4ea7\u7ebf\u7684\u826f\u7387\u3001\u6210\u672c\u7b49\u5173\u952e\u53c2\u6570\u4e5f\u65e0\u4ece\u5224\u65ad\u3002<\/p>\n<p>\u82e5\u6d88\u606f\u5c5e\u5b9e\uff0c\u5176\u770b\u70b9\u5728\u4e8e\u822a\u5929\u516c\u53f8\u628a\u5149\u4f0f\u5236\u9020\u80fd\u529b\u7eb3\u5165\u81ea\u6709\u4f9b\u5e94\u94fe\u7684\u5c1d\u8bd5\uff0c\u4ee5\u53ca\u5fb7\u56fd\u8bbe\u5907\u5546\u5728\u5927\u89c4\u6a21HJT\u4ea7\u7ebf\u4e0a\u7684\u89d2\u8272\u3002\u4f46\u7531\u4e8e\u539f\u59cb\u4fe1\u606f\u6781\u77ed\u4e14\u5e26\u8c03\u4f83\u8bed\u6c14\uff0c\u8bfb\u8005\u5e94\u5c06\u5176\u89c6\u4e3a\u5f85\u6838\u5b9e\u4f20\u95fb\uff0c\u5728SpaceX\u6216SINGULUS\u53d1\u5e03\u6b63\u5f0f\u516c\u544a\u524d\u4e0d\u5b9c\u636e\u6b64\u63a8\u65ad\u4ea7\u80fd\u843d\u5730\u6216\u6295\u8d44\u5f71\u54cd\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6d89\u53ca\u822a\u5929\u4f01\u4e1a\u81ea\u5efa\u5149\u4f0f\u4f9b\u5e94\u94fe\u7684\u4f20\u95fb\uff0c\u4f46\u4ec5\u6709\u4e00\u53e5\u6765\u6e90\uff0c\u9700\u7b49\u5f85\u5b98\u65b9\u786e\u8ba4\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9971\" target=\"_blank\" rel=\"noopener noreferrer\">SpaceX \u2764\ufe0f SINGULUSSpaceX and SINGULUS signed a contract to supply 100 GW\/year of HJT solar manufacturing equip\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>8 \u00b7 openclaw\/openclaw\uff1a\u8de8\u7cfb\u7edf\u201c\u80fd\u505a\u4e8b\u201d\u7684AI\u52a9\u624b<\/h3>\n<p>GitHub\u9879\u76eeopenclaw\/openclaw\u81ea\u79f0\u201c\u771f\u6b63\u505a\u4e8b\u7684AI\u201d\uff0c\u5f3a\u8c03Any OS\u3001Any Platform\uff0c\u5e76\u5e26\u4e0a\u201cown-your-data\u201d\u4e0e\u201cpersonal\u201d\u6807\u7b7e\uff0c\u65b9\u5411\u662f\u53ef\u5728\u4e0d\u540c\u64cd\u4f5c\u7cfb\u7edf\u548c\u5e73\u53f0\u4e0a\u8fd0\u884c\u7684\u4e2a\u4ebaAI\u52a9\u624b\u3002<\/p>\n<p>\u73b0\u6709\u8d44\u6599\u53ea\u7ed9\u51fa\u4ed3\u5e93\u5b9a\u4f4d\u4e0e\u4e3b\u9898\u6807\u7b7e\uff0c\u672a\u62ab\u9732\u5177\u4f53\u529f\u80fd\u3001\u5b89\u88c5\u65b9\u5f0f\u3001\u652f\u6301\u7684\u6a21\u578b\u6216\u5b9e\u9645\u53ef\u6267\u884c\u7684\u4efb\u52a1\u8303\u56f4\uff0c\u4e5f\u6ca1\u6709\u5c55\u793a\u64cd\u4f5c\u6f14\u793a\u3002\u56e0\u6b64\u5b83\u66f4\u9002\u5408\u4f5c\u4e3a\u5173\u6ce8\u201c\u8de8\u5e73\u53f0\u4e2a\u4ebaAI\u4ee3\u7406\u201d\u548c\u201c\u6570\u636e\u81ea\u4e3b\u201d\u7684\u7ebf\u7d22\uff1b\u5224\u65ad\u662f\u5426\u53ef\u7528\u3001\u80fd\u5728\u54ea\u4e9b\u5e73\u53f0\u4e0a\u505a\u54ea\u4e9b\u4e8b\uff0c\u9700\u8981\u8fdb\u4e00\u6b65\u9605\u8bfb\u4ed3\u5e93\u6587\u6863\u4e0e\u4ee3\u7801\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u8de8\u5e73\u53f0\u4e2a\u4ebaAI\u52a9\u624b\u662fAI\u5de5\u5177\u843d\u5730\u7684\u91cd\u8981\u65b9\u5411\uff0c\u6570\u636e\u81ea\u4e3b\u7684\u5b9a\u4f4d\u4e5f\u503c\u5f97\u7559\u610f\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/openclaw\/openclaw\" target=\"_blank\" rel=\"noopener noreferrer\">openclaw\/openclaw<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>9 \u00b7 \u8bc4\u8bba\u6587\u7ae0\u79f0\u9000\u4f11\u50a8\u84c4\u8d44\u91d1\u6b63\u52a9\u63a8AI\u6ce1\u6cab<\/h3>\n<p>Hacker News \u8ba8\u8bba\u94fe\u63a5\u5230 LPE Project \u7684\u4e00\u7bc7\u8bc4\u8bba\u6587\u7ae0\uff0c\u6807\u9898\u4e3a\u201cYour Retirement Savings Are Fueling the AI Bubble\u201d\uff0c\u4e3b\u5f20\u9000\u4f11\u50a8\u84c4\u8d44\u91d1\u901a\u8fc7\u6295\u8d44\u6e20\u9053\u6d41\u5165 AI \u76f8\u5173\u8d44\u4ea7\uff0c\u52a9\u63a8\u4e86 AI \u6ce1\u6cab\u3002<\/p>\n<p>\u6587\u7ae0\u6d89\u53ca\u7684\u673a\u5236\u662f\u517b\u8001\u91d1\u4e0e\u9000\u4f11\u8d26\u6237\u7684\u88ab\u52a8\u914d\u7f6e\uff1a\u666e\u901a\u50a8\u6237\u7684\u8d44\u91d1\u7ecf\u7531\u57fa\u91d1\u95f4\u63a5\u6301\u6709 AI \u76f8\u5173\u516c\u53f8\uff0c\u50a8\u6237\u672c\u4eba\u672a\u5fc5\u610f\u8bc6\u5230\u98ce\u9669\u655e\u53e3\u3002\u8fd9\u4e00\u89c6\u89d2\u5bf9\u5173\u6ce8 AI \u884c\u4e1a\u4f30\u503c\u3001\u4e2a\u4eba\u9000\u4f11\u6295\u8d44\u914d\u7f6e\u7684\u8bfb\u8005\u6709\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<p>\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u8fd9\u91cc\u53ea\u6709\u6807\u9898\u548c\u8ba8\u8bba\u9875\uff0c\u6ca1\u6709\u6b63\u6587\u4e0e\u6570\u636e\uff0c\u6587\u7ae0\u7684\u5177\u4f53\u8bba\u8bc1\u3001\u6d89\u53ca\u7684\u57fa\u91d1\u4e0e\u89c4\u6a21\u5747\u672a\u6838\u5b9e\uff0c\u5176\u201c\u6ce1\u6cab\u201d\u5224\u65ad\u5c5e\u4e8e\u8bc4\u8bba\u89c2\u70b9\u800c\u975e\u4e8b\u5b9e\u7ed3\u8bba\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u628a AI \u4f30\u503c\u8ba8\u8bba\u4e0e\u666e\u901a\u4eba\u7684\u9000\u4f11\u91d1\u8054\u7cfb\u8d77\u6765\uff0c\u63d0\u4f9b\u4e2a\u4eba\u6295\u8d44\u98ce\u9669\u89c6\u89d2\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50457164\" target=\"_blank\" rel=\"noopener noreferrer\">Retirement Savings Are Fueling the AI Bubble<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/lpeproject.org\/blog\/your-retirement-savings-are-fueling-the-ai-bubble\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>10 \u00b7 \u5fae\u8f6f\u4e13\u5229\u7533\u8bf7\u62df\u7528\u95f2\u7f6e\u6d88\u8d39\u7ea7GPU\u8bad\u7ec3AI\u6a21\u578b<\/h3>\n<p>\u636eReddit\u5e16\u5b50\u8f6c\u8ff0\uff0c\u5fae\u8f6f\u63d0\u4ea4\u4e13\u5229\u7533\u8bf7\uff0c\u62df\u5c06AI\u6a21\u578b\u8bad\u7ec3\u62c6\u5206\u4e3a\u5c0f\u4efb\u52a1\uff0c\u5206\u53d1\u7ed9\u81ea\u613f\u52a0\u5165\u7684\u6d88\u8d39\u8005\u8bbe\u5907\uff0c\u5229\u7528\u95f2\u7f6eGPU\u7b97\u529b\u53c2\u4e0e\u8bad\u7ec3\uff0c\u5e76\u4ee5\u79ef\u5206\u4f5c\u4e3a\u56de\u62a5\u3002\u5e16\u5b50\u6307\u51fa\uff0c\u76ee\u524d\u53ea\u770b\u5230\u5e94\u7528\u5c42\u9762\u7684\u63cf\u8ff0\uff0c\u6ca1\u6709\u516c\u5e03\u79ef\u5206\u5151\u6362\u6bd4\u4f8b\uff0c\u56e0\u6b64\u96be\u4ee5\u5224\u65ad\u56de\u62a5\u80fd\u5426\u8986\u76d6\u7535\u8d39\uff1b\u5bb6\u5ead\u5bbd\u5e26\u5ef6\u8fdf\u4e5f\u88ab\u8ba4\u4e3a\u662f\u66f4\u73b0\u5b9e\u7684\u74f6\u9888\u3002<\/p>\n<p>\u8be5\u6d88\u606f\u6765\u81ea\u4e8c\u624b\u8f6c\u8ff0\u7684\u4e13\u5229\u4fe1\u606f\uff0c\u672a\u5305\u542b\u4e13\u5229\u53f7\u3001\u6743\u5229\u8981\u6c42\u8303\u56f4\u6216\u5b9e\u9645\u4ea7\u54c1\u8ba1\u5212\uff0c\u4e0d\u80fd\u89c6\u4e3a\u5fae\u8f6f\u5df2\u63a8\u51fa\u76f8\u5173\u670d\u52a1\u3002\u5bf9\u62e5\u6709\u95f2\u7f6e\u663e\u5361\u7684\u7528\u6237\uff0c\u8fd9\u4e00\u8bbe\u60f3\u6307\u5411\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u7b97\u529b\u5171\u4eab\uff0c\u4f46\u771f\u6b63\u843d\u5730\u8fd8\u53d6\u51b3\u4e8e\u4efb\u52a1\u8c03\u5ea6\u3001\u7f51\u7edc\u4f20\u8f93\u3001\u9690\u79c1\u4e0e\u6fc0\u52b1\u673a\u5236\u8bbe\u8ba1\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5927\u5382\u63a2\u7d22\u6d88\u8d39\u7ea7GPU\u4f17\u5305\u8bad\u7ec3\uff0c\u7275\u6d89\u7b97\u529b\u6210\u672c\u3001\u7f51\u7edc\u4e0e\u6fc0\u52b1\u673a\u5236\uff0c\u503c\u5f97\u8ddf\u8e2a\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtowe4\/microsoft_files_a_patent_application_to_train_ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft files a patent application to train AI models on idle consumer GPUs<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>11 \u00b7 Google API\u88ab\u66dd\u51fa\u73b0\u201cGemini Decision 1\u201d\u6a21\u578b\u6761\u76ee<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u4e24\u6b21\u53d1\u5e16\u79f0\uff0c\u5728Google API\u7684\u6a21\u578b\u5217\u8868\u4e2d\u53d1\u73b0\u4e86\u540d\u4e3a\u201cGemini Decision 1\u201d\u7684\u6761\u76ee\uff0c\u5e76\u63d0\u5230\u6b64\u6b21\u6ca1\u6709\u51fa\u73b0Flash\u7248\u672c\uff0c\u5e16\u6587\u4ee5\u7591\u95ee\u8bed\u6c14\u8be2\u95ee\u201c\u4eca\u5929\u4f1a\u53d1\u5e03Decision\u5417\u201d\u201c\u8fd9\u662f\u771f\u7684\u5417\u201d\uff0c\u8bf4\u660e\u53d1\u5e03\u8005\u672c\u4eba\u4e5f\u672a\u786e\u8ba4\u3002<\/p>\n<p>\u76ee\u524d\u53ef\u786e\u8ba4\u7684\u4ec5\u662fAPI\u4fa7\u51fa\u73b0\u7684\u6a21\u578b\u540d\u79f0\u7ebf\u7d22\uff0c\u6a21\u578b\u80fd\u529b\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u3001\u5b9a\u4ef7\u3001\u9762\u5411\u5f00\u53d1\u8005\u8fd8\u662f\u9762\u5411\u4f01\u4e1a\u51b3\u7b56\u573a\u666f\u5747\u65e0\u4fe1\u606f\u3002\u5bf9\u5173\u6ce8Gemini\u4ea7\u54c1\u7ebf\u7684\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u7c7bAPI\u6761\u76ee\u6709\u65f6\u5148\u4e8e\u6b63\u5f0f\u53d1\u5e03\u51fa\u73b0\uff0c\u4e5f\u53ef\u80fd\u662f\u6d4b\u8bd5\u6216\u5360\u4f4d\u914d\u7f6e\uff0c\u662f\u5426\u4e0a\u7ebf\u3001\u4f55\u65f6\u53ef\u7528\u4ecd\u9700\u4ee5Google\u5b98\u65b9\u6587\u6863\u548c\u516c\u544a\u4e3a\u51c6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>Gemini\u65b0\u6a21\u578b\u540d\u79f0\u5728API\u4fa7\u63d0\u524d\u51fa\u73b0\uff0c\u662f\u89c2\u5bdfGoogle\u6a21\u578b\u8def\u7ebf\u7684\u4e00\u4e2a\u65e9\u671f\u4fe1\u53f7\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9975\" target=\"_blank\" rel=\"noopener noreferrer\">GOOGLE \ud83d\udd25: Gemini Decision 1 model has been spotted on Google APIs. No Flash, but Decision today?Is this true?\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9977\" target=\"_blank\" rel=\"noopener noreferrer\">GOOGLE \ud83d\udd25: Gemini Decision 1 model has been spotted on Google APIs. No Flash, but Decision today? Is this true?\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>12 \u00b7 DeepSeek Harness\u4ed3\u5e93\uff1a\u4ee5\u63d2\u4ef6\u4e3a\u6838\u5fc3\u7ec4\u7ec7AI\u4ee3\u7406<\/h3>\n<p>GitHub\u4e0a\u7684deepseek-ai\/deepseek-harness\u4ed3\u5e93\u4ee5\u201cEverything is a Plugin\u201d\u4e3a\u7b80\u4ecb\uff0c\u4e3b\u9898\u6807\u7b7e\u5305\u62ecai-agents\u3001cordis\u3001dsh\u548cdsh-plugin\uff0c\u663e\u793a\u5176\u56f4\u7ed5AI\u4ee3\u7406\u4e0e\u63d2\u4ef6\u673a\u5236\u6784\u5efa\u3002<\/p>\n<p>\u8d44\u6599\u6ca1\u6709\u8bf4\u660e\u63d2\u4ef6\u5982\u4f55\u7f16\u5199\u3001\u8fd0\u884c\u73af\u5883\u3001\u5df2\u63d0\u4f9b\u7684\u63d2\u4ef6\u79cd\u7c7b\u6216\u4e0eDeepSeek\u6a21\u578b\u7684\u5177\u4f53\u5173\u7cfb\uff0c\u4e5f\u6ca1\u6709\u53ef\u9a8c\u8bc1\u7684\u529f\u80fd\u6e05\u5355\u3002\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u4e2a\u4ed3\u5e93\u7684\u4ef7\u503c\u9700\u8981\u4ece\u5176\u6587\u6863\u548c\u4ee3\u7801\u4e2d\u786e\u8ba4\uff1b\u76ee\u524d\u53ea\u80fd\u5224\u65ad\u5176\u65b9\u5411\u662f\u63d2\u4ef6\u5316\u7684\u4ee3\u7406\u5de5\u5177\uff0c\u9002\u5408\u5173\u6ce8AI\u4ee3\u7406\u6269\u5c55\u65b9\u5f0f\u7684\u4eba\u7fa4\u7ee7\u7eed\u8ddf\u8fdb\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63d2\u4ef6\u5316\u662fAI\u4ee3\u7406\u751f\u6001\u6269\u5f20\u7684\u5173\u952e\u8bbe\u8ba1\uff0cDeepSeek\u76f8\u5173\u4ed3\u5e93\u52a8\u5411\u503c\u5f97\u5f00\u53d1\u8005\u5173\u6ce8\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/deepseek-ai\/deepseek-harness\" target=\"_blank\" rel=\"noopener noreferrer\">deepseek-ai\/deepseek-harness<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>13 \u00b7 \u90e8\u5206\u5f00\u6e90\u9879\u76ee\u7981\u6b62AI\u751f\u6210\u8d21\u732e<\/h3>\n<p>Hacker News \u8ba8\u8bba\u63d0\u5230\u4e00\u4e2a\u540d\u4e3a osssaysno.com \u7684\u7ad9\u70b9\uff0c\u6c47\u96c6\u5ba3\u5e03\u7981\u6b62 AI \u751f\u6210\u8d21\u732e\u7684\u5f00\u6e90\u9879\u76ee\u3002<\/p>\n<p>\u8fd9\u7c7b\u653f\u7b56\u901a\u5e38\u9488\u5bf9\u63d0\u4ea4\u8005\u7528\u5927\u6a21\u578b\u751f\u6210\u8865\u4e01\u3001\u6587\u6863\u6216 issue \u7684\u60c5\u51b5\uff0c\u8981\u6c42\u8d21\u732e\u8005\u58f0\u660e\u672a\u4f7f\u7528 AI \u6216\u5b8c\u5168\u62d2\u7edd AI \u4ea7\u51fa\uff0c\u52a8\u673a\u591a\u4e0e\u4ee3\u7801\u5ba1\u67e5\u8d1f\u62c5\u3001\u8bb8\u53ef\u4e0e\u7248\u6743\u6765\u6e90\u4e0d\u6e05\u3001\u7ef4\u62a4\u8005\u5ba1\u6838\u6210\u672c\u6709\u5173\u3002\u5bf9\u4e60\u60ef\u7528 AI \u8f85\u52a9\u5199\u4ee3\u7801\u5e76\u5411\u4e0a\u6e38\u63d0 PR \u7684\u5f00\u53d1\u8005\uff0c\u63d0\u4ea4\u524d\u9700\u5148\u67e5\u9879\u76ee\u7684\u8d21\u732e\u89c4\u8303\u3002<\/p>\n<p>\u76ee\u524d\u53ea\u6709\u7ad9\u70b9\u6807\u9898\u4e0e\u8ba8\u8bba\uff0c\u672a\u8bfb\u5230\u5177\u4f53\u9879\u76ee\u540d\u5355\u3001\u7981\u4ee4\u63aa\u8f9e\u548c\u6267\u884c\u65b9\u5f0f\uff0c\u65e0\u6cd5\u786e\u8ba4\u8986\u76d6\u8303\u56f4\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>AI \u8f85\u52a9\u7f16\u7a0b\u666e\u53ca\u540e\uff0c\u5f00\u6e90\u534f\u4f5c\u89c4\u5219\u6b63\u5728\u5206\u5316\uff0c\u8d21\u732e\u8005\u9700\u6309\u9879\u76ee\u8981\u6c42\u8c03\u6574\u5de5\u4f5c\u6d41\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50451102\" target=\"_blank\" rel=\"noopener noreferrer\">OSS projects banning AI-generated contributions<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/osssaysno.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>14 \u00b7 \u5fae\u8f6f\u7814\u7a76\u79f0\u76f4\u63a5\u4fee\u6539\u4e0d\u523010\u4e2a\u4f11\u7720\u795e\u7ecf\u5143\u5373\u53ef\u7ed9AI\u4ee3\u7406\u690d\u5165\u540e\u95e8<\/h3>\n<p>Reddit\u5e16\u5b50\u5f15\u8ff0\u5fae\u8f6f\u7814\u7a76\u79f0\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u76f4\u63a5\u7f16\u8f91\u4e0d\u523010\u4e2a\u201c\u4f11\u7720\u201d\u795e\u7ecf\u5143\uff0c\u5c31\u6210\u529f\u7ed9\u4e00\u4e2aAI\u4ee3\u7406\u690d\u5165\u4e86\u540e\u95e8\u3002\u5e16\u5b50\u672a\u7ed9\u51fa\u6a21\u578b\u7c7b\u578b\u3001\u653b\u51fb\u89e6\u53d1\u6761\u4ef6\u3001\u6210\u529f\u7387\u6216\u9632\u5fa1\u65b9\u6cd5\u7b49\u7ec6\u8282\uff0c\u6838\u5fc3\u63d0\u9192\u662f\uff1a\u8fd0\u884c\u6765\u6e90\u4e0d\u660e\u7684\u91cf\u5316\u6a21\u578b\u6216\u5fae\u8c03\u6a21\u578b\u65f6\u9700\u4fdd\u6301\u8b66\u60d5\u3002<\/p>\n<p>\u53d1\u5e16\u8005\u8ba4\u4e3a\uff0c\u82e5\u8fd9\u7c7b\u6280\u672f\u53d8\u5f97\u66f4\u6613\u590d\u73b0\uff0c\u201c\u4f11\u7720\u4ee3\u7406\u201d\u53ef\u80fd\u6210\u4e3a\u771f\u5b9e\u653b\u51fb\u9762\u3002\u8be5\u8ba8\u8bba\u5bf9\u4f7f\u7528\u793e\u533a\u91cf\u5316\u3001\u7b2c\u4e09\u65b9\u5fae\u8c03\u6a21\u578b\u7684\u672c\u5730AI\u7528\u6237\u5177\u6709\u76f4\u63a5\u76f8\u5173\u6027\uff1a\u4e0b\u8f7d\u6743\u91cd\u524d\u5e94\u786e\u8ba4\u6765\u6e90\u4e0e\u6821\u9a8c\u4fe1\u606f\uff0c\u5bf9\u6765\u6e90\u4e0d\u660e\u7684\u6a21\u578b\u4fdd\u6301\u8c28\u614e\u3002\u7531\u4e8e\u8d44\u6599\u4ec5\u4e3a\u7b80\u77ed\u8f6c\u8ff0\uff0c\u4e0d\u80fd\u636e\u6b64\u5224\u65ad\u653b\u51fb\u7684\u901a\u7528\u6027\u6216\u5b9e\u9645\u98ce\u9669\u8303\u56f4\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u63ed\u793a\u6781\u5c11\u91cf\u795e\u7ecf\u5143\u7f16\u8f91\u5373\u53ef\u690d\u5165\u540e\u95e8\u7684\u98ce\u9669\uff0c\u63d0\u9192\u672c\u5730\u6a21\u578b\u7528\u6237\u91cd\u89c6\u6743\u91cd\u6765\u6e90\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xt82mz\/microsoft_research_backdoored_an_ai_agent_by\/\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft Research backdoored an AI agent by directly editing fewer than 10 dormant neurons<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>15 \u00b7 Grok Bot\u53d1\u5e031.0\u7a33\u5b9a\u7248\uff0c\u53ef\u52a0\u5165Slack\u548c\u89c6\u9891\u4f1a\u8bae<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u79f0\uff0cGrok Bot\u5df2\u516c\u5e03\u9996\u4e2a\u7a33\u5b9a\u7248\u672c1.0\uff0c\u9664\u591a\u9879\u6539\u8fdb\u5916\uff0cGrok Bots\u73b0\u5728\u53ef\u4ee5\u52a0\u5165Slack\u5e76\u53c2\u4e0e\u89c6\u9891\u901a\u8bdd\uff0c\u53d1\u5e16\u8005\u8fd8\u8c03\u4f83\u81ea\u5df1\u660e\u5929\u8981\u7528\u5b83\u53c2\u52a0\u6bcf\u65e5\u7ad9\u4f1a\u3002<\/p>\n<p>\u8d44\u6599\u53ea\u7ed9\u51fa\u8fd9\u4e24\u9879\u80fd\u529b\u53d8\u5316\uff0c\u672a\u8bf4\u660eSlack\u96c6\u6210\u7684\u5b89\u88c5\u65b9\u5f0f\u3001\u6743\u9650\u8303\u56f4\u3001\u89c6\u9891\u901a\u8bdd\u4e2d\u7684\u5177\u4f53\u89d2\u8272\uff08\u5982\u65c1\u542c\u3001\u53d1\u8a00\u6216\u8bb0\u5f55\uff09\uff0c\u4e5f\u672a\u63d0\u53ca\u5b9a\u4ef7\u4e0e\u53ef\u7528\u5730\u533a\u3002\u82e5\u63cf\u8ff0\u51c6\u786e\uff0c\u5176\u4f7f\u7528\u573a\u666f\u504f\u5411\u56e2\u961f\u534f\u4f5c\uff1a\u5728Slack\u9891\u9053\u5185\u88ab@\u8c03\u7528\u5904\u7406\u95ee\u7b54\uff0c\u6216\u8fdb\u5165\u4f1a\u8bae\u505a\u8bb0\u5f55\u4e0e\u8f85\u52a9\u3002\u4f01\u4e1a\u91c7\u7528\u524d\u4ecd\u9700\u5173\u6ce8\u673a\u5668\u4eba\u52a0\u5165\u4f1a\u8bae\u540e\u7684\u6570\u636e\u8bbf\u95ee\u4e0e\u9690\u79c1\u8fb9\u754c\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u534f\u4f5c\u673a\u5668\u4eba\u4ece\u804a\u5929\u7a97\u53e3\u8fdb\u5165Slack\u4e0e\u4f1a\u8bae\uff0c\u53cd\u6620AI\u4ee3\u7406\u6b63\u5207\u5165\u65e5\u5e38\u5de5\u4f5c\u6d41\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9978\" target=\"_blank\" rel=\"noopener noreferrer\">SPACEXSI \ud83d\udd25: The first stable version 1.0 of Grok Bot has been announced. In addition to many improvements, Gro\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>16 \u00b7 NousResearch\u63a8\u51fahermes-agent\u4ee3\u7406\u9879\u76ee<\/h3>\n<p>GitHub\u4ed3\u5e93NousResearch\/hermes-agent\u7684\u7b80\u4ecb\u662f\u201c\u4e0e\u4f60\u4e00\u8d77\u6210\u957f\u7684\u4ee3\u7406\u201d\uff0c\u6807\u7b7e\u6d89\u53caAI\u4ee3\u7406\u3001Anthropic\u3001ChatGPT\u3001Claude\u3001Claude Code\u3001Codex\u3001Hermes\u3001LLM\u548cOpenAI\uff0c\u8868\u660e\u9879\u76ee\u9762\u5411\u5927\u6a21\u578b\u9a71\u52a8\u7684\u4ee3\u7406\u573a\u666f\uff0c\u5e76\u53ef\u80fd\u517c\u5bb9\u591a\u5bb6\u6a21\u578b\u751f\u6001\u3002<\/p>\n<p>\u73b0\u6709\u8d44\u6599\u4ec5\u7ed9\u51fa\u5b9a\u4f4d\u4e0e\u6807\u7b7e\uff0c\u6ca1\u6709\u8bf4\u660e\u201c\u6210\u957f\u201d\u5177\u4f53\u6307\u8bb0\u5fc6\u3001\u6280\u80fd\u79ef\u7d2f\u8fd8\u662f\u4e2a\u6027\u5316\u914d\u7f6e\uff0c\u4e5f\u672a\u63d0\u4f9b\u5b89\u88c5\u6b65\u9aa4\u3001\u652f\u6301\u5e73\u53f0\u4e0e\u5b9e\u6d4b\u6548\u679c\u3002\u5173\u6ce8AI\u4ee3\u7406\u5de5\u5177\u3001\u5c24\u5176Hermes\u7cfb\u5217\u6a21\u578b\u7684\u7528\u6237\u53ef\u5c06\u5176\u4f5c\u4e3a\u5f85\u8bc4\u4f30\u9879\u76ee\uff0c\u4f46\u9700\u9605\u8bfb\u4ed3\u5e93\u6587\u6863\u786e\u8ba4\u5176\u5b9e\u9645\u80fd\u529b\u4e0e\u4f7f\u7528\u95e8\u69db\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>Nous Research\u7684\u4ee3\u7406\u9879\u76ee\u53ef\u80fd\u5f71\u54cd\u5f00\u6e90AI\u4ee3\u7406\u7684\u6a21\u578b\u517c\u5bb9\u4e0e\u4f7f\u7528\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 2026-11-12<\/li>\n<\/ul>\n<h3>17 \u00b7 \u6f14\u8bb2\u8ba8\u8bbaAI\u5bf9\u8f6f\u4ef6\u5de5\u7a0b\u6d3b\u52a8\u4e0e\u4ea7\u51fa\u7684\u5f71\u54cd<\/h3>\n<p>Hacker News \u8ba8\u8bba\u94fe\u63a5\u5230\u4e00\u573a\u9898\u4e3a\u201cAI, activity, and outcomes in software engineering\u201d\u7684\u6f14\u8bb2\uff08cabird.com\uff09\uff0c\u4e3b\u9898\u662f AI \u5982\u4f55\u6539\u53d8\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u6d3b\u52a8\u6307\u6807\u4e0e\u6700\u7ec8\u4ea7\u51fa\u3002<\/p>\n<p>\u4ece\u6807\u9898\u770b\uff0c\u6f14\u8bb2\u5173\u6ce8\u7684\u662f\u56e2\u961f\u5f15\u5165 AI \u7f16\u7801\u5de5\u5177\u540e\uff0c\u63d0\u4ea4\u91cf\u3001\u8bc4\u5ba1\u3001\u7f3a\u9677\u7b49\u201c\u6d3b\u52a8\u201d\u6570\u636e\u4e0e\u5b9e\u9645\u4ea4\u4ed8\u7ed3\u679c\u4e4b\u95f4\u53ef\u80fd\u51fa\u73b0\u7684\u504f\u79bb\uff0c\u63d0\u9192\u7ba1\u7406\u8005\u4e0d\u8981\u53ea\u7528\u6d3b\u8dc3\u5ea6\u8861\u91cf AI \u5e26\u6765\u7684\u4ef7\u503c\u3002\u9002\u7528\u4e8e\u5de5\u7a0b\u7ba1\u7406\u8005\u3001\u56e2\u961f\u8d1f\u8d23\u4eba\u8bc4\u4f30 AI \u5de5\u5177\u6548\u679c\u3002<\/p>\n<p>\u8d44\u6599\u4ec5\u6709\u6807\u9898\u548c\u8ba8\u8bba\u5165\u53e3\uff0c\u8bb2\u8005\u7684\u5177\u4f53\u6570\u636e\u3001\u6848\u4f8b\u4e0e\u7ed3\u8bba\u5747\u672a\u8bfb\u5230\uff0c\u65e0\u6cd5\u590d\u8ff0\u5176\u65b9\u6cd5\u6216\u9a8c\u8bc1\u7ed3\u679c\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u4e3a\u8bc4\u4f30 AI \u7f16\u7801\u5de5\u5177\u7684\u771f\u5b9e\u6536\u76ca\u63d0\u4f9b\u201c\u6d3b\u52a8\u4e0d\u7b49\u4e8e\u4ea7\u51fa\u201d\u7684\u8ba8\u8bba\u89d2\u5ea6\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50455332\" target=\"_blank\" rel=\"noopener noreferrer\">AI, activity, and outcomes in software engineering<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/cabird.com\/talks\/shipping-faster\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>18 \u00b7 \u5f00\u53d1\u8005\u7528Qwen3-1.7B\u5fae\u8c03\u51fa\u9762\u5411Godot\u7684GLB-3D-Coder\u5c0f\u6a21\u578b<\/h3>\n<p>\u6709\u5f00\u53d1\u8005\u5728r\/LocalLLaMA\u53d1\u5e16\uff0c\u79f0\u5728Qwen3-1.7B\u57fa\u7840\u4e0a\u5fae\u8c03\u51faGLB-3D-Coder\u76841.7B\u7248\u672c\uff0c\u4efb\u52a1\u4e0e\u6b64\u524d4B\u7248GLB\u6a21\u578b\u76f8\u540c\uff1a\u7528\u6237\u7528\u6587\u5b57\u63cf\u8ff0\u60f3\u8981\u76843D\u8d44\u4ea7\uff0c\u6a21\u578b\u751f\u6210\u4e00\u4e2aThree.js\u7684HTML\u9875\u9762\uff0c\u6253\u5f00\u540e\u70b9\u51fb\u201cExport GLB\u201d\u5bfc\u51fa\u6a21\u578b\uff0c\u518d\u5bfc\u5165Godot\u6216\u5176\u4ed6\u7f16\u8f91\u5668\u4f7f\u7528\u3002\u5e16\u5b50\u79f0Q8 GGUF\u4f53\u79ef\u4e3a1.83 GB\uff0c\u5b9a\u4f4d\u662f\u80fd\u5728CPU\u6216\u663e\u5b58\u6709\u9650\u7684\u73af\u5883\u91cc\u8fd0\u884c\u3002<\/p>\n<p>\u4f5c\u8005\u628a\u5b83\u79f0\u4e3a\u65e9\u671f\u6d4b\u8bd5\u68c0\u67e5\u70b9\uff0c\u8bf4\u660e\u90e8\u5206\u63d0\u793a\u8bcd\u4ecd\u9700\u91cd\u8bd5\uff0c\u5f53\u524d\u8fd9\u4e00\u8f6e\u8bad\u7ec3\u5c1a\u672a\u7ed3\u675f\uff0c\u5b8c\u6210\u540e\u8ba1\u5212\u66f4\u65b0\u6743\u91cd\uff1b\u6a21\u578b\u4e0e\u4e0b\u8f7d\u653e\u5728Hugging Face\u3002\u5e16\u5b50\u91cc\u5c55\u793a\u7684\u4f8b\u5b50\u5305\u62ec\u89c6\u9891\u5f00\u5934\u7684\u4e1b\u6797\u524d\u54e8\u573a\u666f\u3002\u9002\u5408\u60f3\u4f4e\u6210\u672c\u672c\u5730\u751f\u62103D\u8d44\u4ea7\u3001\u53c8\u719f\u6089Godot\u5bfc\u5165\u6d41\u7a0b\u7684\u5f00\u53d1\u8005\u8bd5\u7528\uff0c\u4f46\u751f\u6210\u8d28\u91cf\u4e0e\u7a33\u5b9a\u6027\u76ee\u524d\u53ea\u80fd\u6309\u4f5c\u8005\u81ea\u8ff0\u7684\u201c\u65e9\u671f\u201d\u6765\u5224\u65ad\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u628a3D\u8d44\u4ea7\u751f\u6210\u538b\u7f29\u52301.7B\u5c0f\u6a21\u578b\uff0c\u4e3a\u4f4e\u663e\u5b58\u548cCPU\u73af\u5883\u63d0\u4f9b\u4e86\u4e00\u6761\u672c\u5730\u5c1d\u8bd5\u8def\u5f84\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xt6rc7\/glb3dcoder_i_tried_making_a_17b_version_for_godot\/\" target=\"_blank\" rel=\"noopener noreferrer\">[GLB-3D-Coder] I tried making a 1.7B version for Godot<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>19 \u00b7 Google\u5411Antigravity\u5168\u4f53\u7528\u6237\u5f00\u653eBrowser Use<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u79f0\uff0cGoogle\u6b63\u5728\u5411Antigravity\u7684\u6240\u6709\u7528\u6237\u63a8\u9001Browser Use\u529f\u80fd\uff0c\u5373\u8ba9AI\u5728\u6d4f\u89c8\u5668\u4e2d\u6267\u884c\u64cd\u4f5c\u7684\u80fd\u529b\u3002\u53d1\u5e16\u8005\u7531\u6b64\u8ba4\u4e3aAntigravity\u6b63\u53d8\u6210Google\u7684\u6574\u5408\u578b\u201c\u8d85\u7ea7\u5e94\u7528\u201d\uff0c\u5e76\u8d28\u7591Gemini\u684c\u9762\u5e94\u7528\u7684\u672a\u6765\uff0c\u4e3b\u5f20Google\u5e94\u628aGemini\u529f\u80fd\u76f4\u63a5\u5e76\u5165Antigravity\u3001\u5728\u5176\u4e0a\u53d1\u5e03\u4ee3\u7406\u3002<\/p>\n<p>\u8d44\u6599\u672a\u8bf4\u660eBrowser Use\u7684\u5177\u4f53\u64cd\u4f5c\u8303\u56f4\u3001\u652f\u6301\u7684\u6d4f\u89c8\u5668\u3001\u6743\u9650\u4e0e\u5b89\u5168\u9650\u5236\uff0c\u4e5f\u672a\u7ed9\u51fa\u63a8\u9001\u65f6\u95f4\u8868\uff1b\u201c\u8d85\u7ea7\u5e94\u7528\u201d\u4e0e\u684c\u9762\u5e94\u7528\u524d\u666f\u5c5e\u4e8e\u53d1\u5e16\u8005\u4e2a\u4eba\u5224\u65ad\u800c\u975e\u5b98\u65b9\u8def\u7ebf\u3002\u5bf9\u5df2\u4f7f\u7528Antigravity\u7684\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u53ef\u5173\u6ce8\u8be5\u529f\u80fd\u662f\u5426\u9ed8\u8ba4\u5f00\u542f\u3001\u4ee3\u7406\u64cd\u4f5c\u7f51\u9875\u65f6\u7684\u786e\u8ba4\u673a\u5236\uff0c\u4ee5\u53ca\u5b83\u4e0eGemini\u73b0\u6709\u5165\u53e3\u7684\u5206\u5de5\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6d4f\u89c8\u5668\u64cd\u4f5c\u80fd\u529b\u5411\u5168\u4f53\u7528\u6237\u5f00\u653e\uff0c\u610f\u5473\u7740AI\u4ee3\u7406\u843d\u5730\u5f62\u6001\u53ef\u80fd\u5411\u7edf\u4e00\u5165\u53e3\u6536\u655b\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9979\" target=\"_blank\" rel=\"noopener noreferrer\">Google is rolling out Browser Use to all users in Antigravity. It seems like Antigravity is now a consolidated\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>20 \u00b7 n8n\uff1a\u5e26\u539f\u751fAI\u80fd\u529b\u7684\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u5e73\u53f0<\/h3>\n<p>GitHub\u9879\u76een8n-io\/n8n\u662f\u4e00\u4e2afair-code\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u7279\u70b9\u662f\u539f\u751fAI\u80fd\u529b\u3001\u53ef\u89c6\u5316\u642d\u5efa\u4e0e\u81ea\u5b9a\u4e49\u4ee3\u7801\u76f8\u7ed3\u5408\uff0c\u5e76\u652f\u6301\u81ea\u6258\u7ba1\u6216\u4e91\u670d\u52a1\u3002\u4ed3\u5e93\u7b80\u4ecb\u79f0\u5176\u63d0\u4f9b400\u591a\u4e2a\u96c6\u6210\uff0c\u6807\u7b7e\u6db5\u76d6MCP\u5ba2\u6237\u7aef\u4e0e\u670d\u52a1\u5668\u3001\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u3001TypeScript\u548c\u81ea\u6258\u7ba1\u7b49\u3002<\/p>\n<p>\u5bf9\u4f7f\u7528\u8005\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u53ef\u4ee5\u7528\u62d6\u62fd\u65b9\u5f0f\u8fde\u63a5API\u4e0e\u6570\u636e\u6d41\uff0c\u5728\u6d41\u7a0b\u4e2d\u5d4c\u5165\u81ea\u5b9a\u4e49\u4ee3\u7801\uff0c\u5e76\u501f\u52a9MCP\u4e0eAI\u5de5\u5177\u8854\u63a5\uff1b\u9002\u5408\u81ea\u52a8\u5316\u91cd\u590d\u4efb\u52a1\u3001\u642d\u5efa\u5185\u90e8\u96c6\u6210\u6d41\u7a0b\u7684\u573a\u666f\u3002\u8d44\u6599\u672a\u7ed9\u51fa\u5177\u4f53\u5b9a\u4ef7\u3001\u90e8\u7f72\u8981\u6c42\u6216\u5404\u96c6\u6210\u7684\u53ef\u7528\u6027\uff0c\u5b9e\u9645\u9009\u578b\u4ecd\u9700\u6838\u5bf9\u5b98\u65b9\u6587\u6863\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>n8n\u628a\u53ef\u89c6\u5316\u81ea\u52a8\u5316\u4e0eAI\u3001MCP\u7ed3\u5408\uff0c\u662fAI\u5de5\u5177\u843d\u5730\u5230\u4e1a\u52a1\u6d41\u7a0b\u7684\u5e38\u89c1\u9009\u62e9\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 2026-11-12<\/li>\n<\/ul>\n<h3>21 \u00b7 \u82f1\u4f1f\u8fbeCEO\u9ec4\u4ec1\u52cb\u53bb\u7559\u4f20\u95fb\u5f15\u53d1\u79d1\u6280\u5708\u8868\u6001<\/h3>\n<p>\u56f4\u7ed5\u82f1\u4f1f\u8fbeCEO\u9ec4\u4ec1\u52cb\uff0c\u6d77\u5916\u79d1\u6280\u5708\u51fa\u73b0\u4e24\u7ec4\u76f8\u4e92\u5173\u8054\u7684\u8ba8\u8bba\uff1a\u4e00\u7ec4\u62a5\u9053\u79f0\u79d1\u6280\u754c\u76df\u53cb\u516c\u5f00\u58f0\u63f4\u9ec4\u4ec1\u52cb\uff0c\u5f3a\u8c03\u4ed6\u5728\u5f53\u524dAI\u7ade\u8d5b\u4e2d\u7684\u5173\u952e\u4f5c\u7528\uff1b\u53e6\u4e00\u7ec4Reddit\u5e16\u5b50\u5219\u58f0\u79f0\u82f1\u4f1f\u8fbe\u6b63\u51c6\u5907\u64a4\u6362\u8fd9\u4f4dCEO\u3002\u4e24\u6761\u4fe1\u606f\u6307\u5411\u540c\u4e00\u8bdd\u9898\u2014\u2014\u9ec4\u4ec1\u52cb\u7684\u9886\u5bfc\u5730\u4f4d\u662f\u5426\u7a33\u56fa\u3002<\/p>\n<p>\u76ee\u524d\u53ef\u786e\u8ba4\u7684\u4ec5\u662f\u76f8\u5173\u62a5\u9053\u6807\u9898\u548c\u793e\u533a\u8ba8\u8bba\u7684\u5b58\u5728\uff0c\u64a4\u6362\u4f20\u95fb\u7684\u4f9d\u636e\u3001\u516c\u53f8\u56de\u5e94\u4ee5\u53ca\u58f0\u63f4\u65b9\u7684\u5177\u4f53\u8868\u6001\u5747\u672a\u5728\u8d44\u6599\u4e2d\u5c55\u5f00\u3002\u5bf9\u5173\u6ce8AI\u82af\u7247\u4f9b\u5e94\u3001\u82f1\u4f1f\u8fbe\u4ea7\u54c1\u8def\u7ebf\u4e0e\u516c\u53f8\u6cbb\u7406\u7684\u4ece\u4e1a\u8005\u548c\u6295\u8d44\u8005\u800c\u8a00\uff0c\u8fd9\u4e00\u8bdd\u9898\u503c\u5f97\u8ddf\u8e2a\uff0c\u4f46\u5728\u83b7\u5f97\u516c\u53f8\u5b98\u65b9\u58f0\u660e\u6216\u5b8c\u6574\u62a5\u9053\u524d\uff0c\u4e0d\u5b9c\u5c06\u4f20\u95fb\u89c6\u4e3a\u65e2\u5b9a\u4e8b\u5b9e\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u82f1\u4f1f\u8fbe\u7ba1\u7406\u5c42\u52a8\u5411\u53ef\u80fd\u5f71\u54cdAI\u82af\u7247\u4f9b\u5e94\u4e0e\u884c\u4e1a\u683c\u5c40\uff0c\u4f46\u76ee\u524d\u4ec5\u6709\u6807\u9898\u7ea7\u4fe1\u606f\uff0c\u9700\u4ee5\u5b98\u65b9\u56de\u5e94\u4e3a\u51c6\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50455721\" target=\"_blank\" rel=\"noopener noreferrer\">Tech Allies Rally Behind Jensen Huang, Calling Him Vital in AI Race (Gift Link)<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/www.nytimes.com\/2026\/11\/11\/technology\/jensen-huang-affair-nvidia-support.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtvsi7\/nvidia_is_preparing_to_oust_nvidia_ceo_jensen\/\" target=\"_blank\" rel=\"noopener noreferrer\">Nvidia is Preparing to Oust Nvidia CEO Jensen Huang<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>22 \u00b7 \u5f00\u53d1\u8005\u53d1\u5e03\u672c\u5730\u4e16\u754c\u6a21\u578b\uff1a\u628a\u56fe\u7247\u53d8\u6210\u53ef\u5b9e\u65f6\u64cd\u63a7\u7684\u4ea4\u4e92\u89c6\u9891<\/h3>\n<p>r\/LocalLLaMA\u6709\u5f00\u53d1\u8005\u53d1\u5e03\u81ea\u7814\u201c\u4e16\u754c\u6a21\u578b\u201d\uff0c\u58f0\u79f0\u53ef\u5c06\u4efb\u610f\u56fe\u7247\u8f6c\u6210\u53ef\u5b9e\u65f6\u64cd\u63a7\u7684\u4ea4\u4e92\u89c6\u9891\uff0c\u5e76\u7ed9\u51faHugging Face\u9875\u9762\u4e0e\u5728\u7ebf\u6f14\u793a\u5165\u53e3\u3002\u4f5c\u8005\u79f0\u6a21\u578b\u80fd\u5728RTX 3060\u30014060\u53ca\u4ee5\u4e0a\u663e\u5361\u672c\u5730\u8fd0\u884c\uff0c\u5728\u7ebf\u6f14\u793a\u5219\u4f7f\u7528VAST AI\u7684\u4e91\u7aefGPU\uff1b\u5176\u67b6\u6784\u4e3a\u4f7f\u7528\u201c\u5b66\u4e60\u6458\u8981\u201d\u7684transformer\uff0c\u7ec6\u8282\u5199\u5728lucidml.ai\/summaryformer\u7684\u6280\u672f\u62a5\u544a\u4e2d\u3002<\/p>\n<p>\u4f5c\u8005\u4e5f\u627f\u8ba4\u4e00\u81f4\u6027\u548c\u753b\u8d28\u7b49\u4ecd\u6709\u660e\u663e\u9650\u5236\uff0c\u8ba1\u5212\u7ee7\u7eed\u8bad\u7ec3\u6539\u8fdb\uff1b\u5e76\u8bf4\u660e\u6f14\u793a\u7ad9\u70b9\u5bf9\u5e27\u7387\u505a\u4e86\u8f83\u5f3a\u9650\u5236\uff0c\u9ad8\u7aef\u663e\u5361\u6027\u80fd\u4f1a\u88ab\u538b\u5236\u3002\u5e16\u5b50\u6807\u9898\u4e2d\u7684\u201cgta\u201d\u6307\u53d1\u5e03\u7684\u5177\u4f53\u6a21\u578b\uff0c\u4f5c\u8005\u79f0\u5176\u6bd4\u901a\u7528\u7248\u672c\u66f4\u7a33\u5b9a\u3002\u9002\u5408\u60f3\u4f53\u9a8c\u56fe\u7247\u9a71\u52a8\u4ea4\u4e92\u89c6\u9891\u3001\u6216\u5728\u672c\u5730\u663e\u5361\u4e0a\u8bd5\u9a8c\u4e16\u754c\u6a21\u578b\u7684\u7528\u6237\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u3001\u663e\u5b58\u5360\u7528\u4e0e\u8fd0\u884c\u901f\u5ea6\u4ecd\u9700\u81ea\u884c\u9a8c\u8bc1\uff0c\u8d44\u6599\u672a\u7ed9\u51fa\u8bc4\u6d4b\u6570\u636e\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793a\u4e86\u628a\u9759\u6001\u56fe\u7247\u8f6c\u4e3a\u53ef\u5b9e\u65f6\u64cd\u63a7\u89c6\u9891\u7684\u672c\u5730\u4e16\u754c\u6a21\u578b\u5c1d\u8bd5\uff0c\u5e76\u62ab\u9732\u67b6\u6784\u601d\u8def\u4e0e\u5df2\u77e5\u5c40\u9650\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtpc2v\/im_releasing_a_local_world_model_ive_been\/\" target=\"_blank\" rel=\"noopener noreferrer\">I&#8217;m releasing a Local World Model Ive been building that turns images into interactive videos you control in real time. It works on RTX 3060, 4060 and anything above, linking huggingface<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>23 \u00b7 Google\u516c\u5e03\u5b9e\u9a8c\u6027\u534f\u4f5c\u7a7a\u95f4Tabletop\uff0c\u5f00\u653e\u7f8e\u56fd\u6d4b\u8bd5\u7b49\u5019\u540d\u5355<\/h3>\n<p>Telegram\u9891\u9053@testingcatalog\u79f0\uff0cGoogle\u516c\u5e03\u4e86\u540d\u4e3aTabletop\u7684\u65b0\u5b9e\u9a8c\u9879\u76ee\uff0c\u5b9a\u4f4d\u4e3a\u4f9b\u7fa4\u4f53\u534f\u4f5c\u7684\u5171\u4eab\u201c\u7a7a\u95f4\u201d\uff0c\u5e76\u5e26AI\u652f\u6301\uff1b\u76ee\u524d\u9762\u5411\u7f8e\u56fd\u7684\u201c\u8d85\u53ef\u4fe1\u6d4b\u8bd5\u8005\u201d\u5f00\u653e\u7b49\u5019\u540d\u5355\uff0c\u5e16\u6587\u540c\u65f6\u8868\u793a\u8be5\u4ea7\u54c1\u201c\u6682\u65f6\u8fd8\u6ca1\u6709\u4ec0\u4e48\u5185\u5bb9\u201d\u3002<\/p>\n<p>\u8d44\u6599\u672a\u8bf4\u660eTabletop\u7684\u5177\u4f53\u5f62\u6001\uff08\u6587\u6863\u3001\u767d\u677f\u8fd8\u662f\u4efb\u52a1\u7a7a\u95f4\uff09\u3001AI\u5728\u5176\u4e2d\u7684\u4f5c\u7528\u65b9\u5f0f\u3001\u652f\u6301\u7684\u8d26\u6237\u7c7b\u578b\u4e0e\u6536\u8d39\u60c5\u51b5\u3002\u4ece\u5176\u65e9\u671f\u6d4b\u8bd5\u6027\u8d28\u770b\uff0c\u9002\u7528\u4eba\u7fa4\u662f\u613f\u610f\u5c1d\u9c9c\u7684\u56e2\u961f\u534f\u4f5c\u7528\u6237\uff0c\u5b9e\u9645\u53ef\u7528\u6027\u53d6\u51b3\u4e8e\u7b49\u5019\u540d\u5355\u653e\u91cf\u8282\u594f\u3002\u5173\u6ce8Google\u534f\u4f5c\u4ea7\u54c1\u7ebf\u7684\u4eba\u53ef\u7559\u610f\u540e\u7eed\u5b98\u65b9\u8bf4\u660e\uff0c\u518d\u5224\u65ad\u5b83\u4e0e\u73b0\u6709\u529e\u516c\u5957\u4ef6\u7684\u5173\u7cfb\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>Google\u5728\u534f\u4f5c\u7a7a\u95f4\u65b9\u5411\u7684\u65b0\u5b9e\u9a8c\uff0c\u53cd\u6620AI\u88ab\u5d4c\u5165\u56e2\u961f\u5171\u4eab\u5de5\u4f5c\u533a\u7684\u8d8b\u52bf\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9980\" target=\"_blank\" rel=\"noopener noreferrer\">Google announced Tabletop, a new experimental shared &#8220;space&#8221; for groups to collaborate, with AI support.A wait\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>24 \u00b7 Firecrawl\uff1a\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u7f51\u9875\u6570\u636e\u6293\u53d6\u4e0e\u63d0\u53d6<\/h3>\n<p>GitHub\u9879\u76eefirecrawl\/firecrawl\u5b9a\u4f4d\u4e3a\u7ed9AI\u4ee3\u7406\u8865\u5145\u6765\u81ea\u7f51\u9875\u53ca\u66f4\u5e7f\u6765\u6e90\u7684\u6570\u636e\uff0c\u6807\u7b7e\u5305\u62ecAI\u722c\u866b\u3001\u7f51\u9875\u6293\u53d6\u3001\u6570\u636e\u63d0\u53d6\u3001HTML\u8f6cMarkdown\u3001\u7f51\u9875\u641c\u7d22\u548cLLM\u7b49\u3002<\/p>\n<p>\u4ece\u7b80\u4ecb\u770b\uff0c\u5b83\u9762\u5411\u9700\u8981\u628a\u7f51\u9875\u5185\u5bb9\u8f6c\u4e3a\u9002\u5408\u6a21\u578b\u4f7f\u7528\u683c\u5f0f\u7684\u5f00\u53d1\u8005\uff0c\u53ef\u7528\u4e8e\u6784\u5efa\u4ee3\u7406\u7684\u6570\u636e\u83b7\u53d6\u73af\u8282\uff1bHTML\u8f6cMarkdown\u548c\u641c\u7d22\u76f8\u5173\u6807\u7b7e\u63d0\u793a\u5176\u5de5\u4f5c\u6d41\u6d89\u53ca\u6293\u53d6\u3001\u6e05\u6d17\u4e0e\u68c0\u7d22\u3002\u4e0d\u8fc7\u8d44\u6599\u6ca1\u6709\u7ed9\u51fa\u6293\u53d6\u8303\u56f4\u3001\u9650\u6d41\u7b56\u7565\u3001\u5408\u89c4\u7ea6\u675f\u6216\u63a5\u5165\u65b9\u5f0f\uff0c\u4f7f\u7528\u8005\u5e94\u5148\u5728\u81ea\u8eab\u573a\u666f\u4e2d\u9a8c\u8bc1\u6570\u636e\u8d28\u91cf\u4e0e\u6cd5\u5f8b\u8fb9\u754c\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u7f51\u9875\u6570\u636e\u662fAI\u4ee3\u7406\u80fd\u529b\u7684\u5173\u952e\u8f93\u5165\uff0cFirecrawl\u7684\u65b9\u5411\u4e0eAI\u5de5\u5177\u548c\u6570\u636e\u7ba1\u7ebf\u9700\u6c42\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 2026-11-12<\/li>\n<\/ul>\n<h3>25 \u00b7 Anthropic\u79f0\u5173\u952eAI\u5b89\u5168\u8b66\u62a5\u5728IPO\u524d\u88ab\u89e6\u53d1<\/h3>\n<p>\u636eHacker News\u8ba8\u8bba\u6240\u5f15\u62a5\u9053\u6807\u9898\uff0cAI\u516c\u53f8Anthropic\u8868\u793a\u4e00\u9879\u5173\u952eAI\u5b89\u5168\u8b66\u62a5\u5df2\u88ab\u89e6\u53d1\uff0c\u65f6\u95f4\u70b9\u5728\u5176IPO\u4e4b\u524d\u6570\u65e5\u3002\u8d44\u6599\u4ec5\u7ed9\u51fa\u8fd9\u4e00\u6807\u9898\u7ea7\u4fe1\u606f\uff0c\u672a\u8bf4\u660e\u8b66\u62a5\u7684\u5177\u4f53\u7c7b\u578b\u3001\u89e6\u53d1\u539f\u56e0\u3001\u5f71\u54cd\u8303\u56f4\uff0c\u4e5f\u672a\u8bf4\u660e\u516c\u53f8\u662f\u5426\u5df2\u91c7\u53d6\u6682\u505c\u6216\u9650\u5236\u63aa\u65bd\u3002<\/p>\n<p>\u8be5\u4e8b\u4ef6\u503c\u5f97\u5173\u6ce8\u4e4b\u5904\u5728\u4e8e\uff0cAI\u5b89\u5168\u673a\u5236\u4e0e\u4e0a\u5e02\u8fdb\u7a0b\u5728\u540c\u4e00\u65f6\u95f4\u7a97\u53e3\u4ea4\u6c47\uff0c\u53ef\u80fd\u7275\u6d89\u6a21\u578b\u90e8\u7f72\u3001\u5b89\u5168\u8bc4\u4f30\u6d41\u7a0b\u548c\u5bf9\u5916\u62ab\u9732\u4e49\u52a1\u3002\u5bf9\u4f7f\u7528Anthropic\u6a21\u578b\u7684\u4f01\u4e1a\u7528\u6237\u548c\u5173\u6ce8AI\u6cbb\u7406\u7684\u8bfb\u8005\u6765\u8bf4\uff0c\u540e\u7eed\u9700\u8981\u6838\u5b9e\u516c\u53f8\u5b98\u65b9\u516c\u544a\u4e0e\u76d1\u7ba1\u6587\u4ef6\uff0c\u800c\u4e0d\u80fd\u4ec5\u51ed\u6807\u9898\u5224\u65ad\u4e8b\u6545\u4e25\u91cd\u7a0b\u5ea6\u3002\u8d44\u6599\u4e0d\u8db3\u4ee5\u63cf\u8ff0\u5177\u4f53\u6280\u672f\u7ec6\u8282\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5934\u90e8AI\u516c\u53f8\u5728IPO\u524d\u89e6\u53d1\u5b89\u5168\u8b66\u62a5\uff0c\u6d89\u53ca\u6a21\u578b\u5b89\u5168\u4e0e\u516c\u53f8\u6cbb\u7406\uff0c\u4f46\u73b0\u6709\u8d44\u6599\u4ec5\u6709\u6807\u9898\uff0c\u9700\u7b49\u5f85\u5b98\u65b9\u8bf4\u660e\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50456668\" target=\"_blank\" rel=\"noopener noreferrer\">Anthropic says a key AI safety alarm has been triggered, days before its IPO<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/finance.yahoo.com\/markets\/article\/anthropic-says-a-key-ai-safety-alarm-has-been-triggered-days-before-its-ipo-171519615.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>26 \u00b7 \u7f8e\u8054\u822a\u7981\u6b62AI\u673a\u5668\u4eba\u4ee3\u5ba2\u8ba2\u7968<\/h3>\n<p>\u636eHacker News\u8ba8\u8bba\u6240\u5f15\u62a5\u9053\uff0c\u7f8e\u56fd\u8054\u5408\u822a\u7a7a\u6b63\u5728\u7981\u6b62AI\u673a\u5668\u4eba\u6267\u884c\u673a\u7968\u9884\u8ba2\u64cd\u4f5c\u3002\u8d44\u6599\u4ec5\u63d0\u4f9b\u6807\u9898\uff0c\u672a\u62ab\u9732\u7981\u4ee4\u7684\u5177\u4f53\u6280\u672f\u624b\u6bb5\u3001\u9002\u7528\u8303\u56f4\uff08\u4f8b\u5982\u662f\u5426\u9488\u5bf9\u81ea\u52a8\u5316\u811a\u672c\u3001\u7b2c\u4e09\u65b9\u4ee3\u7406\u6216\u6d4f\u89c8\u5668\u4ee3\u7406\uff09\uff0c\u4e5f\u672a\u8bf4\u660e\u8fdd\u89c4\u540e\u7684\u5904\u7406\u65b9\u5f0f\u3002<\/p>\n<p>\u8fd9\u4e00\u52a8\u5411\u4e0e\u8fd1\u671fAI\u4ee3\u7406\u8fdb\u5165\u6d88\u8d39\u670d\u52a1\u573a\u666f\u7684\u8d8b\u52bf\u76f8\u5173\uff1a\u822a\u7a7a\u516c\u53f8\u5b98\u7f51\u548c\u8ba2\u7968\u7cfb\u7edf\u901a\u5e38\u8bbe\u6709\u53cd\u81ea\u52a8\u5316\u673a\u5236\uff0cAI\u4ee3\u7406\u4ee3\u8ba2\u53ef\u80fd\u89e6\u53ca\u670d\u52a1\u6761\u6b3e\u3001\u7968\u4ef7\u5e93\u5b58\u4e0e\u98ce\u63a7\u89c4\u5219\u3002\u5bf9\u5f00\u53d1\u8ba2\u7968\u7c7bAI\u5de5\u5177\u3001\u65c5\u884c\u4ee3\u7406\u670d\u52a1\u4ee5\u53ca\u4f9d\u8d56\u81ea\u52a8\u5316\u6bd4\u4ef7\u7684\u7528\u6237\u800c\u8a00\uff0c\u9700\u8981\u5173\u6ce8\u5e73\u53f0\u6761\u6b3e\u53d8\u5316\u548c\u63a5\u53e3\u9650\u5236\u3002\u7531\u4e8e\u539f\u59cb\u62a5\u9053\u672a\u5728\u8d44\u6599\u4e2d\u5c55\u5f00\uff0c\u5177\u4f53\u6267\u884c\u7ec6\u8282\u5c1a\u65e0\u6cd5\u786e\u8ba4\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u822a\u53f8\u5bf9AI\u4ee3\u7406\u8ba2\u7968\u8bbe\u9650\uff0c\u53cd\u6620\u81ea\u52a8\u5316\u4ee3\u7406\u4e0e\u5e73\u53f0\u89c4\u5219\u7684\u6469\u64e6\uff0c\u5f71\u54cd\u65c5\u884c\u7c7bAI\u5de5\u5177\u8bbe\u8ba1\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50456474\" target=\"_blank\" rel=\"noopener noreferrer\">United Airlines Is Banning AI Bots from Booking Flights<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/www.wsj.com\/tech\/ai\/united-airlines-is-banning-ai-bots-from-booking-flights-5b514b38\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h3>27 \u00b7 \u632a\u5a01\u4e09\u6587\u9c7c\u517b\u6b96\u573a\u7528AI\u6fc0\u5149\u6f5c\u8247\u673a\u5668\u4eba\u706d\u6740\u6d77\u8671<\/h3>\n<p>\u636eHacker News\u8ba8\u8bba\u6240\u5f15\u62a5\u9053\uff0c\u632a\u5a01\u4e09\u6587\u9c7c\u517b\u6b96\u573a\u90e8\u7f72\u4e86\u914d\u5907\u6fc0\u5149\u7684AI\u6c34\u4e0b\u673a\u5668\u4eba\uff0c\u7528\u4e8e\u5de1\u903b\u5e76\u6740\u706d\u6d77\u8671\u7b49\u5bc4\u751f\u866b\u3002\u8d44\u6599\u63d0\u5230\u8fd9\u7c7b\u8bbe\u5907\u88ab\u5b9a\u4f4d\u4e3a\u66ff\u4ee3\u523a\u6fc0\u6027\u5316\u5b66\u836f\u6d74\u7684\u9ad8\u79d1\u6280\u65b9\u6848\uff0c\u62a5\u9053\u6807\u9898\u4e2d\u51fa\u73b0\u7684\u6570\u91cf\u4e3a3500\u53f0\uff0c\u4f46\u8be5\u6570\u5b57\u6765\u81ea\u6807\u9898\u8868\u8ff0\uff0c\u672a\u5728\u8d44\u6599\u4e2d\u8fdb\u4e00\u6b65\u6838\u5b9e\u3002<\/p>\n<p>\u5176\u6838\u5fc3\u601d\u8def\u662f\u8ba9\u81ea\u4e3b\u6c34\u4e0b\u8bbe\u5907\u5728\u517b\u6b96\u7f51\u7bb1\u4e2d\u8bc6\u522b\u5e76\u5b9a\u5411\u5904\u7406\u5bc4\u751f\u866b\uff0c\u51cf\u5c11\u5bf9\u5316\u5b66\u5904\u7406\u7684\u4f9d\u8d56\u3002\u9002\u7528\u573a\u666f\u4e3a\u5de5\u4e1a\u5316\u6c34\u4ea7\u517b\u6b96\uff0c\u5c24\u5176\u662f\u6d77\u8671\u95ee\u9898\u7a81\u51fa\u7684\u4e09\u6587\u9c7c\u517b\u6b96\u3002\u6f5c\u5728\u9650\u5236\u5305\u62ec\u8bbe\u5907\u6210\u672c\u3001\u8bc6\u522b\u51c6\u786e\u7387\u3001\u5bf9\u975e\u76ee\u6807\u751f\u7269\u7684\u8bef\u4f24\u98ce\u9669\u4ee5\u53ca\u957f\u671f\u6c34\u4e0b\u8fd0\u884c\u7ef4\u62a4\uff0c\u8fd9\u4e9b\u5728\u73b0\u6709\u8d44\u6599\u4e2d\u5747\u672a\u5c55\u5f00\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793aAI\u6c34\u4e0b\u673a\u5668\u4eba\u5728\u6c34\u4ea7\u517b\u6b96\u4e2d\u7684\u5177\u4f53\u843d\u5730\u65b9\u5f0f\uff0c\u5c5e\u4e8eAI\u4e0e\u5b9e\u4f53\u4ea7\u4e1a\u7ed3\u5408\u7684\u6848\u4f8b\u3002<\/p>\n<ul>\n<li>Hacker News \u00b7 <a href=\"https:\/\/news.ycombinator.com\/item?id=50456926\" target=\"_blank\" rel=\"noopener noreferrer\">Laser-armed AI submarine robots patrol Norwegian salmon farms, killing sea lice<\/a> \u00b7 HN \u641c\u7d22\u5019\u9009\u53ca\u516c\u5f00\u8bc4\u8bba \/ \u79ef\u5206\uff0c\u4e0d\u662f\u5916\u94fe\u5168\u6587 \u00b7 2026-11-11 \u00b7 <a href=\"https:\/\/www.tomshardware.com\/tech-industry\/drones\/3-500-ai-laser-robots-patrol-norwegian-salmon-farms-killing-sea-lice-parasites-get-zapped-by-high-tech-alternative-to-harsh-chemical-baths\" target=\"_blank\" rel=\"noopener noreferrer\">\u6295\u7a3f\u5916\u94fe<\/a><\/li>\n<\/ul>\n<h2>\u6700\u65b0\u6d88\u606f<\/h2>\n<h3>28 \u00b7 ComfyUI \u4f18\u5316\u672c\u5730 LLM \u63a8\u7406\uff1aQwen3.x \u51fa\u8bcd\u901f\u5ea6\u6700\u9ad8\u7ffb\u500d<\/h3>\n<p>ComfyUI \u5b98\u65b9\u535a\u5ba2\u4ecb\u7ecd\u4e86 v0.45.0 \u4e2d\u5bf9\u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b\u6587\u672c\u751f\u6210\u8def\u5f84\u7684\u91cd\u5199\uff0c\u91cd\u70b9\u9488\u5bf9 Qwen3.x \u7cfb\u5217\u3002\u5b98\u65b9\u79f0\u5728\u76f8\u540c GPU\u3001\u76f8\u540c checkpoint \u4e14\u4e0d\u6539\u53d8\u6a21\u578b\u4e0e\u8f93\u51fa\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0ctoken \u751f\u6210\u901f\u5ea6\u6700\u9ad8\u63d0\u5347\u81f3\u539f\u6765\u7684\u4e24\u500d\uff0c\u540c\u65f6\u4e5f\u4f1a\u52a0\u901f\u65b0\u7248\u56fe\u50cf\u751f\u6210\u6a21\u578b\u9644\u5e26\u7684\u63d0\u793a\u8bcd\u589e\u5f3a\u529f\u80fd\u3002<\/p>\n<p>\u901f\u5ea6\u63d0\u5347\u6765\u81ea\u4e24\u5904\uff1a\u4e00\u662f\u4e3a\u201c\u7626\u201d\u77e9\u9635\u5411\u91cf\u4e58\uff08\u5355\u5e8f\u5217\u3001M=1 \u6216\u5f88\u5c0f\u7684 M\uff09\u91cd\u5199 GEMV \u5185\u6838\uff0c\u628a\u6743\u91cd\u4e0e\u5206\u7ec4\u7f29\u653e\u4ea4\u9519\u5b58\u653e\uff0c\u8ba9\u7ebf\u7a0b\u5757\u8fde\u7eed\u8bfb\u53d6\uff0c\u51cf\u5c11\u663e\u5b58\u5bfb\u5740\uff1b\u8be5\u91cd\u6392\u7531\u663e\u5b58\u6743\u91cd\u52a0\u8f7d\u5f15\u64ce\u5728\u6a21\u578b\u52a0\u8f7d\u65f6\u539f\u5730\u5b8c\u6210\u4e00\u6b21\uff0c\u4e0d\u989d\u5916\u5360\u7528\u5185\u5b58\u3002\u4e8c\u662f\u6539\u8fdb Qwen3.x \u7684 MTP \u6295\u673a\u89e3\u7801\uff0c\u5e76\u5f15\u5165\u81ea\u9002\u5e94\u6811 MTP\u3002<\/p>\n<p>\u5b98\u65b9\u7ed9\u51fa\u7684\u5b9e\u6d4b\uff1aRTX 5090 \u4e0a Qwen3.5 9B \u4ece 106 \u63d0\u5347\u5230 219 tokens\/s\uff0cRTX 5080 \u4ece 91 \u5230 129\uff1bRTX 5090 \u4e0a Qwen3.8 27B \u63cf\u8ff0 1536\u00d71536 \u56fe\u50cf\u4ece 55 \u5230 122\u3002\u4f7f\u7528\u65b9\u5f0f\u662f\u52a0\u8f7d Qwen3.x checkpoint\uff0c\u4fdd\u6301 Text Generate \u8282\u70b9\u7684 mtp \u9009\u9879\u4e3a auto\u3002\u6587\u7ae0\u4e5f\u89e3\u91ca\u4e86 LLM \u9010 token \u751f\u6210\u53d7\u663e\u5b58\u8bfb\u53d6\u5e26\u5bbd\u9650\u5236\uff0c\u4e0e\u6269\u6563\u6a21\u578b\u7684\u7b97\u529b\u74f6\u9888\u4e0d\u540c\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u9762\u5411\u672c\u5730\u90e8\u7f72 ComfyUI \u7684\u7528\u6237\uff0c\u7ed9\u51fa\u4e86\u53ef\u590d\u73b0\u7684\u7248\u672c\u3001\u5f00\u5173\u4e0e\u5206\u5361\u5b9e\u6d4b\u6570\u636e\uff0c\u4fbf\u4e8e\u8bc4\u4f30\u662f\u5426\u5347\u7ea7\u3002<\/p>\n<ul>\n<li>RSS \/ \u6d77\u5916\u79d1\u6280 \u00b7 <a href=\"https:\/\/blog.comfy.org\/p\/doubling-llm-token-rates-in-comfyui\" target=\"_blank\" rel=\"noopener noreferrer\">Doubling LLM token rates in ComfyUI<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>29 \u00b7 Claude iOS\u5e94\u7528\u6d4b\u8bd5\u201c\u5df2\u4fdd\u5b58\u767b\u5f55\u201d\u5165\u53e3\uff0c\u53ef\u7528\u4e8e\u4ee3\u767b\u5f55\u5176\u4ed6\u7f51\u7ad9<\/h3>\n<p>Claude\u7684iOS\u5e94\u7528\u6b63\u5728\u52a0\u5165\u201cSaved logins\u201d\uff08\u5df2\u4fdd\u5b58\u767b\u5f55\uff09\u5206\u533a\u3002\u6839\u636e\u516c\u5f00\u9891\u9053\u4fe1\u606f\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u8be5\u5206\u533a\u67e5\u770b\u51ed\u636e\uff0c\u800c\u8fd9\u4e9b\u51ed\u636e\u53ef\u4f9bClaude\u5728\u767b\u5f55\u5176\u4ed6\u7f51\u7ad9\u65f6\u4f7f\u7528\u3002<\/p>\n<p>\u8fd9\u4e00\u53d8\u5316\u6307\u5411\u6d4f\u89c8\u5668\u6216AI\u52a9\u624b\u66ff\u7528\u6237\u5b8c\u6210\u7f51\u7ad9\u767b\u5f55\u7684\u80fd\u529b\uff1a\u7528\u6237\u5148\u4fdd\u5b58\u8d26\u53f7\u4fe1\u606f\uff0c\u518d\u7531Claude\u5728\u9700\u8981\u8bbf\u95ee\u5176\u4ed6\u7ad9\u70b9\u65f6\u8c03\u7528\u3002\u9002\u7528\u573a\u666f\u5305\u62ec\u9700\u8981\u767b\u5f55\u540e\u624d\u80fd\u8bfb\u53d6\u6216\u64cd\u4f5c\u7f51\u9875\u5185\u5bb9\u7684\u667a\u80fd\u4f53\u5f0f\u4efb\u52a1\u3002<\/p>\n<p>\u76ee\u524d\u62ab\u9732\u7684\u4fe1\u606f\u6765\u81ea\u6d4b\u8bd5\u6e20\u9053\uff0c\u672a\u8bf4\u660e\u51ed\u636e\u7684\u5b58\u50a8\u4f4d\u7f6e\u3001\u52a0\u5bc6\u65b9\u5f0f\u3001\u662f\u5426\u652f\u6301\u81ea\u52a8\u586b\u5145\u6216\u7b2c\u4e09\u65b9\u5bc6\u7801\u7ba1\u7406\u5668\uff0c\u4e5f\u672a\u660e\u786e\u8be5\u529f\u80fd\u9762\u5411\u54ea\u4e9b\u5730\u533a\u3001\u8d26\u6237\u7c7b\u578b\u548c\u7248\u672c\u63a8\u9001\u3002\u6d89\u53ca\u8d26\u53f7\u51ed\u636e\u65f6\uff0c\u6743\u9650\u8303\u56f4\u4e0e\u9690\u79c1\u8bbe\u8ba1\u9700\u4ee5\u6b63\u5f0f\u8bf4\u660e\u4e3a\u51c6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>AI\u52a9\u624b\u4ece\u5bf9\u8bdd\u8d70\u5411\u4ee3\u7528\u6237\u767b\u5f55\u7f51\u7ad9\uff0c\u51ed\u636e\u7ba1\u7406\u4e0e\u6743\u9650\u8fb9\u754c\u662f\u843d\u5730\u5173\u952e\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9984\" target=\"_blank\" rel=\"noopener noreferrer\">Claude app for iOS is getting \u201cSaved logins\u201d section where users can see credentials that Claude can use to si\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>30 \u00b7 2026F_final\u4ed3\u5e93\uff1a\u9762\u5411\u6570\u5b57\u53d6\u8bc1\u8c03\u67e5\u7684AI\u4ee3\u7406<\/h3>\n<p>GitHub\u4ed3\u5e93jidex001\/2026F_final\u7684\u6807\u9898\u4e3a\u201cAI Agents for Digital Forensic Investigations\u201d\uff0c\u5373\u9762\u5411\u6570\u5b57\u53d6\u8bc1\u8c03\u67e5\u7684AI\u4ee3\u7406\u3002\u8d44\u6599\u4ec5\u7ed9\u51fa\u4ed3\u5e93\u540d\u79f0\u3001\u4e3b\u9898\u5f52\u7c7b\u4e0e\u66f4\u65b0\u65f6\u95f4\uff0c\u6ca1\u6709\u8bf4\u660e\u4ee3\u7406\u7684\u5177\u4f53\u529f\u80fd\u3001\u76ee\u6807\u8bc1\u636e\u7c7b\u578b\u3001\u5de5\u4f5c\u6d41\u7a0b\u6216\u6280\u672f\u6808\u3002<\/p>\n<p>\u4ece\u6807\u9898\u770b\uff0c\u5b83\u53ef\u80fd\u670d\u52a1\u4e8e\u6570\u5b57\u53d6\u8bc1\u573a\u666f\u7684\u81ea\u52a8\u5316\u6216\u8f85\u52a9\u5206\u6790\uff0c\u4f46\u65e0\u6cd5\u786e\u8ba4\u5176\u662f\u5426\u5305\u542b\u53ef\u7528\u4ee3\u7801\u3001\u6587\u6863\u6216\u9a8c\u8bc1\u7ed3\u679c\u3002\u5bf9AI\u4ee3\u7406\u5728\u5b89\u5168\u53d6\u8bc1\u65b9\u5411\u7684\u5e94\u7528\u611f\u5174\u8da3\u8005\uff0c\u53ef\u628a\u5b83\u5f53\u4f5c\u5f85\u8003\u5bdf\u9879\u76ee\uff0c\u9700\u81ea\u884c\u6838\u5bf9\u4ed3\u5e93\u5185\u5bb9\u540e\u518d\u5224\u65ad\u9002\u7528\u6027\uff0c\u4e0d\u5b9c\u4ec5\u51ed\u6807\u9898\u8ba4\u5b9a\u80fd\u529b\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6807\u9898\u6307\u5411AI\u4ee3\u7406\u4e0e\u6570\u5b57\u53d6\u8bc1\u7684\u7ed3\u5408\u70b9\uff0c\u503c\u5f97\u5173\u6ce8\u8be5\u65b9\u5411\u662f\u5426\u51fa\u73b0\u53ef\u843d\u5730\u7684\u5f00\u6e90\u5b9e\u73b0\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/jidex001\/2026F_final\" target=\"_blank\" rel=\"noopener noreferrer\">jidex001\/2026F_final<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>31 \u00b7 Poundland\u636e\u62a5\u83b7\u5f97\u66f4\u591a\u65f6\u95f4\u5bfb\u6c42\u6551\u63f4\u4ea4\u6613<\/h3>\n<p>\u636eBBC\u62a5\u9053\uff0c\u82f1\u56fd\u6298\u6263\u8fde\u9501Poundland\u6b63\u63a5\u8fd1\u8fdb\u5165\u7834\u4ea7\u7ba1\u7406\u7a0b\u5e8f\uff0c\u76f8\u5173\u7d27\u6025\u8c08\u5224\u4ecd\u5728\u8fdb\u884c\u3002BBC\u4e86\u89e3\u5230\uff0c\u8be5\u516c\u53f8\u5c06\u83b7\u5f97\u66f4\u591a\u65f6\u95f4\u5bfb\u627e\u4e70\u5bb6\uff0c\u4ee5\u4e89\u53d6\u8fbe\u6210\u6551\u63f4\u4ea4\u6613\u3002<\/p>\n<p>\u62a5\u9053\u6838\u5fc3\u662f\u65f6\u95f4\u7a97\u53e3\u88ab\u5ef6\u957f\uff0c\u800c\u975e\u5df2\u786e\u8ba4\u4e70\u5bb6\u6216\u6551\u52a9\u65b9\u6848\uff1b\u8c08\u5224\u7ed3\u679c\u4ecd\u4e0d\u786e\u5b9a\u3002\u6b64\u4e8b\u5173\u7cfb\u5230Poundland\u95e8\u5e97\u3001\u5458\u5de5\u53ca\u4f9b\u5e94\u5546\uff0c\u4e5f\u53cd\u6620\u82f1\u56fd\u6298\u6263\u96f6\u552e\u5728\u5f53\u524d\u73af\u5883\u4e0b\u7684\u7ecf\u8425\u538b\u529b\u3002\u540e\u7eed\u9700\u5173\u6ce8\u662f\u5426\u51fa\u73b0\u6b63\u5f0f\u6536\u8d2d\u62a5\u4ef7\u3001\u7834\u4ea7\u7ba1\u7406\u7a0b\u5e8f\u662f\u5426\u542f\u52a8\uff0c\u4ee5\u53ca\u4ea4\u6613\u5bf9\u95e8\u5e97\u7f51\u7edc\u548c\u5c31\u4e1a\u7684\u5f71\u54cd\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u6298\u6263\u96f6\u552e\u5546\u7684\u6551\u63f4\u8c08\u5224\u662f\u89c2\u5bdf\u82f1\u56fd\u96f6\u552e\u4e1a\u7ecf\u8425\u538b\u529b\u4e0e\u5e76\u8d2d\u673a\u4f1a\u7684\u5177\u4f53\u6848\u4f8b\u3002<\/p>\n<ul>\n<li>\u6d77\u5916\u8d22\u7ecf\u65b0\u95fb \u00b7 <a href=\"https:\/\/www.bbc.co.uk\/news\/articles\/c3702jjkez4ko?at_campaign=rss&amp;at_medium=RSS\" target=\"_blank\" rel=\"noopener noreferrer\">Poundland set for more time to secure a rescue deal as emergency talks continue<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>32 \u00b7 \u7528\u6237\u57286\u53613090\u5de5\u4f5c\u7ad9\u4e0a\u6d4b\u8bd5DeepSeek V4.1 Flash\u8d85\u4f4e\u6bd4\u7279\u91cf\u5316\u7248<\/h3>\n<p>Reddit r\/LocalLLaMA \u7528\u6237\u5206\u4eab\u79f0\uff0c\u5176\u57286\u5757RTX 3090\u3001128GB DDR4\u5185\u5b58\u3001Threadripper 3960X\u5e73\u53f0\u4e0a\u8fd0\u884cDeepSeek V4.1 Flash 1017\u7684EXL3 2.9bpw\u91cf\u5316\u7248\uff0c\u5e76\u7528APEX 2025\u57fa\u51c6\u8bc4\u4f30\u8d28\u91cf\u3002\u8be5\u7528\u6237\u79f0\uff0c\u5728Terminal Bench 2.1\u3001AIME 2026\u7b49\u57fa\u51c6\u4e0a\uff0c\u6027\u80fd\u4e0e\u672a\u91cf\u5316\u7684\u540c\u7248\u672c\u76f8\u8fd1\uff0c\u56e0\u6b64\u8f6c\u5411APEX 2025\u4ee5\u66f4\u7ec6\u5730\u89c2\u5bdf\u4f4e\u6bd4\u7279\u91cf\u5316\u7684\u80fd\u529b\u3002<\/p>\n<p>\u636e\u5176\u81ea\u8ff0\uff0c\u4f7f\u7528Project Maya\u5f15\u64ce\u30013090\u529f\u8017\u9650\u5236\u5728175\u74e6\u65f6\uff0cprefill\u7ea61000 tokens\/s\u3001decode\u7ea675 tokens\/s\uff0c\u5e76\u8ba4\u4e3a\u8be5\u91cf\u5316\u7248\u672c\u5728APEX 2025\u4e0a\u7684\u8868\u73b0\u53ef\u4e0e\u534a\u5e74\u524d\u7684\u5148\u8fdb\u6a21\u578b\u4e92\u6709\u80dc\u8d1f\u3002\u5e16\u5b50\u4e3b\u8981\u9762\u5411\u5728\u5bb6\u7528\u591aGPU\u8bbe\u5907\u4e0a\u8dd1\u672c\u5730\u5927\u6a21\u578b\u7684\u7528\u6237\uff0c\u63d0\u4f9b\u91cf\u5316\u9009\u62e9\u4e0e\u57fa\u51c6\u65b9\u6cd5\u53c2\u8003\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e9b\u6570\u636e\u6765\u81ea\u4e2a\u4eba\u6d4b\u8bd5\u5e16\uff0c\u6d4b\u8bd5\u73af\u5883\u3001\u8bc4\u5206\u53e3\u5f84\u548c\u53ef\u590d\u73b0\u6027\u672a\u83b7\u72ec\u7acb\u9a8c\u8bc1\uff0c\u4e0d\u80fd\u636e\u6b64\u63a8\u65ad\u8be5\u91cf\u5316\u7248\u672c\u666e\u904d\u4f18\u4e8e\u5176\u4ed6\u65b9\u6848\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u4e3a\u672c\u5730\u5927\u6a21\u578b\u73a9\u5bb6\u63d0\u4f9b\u4f4e\u6bd4\u7279\u91cf\u5316\u5728\u957f\u4e0a\u4e0b\u6587\u4e0e\u591a\u5361\u6d88\u8d39\u7ea7\u5e73\u53f0\u4e0a\u7684\u5b9e\u6d4b\u601d\u8def\u548c\u6027\u80fd\u53c2\u8003\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtyxl9\/deepseek_v41_flash_1017_exl3_29bpw_apex_2025\/\" target=\"_blank\" rel=\"noopener noreferrer\">DeepSeek V4.1 Flash 1017 exl3 2.9bpw APEX 2025 benchmark results<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>33 \u00b7 \u7528Claude Code\u52a0Obsidian\u642d\u5efa\u5bb6\u5ead\u77e5\u8bc6\u5e93\u7684\u5b9e\u8df5<\/h3>\n<p>\u5728Lenny&#8217;s Newsletter\u7684\u4e00\u671f\u8282\u76ee\u4e2d\uff0c\u6570\u5b66\u6559\u80b2\u5de5\u4f5c\u8005\u3001\u5bb6\u957fScott Farrar\u4ecb\u7ecd\u4e86\u4ed6\u7528Claude Code\u548cObsidian\u642d\u5efa\u201c\u5bb6\u5ead\u5927\u8111\u201d\u7684\u505a\u6cd5\uff0c\u76ee\u7684\u662f\u89e3\u51b3AI\u804a\u5929\u5bb9\u6613\u8dd1\u504f\u3001\u5fd8\u8bb0\u4e0a\u4e0b\u6587\u7684\u95ee\u9898\u3002\u4ed6\u628a\u5bb6\u5ead\u4fe1\u606f\u6574\u7406\u6210\u4e00\u4e2aMarkdown\u6587\u4ef6\u6587\u4ef6\u5939\uff0c\u7528Obsidian\u67e5\u770b\uff0c\u5185\u5bb9\u8986\u76d6\u5bb6\u7535\u4fe1\u606f\u3001\u4fdd\u4fee\u3001\u4fdd\u9669\u6587\u4ef6\u548c\u5bb6\u5ead\u5f85\u529e\u4e8b\u9879\uff0c\u8ba9Claude Code\u5728\u8fd9\u4e2a\u77e5\u8bc6\u5e93\u4e0a\u5de5\u4f5c\u3002<\/p>\n<p>\u8282\u76ee\u4e2d\u5c55\u793a\u4e86\u5177\u4f53\u573a\u666f\uff1a\u7528\u8fd9\u5957\u7cfb\u7edf\u6bd4\u8f83\u8f66\u9669\u3001\u89c4\u5212\u7ef4\u4fee\u3001\u4e0e\u59bb\u5b50\u5171\u4eab\u540c\u4e00\u4e2a\u5bb6\u5ead\u5927\u8111\uff0c\u5e76\u628a\u4f18\u5148\u4efb\u52a1\u548c\u201c\u8fd1\u671f\u6210\u679c\u201d\u653e\u5230DAKboard\u5899\u9762\u663e\u793a\u5668\u4e0a\u3002\u4ed6\u8fd8\u8c08\u5230AI\u4e0e\u6570\u5b66\u5b66\u4e60\uff0c\u5e0c\u671bAI\u4fc3\u4f7f\u5b69\u5b50\u7ee7\u7eed\u81ea\u5df1\u601d\u8003\uff1b\u5e76\u63d0\u5230\u5f53AI\u4e0e\u8d44\u6599\u4e0d\u540c\u6b65\u65f6\u4f1a\u51fa\u73b0\u95ee\u9898\u3002\u8282\u76ee\u7ed9\u51fa\u7684\u5de5\u5177\u94fe\u63a5\u5305\u62ecClaude Code\u3001Obsidian\u3001GitHub\u548cDAKboard\u3002<\/p>\n<p>\u8fd9\u5957\u505a\u6cd5\u9002\u5408\u5e0c\u671b\u628a\u5bb6\u5ead\u4e8b\u52a1\u4ece\u96f6\u6563\u804a\u5929\u8bb0\u5f55\u8f6c\u4e3a\u53ef\u7ef4\u62a4\u672c\u5730\u77e5\u8bc6\u5e93\u7684\u4e2a\u4eba\u548c\u5bb6\u5ead\u7528\u6237\uff0c\u5b9e\u64cd\u4e0a\u9700\u8981\u5148\u5efa\u7acb\u7ed3\u6784\u5316Markdown\u6587\u4ef6\uff0c\u518d\u8ba9\u7f16\u7801\u4ee3\u7406\u5728\u5176\u4e2d\u8bfb\u5199\u548c\u68c0\u7d22\uff1b\u9650\u5236\u5728\u4e8e\u8d44\u6599\u540c\u6b65\u548c\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u9700\u8981\u4eba\u5de5\u7ef4\u62a4\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793a\u4e86\u628a\u901a\u7528\u7f16\u7801\u4ee3\u7406\u7528\u4e8e\u5bb6\u5ead\u4fe1\u606f\u7ba1\u7406\u7684\u5177\u4f53\u7ed3\u6784\u3001\u573a\u666f\u548c\u7ef4\u62a4\u96be\u70b9\uff0c\u5bf9\u60f3\u642d\u5efa\u4e2a\u4eba\u6216\u5bb6\u5ead\u77e5\u8bc6\u5e93\u7684\u8bfb\u8005\u6709\u501f\u9274\u610f\u4e49\u3002<\/p>\n<ul>\n<li>RSS \/ \u6d77\u5916\u79d1\u6280 \u00b7 <a href=\"https:\/\/www.lennysnewsletter.com\/p\/claude-code-obsidian-my-familys-ai\" target=\"_blank\" rel=\"noopener noreferrer\">Claude Code + Obsidian: My family\u2019s AI brain | Scott Farrar<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>34 \u00b7 OpenAI\u5c06ChatGPT Finance\u6269\u5c55\u5230\u684c\u9762\u7aef\uff0c\u53ef\u751f\u6210\u4ea4\u4e92\u5f0f\u8d22\u52a1\u7ec4\u4ef6<\/h3>\n<p>OpenAI\u5c06ChatGPT\u7684\u8d22\u52a1\u529f\u80fdChatGPT Finance\u4ece\u539f\u6709\u5165\u53e3\u6269\u5c55\u5230ChatGPT\u684c\u9762\u7aef\u3002\u8be5\u529f\u80fd\u5141\u8bb8\u7528\u6237\u57fa\u4e8e\u81ea\u5df1\u7684\u8d22\u52a1\u6570\u636e\u751f\u6210\u4ea4\u4e92\u5f0f\u5c0f\u7ec4\u4ef6\uff0c\u7528\u4e8e\u67e5\u770b\u548c\u5206\u6790\u4e2a\u4eba\u8d22\u52a1\u4fe1\u606f\u3002<\/p>\n<p>\u636e\u62ab\u9732\uff0c\u8fd9\u4e00\u529f\u80fd\u9762\u5411\u7f8e\u56fd\u5730\u533a\u7684Free\u3001Go\u3001Plus\u548cPro\u7528\u6237\u5f00\u653e\uff0c\u8986\u76d6\u514d\u8d39\u4e0e\u4ed8\u8d39\u591a\u6863\u8ba2\u9605\u3002\u5bf9\u4e8e\u7ecf\u5e38\u5728\u7535\u8111\u4e0a\u5904\u7406\u8d26\u5355\u3001\u9884\u7b97\u548c\u6536\u652f\u68b3\u7406\u7684\u7528\u6237\uff0c\u684c\u9762\u7aef\u5165\u53e3\u53ef\u4ee5\u51cf\u5c11\u5207\u6362\u8bbe\u5907\uff0c\u5e76\u501f\u52a9\u5c0f\u7ec4\u4ef6\u4ee5\u66f4\u76f4\u89c2\u7684\u65b9\u5f0f\u5448\u73b0\u6570\u636e\u3002<\/p>\n<p>\u8d44\u6599\u672a\u8bf4\u660e\u8d22\u52a1\u6570\u636e\u7684\u5177\u4f53\u63a5\u5165\u65b9\u5f0f\u3001\u652f\u6301\u7684\u8d26\u6237\u7c7b\u578b\u3001\u9690\u79c1\u4e0e\u5b89\u5168\u673a\u5236\uff0c\u4e5f\u672a\u7ed9\u51fa\u4e0a\u7ebf\u65e5\u671f\u6216\u66f4\u7ec6\u7684\u529f\u80fd\u8fb9\u754c\u3002\u5b9e\u9645\u4f7f\u7528\u524d\u4ecd\u9700\u4ee5\u5b98\u65b9\u8bf4\u660e\u4e3a\u51c6\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>ChatGPT\u8d22\u52a1\u80fd\u529b\u6269\u5230\u684c\u9762\u7aef\u5e76\u652f\u6301\u4ea4\u4e92\u5f0f\u7ec4\u4ef6\uff0c\u5173\u7cfb\u5230\u4e2a\u4eba\u8d22\u52a1\u6570\u636e\u5982\u4f55\u88abAI\u5de5\u5177\u8bfb\u53d6\u4e0e\u5448\u73b0\u3002<\/p>\n<ul>\n<li>Telegram \u00b7 <a href=\"https:\/\/t.me\/testingcatalog\/9981\" target=\"_blank\" rel=\"noopener noreferrer\">OpenAI expanded its ChatGPT Finance feature to be available on ChatGPT desktop. With ChatGPT Finance, users ca\u2026<\/a> \u00b7 Telegram \u516c\u5f00\u9891\u9053\u6b63\u6587\u53ca\u9875\u9762\u9605\u8bfb\u8ba1\u6570 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>35 \u00b7 quality-workflow\uff1a\u628a\u8d28\u91cf\u7ba1\u7406\u4f53\u7cfb\u505a\u6210AI\u667a\u80fd\u4f53\u63d2\u4ef6<\/h3>\n<p>GitHub\u4ed3\u5e93nongtanpeidanjiu\/quality-workflow\u5c06\u81ea\u5df1\u63cf\u8ff0\u4e3a\u201c\u628a\u8d28\u91cf\u7ba1\u7406\u4f53\u7cfb\u88c5\u8fdbAI\u667a\u80fd\u4f53\u201d\u7684WorkBuddy\u63d2\u4ef6\uff0c\u5ba3\u79f0Mac\u4e0eWindows\u901a\u7528\u3002\u5176\u6d41\u7a0b\u5f3a\u8c03\u4e09\u6b65\uff1a\u5148\u627e\u51fa\u51b3\u5b9a\u7ed3\u679c\u7684\u5173\u952e\u8981\u7d20\uff0c\u4f7f\u7528\u524d\u5148\u9a8c\u8bc1\uff0c\u5b8c\u6210\u540e\u9010\u9879\u6838\u5bf9\u8bc1\u636e\u3002<\/p>\n<p>\u4ece\u63cf\u8ff0\u770b\uff0c\u5b83\u9762\u5411\u5e0c\u671b\u7528AI\u8f85\u52a9\u8d28\u91cf\u6d41\u7a0b\u3001\u68c0\u67e5\u548c\u7559\u75d5\u7684\u56e2\u961f\u6216\u4e2a\u4eba\uff0c\u628a\u201c\u5148\u9a8c\u8bc1\u518d\u4f7f\u7528\u3001\u505a\u5b8c\u67e5\u8bc1\u636e\u201d\u56fa\u5316\u4e3a\u53ef\u6267\u884c\u6b65\u9aa4\u3002\u4f46\u4ed3\u5e93\u6b63\u6587\u6781\u7b80\uff0c\u672a\u8bf4\u660e\u5177\u4f53\u8d28\u91cf\u4f53\u7cfb\u6807\u51c6\u3001\u63d2\u4ef6\u5b89\u88c5\u65b9\u5f0f\u3001\u652f\u6301\u6a21\u578b\u6216\u8f93\u51fa\u683c\u5f0f\uff0c\u4e5f\u672a\u63d0\u4f9b\u5b9e\u9645\u9a8c\u8bc1\u7ed3\u679c\uff0c\u5b9e\u9645\u53ef\u7528\u6027\u9700\u81ea\u884c\u67e5\u770b\u4ee3\u7801\u4e0e\u6587\u6863\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5c55\u793aAI\u667a\u80fd\u4f53\u5207\u5165\u8d28\u91cf\u7ba1\u7406\u6d41\u7a0b\u7684\u4e00\u79cd\u8f7b\u91cf\u63d2\u4ef6\u5316\u5c1d\u8bd5\uff0c\u9002\u5408\u5173\u6ce8AI\u5de5\u4f5c\u6d41\u843d\u5730\u7684\u4eba\u4e86\u89e3\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/nongtanpeidanjiu\/quality-workflow\" target=\"_blank\" rel=\"noopener noreferrer\">nongtanpeidanjiu\/quality-workflow<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>36 \u00b7 TechCrunch\u805a\u7126\u9996\u6b21\u57fa\u91d1\u7ba1\u7406\u8005Olaf Sakkers\u7684\u7a81\u56f4\u5c1d\u8bd5<\/h3>\n<p>TechCrunch\u62a5\u9053\u79f0\uff0c\u9996\u6b21\u62c5\u4efb\u57fa\u91d1\u7ba1\u7406\u7684Olaf Sakkers\u6b63\u8bd5\u56fe\u5728\u98ce\u9669\u6295\u8d44\u884c\u4e1a\u201c\u65b0\u5174\u7ba1\u7406\u8005\u6324\u538b\u201d\u4e2d\u8bc1\u660e\u81ea\u5df1\u3002\u6587\u7ae0\u6307\u51fa\uff0c\u8fdb\u5165\u98ce\u6295\u9886\u57df\u4ece\u6765\u4e0d\u5bb9\u6613\uff0c\u5bf9\u9996\u6b21\u57fa\u91d1\u7ba1\u7406\u8005\u5c24\u5176\u8270\u96be\uff0c\u800c\u5f53\u524d\u73af\u5883\u66f4\u5177\u6311\u6218\uff1bSakkers\u8fc7\u53bb\u4e94\u5e74\u4e00\u76f4\u5728\u8bc1\u660e\u201c\u56f0\u96be\u4e0d\u7b49\u4e8e\u4e0d\u53ef\u80fd\u201d\u3002<\/p>\n<p>\u8d44\u6599\u4ec5\u63d0\u4f9b\u6587\u7ae0\u5bfc\u8bed\uff0c\u672a\u62ab\u9732\u5176\u57fa\u91d1\u89c4\u6a21\u3001\u52df\u8d44\u8fdb\u5ea6\u3001\u6295\u8d44\u7b56\u7565\u6216\u5177\u4f53\u4e1a\u7ee9\u6570\u636e\uff0c\u56e0\u6b64\u65e0\u6cd5\u5224\u65ad\u5176\u6a21\u5f0f\u662f\u5426\u53ef\u884c\u3002\u8be5\u62a5\u9053\u9002\u5408\u5173\u6ce8\u65e9\u671f\u98ce\u6295\u52df\u8d44\u683c\u5c40\u3001\u65b0\u5174\u57fa\u91d1\u7ba1\u7406\u4eba\u5904\u5883\u53ca\u65b0\u57fa\u91d1\u5dee\u5f02\u5316\u7b56\u7565\u7684\u8bfb\u8005\uff0c\u5177\u4f53\u8bba\u636e\u9700\u9605\u8bfb\u539f\u6587\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u65b0\u5174\u57fa\u91d1\u7ba1\u7406\u8005\u5728\u52df\u8d44\u6536\u7d27\u73af\u5883\u4e0b\u7684\u7a81\u56f4\uff0c\u662f\u89c2\u5bdf\u98ce\u6295\u4e00\u7ea7\u5e02\u573a\u7ed3\u6784\u53d8\u5316\u7684\u5207\u53e3\u3002<\/p>\n<ul>\n<li>\u6d77\u5916\u8d22\u7ecf\u65b0\u95fb \u00b7 <a href=\"https:\/\/techcrunch.com\/2026\/11\/11\/olaf-sakkers-is-betting-he-can-beat-the-emerging-manager-squeeze\/\" target=\"_blank\" rel=\"noopener noreferrer\">Olaf Sakkers is betting&nbsp;he can beat the emerging-manager squeeze<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>37 \u00b7 \u7528\u6237\u8ba8\u8bba\u4f4e\u8d44\u6e90\u672c\u5730\u4ee3\u7406\u5f0fAI\u7684\u6700\u7b80\u914d\u7f6e<\/h3>\n<p>Reddit r\/LocalLLaMA \u7528\u6237\u53d1\u5e16\u8ba8\u8bba\u5728\u4e00\u53f0\u7ea624GB\u5185\u5b58\u300112GB\u663e\u5b58\u7684\u526f\u5de5\u4f5c\u7ad9\u4e0a\u642d\u5efa\u672c\u5730\u4ee3\u7406\u5f0fAI\u7684\u6700\u7b80\u65b9\u6848\u3002\u8be5\u7528\u6237\u5f53\u524d\u7ec4\u5408\u4e3aPi Agent\u3001Bonsai 2 9B\u6a21\u578b\u548cSearXNG\u641c\u7d22\uff0c\u79f0\u4f53\u9a8c\u597d\u4e8e\u9884\u671f\uff0c\u751f\u6210\u901f\u5ea6\u7ea630 tokens\/s\uff0c\u76ee\u6807\u4e0d\u662f\u8ffd\u6c42\u6700\u5f3a\u80fd\u529b\uff0c\u800c\u662f\u5728\u6613\u7528\u3001\u901f\u5ea6\u4e0e\u5b89\u5fc3\u4e4b\u95f4\u53d6\u5e73\u8861\u3002<\/p>\n<p>\u5176\u660e\u786e\u5e0c\u671b\u907f\u514d\u5197\u957f\u63d0\u793a\u8bcd\u548c\u590d\u6742\u5305\uff0c\u5e76\u8003\u8651\u7528\u4e0a\u4e0b\u6587\u538b\u7f29\u3001\u5b50\u4ee3\u7406\u59d4\u6d3e\u3001\u7b80\u5355\u6c99\u7bb1\u3001\u8bb0\u5fc6\u4e0e\u5f85\u529e\u6e05\u5355\u7b49\u80fd\u529b\uff0c\u4f46\u8981\u6c42\u90fd\u5c3d\u91cf\u7b80\u5355\u3002\u8be5\u7528\u6237\u8fd8\u63d0\u52309B\u53ca\u4ee5\u4e0a\u6a21\u578b\u901f\u5ea6\u504f\u6162\uff0c\u5e0c\u671b\u83b7\u5f97\u66f4\u5408\u9002\u7684\u6a21\u578b\u5efa\u8bae\uff0c\u5e76\u79f0Nanbeige\u601d\u8003\u8fc7\u591a\u3002<\/p>\n<p>\u8fd9\u7bc7\u5e16\u5b50\u662f\u914d\u7f6e\u7ecf\u9a8c\u4ea4\u6d41\u800c\u975e\u8bc4\u6d4b\uff0c\u672a\u7ed9\u51fa\u5b8c\u6574\u786c\u4ef6\u578b\u53f7\u3001\u8f6f\u4ef6\u7248\u672c\u6216\u53ef\u590d\u73b0\u57fa\u51c6\uff0c\u9002\u5408\u60f3\u7528\u6709\u9650\u663e\u5b58\u642d\u5efa\u8f7b\u91cf\u672c\u5730\u4ee3\u7406\u7684\u7528\u6237\u4f5c\u4e3a\u9009\u578b\u7ebf\u7d22\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u672c\u5730\u4ee3\u7406\u5de5\u5177\u5728\u6d88\u8d39\u7ea7\u786c\u4ef6\u4e0a\u7684\u5b9e\u9645\u53d6\u820d\uff1a\u641c\u7d22\u3001\u6a21\u578b\u5927\u5c0f\u4e0e\u901f\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xty1vc\/simplest_local_agentic_setup\/\" target=\"_blank\" rel=\"noopener noreferrer\">Simplest Local Agentic Setup<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>38 \u00b7 Mercor \u5b8c\u6210 7.5 \u4ebf\u7f8e\u5143 D \u8f6e\uff0c\u4f30\u503c 200 \u4ebf\u7f8e\u5143\u3001\u5e74\u5316\u6536\u5165 30 \u4ebf\u7f8e\u5143<\/h3>\n<p>\u636e Latent Space \u7684 AINews \u6c47\u603b\uff0c\u6570\u636e\u6807\u6ce8\u4e0e\u4e13\u5bb6\u6570\u636e\u4f9b\u5e94\u5546 Mercor \u5b8c\u6210 7.5 \u4ebf\u7f8e\u5143 D \u8f6e\u878d\u8d44\uff0c\u4f30\u503c 200 \u4ebf\u7f8e\u5143\uff0c\u5e74\u5316\u6536\u5165\u8fbe\u5230 30 \u4ebf\u7f8e\u5143\u3002\u62a5\u9053\u56de\u987e\u5176\u6b64\u524d\u4f30\u503c 100 \u4ebf\u7f8e\u5143\u7684 C \u8f6e\u65f6\u6536\u5165\u4e0d\u8db3 5 \u4ebf\u7f8e\u5143\uff0c\u6b64\u540e 2 \u6708\u7a81\u7834 10 \u4ebf\u30016 \u6708\u8fbe\u5230 20 \u4ebf\u7f8e\u5143\u3002\u516c\u53f8\u81ea\u79f0\u62e5\u6709 500 \u4e07\u4e13\u5bb6\uff0c\u5e76\u628a\u7f8e\u56fd 800 \u591a\u4e2a\u804c\u4e1a\u4e2d\u5c1a\u672a\u88ab\u6a21\u578b\u8bc4\u4f30\u7684\u5de5\u4f5c\u6d41\u89c6\u4e3a\u5e02\u573a\u7a7a\u95f4\u3002<\/p>\n<p>\u540c\u4e00\u671f\u6c47\u603b\u8fd8\u63d0\u5230 Mercor \u62ab\u9732\u7684\u4e00\u4e2a\u6bd4\u4f8b\uff1a\u5176\u7528\u4e8e\u63a8\u7406\u7684\u652f\u51fa\u5df2\u662f\u5458\u5de5\u85aa\u8d44\u7684 3 \u500d\uff0c\u5e76\u79f0\u8fd9\u90e8\u5206\u6295\u5165\u901a\u8fc7\u63d0\u5347\u56e2\u961f\u5de5\u4f5c\u4ea7\u51fa\u6536\u56de\u6210\u672c\u3002\u8be5\u8bf4\u6cd5\u6765\u81ea\u516c\u53f8\u81ea\u8ff0\uff0c\u5c5e\u4e8e\u9884\u6d4b\u6027\u5224\u65ad\uff0c\u5e76\u975e\u7ecf\u72ec\u7acb\u6838\u9a8c\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u5bf9\u5173\u6ce8 AI \u6570\u636e\u670d\u52a1\u4e0e AI \u5546\u4e1a\u5316\u7684\u8bfb\u8005\uff0c\u8fd9\u6761\u4fe1\u606f\u53ef\u7528\u4e8e\u89c2\u5bdf\u201c\u4e13\u5bb6\u6570\u636e\u4f9b\u5e94\u5546\u201d\u8fd9\u4e00\u8d5b\u9053\u7684\u878d\u8d44\u8282\u594f\u4e0e\u6536\u5165\u89c4\u6a21\uff0c\u4f46\u9700\u6ce8\u610f\u4f30\u503c\u4e0e\u5e74\u5316\u6536\u5165\u5747\u6765\u81ea\u62a5\u9053\u8f6c\u8ff0\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620 AI \u8bad\u7ec3\u6570\u636e\u4f9b\u5e94\u94fe\u4e0a\u5934\u90e8\u516c\u53f8\u7684\u878d\u8d44\u4e0e\u6536\u5165\u4f53\u91cf\uff0c\u662f\u89c2\u5bdf AI \u5546\u4e1a\u5316\u7684\u4e00\u624b\u4fe1\u53f7\u3002<\/p>\n<ul>\n<li>RSS \/ \u6d77\u5916\u79d1\u6280 \u00b7 <a href=\"https:\/\/latent.space\/p\/ainews-mercor-750m-series-d-at-20b-valuation-3b-run-rate\/\" target=\"_blank\" rel=\"noopener noreferrer\">[AINews] Mercor $750m Series D at $20B valuation, $3B run rate<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>39 \u00b7 jellyfish-ai\uff1a\u628aClaude Code\u4ee3\u7406\u53d8\u6210macOS\u684c\u9762\u50cf\u7d20\u89d2\u8272<\/h3>\n<p>GitHub\u9879\u76eeRhizobium-gits\/jellyfish-ai\u63d0\u4f9b\u4e00\u7ec4\u8fd0\u884c\u5728macOS\u684c\u9762\u7684Claude Code\u4ee3\u7406\uff0c\u4ee5\u201c\u5c0f\u50cf\u7d20\u89d2\u8272\u201d\u5f62\u5f0f\u5448\u73b0\u3002\u6309\u4ed3\u5e93\u8bf4\u660e\uff0c\u7528\u6237\u53ef\u7528\u2318L\u5524\u51fa\u89d2\u8272\uff0c\u70b9\u51fb\u89d2\u8272\u5373\u53ef\u5bf9\u8bdd\uff1b\u9879\u76ee\u6807\u6ce8\u4e3a\u975e\u5b98\u65b9\uff0c\u6807\u7b7e\u5305\u62ecai-agents\u3001claude-code\u3001desktop-app\u3001macos\u3001swift\u3002<\/p>\n<p>\u5b83\u628a\u547d\u4ee4\u884c\u5f0f\u7684\u7f16\u7801\u4ee3\u7406\u5305\u88c5\u6210\u5e38\u9a7b\u684c\u9762\u7684\u53ef\u89c6\u5316\u5165\u53e3\uff0c\u9002\u5408\u60f3\u968f\u624b\u5524\u8d77Claude Code\u3001\u53c8\u504f\u597d\u56fe\u5f62\u4ea4\u4e92\u7684macOS\u5f00\u53d1\u8005\u3002\u8d44\u6599\u672a\u4ea4\u4ee3\u4ee3\u7406\u5177\u4f53\u80fd\u529b\u8fb9\u754c\u3001\u662f\u5426\u9700\u8981\u81ea\u5907Claude\u51ed\u636e\u3001\u6743\u9650\u4e0e\u9690\u79c1\u5904\u7406\u65b9\u5f0f\uff0c\u4e5f\u6ca1\u6709\u53d1\u5e03\u9a8c\u8bc1\u6216\u4f7f\u7528\u53cd\u9988\uff0c\u5c1d\u8bd5\u524d\u9700\u9605\u8bfb\u4ed3\u5e93\u6587\u6863\u5e76\u8bc4\u4f30\u5b89\u5168\u98ce\u9669\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u7f16\u7801\u4ee3\u7406\u4ece\u7ec8\u7aef\u8d70\u5411\u684c\u9762\u5e38\u9a7b\u5c0f\u5165\u53e3\u7684\u4ea4\u4e92\u63a2\u7d22\uff0c\u5bf9AI\u5de5\u5177\u5f62\u6001\u89c2\u5bdf\u6709\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<ul>\n<li>GitHub \u00b7 <a href=\"https:\/\/github.com\/Rhizobium-gits\/jellyfish-ai\" target=\"_blank\" rel=\"noopener noreferrer\">Rhizobium-gits\/jellyfish-ai<\/a> \u00b7 GitHub \u5b98\u65b9\u4ed3\u5e93\u641c\u7d22 \/ Star \u7edf\u8ba1 \u00b7 2026-11-12<\/li>\n<\/ul>\n<h3>40 \u00b7 \u5206\u6790\u79f0\u5f00\u6e90\u5927\u6a21\u578b\u67b6\u6784\u6b63\u4ece\u5168\u6ce8\u610f\u529b\u8f6c\u5411\u5c40\u90e8\u4e0e\u6df7\u5408\u6ce8\u610f\u529b<\/h3>\n<p>Reddit r\/LocalLLaMA \u4e00\u5219\u5e16\u5b50\u68b3\u7406\u5f00\u6e90\u5927\u6a21\u578b\u6ce8\u610f\u529b\u67b6\u6784\u8d8b\u52bf\uff1a2025\u5e74\u4ecd\u6709\u8bb8\u591a\u6a21\u578b\u5728\u6240\u6709\u5c42\u4f7f\u7528\u5168\u5c40\u5168\u6ce8\u610f\u529b\uff0c\u968f\u540e\u8f6c\u5411\u201c\u90e8\u5206\u5168\u5c40\u6ce8\u610f\u529b\u201d\u7684\u6df7\u5408\u65b9\u6848\uff1b\u52302026\u5e74\u4e0a\u534a\u5e74\u8be5\u8d8b\u52bf\u5ef6\u7eed\uff0c\u4e0b\u534a\u5e74\u7ea6\u4e00\u534a\u6a21\u578b\u91c7\u7528\u6df7\u5408\u65b9\u6848\uff0c\u53e6\u4e00\u534a\u5b8c\u5168\u4e0d\u518d\u4f7f\u7528\u7a20\u5bc6\u5168\u5c40\u6ce8\u610f\u529b\u5c42\u3002<\/p>\n<p>\u4f5c\u8005\u533a\u5206\u4e09\u7c7b\uff1a\u5168\u6ce8\u610f\u529b\u8d2f\u7a7f\u6240\u6709\u5c42\uff08\u5982\u5168\u5c40MHA\u3001GQA\u3001\u7a20\u5bc6MLA\u3001CCA\uff09\uff1b\u90e8\u5206\u5168\u6ce8\u610f\u529b\uff0c\u5373\u5168\u5c40\u6ce8\u610f\u529b\u4e0e\u6ed1\u52a8\u7a97\u53e3\u3001\u5206\u5757\u6ce8\u610f\u529b\u3001Gated DeltaNet\u3001KDA\u3001Mamba-2\u3001Lightning Attention\u3001\u5377\u79ef\u6216\u7a00\u758f\u6ce8\u610f\u529b\u6df7\u7528\uff1b\u5b8c\u5168\u65e0\u5168\u6ce8\u610f\u529b\uff0c\u5373\u6ca1\u6709\u7a20\u5bc6\u5168\u5c40\u5c42\u3002\u5176\u8ba4\u4e3a\u4e3b\u8981\u5f71\u54cd\u662f\u964d\u4f4e\u957f\u4e0a\u4e0b\u6587\u4f7f\u7528\u6210\u672c\uff0c\u66f4\u9002\u5408\u957f\u6587\u6863\u3001\u957f\u5bf9\u8bdd\u3001\u5927\u578b\u4ee3\u7801\u5e93\u4ee5\u53ca\u4f9d\u8d56\u5927\u91cf\u5de5\u5177\u8c03\u7528\u7684\u4ee3\u7406\u573a\u666f\u3002<\/p>\n<p>\u6548\u7387\u6765\u81ea\u4e24\u65b9\u9762\uff1a\u7a00\u758f\u6ce8\u610f\u529b\u7b49\u53ea\u5bf9\u9009\u4e2d\u7684token\u6216\u5757\u505a\u6602\u8d35\u8ba1\u7b97\uff0c\u51cf\u5c11\u6ce8\u610f\u529b\u8ba1\u7b97\uff1bGated DeltaNet\u7b49\u5faa\u73af\u5c42\u4ee5\u56fa\u5b9a\u5927\u5c0f\u72b6\u6001\u4fdd\u7559\u4e0a\u4e0b\u6587\uff0c\u51cf\u5c11\u5185\u5b58\u3002\u4f46\u538b\u7f29\u5386\u53f2\u4f1a\u524a\u5f31\u7cbe\u786e\u68c0\u7d22\uff0c\u56e0\u6b64\u901a\u5e38\u4e0e\u7a00\u758f\u6216\u5168\u6ce8\u610f\u529b\u6df7\u7528\u3002\u4f5c\u8005\u79f0\u6570\u636e\u548c\u56fe\u8868\u53d1\u5e03\u5728\u5176\u67b6\u6784\u56fe\u5e93\uff0c\u5e16\u5b50\u672c\u8eab\u4e0d\u662f\u5b8c\u6574\u8bc4\u6d4b\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u5e2e\u52a9\u5173\u6ce8\u672c\u5730\u90e8\u7f72\u4e0eAI\u4ee3\u7406\u7684\u8bfb\u8005\u7406\u89e3\u957f\u4e0a\u4e0b\u6587\u6210\u672c\u80cc\u540e\u7684\u6a21\u578b\u67b6\u6784\u53d8\u5316\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtvxtp\/architecture_trends_from_full_to_local_attention\/\" target=\"_blank\" rel=\"noopener noreferrer\">Architecture trends: From full to local attention<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>41 \u00b7 OpenAI\u5728Code Summit\u8be6\u89e3Codex\u4e91\u7aef\u4e0e\u8bed\u97f3\u65b0\u5de5\u4f5c\u6d41<\/h3>\n<p>\u5728AI Engineer Code Summit\u4e0a\uff0cOpenAI\u5f00\u53d1\u8005\u4f53\u9a8c\u5de5\u7a0b\u5e08Dominik Kundel\u4e0eCharlie Guo\u4e3b\u6301\u201cNew Ways of Working with Codex\u201d\u5de5\u4f5c\u574a\uff0c\u68b3\u7406Codex\u81ea2025\u5e745\u6708\u53d1\u5e03\u4ee5\u6765\u7684\u8fed\u4ee3\uff0c\u5e76\u91cd\u70b9\u8ba8\u8bba\u4e91\u7aef\u73af\u5883\u548c\u8bed\u97f3\u4ea4\u4e92\u4e24\u7c7b\u7528\u6cd5\u3002\u4e24\u4eba\u627f\u8ba4\uff0c\u65e9\u671f\u4e91\u7aef\u7248Codex\u7684\u4f53\u9a8c\u5e76\u4e0d\u987a\u7545\uff0c\u76f4\u5230\u540e\u6765Codex Cloud v2\u53d1\u5e03\uff0c\u7528\u6237\u624d\u80fd\u5173\u6389\u7b14\u8bb0\u672c\u8ba9\u4ee3\u7406\u7ee7\u7eed\u5728\u4e91\u7aef\u8dd1\u4efb\u52a1\u3002\u65b0\u7248\u672c\u5141\u8bb8\u628a\u73af\u5883\u53d1\u5e03\u4e00\u6b21\uff0c\u518d\u5728\u9694\u79bb\u5b9e\u4f8b\u4e2d\u5e76\u884c\u8fd0\u884c\u591a\u4e2a\u4efb\u52a1\uff0c\u4e91\u7aef\u73af\u5883\u53ef\u5728\u516c\u53f8\u5185\u5171\u4eab\uff0c\u4e5f\u53ef\u4e2a\u4eba\u521b\u5efa\uff0c\u8d77\u70b9\u662f\u9009\u62e9\u53ef\u8bbf\u95ee\u7684GitHub\u4ed3\u5e93\u3002<\/p>\n<p>\u6f14\u793a\u4e2d\uff0cKundel\u5c55\u793a\u4e86\u672c\u5730\u4efb\u52a1\u4e0e\u4e91\u7aef\u4efb\u52a1\u4e4b\u95f4\u7684\u8854\u63a5\uff1a\u91cd\u65b0\u6253\u5f00\u4e00\u4e2a\u4e91\u7aef\u4efb\u52a1\u65f6\uff0c\u672c\u5730\u6293\u53d6\u7684Mac\u5e94\u7528\u7a97\u53e3\u622a\u56fe\u4ecd\u9644\u7740\u5728\u4efb\u52a1\u4e0a\u3002\u4ed6\u628a\u4e91\u7aefCodex\u63cf\u8ff0\u4e3a\u201c\u53e6\u4e00\u4e2a\u6267\u884c\u5668\u201d\uff0c\u672c\u5730\u4ee3\u7406\u53ef\u4ee5\u8981\u6c42\u4e91\u7aef\u4ee3\u7406\u542f\u52a8\u4efb\u52a1\uff0c\u4e24\u8005\u6b63\u5728\u878d\u5408\u3002\u4e0d\u8fc7\u4ed6\u4e5f\u627f\u8ba4\uff0c\u672c\u5730\u4efb\u52a1\u8f6c\u5230\u4e91\u7aef\u4ecd\u4e0d\u591f\u7b80\u5355\uff0c\u6d89\u53ca\u4e0a\u4e0b\u6587\u5dee\u5f02\u7ba1\u7406\u3002<\/p>\n<p>\u8bed\u97f3\u90e8\u5206\uff0cKundel\u7528\u8bed\u97f3\u542c\u5199\u5feb\u901f\u8fed\u4ee3\u4e00\u4e2a\u865a\u6784\u5531\u7247\u516c\u53f8\u7f51\u7ad9\uff1bGuo\u5219\u628a\u8bed\u97f3\u5f53\u4f5c\u201c\u63a7\u5236\u5e73\u9762\u201d\uff0c\u7528\u6765\u8bf4\u8bdd\u7ba1\u7406\u7ebf\u7a0b\u3001\u67e5\u770b\u8fdb\u5ea6\u3001\u4ece\u5176\u4ed6\u5e94\u7528\u53d6\u6570\u636e\u3001\u521b\u5efa\u65b0\u7ebf\u7a0b\uff0c\u800c\u975e\u53ea\u4f5c\u4e3a\u542c\u5199\u66ff\u4ee3\u3002Kundel\u8fd8\u63d0\u5230\u81ea\u5df1\u4f1a\u5bf9\u7740\u4e2a\u4eba\u4ee3\u7406dots\u8bf4\u8bdd\uff0c\u5904\u7406\u5f00\u53d1\u673a\u3001\u7b14\u8bb0\u672c\u548c\u4e91\u73af\u5883\u91cc\u7684\u4e0a\u4e0b\u6587\uff0c\u4f8b\u5982\u901a\u52e4\u9014\u4e2d\u542f\u52a8PR\u3002\u9002\u5408\u5173\u6ce8\u7f16\u7801\u4ee3\u7406\u5de5\u4f5c\u6d41\u3001\u4e91\u7aef\u4efb\u52a1\u7f16\u6392\u548c\u8bed\u97f3\u64cd\u4f5c\u7684\u5f00\u53d1\u8005\u53c2\u8003\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u7531OpenAI\u5de5\u7a0b\u5e08\u73b0\u573a\u89e3\u91caCodex\u4e91\u7aef\u73af\u5883\u3001\u4efb\u52a1\u4ea4\u63a5\u548c\u8bed\u97f3\u63a7\u5236\u7684\u5b9e\u9645\u7528\u6cd5\u4e0e\u5f53\u524d\u9650\u5236\uff0c\u5bf9\u4f7f\u7528\u7f16\u7801\u4ee3\u7406\u7684\u5f00\u53d1\u8005\u6709\u76f4\u63a5\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<ul>\n<li>RSS \/ \u6d77\u5916\u79d1\u6280 \u00b7 <a href=\"https:\/\/latent.space\/p\/codex-work\/\" target=\"_blank\" rel=\"noopener noreferrer\">AI Engineer Code Summit: OpenAI on New Ways of Working With Codex<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>42 \u00b7 \u8ba8\u8bba\uff1a\u7528\u201c\u5dee\/\u4e2d\/\u597d\u201d\u66ff\u4ee3\u8dd1\u5206\uff0c\u8ba9\u57fa\u51c6\u66f4\u8d34\u8fd1\u5b9e\u9645\u9009\u578b<\/h3>\n<p>r\/LocalLLaMA \u4e0a\u4e00\u6761\u8ba8\u8bba\u5e16\u8d28\u7591\u5f53\u524d\u6a21\u578b\u57fa\u51c6\u7684\u4ef7\u503c\uff1a\u540c\u4e00\u9886\u57df\u5185\u4e0d\u65ad\u52a0\u5165\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4f1a\u62ac\u9ad8\u524d\u6cbf\u6a21\u578b\u7684\u7efc\u5408\u5206\uff0c\u4f46\u666e\u901a\u7528\u6237\u96be\u4ee5\u5224\u65ad\u67d0\u4e2a\u6a21\u578b\u80fd\u5426\u80dc\u4efb\u81ea\u5df1\u7684\u5177\u4f53\u5de5\u4f5c\u3002\u53d1\u5e16\u8005\u4ee5\u91d1\u878d\u5de5\u4f5c\u4e3a\u4f8b\u63d0\u51fa\uff0c\u7528\u6237\u771f\u6b63\u9700\u8981\u77e5\u9053\u7684\u662f\u201c\u8fd9\u4e2a\u6a21\u578b\u80fd\u4e0d\u80fd\u6709\u6548\u5b8c\u6210\u8fd9\u7c7b\u4efb\u52a1\u201d\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u62bd\u8c61\u6570\u503c\uff1b\u5206\u6570\u9886\u5148\u51e0\u5206\u901a\u5e38\u53ea\u610f\u5473\u7740\u591a\u8bd5\u51e0\u6b21\u6216\u9700\u8981\u66f4\u8be6\u7ec6\u6307\u4ee4\uff0c\u5e76\u4e0d\u4ee3\u8868\u591a\u51fa\u4e00\u9879\u80fd\u529b\u3002<\/p>\n<p>\u4ed6\u5efa\u8bae\u6309\u4efb\u52a1\u9886\u57df\u7ed9\u51fa\u201c\u5dee\/\u4e2d\/\u597d\u201d\u8fd9\u7c7b\u7c97\u7c92\u5ea6\u8bc4\u7ea7\uff0c\u4f8b\u5982\u67d0\u4e2a\u7248\u672c\u5728 C# \u6d4b\u8bd5\u3001\u4e8c\u8fdb\u5236\u53cd\u7f16\u8bd1\u3001\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u3001\u5c0f\u8bf4\u5199\u4f5c\u4e0a\u5206\u522b\u6807\u4e3a\u901a\u8fc7\u3001\u90e8\u5206\u901a\u8fc7\u3001\u4e0d\u901a\u8fc7\uff0c\u5e76\u9644\u4e0a\u5355\u4efb\u52a1\u6210\u672c\u3002\u8fd9\u6837\u65e2\u65b9\u4fbf\u5feb\u901f\u9009\u578b\uff0c\u4e5f\u80fd\u7528\u4e8e\u81ea\u52a8\u8def\u7531\uff0c\u8ba9\u672c\u5730 LLM \u7528\u6237\u907f\u514d\u4e3a\u7528\u4e0d\u5230\u7684\u80fd\u529b\u4ed8\u51fa\u989d\u5916\u7b97\u529b\u548c\u5185\u5b58\u3002<\/p>\n<p>\u5e16\u5b50\u63d0\u5230 ArtificialAnalysis \u4e0e Hugging Face \u6392\u884c\u699c\u4ecd\u4ee5\u6570\u5b57\u4e3a\u4e3b\uff0c\u7f3a\u5c11\u7b80\u5316\u7684\u4efb\u52a1\u7ea7\u901a\u8fc7\u6807\u8bb0\uff0c\u56e0\u6b64\u5411\u793e\u533a\u5f81\u8be2\u662f\u5426\u5df2\u6709\u7c7b\u4f3c\u7ec6\u5206\u8bc4\u5206\u3002\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u8be5\u5e16\u4ec5\u63d0\u51fa\u95ee\u9898\u4e0e\u8bbe\u60f3\uff0c\u672a\u7ed9\u51fa\u5b9e\u73b0\u65b9\u6848\u6216\u9a8c\u8bc1\u7ed3\u679c\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>\u53cd\u6620\u6a21\u578b\u9009\u578b\u4e2d\u201c\u5206\u6570\u9ad8\u4e0d\u7b49\u4e8e\u9002\u5408\u6211\u7684\u4efb\u52a1\u201d\u7684\u666e\u904d\u75db\u70b9\uff0c\u5e76\u63d0\u51fa\u53ef\u64cd\u4f5c\u7684\u8bc4\u7ea7\u601d\u8def\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtuylk\/what_makes_a_benchmark_valuable\/\" target=\"_blank\" rel=\"noopener noreferrer\">What Makes a Benchmark Valuable?<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n<h3>43 \u00b7 r\/LocalLLaMA \u5206\u4eab\u8bba\u6587\u300aWhy is AI-generated language so hard to understand?\u300b<\/h3>\n<p>r\/LocalLLaMA \u51fa\u73b0\u4e00\u6761\u6295\u7a3f\uff0c\u8f6c\u53d1\u7f16\u53f7 2610.29162v1 \u7684\u8bba\u6587\u300aWhy is AI-generated language so hard to understand?\u300b\uff0c\u8ba8\u8bba AI \u751f\u6210\u6587\u672c\u4e3a\u4f55\u96be\u4ee5\u7406\u89e3\u3002<\/p>\n<p>\u4f46\u8be5\u5e16\u6b63\u6587\u53ea\u6709\u6807\u9898\u3001\u94fe\u63a5\u548c\u8bc4\u8bba\u5165\u53e3\uff0c\u6ca1\u6709\u6458\u8981\u3001\u65b9\u6cd5\u6216\u7ed3\u8bba\uff0c\u65e0\u6cd5\u786e\u8ba4\u8bba\u6587\u5177\u4f53\u5206\u6790\u4e86\u54ea\u4e9b\u8bed\u8a00\u73b0\u8c61\u3001\u4f7f\u7528\u4e86\u4ec0\u4e48\u6570\u636e\u6216\u5f97\u51fa\u4ec0\u4e48\u7ed3\u8bba\u3002\u56e0\u6b64\u672c\u6761\u4ec5\u80fd\u8bb0\u5f55\u8be5\u8bba\u6587\u5728\u793e\u533a\u88ab\u5206\u4eab\u8fd9\u4e00\u4e8b\u5b9e\uff0c\u4e0d\u5c55\u5f00\u5185\u5bb9\u5224\u65ad\u3002<\/p>\n<p><strong>\u5173\u6ce8\u70b9\uff1a<\/strong>AI \u751f\u6210\u6587\u672c\u53ef\u8bfb\u6027\u662f\u4f7f\u7528\u5927\u6a21\u578b\u5199\u4f5c\u65f6\u7684\u5b9e\u9645\u969c\u788d\uff0c\u4f46\u73b0\u6709\u8d44\u6599\u4e0d\u8db3\u4ee5\u8bf4\u660e\u8bba\u6587\u5185\u5bb9\u3002<\/p>\n<ul>\n<li>Reddit \u00b7 <a href=\"https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1xtux72\/261029162v1_why_is_aigenerated_language_so_hard\/\" target=\"_blank\" rel=\"noopener noreferrer\">[2610.29162v1] Why is AI-generated language so hard to understand?<\/a> \u00b7 RSS \/ Atom \u8ba2\u9605\u6b63\u6587\u6216\u6458\u8981 \u00b7 2026-11-11<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI \u65b0\u95fb\u96f7\u8fbe \u00b7 2026\u5e7411\u670812\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-2833","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\/2833","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=2833"}],"version-history":[{"count":1,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/posts\/2833\/revisions"}],"predecessor-version":[{"id":2850,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/posts\/2833\/revisions\/2850"}],"wp:attachment":[{"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/media?parent=2833"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/categories?post=2833"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai26.shop\/index.php\/wp-json\/wp\/v2\/tags?post=2833"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}