{"id":1285,"date":"2026-05-23T10:14:43","date_gmt":"2026-05-23T02:14:43","guid":{"rendered":"https:\/\/blog.liu-qi.cn\/2026\/05\/23\/x-daily-2026-05-22\/"},"modified":"2026-05-23T10:14:43","modified_gmt":"2026-05-23T02:14:43","slug":"x-daily-2026-05-22","status":"publish","type":"post","link":"https:\/\/blog.liu-qi.cn\/2026\/05\/23\/x-daily-2026-05-22\/","title":{"rendered":"X \u5e73\u53f0 5\u670822\u65e5 AI \u7b80\u8baf\uff5cCodex \u9501\u5c4f\u8fdc\u7a0b\u63a7\u5236\u4e0a\u7ebf\uff0cDeepSeek V4-Pro \u6c38\u4e45\u964d\u4ef7"},"content":{"rendered":"<h2 id=\"topic-03688bc082\">Codex \u5468\u56db\u66f4\u65b0\uff1a\u9501\u5c4f\u8fdc\u7a0b\u63a7\u5236\u3001Appshots\u3001\/goal \u6b63\u5f0f\u4e0a\u7ebf<\/h2>\n<p>OpenAI \u53d1\u5e03 Codex \u5468\u56db\u66f4\u65b0\uff0c\u5305\u542b\u56db\u9879\u91cd\u8981\u529f\u80fd\u3002\u6700\u53d7\u5173\u6ce8\u7684\u662f\u9501\u5c4f\u8fdc\u7a0b\u63a7\u5236\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u624b\u673a\u8fdc\u7a0b\u64cd\u63a7\u9501\u5c4f\u72b6\u6001\u4e0b\u7684 Mac\uff0c\u4f7f\u7528\u82f9\u679c\u5b98\u65b9 Authorization Plug-in \u673a\u5236\uff0c\u56db\u5c42\u5b89\u5168\u8bbe\u8ba1\u5305\u62ec\u6781\u77ed\u6388\u6743\u7a97\u53e3\u3001\u81ea\u52a8\u906e\u853d\u663e\u793a\u5668\u3001\u68c0\u6d4b\u672c\u5730\u8f93\u5165\u7acb\u5373\u9501\u5c4f\u3002\u5176\u6b21\u662f Appshots \u529f\u80fd\uff0cMac \u4e0a\u6309\u4e24\u6b21 Command \u952e\u5373\u53ef\u5c06\u5f53\u524d\u7a97\u53e3\u7684\u622a\u56fe\u548c\u6587\u672c\u5185\u5bb9\uff08\u5305\u62ec\u5c4f\u5e55\u5916\u7684\u90e8\u5206\uff09\u53d1\u9001\u7ed9 Codex\u3002\/goal \u6a21\u5f0f\u4ece\u5b9e\u9a8c\u529f\u80fd\u6b63\u5f0f\u4e0a\u7ebf\uff0c\u7ed9 Codex \u4e00\u4e2a\u76ee\u6807\u540e\u53ef\u6301\u7eed\u5de5\u4f5c\u6570\u5c0f\u65f6\u751a\u81f3\u6570\u5929\uff0c\u652f\u6301\u6682\u505c\u3001\u7f16\u8f91\u548c side chat\u3002\u6b64\u5916\u8fd8\u63a8\u51fa\u4e86\u9ad8\u7ea7\u6807\u6ce8\u6a21\u5f0f\uff0c\u53ef\u5728 Codex \u5185\u7f6e\u6d4f\u89c8\u5668\u4e2d\u76f4\u63a5\u62d6\u62fd\u8c03\u6574\u9875\u9762\u5143\u7d20\u5e76\u7559\u6279\u6ce8\u3002\u56e2\u961f\u63d2\u4ef6\u5171\u4eab\u548c Analytics \u9762\u677f\u5347\u7ea7\u4e5f\u540c\u6b65\u53d1\u5e03\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@OpenAIDevs: <a href=\"https:\/\/x.com\/OpenAIDevs\/status\/2057530207976989179\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/OpenAIDevs\/status\/2057530207976989179<\/a><\/li>\n<li>@OpenAIDevs: <a href=\"https:\/\/x.com\/OpenAIDevs\/status\/2057536706778378692\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/OpenAIDevs\/status\/2057536706778378692<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2057556752888222025\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2057556752888222025<\/a><\/li>\n<li>@op7418: <a href=\"https:\/\/x.com\/op7418\/status\/2057678002675413057\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/op7418\/status\/2057678002675413057<\/a><\/li>\n<li>@xiaohu: <a href=\"https:\/\/x.com\/xiaohu\/status\/2057560537215725653\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/xiaohu\/status\/2057560537215725653<\/a><\/li>\n<li>@imwsl90: <a href=\"https:\/\/x.com\/imwsl90\/status\/2057699137114808530\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/imwsl90\/status\/2057699137114808530<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-4860135c03\">DeepSeek V4-Pro \u5ba3\u5e03\u6c38\u4e45\u964d\u4ef7\uff0cHarness \u56e2\u961f\u5927\u89c4\u6a21\u62db\u4eba<\/h2>\n<p>DeepSeek \u5b98\u65b9\u5ba3\u5e03 V4-Pro \u6a21\u578b API \u4ef7\u683c\u8c03\u6574\uff1a5\u670831\u65e5 2.5 \u6298\u4f18\u60e0\u7ed3\u675f\u540e\uff0c\u6b63\u5f0f\u5b9a\u4ef7\u4e3a\u539f\u4ef7\u7684\u56db\u5206\u4e4b\u4e00\uff0c\u8c03\u6574\u540e\u6bcf\u767e\u4e07 token \u8f93\u5165 3 \u5143\u4eba\u6c11\u5e01\u3001\u8f93\u51fa 6 \u5143\u4eba\u6c11\u5e01\u3002\u591a\u4f4d\u535a\u4e3b\u6307\u51fa\u8fd9\u6bd4\u540c\u7b49\u6c34\u5e73\u7684\u5176\u4ed6\u6a21\u578b\u4fbf\u5b9c\u7ea6 3 \u500d\u3002\u540c\u65f6\uff0cDeepSeek Harness \u56e2\u961f\u5f00\u653e\u62db\u8058\uff0c\u5305\u62ec\u7814\u53d1\u5de5\u7a0b\u5e08\u3001\u4ea7\u54c1\u7ecf\u7406\u548c\u7814\u7a76\u5458\u804c\u4f4d\uff0c\u5168\u804c\u5b9e\u4e60\u5747\u53ef\uff0c\u5730\u70b9\u9650\u5317\u4eac\u3002\u6709\u535a\u4e3b\u5206\u6790\uff0c\u8003\u8651\u5230 Agent Harness \u6982\u5ff5\u5c1a\u65b0\uff0c\u53ea\u8981\u8fd1\u671f\u6df1\u5ea6\u4f7f\u7528 Claude Code \u548c Codex \u5e76\u6709\u81ea\u5df1\u8ba4\u77e5\u7684\u4ece\u4e1a\u8005\u90fd\u6709\u673a\u4f1a\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@MaxForAI: <a href=\"https:\/\/x.com\/MaxForAI\/status\/2057805496846045270\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/MaxForAI\/status\/2057805496846045270<\/a><\/li>\n<li>@oran_ge: <a href=\"https:\/\/x.com\/oran_ge\/status\/2057809279839785278\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/oran_ge\/status\/2057809279839785278<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2057835713442230638\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2057835713442230638<\/a><\/li>\n<li>@AlchainHust: <a href=\"https:\/\/x.com\/AlchainHust\/status\/2057779175155732613\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/AlchainHust\/status\/2057779175155732613<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-7a8cda791d\">Qwen 3.7-Max \u53d1\u5e03\uff0c\u5728\u591a\u9879\u8bc4\u6d4b\u4e2d\u8d85\u8d8a GPT-5.5 \u548c Opus 4.7<\/h2>\n<p>\u963f\u91cc\u53d1\u5e03 Qwen 3.7-Max \u6a21\u578b\u3002\u5728\u4e00\u4e2a\u771f\u5b9e\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u6d4b\u8bd5\u4e2d\uff08\u7f16\u5199\u4f1a\u73a9\u4fc4\u7f57\u65af\u65b9\u5757\u5e76\u81ea\u6211\u8bad\u7ec3\u7684\u673a\u5668\u4eba\uff09\uff0cQwen 3.7-Max \u8bad\u7ec3\u6210\u672c $1.32 \u6027\u80fd\u63d0\u5347 +56%\uff0c\u4f18\u4e8e Claude Opus 4.7\uff08$12.15, +28%\uff09\u548c GPT-5.5\uff08$2.85, +7%\uff09\u3002\u5728 Arena \u5168\u7403\u5927\u6a21\u578b\u76f2\u6d4b\u603b\u699c\u4e2d\uff0cQwen 3.7-Max \u8d85\u8fc7 Kimi-K2.6\u3001DeepSeek-v4-pro\u3001GLM-5.1\uff0c\u4f4d\u5217\u56fd\u4ea7\u6a21\u578b\u7b2c\u4e00\u3002\u8be5\u6a21\u578b\u652f\u6301 preserve_thinking \u53c2\u6570\uff0c\u53ef\u4fdd\u7559\u524d\u5e8f\u8f6e\u6b21\u601d\u7ef4\u5185\u5bb9\u4ee5\u589e\u5f3a Agent \u51b3\u7b56\u4e00\u81f4\u6027\u3002\u6709\u535a\u4e3b\u5b9e\u6d4b\u5728 Claude Code \u4e0b\u80fd\u957f\u65f6\u95f4\u5de5\u4f5c\uff0c\u4f46\u6307\u51fa\u9700\u8981\u66f4\u7cbe\u51c6\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@MaxForAI: <a href=\"https:\/\/x.com\/MaxForAI\/status\/2057737919314714693\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/MaxForAI\/status\/2057737919314714693<\/a><\/li>\n<li>@LufzzLiz: <a href=\"https:\/\/x.com\/LufzzLiz\/status\/2057766954442899627\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/LufzzLiz\/status\/2057766954442899627<\/a><\/li>\n<li>@AlchainHust: <a href=\"https:\/\/x.com\/AlchainHust\/status\/2057688964388225235\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/AlchainHust\/status\/2057688964388225235<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-b09bbb1ba0\">PwC \u8bba\u6587\uff1aGrep \u5728 Agent \u68c0\u7d22\u573a\u666f\u4e2d\u51fb\u8d25\u5411\u91cf\u68c0\u7d22<\/h2>\n<p>PwC \u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\u300cIs Grep All You Need?\u300d\uff0c\u5728 LongMemEval \u4e0a\u6d4b\u8bd5\u4e86 116 \u4e2a\u957f\u5bf9\u8bdd\u8bb0\u5fc6\u95ee\u9898\u3002\u7814\u7a76\u6bd4\u8f83\u4e86 grep \u5b57\u9762\u641c\u7d22\u548c vector retrieval \u5411\u91cf\u68c0\u7d22\u5728\u4e0d\u540c Agent \u8fd0\u884c\u5916\u58f3\uff08Chronos\u3001Claude Code\u3001Codex CLI\u3001Gemini CLI\uff09\u4e2d\u7684\u8868\u73b0\u3002\u7ed3\u679c\u662f\uff1a\u5728\u4e3b\u5b9e\u9a8c\u7684 inline \u6a21\u5f0f\u4e2d\uff0cgrep \u5728\u6bcf\u4e00\u4e2a harness-model \u7ec4\u5408\u91cc\u90fd\u8d62\u4e86\u5411\u91cf\u68c0\u7d22\u3002\u539f\u56e0\u662f\u5f88\u591a Agent \u4efb\u52a1\u672c\u8d28\u4e0a\u662f\u8bc1\u636e\u5b9a\u4f4d\uff08\u627e\u51fd\u6570\u540d\u3001\u6587\u4ef6\u8def\u5f84\u3001\u62a5\u9519\u5b57\u7b26\u4e32\u7b49\uff09\uff0cembedding \u7684\u8bed\u4e49\u5bbd\u5bb9\u53cd\u800c\u4f1a\u5e26\u6765\u566a\u97f3\u3002\u8bba\u6587\u63d0\u9192\u505a Agent \u7684\u4eba\uff1a\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u9ed8\u8ba4\u6bcf\u4e2a\u4e25\u8083 Agent stack \u90fd\u5e94\u8be5\u63a5 vector DB\uff0c\u5148\u95ee\u6e05\u695a Agent \u5230\u5e95\u5728\u505a\u4ec0\u4e48\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@MaxForAI: <a href=\"https:\/\/x.com\/MaxForAI\/status\/2057745930896756960\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/MaxForAI\/status\/2057745930896756960<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-29817ee985\">Cloudflare CEO \u53d1\u6587\u8be6\u89e3\uff1a\u88c1\u6389 20% \u5458\u5de5\uff0cAI \u66ff\u4ee3\u7684\u662f&quot;\u8861\u91cf\u8005&quot;<\/h2>\n<p>Cloudflare CEO Matthew Prince \u5728\u300a\u534e\u5c14\u8857\u65e5\u62a5\u300b\u53d1\u8868\u4e13\u680f\u300a\u6211\u662f\u600e\u4e48\u9009\u62e9\u7528 AI \u66ff\u6362\u54ea\u4e9b\u5458\u5de5\u7684\u300b\u3002Cloudflare \u521a\u88c1\u6389\u7ea6 1100 \u4eba\uff0816 \u5e74\u6765\u9996\u6b21\u5927\u89c4\u6a21\u88c1\u5458\uff09\uff0c\u540c\u65f6\u4eca\u5e74\u62db\u4e86 1111 \u540d\u5b9e\u4e60\u751f\uff08\u6536\u5230\u8fd1 100 \u4e07\u4efd\u7533\u8bf7\uff0c\u5f55\u53d6\u7387\u5343\u5206\u4e4b\u4e00\uff09\u3002Prince \u5f15\u7528\u5fb7\u9c81\u514b\u7684\u5206\u7c7b\u6cd5\u628a\u5458\u5de5\u5206\u4e3a\u4e09\u7c7b\uff1a\u5efa\u9020\u8005\uff08builder\uff09\u3001\u9500\u552e\u8005\uff08seller\uff09\u548c\u8861\u91cf\u8005\uff08measurer\uff09\u3002AI \u4e0d\u52a8\u524d\u4e24\u7c7b\u2014\u2014\u5de5\u7a0b\u5e08\u6548\u7387\u7ffb\u5341\u500d\u6709\u591a\u5c11\u62db\u591a\u5c11\uff0c\u9500\u552e\u4e5f\u5b89\u5168\u56e0\u4e3a\u4eba\u613f\u610f\u8ddf\u61c2\u9700\u6c42\u7684\u4eba\u6253\u4ea4\u9053\u3002\u88ab\u66ff\u4ee3\u7684\u662f&quot;\u8861\u91cf\u8005&quot;\uff1a\u5185\u90e8\u5ba1\u8ba1\u3001\u8d22\u52a1\u3001\u5408\u89c4\u3001\u4e2d\u5c42\u7ba1\u7406\u3001\u8fd0\u8425\u3001\u5e02\u573a\u3002Cloudflare \u73b0\u5728\u8f6c\u5411\u5168\u4e1a\u52a1\u6301\u7eed\u5ba1\u8ba1\uff0c\u4e2d\u5c42\u7ba1\u7406\u8005\u88ab\u5927\u5e45\u88c1\u51cf\uff0c\u56e0\u4e3a AI \u8ba9\u6bcf\u4e2a\u7ecf\u7406\u53ef\u4ee5\u7ba1\u66f4\u591a\u4eba\u3002\u672c\u5b63\u4e8f\u635f 6200 \u4e07\u7f8e\u5143\uff0c\u9063\u6563\u91cd\u7ec4\u82b1\u8d39 1.4-1.5 \u4ebf\u7f8e\u5143\uff0c\u80a1\u4ef7\u4e00\u5ea6\u8dcc\u8d85 20%\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2057641537719226585\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2057641537719226585<\/a><\/li>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2057641534225346990\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2057641534225346990<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-320eb86916\">\u5fae\u8f6f\u6536\u56de\u5185\u90e8 Claude Code \u8bb8\u53ef\u8bc1\uff0c\u8981\u6c42\u5de5\u7a0b\u5e08\u8f6c\u5411 Copilot CLI<\/h2>\n<p>\u636e The Verge \u62a5\u9053\uff0c\u5fae\u8f6f\u5f00\u59cb\u5927\u89c4\u6a21\u6536\u56de\u5185\u90e8\u5458\u5de5\u7684 Claude Code \u8bb8\u53ef\u8bc1\uff0c\u8981\u6c42\u5f00\u53d1\u8005\u8f6c\u5411\u81ea\u5bb6\u7684 GitHub Copilot CLI\u3002\u5fae\u8f6f\u53bb\u5e74 12 \u6708\u5f00\u59cb\u5728\u5185\u90e8\u63a8\u5e7f Claude Code\uff0c\u9f13\u52b1\u975e\u6280\u672f\u5c97\u4f4d\u5c1d\u8bd5\u7528 AI \u5199\u4ee3\u7801\uff0c\u534a\u5e74\u4e0b\u6765 Claude Code \u5728\u5185\u90e8\u975e\u5e38\u53d7\u6b22\u8fce\u3002\u4f46\u8fd9\u53cd\u800c\u6210\u4e86\u95ee\u9898\uff1a\u5b83\u8ba9\u5fae\u8f6f\u81ea\u5bb6\u521a\u63a8\u51fa\u7684 GitHub Copilot CLI \u663e\u5f97\u5c34\u5c2c\u3002\u8d1f\u8d23 Windows\u3001Microsoft 365\u3001Outlook\u3001Teams \u548c Surface \u7684\u56e2\u961f\u5df2\u8981\u6c42\u5de5\u7a0b\u5e08\u5728 6 \u6708\u5e95\u524d\u5b8c\u6210\u8fc1\u79fb\u3002\u77e5\u60c5\u4eba\u58eb\u900f\u9732\uff0c\u80cc\u540e\u6709\u6210\u672c\u8003\u91cf\u2014\u2014\u6bcf\u4e2a Claude Code \u7684 license \u8d39\u7528\u90fd\u662f\u4ea4\u7ed9\u7ade\u4e89\u5bf9\u624b Anthropic \u7684\u3002\u88ab\u8981\u6c42\u8fc1\u79fb\u7684\u5de5\u7a0b\u5e08\u5bf9\u6b64\u5e76\u4e0d\u60c5\u613f\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@dotey: <a href=\"https:\/\/x.com\/dotey\/status\/2057646103697260783\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/dotey\/status\/2057646103697260783<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-1af4652003\">SpaceX Starship V3 \u9996\u98de\u56e0\u6db2\u538b\u9500\u6545\u969c\u4e2d\u6b62\uff0c\u8ba1\u5212\u6b21\u65e5\u91cd\u8bd5<\/h2>\n<p>SpaceX \u8fdb\u884c Starship V3 \u9996\u98de\u5012\u8ba1\u65f6\uff0c\u4f46\u56e0\u56fa\u5b9a\u5854\u81c2\u7684\u6db2\u538b\u9500\u672a\u80fd\u7f29\u56de\u800c\u4e2d\u6b62\u3002Elon Musk \u8868\u793a\u5982\u679c\u5f53\u665a\u80fd\u4fee\u590d\uff0c\u5c06\u4e8e\u6b21\u65e5\u4e2d\u90e8\u65f6\u95f4 5:30 \u518d\u6b21\u5c1d\u8bd5\u53d1\u5c04\u3002\u8fd9\u662f Starship \u7684\u7b2c\u5341\u4e8c\u6b21\u98de\u884c\u6d4b\u8bd5\u3002Musk \u540c\u65f6\u8f6c\u53d1\u4e86 SpaceX \u73b0\u5728\u53d1\u5c04\u7684\u706b\u7bad\u6570\u91cf\u8d85\u8fc7\u5168\u7403\u5176\u4ed6\u56fd\u5bb6\u603b\u548c\u7684\u6d88\u606f\uff0c\u4ee5\u53ca\u5173\u4e8e\u536b\u661f\u6570\u636e\u4e2d\u5fc3\u3001Starlink \u6708\u7403\u8986\u76d6\u7b49\u8fdb\u5c55\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@elonmusk: <a href=\"https:\/\/x.com\/elonmusk\/status\/2057609682865254695\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/elonmusk\/status\/2057609682865254695<\/a><\/li>\n<li>@elonmusk: <a href=\"https:\/\/x.com\/elonmusk\/status\/2057594680284430428\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/elonmusk\/status\/2057594680284430428<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-8dfc298124\">\u5c0f\u7ea2\u4e66\u5f00\u653e Skill \u4e0a\u4f20\uff1bOpen Design \u652f\u6301\u591a\u9879\u76ee\u7ba1\u7406\u548c Handoff<\/h2>\n<p>\u5c0f\u7ea2\u4e66\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u4e0a\u4f20 Skill\uff0c\u6709\u535a\u4e3b\u8bc4\u4ef7\u8fd9\u662f&quot;\u5f88\u5927\u7684\u4e8b\u4ef6&quot;\uff0c\u76ee\u524d\u4e3a\u9080\u8bf7\u5236\u3002\u540c\u65f6\uff0cOpen Design \u5ba3\u5e03\u591a\u9879\u76ee\u7ba1\u7406\u548c Handoff \u7ed9 Cursor\/Claude Code \u7684\u80fd\u529b\u5373\u5c06\u4e0a\u7ebf\uff0c\u7528\u6237\u53ef\u4ee5\u5e76\u884c\u7ba1\u7406\u591a\u4e2a\u8bbe\u8ba1\u9879\u76ee\uff0c\u5e76\u5c06\u8bbe\u8ba1\u539f\u578b\u8f6c\u7ed9 Claude Code\u3001Cursor \u7ee7\u7eed\u843d\u5730\u751f\u4ea7\u3002Open Design \u8fd8\u6b63\u5f0f\u652f\u6301 18+ \u591a\u8bed\u8a00\uff0c\u6765\u81ea\u5168\u7403\u8fd1 20 \u4e2a\u56fd\u5bb6\u7684\u5f00\u53d1\u8005\u548c\u7528\u6237\u5728\u4f7f\u7528\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@op7418: <a href=\"https:\/\/x.com\/op7418\/status\/2057711810728559034\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/op7418\/status\/2057711810728559034<\/a><\/li>\n<li>@tuturetom: <a href=\"https:\/\/x.com\/tuturetom\/status\/2057666633716380044\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/tuturetom\/status\/2057666633716380044<\/a><\/li>\n<li>@tuturetom: <a href=\"https:\/\/x.com\/tuturetom\/status\/2057667453006561463\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/tuturetom\/status\/2057667453006561463<\/a><\/li>\n<\/ul>\n<h2 id=\"topic-c92e4db059\">\u5f00\u6e90\u52a8\u6001\uff1aMega-ASR \u566a\u58f0\u8bc6\u522b\u3001Google AX \u5206\u5e03\u5f0f Agent \u57fa\u7840\u8bbe\u65bd\u3001\u98de\u4e66 Bridge<\/h2>\n<p>\u4e09\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u5f00\u6e90\u9879\u76ee\u3002\u5357\u6d0b\u7406\u5de5\u3001\u65b0\u56fd\u7acb\u548c\u4e0a\u6d77 AI Lab \u8054\u5408\u53d1\u5e03 Mega-ASR\uff0c\u57fa\u4e8e Qwen3-ASR \u6784\u5efa\uff0c\u4e13\u653b\u771f\u5b9e\u4e16\u754c\u70c2\u97f3\u9891\uff08\u8fdc\u573a\u3001\u6df7\u54cd\u3001\u56de\u58f0\u3001\u7535\u6d41\u58f0\u7b49\uff09\uff0c\u5728\u8de8\u8bed\u8a00\u6d4b\u8bd5\u4e2d\u8bcd\u9519\u7387\u5927\u5e45\u9886\u5148\uff08\u4e2d\u6587\u58f0\u8bf4\u82f1\u6587 3.19 vs CosyVoice2 \u7684 17.10\uff09\uff0c1.7B \u53c2\u6570\u53ef\u5728\u6d88\u8d39\u7ea7\u786c\u4ef6\u63a8\u7406\uff0cApache 2.0 \u8bb8\u53ef\u3002Google \u5f00\u6e90 AX\uff0c\u4e3a\u5206\u5e03\u5f0f Agent \u8bbe\u8ba1\u7684\u72b6\u6001\u7ba1\u7406\u3001\u5931\u8d25\u6062\u590d\u548c\u8de8\u8fdb\u7a0b\u8c03\u5ea6\u57fa\u7840\u8bbe\u65bd\uff0c\u539f\u751f\u9002\u914d K8s \u90e8\u7f72\uff0c\u76ee\u6807\u6210\u4e3a Agent \u9886\u57df\u7684 Kubernetes\u3002Zara \u5f00\u6e90\u4e86\u98de\u4e66 Bridge \u5de5\u5177\uff0c\u4e00\u6761\u547d\u4ee4\u5373\u53ef\u5c06\u672c\u5730 Claude Code \u53d8\u6210\u98de\u4e66\u673a\u5668\u4eba\uff0c\u652f\u6301\u53ef\u4ea4\u4e92\u5361\u7247\u3001\u56fe\u7247\u6587\u4ef6\u76f4\u63a5\u663e\u793a\u548c\u5168\u91cf\u641c\u7d22\u3002<\/p>\n<p>\u6765\u6e90\uff1a<\/p>\n<ul>\n<li>@MaxForAI: <a href=\"https:\/\/x.com\/MaxForAI\/status\/2057743732171272205\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/MaxForAI\/status\/2057743732171272205<\/a><\/li>\n<li>@Gorden_Sun: <a href=\"https:\/\/x.com\/Gorden_Sun\/status\/2057720476714336287\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/Gorden_Sun\/status\/2057720476714336287<\/a><\/li>\n<li>@vista8: <a href=\"https:\/\/x.com\/vista8\/status\/2057751033615700128\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/x.com\/vista8\/status\/2057751033615700128<\/a><\/li>\n<\/ul>\n<p>\u7edf\u8ba1\uff1a \u626b\u63cf\u65f6\u95f4\u7ebf\u6761\u6570=360 \u547d\u4e2d\u7684\u535a\u4e3b\u6570=36 \u547d\u4e2d\u7684\u63a8\u6587\u603b\u6570=246 \u52a0\u6743\u63a8\u6587\u5206=200.25 \u539f\u521b\u63a8\u6587\u6570=117 RT \u63a8\u6587\u6570=42 \u6293\u53d6\u5c1d\u8bd5\u6b21\u6570=2 \u8fb9\u754c\u8986\u76d6\u72b6\u6001=tail_confidently_crossed_target_boundary<\/p>\n","protected":false},"excerpt":{"rendered":"<p>OpenAI \u53d1\u5e03 Codex \u91cd\u5927\u66f4\u65b0\uff0cDeepSeek \u5ba3\u5e03\u6c38\u4e45\u964d\u4ef7\uff0cAI \u66ff\u4ee3\u8861\u91cf\u8005\u5f15\u53d1\u8ba8\u8bba\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[19],"class_list":["post-1285","post","type-post","status-publish","format-standard","hentry","category-brief","tag-x--ai-"],"_links":{"self":[{"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/posts\/1285","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/comments?post=1285"}],"version-history":[{"count":0,"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/posts\/1285\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/media?parent=1285"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/categories?post=1285"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.liu-qi.cn\/index.php\/wp-json\/wp\/v2\/tags?post=1285"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}