{"id":1142,"date":"2026-05-01T09:05:35","date_gmt":"2026-05-01T01:05:35","guid":{"rendered":"https:\/\/blog.liu-qi.cn\/index.php\/2026\/05\/01\/x-daily-2026-04-30\/"},"modified":"2026-05-01T09:05:35","modified_gmt":"2026-05-01T01:05:35","slug":"x-daily-2026-04-30","status":"publish","type":"post","link":"https:\/\/blog.liu-qi.cn\/index.php\/2026\/05\/01\/x-daily-2026-04-30\/","title":{"rendered":"X \u5e73\u53f0 4\u670830\u65e5 AI \u7b80\u8baf\uff5cCodex \u81ea\u4e3b\u5f00\u53d1\u6e38\u620f\uff0cGPT-5.5-Cyber \u53d1\u5e03\u4e0e\u8bed\u8a00 Bug \u8c03\u67e5"},"content":{"rendered":"<h2 id=\"topic-5f1b0a0e42\">Codex \u81ea\u4e3b\u5236\u4f5c\u7c7b\u300a\u6740\u622e\u5c16\u5854\u300b\u722c\u5854\u6e38\u620f<\/h2>\n<p>\u591a\u4f4d\u535a\u4e3b\u63d0\u5230\uff0cOpenAI Codex \u5728\u65e0\u4eba\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u4e3a @op7418 \u5168\u7a0b\u5236\u4f5c\u4e86\u4e00\u6b3e\u53ef\u8fd0\u884c\u7684\u7c7b\u300a\u6740\u622e\u5c16\u5854\u300b\u722c\u5854\u6e38\u620f\u3002@op7418 \u63cf\u8ff0\u79f0\uff0c\u81ea\u5df1\u53ea\u7ed9\u4e86\u4e00\u4e2a&quot;\u505a\u7c7b\u4f3c\u6740\u622e\u5c16\u5854\u3001\u4e2d\u56fd\u98ce\u683c&quot;\u7684\u9700\u6c42\uff0cCodex \u4fbf\u4ece\u4ee3\u7801\u5230\u7d20\u6750\u5168\u90e8\u81ea\u4e3b\u5b8c\u6210\uff0c\u6e38\u620f\u5df2\u7ecf\u53ef\u4ee5\u5b9e\u9645\u6e38\u73a9\uff0c\u7d20\u6750\u4e3b\u8981\u7531 GPT-Image \u751f\u6210\uff0c\u97f3\u6548\u548c\u8868\u73b0\u4ecd\u5728\u8fed\u4ee3\uff0c\u5b89\u88c5\u5305\u548c\u4ee3\u7801\u9884\u8ba1\u5f53\u665a\u6216\u6b21\u65e5\u53d1\u5e03\u5e76\u5f00\u6e90\u3002@vista8 \u4e5f\u5728\u5c0f\u7fa4\u8ba8\u8bba\u540e\u8ddf\u8fdb\u8bd5\u73a9\uff0c\u8868\u793a&quot;\u4e00\u53d1\u4e0d\u53ef\u6536\u62fe&quot;\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@op7418: <a href=\"https:\/\/x.com\/op7418\/status\/2049698879181144235\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/op7418\/status\/2049698879181144235<\/a><\/li>\n<li>@op7418: <a href=\"https:\/\/x.com\/op7418\/status\/2049776147618320816\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/op7418\/status\/2049776147618320816<\/a><\/li>\n<li>@op7418: <a href=\"https:\/\/x.com\/op7418\/status\/2049797114079985713\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/op7418\/status\/2049797114079985713<\/a><\/li>\n<li>@vista8: <a href=\"https:\/\/x.com\/vista8\/status\/2049786107164774470\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/vista8\/status\/2049786107164774470<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-2a9c2afd86\">OpenAI GPT-5.5-Cyber \u4e0e&quot;\u54e5\u5e03\u6797&quot;\u8bed\u8a00 Bug<\/h2>\n<p>@Sam Altman \u5ba3\u5e03 OpenAI \u5c06\u5728\u672a\u6765\u51e0\u5929\u5185\u5411\u5173\u952e\u7f51\u7edc\u5b89\u5168\u9632\u5fa1\u8005\u63a8\u9001 GPT-5.5-Cyber \u524d\u6cbf\u7f51\u7edc\u5b89\u5168\u6a21\u578b\uff0c\u5e76\u8ba1\u5212\u4e0e\u884c\u4e1a\u751f\u6001\u53ca\u653f\u5e9c\u5408\u4f5c\u5efa\u7acb\u53ef\u4fe1\u8bbf\u95ee\u673a\u5236\u3002\u540c\u65e5\uff0cOpenAI \u8fd8\u53d1\u5e03\u4e86\u4e00\u7bc7\u6280\u672f\u535a\u5ba2\uff08@Sam Altman \u79f0\u4e4b\u4e3a&quot;goblinblog&quot;\uff09\uff0c\u6df1\u5165\u8c03\u67e5\u4e86\u4e00\u4e2a\u88ab\u793e\u533a\u6ce8\u610f\u5230\u7684\u95ee\u9898\uff1aGPT-5.1 \u4e0a\u7ebf\u540e\u6a21\u578b\u8d8a\u6765\u8d8a\u7231\u8bf4&quot;\u54e5\u5e03\u6797&quot;\uff08goblin\uff09\u548c&quot;\u5c0f\u7cbe\u7075&quot;\uff08gremlin\uff09\u3002\u8c03\u67e5\u9501\u5b9a\u4e86\u6839\u672c\u539f\u56e0\uff1aChatGPT \u7684&quot;Nerdy&quot;\uff08\u6781\u5ba2\u98ce\uff09\u6027\u683c\u8bad\u7ec3\u4e2d\uff0c\u5956\u52b1\u6a21\u578b\u65e0\u610f\u4e2d\u7ed9\u5305\u542b\u5947\u5e7b\u751f\u7269\u6bd4\u55bb\u7684\u56de\u590d\u6253\u66f4\u9ad8\u5206\uff0c\u5bfc\u81f4\u6a21\u578b\u5c06&quot;\u63d0\u54e5\u5e03\u6797=\u9ad8\u5206&quot;\u4f5c\u4e3a\u6377\u5f84\u3002Nerdy \u6027\u683c\u4ec5\u5360\u5168\u90e8\u5bf9\u8bdd\u7684 2.5%\uff0c\u5374\u8d21\u732e\u4e86 66.7% \u7684 goblin \u51fa\u73b0\u6b21\u6570\uff1b\u4ece GPT-5.2 \u5230 GPT-5.4\uff0c\u8be5\u6027\u683c\u4e0b\u7684 goblin \u51fa\u73b0\u7387\u98d9\u5347 3881%\uff0c\u4e14\u8be5\u4e60\u60ef\u8fd8\u6cdb\u5316\u5230\u4e86\u975e Nerdy \u5bf9\u8bdd\u4e2d\u3002OpenAI \u5df2\u4e8e 3 \u6708\u4e0b\u67b6 Nerdy \u6027\u683c\u5e76\u8fc7\u6ee4\u8bad\u7ec3\u6570\u636e\uff0c\u4f46 GPT-5.5 \u8bad\u7ec3\u5728\u627e\u5230\u6839\u56e0\u524d\u5c31\u5df2\u5f00\u59cb\uff0c\u4ecd\u643a\u5e26\u8be5\u4e60\u6027\u3002\u535a\u5ba2\u8fd8\u63d0\u4f9b\u4e86\u5728 Codex \u4e2d\u79fb\u9664\u6291\u5236\u6307\u4ee4\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@sama: <a href=\"https:\/\/x.com\/sama\/status\/2049712078836170843\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/sama\/status\/2049712078836170843<\/a><\/li>\n<li>@sama: <a href=\"https:\/\/x.com\/sama\/status\/2049692014586048973\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/sama\/status\/2049692014586048973<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2049722598758522963\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2049722598758522963<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2049698879197651087\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2049698879197651087<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-0ef6c88efe\">OpenAI GPT-5.5 \u5b98\u65b9\u63d0\u793a\u8bcd\u6307\u5357\uff1a\u8d8a\u77ed\u8d8a\u597d<\/h2>\n<p>\u6709\u535a\u4e3b\u63d0\u5230\uff0c@dotey \u8be6\u7ec6\u6574\u7406\u4e86 OpenAI \u968f GPT-5.5 \u53d1\u5e03\u7684\u5b98\u65b9\u63d0\u793a\u8bcd\u6307\u5357\u3002\u6838\u5fc3\u53d8\u5316\u662f\uff1a\u4e0d\u518d\u9700\u8981\u624b\u628a\u624b\u6559\u6a21\u578b\u6bcf\u4e00\u6b65&quot;\u600e\u4e48\u505a&quot;\uff0c\u800c\u662f\u53ea\u63cf\u8ff0\u6e05\u695a&quot;\u8981\u4ec0\u4e48&quot;\u3001\u6210\u529f\u6807\u51c6\u548c\u9650\u5236\u6761\u4ef6\uff0c\u8ba9\u6a21\u578b\u81ea\u884c\u89c4\u5212\u8def\u5f84\u2014\u2014\u4ee5\u524d\u7684&quot;\u4fdd\u59c6\u5f0f&quot;\u957f\u63d0\u793a\u8bcd\u53cd\u800c\u4f1a\u9650\u5236\u6a21\u578b\u7684\u641c\u7d22\u7a7a\u95f4\u3002\u6307\u5357\u8fd8\u6d89\u53ca\u4e24\u5c42\u6027\u683c\u8bbe\u5b9a\uff08\u8bed\u6c14\u98ce\u683c\u4e0e\u884c\u4e3a\u65b9\u5f0f\u5404\u4e00\u5c42\uff0c\u5747\u5efa\u8bae\u7b80\u77ed\uff09\u3001&quot;\u68c0\u7d22\u9884\u7b97&quot;\u673a\u5236\uff08\u660e\u786e\u544a\u77e5\u6a21\u578b\u4f55\u65f6\u505c\u6b62\u641c\u7d22\u4ee5\u8282\u7701 Token \u548c\u6210\u672c\uff09\u3001\u54cd\u5e94\u524d\u7684\u5f00\u573a\u767d\u8bbe\u8ba1\uff08\u8ba9\u7528\u6237\u611f\u77e5\u66f4\u5feb\uff09\uff0c\u4ee5\u53ca\u533a\u5206\u4e8b\u5b9e\u4e0e\u521b\u610f\u53d1\u6325\u7684\u5199\u4f5c\u89c4\u8303\u3002\u8be5\u6307\u5357\u6807\u5fd7\u7740\u4ece GPT-4 \u65f6\u4ee3&quot;\u63d0\u793a\u8bcd\u5de5\u7a0b&quot;\u5230&quot;\u5c11\u8bf4\u591a\u505a&quot;\u7684\u8303\u5f0f\u8f6c\u53d8\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2049624930887614648\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2049624930887614648<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-bf9107ba1f\">Hermes Agent \u5bc6\u96c6\u66f4\u65b0\uff1aCurator\/LM Studio\/ComfyUI\/pretext<\/h2>\n<p>\u5f00\u6e90\u9879\u76ee Hermes Agent\uff08@NousResearch\uff09\u5728\u6628\u65e5\u51fa\u73b0\u591a\u9879\u65b0\u80fd\u529b\u516c\u544a\u3002<strong>Curator\uff08\u7b56\u5c55\u4eba\uff09\u529f\u80fd<\/strong>\uff1a\u9488\u5bf9 Agent \u81ea\u6211\u8fdb\u5316\u673a\u5236\u4ea7\u751f\u7684\u6280\u80fd\u6587\u4ef6\u81a8\u80c0\u95ee\u9898\uff0cCurator \u9ed8\u8ba4\u6bcf\u5468\u81ea\u52a8\u8fd0\u884c\u4e00\u6b21\uff0c\u7edf\u8ba1\u6280\u80fd\u4f7f\u7528\u9891\u7387\u4e0e\u66f4\u65b0\u65f6\u95f4\uff0c\u5408\u5e76\u91cd\u53e0\u6280\u80fd\u3001\u6e05\u7406\u957f\u671f\u672a\u7528\u6280\u80fd\uff0c\u5e76\u5c06\u8fc7\u4e8e\u5177\u4f53\u7684\u5c0f\u6280\u80fd\u964d\u7ea7\u4e3a\u6a21\u677f\u6216\u811a\u672c\uff0c\u5185\u7f6e\/\u5916\u90e8\u5b89\u88c5\/\u7528\u6237\u624b\u52a8\u9489\u4f4f\u7684\u6280\u80fd\u4e0d\u53d7\u5f71\u54cd\u3002<strong>LM Studio \u539f\u751f\u96c6\u6210<\/strong>\uff1aLM Studio \u662f\u5f53\u524d\u6700\u6d41\u884c\u7684\u672c\u5730\u8fd0\u884c\u5f00\u6e90 LLM \u7684\u5de5\u5177\uff0cHermes Agent \u73b0\u5df2\u539f\u751f\u8fd0\u884c\u4e8e LM Studio\uff0c\u81ea\u52a8\u53d1\u73b0\u6a21\u578b\u3001\u6309\u9700\u52a0\u8f7d\u5e76\u5339\u914d\u5408\u9002\u7684\u4e0a\u4e0b\u6587\u5927\u5c0f\u4e0e\u63a8\u7406\u7ea7\u522b\u3002<strong>ComfyUI \u96c6\u6210<\/strong>\uff1aHermes Agent \u53ef\u6309\u9700\u5b89\u88c5\u3001\u542f\u52a8\u3001\u7ba1\u7406\u548c\u8fd0\u884c\u590d\u6742\u7684 ComfyUI \u5de5\u4f5c\u6d41\uff0c\u7528\u4e8e\u7075\u6d3b\u7684\u53ef\u7ec4\u5408\u5a92\u4f53\u751f\u6210\u3002<strong>pretext \u96c6\u6210<\/strong>\uff1a\u65b0\u589e\u652f\u6301\u7cbe\u786e\u7684 DOM-free \u6587\u672c\u5e03\u5c40\u80fd\u529b\uff0c\u9002\u7528\u4e8e\u7f51\u9875\u8bbe\u8ba1\u3001\u521b\u610f\u6d4f\u89c8\u5668\u4f5c\u54c1\u3001\u6587\u5b57\u7ed5\u6392\u3001\u51e0\u4f55\u6587\u5b57\u6e38\u620f\u548c\u52a8\u6001\u5b57\u4f53\uff0c\u4e0e\u524d\u7aef\u8bbe\u8ba1\u3001Web Artifacts Builder \u7b49\u6280\u80fd\u914d\u5408\u4f7f\u7528\u3002\u6b64\u5916\uff0c@dotey \u8fd8\u64b0\u5199\u4e86\u6df1\u5ea6\u957f\u6587\uff0c\u5bf9\u6bd4 Hermes Agent \u7684\u8bb0\u5fc6\u7cfb\u7edf\u4e0e OpenClaw \u7684\u8bbe\u8ba1\u5dee\u5f02\uff0c\u6307\u51fa Hermes \u901a\u8fc7\u56fa\u5316 MEMORY.md\/USER.md \u5feb\u7167\u3001SQLite session_search\u3001\u7a0b\u5e8f\u8bb0\u5fc6\u5f0f Skills \u4e0e\u53ef\u9009 Honcho \u7528\u6237\u5efa\u6a21\u5c42\u56db\u5957\u673a\u5236\uff0c\u5b9e\u73b0\u7f13\u5b58\u4f18\u5148\u7684\u8bb0\u5fc6\u67b6\u6784\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@NousResearch: <a href=\"https:\/\/x.com\/NousResearch\/status\/2049877708906045499\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/NousResearch\/status\/2049877708906045499<\/a><\/li>\n<li>@NousResearch: <a href=\"https:\/\/x.com\/NousResearch\/status\/2049584595465572752\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/NousResearch\/status\/2049584595465572752<\/a><\/li>\n<li>@NousResearch: <a href=\"https:\/\/x.com\/NousResearch\/status\/2049629510123864538\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/NousResearch\/status\/2049629510123864538<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2049735038560842186\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2049735038560842186<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2049534755729707205\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2049534755729707205<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-d5e4aae4c3\">Cursor \u5f00\u653e Agent SDK \u516c\u6d4b<\/h2>\n<p>@dotey \u548c @cellinlab \u90fd\u63d0\u5230\uff0cCursor \u6b63\u5f0f\u5f00\u653e\u5b98\u65b9 TypeScript SDK\uff08@cursor\/sdk\uff09\u516c\u5f00\u6d4b\u8bd5\uff0c\u5c06\u9a71\u52a8\u81ea\u5bb6\u7f16\u8f91\u5668\u3001CLI \u548c\u7f51\u9875\u7248\u7684 Agent \u8fd0\u884c\u65f6\u5b8c\u6574\u6253\u5305\u7ed9\u5916\u90e8\u5f00\u53d1\u8005\u3002Agent \u53ef\u8fd0\u884c\u4e8e\u672c\u673a\u6216\u4e91\u7aef\u72ec\u7acb\u865a\u62df\u673a\uff0c\u4e91\u7aef\u6a21\u5f0f\u4e0b\u6bcf\u4e2a Agent \u6709\u4e13\u5c5e\u6c99\u7bb1\u3001\u4ee3\u7801\u4ed3\u5e93\u514b\u9686\u548c\u5b8c\u6574\u5f00\u53d1\u73af\u5883\uff0c\u652f\u6301\u65ad\u7f51\u7eed\u4efb\u52a1\u5e76\u53ef\u76f4\u63a5\u5f00 PR\uff1b\u6a21\u578b\u5c42\u9762\u4e0d\u7ed1\u5b9a\uff0c\u652f\u6301 OpenAI\u3001Anthropic\u3001Google \u53ca Cursor \u81ea\u5bb6 Composer 2\u3002SDK \u5f00\u653e\u4e86\u4ee3\u7801\u5e93\u7d22\u5f15\u3001\u8bed\u4e49\u641c\u7d22\u3001\u5373\u65f6 grep\u3001MCP \u5de5\u5177\u63a5\u5165\u3001Agent hooks \u4ee5\u53ca\u5b50 Agent \u62c6\u89e3\u80fd\u529b\u3002@cellinlab \u8bc4\u8bba\u95ee&quot;\u662f\u4e0d\u662f\u53ef\u4ee5\u7406\u89e3\u4e3a Cursor \u4e5f\u5f00\u6e90\u4e86&quot;\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2049541257756811517\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2049541257756811517<\/a><\/li>\n<li>@cellinlab: <a href=\"https:\/\/x.com\/cellinlab\/status\/2049520494299562470\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/cellinlab\/status\/2049520494299562470<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-046931aee4\">DeepSeek \u591a\u6a21\u6001\u8bba\u6587\u300aThinking with Visual Primitives\u300b\u516c\u5f00<\/h2>\n<p>@op7418 \u63d0\u5230 DeepSeek \u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u8bba\u6587\u300aThinking with Visual Princtives\u300b\u5df2\u516c\u5f00\u3002\u5e95\u5ea7\u4e3a DeepSeek-V4-Flash\uff0cMoE \u67b6\u6784\uff0c\u603b\u53c2\u6570\u91cf 284B\uff0c\u6fc0\u6d3b\u53c2\u6570 13B\uff1b\u81ea\u7814 DeepSeek-ViT \u89c6\u89c9\u7f16\u7801\u5668\u91c7\u7528 14\u00d714 patch\uff0c\u7ecf 3\u00d73 \u7a7a\u95f4\u538b\u7f29\u540e\u63a5\u5165 LLM\u3002\u6a21\u578b\u5728\u56de\u7b54\u65f6\u4e0d\u4ec5\u8fdb\u884c\u6587\u5b57\u63a8\u7406\uff0c\u8fd8\u4f1a\u540c\u6b65\u901a\u8fc7\u753b\u6846\u3001\u6253\u70b9\u7b49&quot;\u89c6\u89c9\u539f\u8bed&quot;\u8fdb\u884c\u53ef\u89c6\u5316\u601d\u8003\uff1b\u5728\u6781\u4f4e Token \u6210\u672c\u4e0b\uff0c\u591a\u9879\u524d\u6cbf\u6307\u6807\u53ef\u5bf9\u6807 GPT-5.4\u3001Claude \u548c Gemini\uff0c\u90e8\u5206\u6307\u6807\u5b9e\u73b0\u53cd\u8d85\u3002@op7418 \u968f\u540e\u9644\u4e0a\u4e86\u8bba\u6587\u94fe\u63a5\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@op7418: <a href=\"https:\/\/x.com\/op7418\/status\/2049823491017592924\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/op7418\/status\/2049823491017592924<\/a><\/li>\n<li>@op7418: <a href=\"https:\/\/x.com\/op7418\/status\/2049827916540944502\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/op7418\/status\/2049827916540944502<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-73bfd0333d\">AI Agent \u8bb0\u5fc6\u65b9\u6848\uff1aBeads \u4e0e Karpathy \u89c2\u70b9<\/h2>\n<p>@vista8 \u63a8\u8350\u4e86\u4e00\u4e2a\u805a\u7126 AI Agent\u300c\u5931\u5fc6\u300d\u95ee\u9898\u7684\u5f00\u6e90\u9879\u76ee Beads\uff08GitHub 22.6k star\uff09\u3002Beads \u5e95\u5c42\u91c7\u7528 Dolt\u2014\u2014\u4e00\u4e2a&quot;\u50cf Git \u4e00\u6837&quot;\u7684 SQL \u6570\u636e\u5e93\uff0c\u652f\u6301\u5206\u652f\u3001\u5408\u5e76\u3001\u7248\u672c\u56de\u6eaf\u548c\u5355\u5143\u683c\u7ea7\u522b merge\uff1b\u901a\u8fc7\u54c8\u5e0c ID \u907f\u514d\u591a Agent \u5e76\u53d1\u5199\u5165\u51b2\u7a81\uff0c\u4efb\u52a1\u5386\u53f2\u53ef\u5b8c\u6574\u56de\u6eaf\uff0c\u652f\u6301\u8fdc\u7a0b\u540c\u6b65\u3002\u5176\u4e0a\u4e0b\u6587\u538b\u7f29\u8bbe\u8ba1\u5305\u542b&quot;\u8bed\u4e49\u8bb0\u5fc6\u8870\u51cf&quot;\u673a\u5236\uff0c\u5c06\u5173\u95ed\u4efb\u52a1\u538b\u7f29\u4e3a\u6458\u8981\u4ee5\u8282\u7701\u7a97\u53e3\u7a7a\u95f4\u3002\u540c\u65f6 @dotey \u5206\u4eab\u4e86 Karpathy \u6700\u65b0\u8bbf\u8c08\u8981\u70b9\uff0c\u6307\u51fa Vibe Coding \u53ea\u662f\u5f00\u59cb\uff0c\u771f\u6b63\u91cd\u8981\u7684\u662f Agentic Engineering\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@vista8: <a href=\"https:\/\/x.com\/vista8\/status\/2049651974317191464\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/vista8\/status\/2049651974317191464<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2049617833370202182\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2049617833370202182<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-c90268f89e\">\u5fae\u4fe1\u89c6\u9891\u53f7\u652f\u6301\u590d\u5236\u94fe\u63a5<\/h2>\n<p>@cellinlab \u53d1\u73b0\u5fae\u4fe1\u89c6\u9891\u53f7\u65b0\u63a8\u51fa\u4e86\u590d\u5236\u94fe\u63a5\u529f\u80fd\uff0c\u5e76\u9644\u4e0a\u6d4b\u8bd5\u94fe\u63a5\uff0c\u53d1\u73b0\u94fe\u63a5\u5728\u5fae\u4fe1\u751f\u6001\u5185\u53ef\u64ad\u653e\u4f46\u4f3c\u4e4e\u4ecd\u4e0d\u652f\u6301\u5916\u90e8\u64ad\u653e\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@cellinlab: <a href=\"https:\/\/x.com\/cellinlab\/status\/2049864977335664934\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/cellinlab\/status\/2049864977335664934<\/a><\/li>\n<li>@cellinlab: <a href=\"https:\/\/x.com\/cellinlab\/status\/2049865227714597178\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/cellinlab\/status\/2049865227714597178<\/a><\/li>\n<\/ul>\n<p>\u626b\u63cf\u7edf\u8ba1<\/p>\n<ul>\n<li>\u626b\u63cf\u65f6\u95f4\u7ebf\u6761\u6570\uff1a240<\/li>\n<li>\u547d\u4e2d\u535a\u4e3b\u6570\uff1a22<\/li>\n<li>\u547d\u4e2d\u63a8\u6587\u603b\u6570\uff1a119<\/li>\n<li>\u52a0\u6743\u63a8\u6587\u5206\uff1a95.45<\/li>\n<li>\u539f\u521b\u63a8\u6587\u6570\uff1a57<\/li>\n<li>RT \u63a8\u6587\u6570\uff1a23<\/li>\n<li>\u6293\u53d6\u5c1d\u8bd5\u6b21\u6570\uff1a1<\/li>\n<li>\u8fb9\u754c\u8986\u76d6\u72b6\u6001\uff1atail_confidently_crossed_target_boundary\uff08Following \u65f6\u95f4\u7ebf\u7a97\u53e3\u5df2\u786e\u8ba4\u8d8a\u8fc7\u6628\u65e5\u8fb9\u754c\uff09<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI 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