{"id":1393,"date":"2025-08-13T20:46:00","date_gmt":"2025-08-13T12:46:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1393"},"modified":"2025-09-17T20:49:11","modified_gmt":"2025-09-17T12:49:11","slug":"llm%e5%bc%80%e6%ba%902-0%e5%a4%a7%e6%b4%97%e7%89%8c%ef%bc%9a60%e4%b8%aa%e5%87%ba%e5%b1%80%ef%bc%8c39%e4%b8%aa%e4%b8%8a%e6%a1%8c%ef%bc%8cai-coding%e7%96%af%e9%ad%94%ef%bc%8ctensorflow%e5%b7%b2%e6%ad%bb","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/13\/llm%e5%bc%80%e6%ba%902-0%e5%a4%a7%e6%b4%97%e7%89%8c%ef%bc%9a60%e4%b8%aa%e5%87%ba%e5%b1%80%ef%bc%8c39%e4%b8%aa%e4%b8%8a%e6%a1%8c%ef%bc%8cai-coding%e7%96%af%e9%ad%94%ef%bc%8ctensorflow%e5%b7%b2%e6%ad%bb\/","title":{"rendered":"LLM\u5f00\u6e902.0\u5927\u6d17\u724c\uff1a60\u4e2a\u51fa\u5c40\uff0c39\u4e2a\u4e0a\u684c\uff0cAI Coding\u75af\u9b54\uff0cTensorFlow\u5df2\u6b7b"},"content":{"rendered":"\n<p><strong>\u5f00\u6e90 2.0 \uff1a\u53d8\u8138\u582a\u6bd4\u6574\u5bb9<\/strong><\/p>\n\n\n\n<p>\u7b49\u4e86\u4e00\u767e\u591a\u5929\uff0c\u60ac\u5ff5\u7ec8\u4e8e\u63ed\u6653\u3002<\/p>\n\n\n\n<p>9 \u6708 13 \u65e5\u4e0a\u5348\uff0c\u8682\u8681\u96c6\u56e2\u5f00\u6e90\u56e2\u961f\uff08\u300c\u5f00\u6e90\u6280\u672f\u589e\u957f\u300d\uff09\u643a\u300a&nbsp;2.0 \u7248\uff0c\u4eae\u76f8\u4e0a\u6d77\u5916\u6ee9\u5927\u4f1a\u3002<\/p>\n\n\n\n<p>\u4e09\u4e2a\u6708\u524d\uff0c\u300c\u4e00\u573a\u76f4\u64ad\u4e2d\u7684\u300e\u73b0\u5b9e\u4e16\u754c\u7684\u9ed1\u5ba2\u677e&nbsp;\u300f&nbsp;(A Real-world Hackathon )\u300d\u7684\u65ad\u8a00\uff0c\u4eca\u5929\u4f9d\u7136\u6210\u7acb\u2014\u2014<\/p>\n\n\n\n<p>\uff0c\u800c\u4eca\uff0c\u5df2\u7ecf\u5927\u53d8\u6837\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u6b21\uff0c\u5168\u666f\u56fe\u6536\u5f55\u4e86 114 \u4e2a\u9879\u76ee\uff08\u6bd4\u4e0a\u4e00\u7248\u51cf\u5c11 21 \u4e2a\uff09\uff0c\u8986\u76d6 22 \u4e2a\u9886\u57df\u3002\u5176\u4e2d\uff0c39 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1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-559-300x149.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-559-768x383.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-559.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u7070\u8272\u90e8\u5206\uff0c\u5373\u4e3a\u51fa\u5c40\u7684\u5f00\u6e90\u9879\u76ee<\/sup><\/p>\n\n\n\n<p>\u6574\u4f53\u8d8b\u52bf\u662f\u663e\u800c\u6613\u89c1\uff1a\u751f\u6001\u6b63\u5728\u7ecf\u5386\u4e00\u8f6e\u5267\u70c8\u6d17\u724c\u3002\u5c31\u50cf\u5bd2\u6b66\u7eaa\u7684\u300c\u751f\u547d\u5927\u7206\u53d1\u300d\uff0cAgent 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srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-557-1024x510.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-557-300x149.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-557-768x383.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-557.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u6700\u6d3b\u8dc3\u7684\u5f00\u6e90\u9879\u76ee Top 10<\/sup><\/p>\n\n\n\n<p>\u5173\u952e\u8bcd\u8bcd\u4e91\u4e5f\u547c\u5e94\u4e86\u8fd9\u4e00\u8d8b\u52bf\uff1aAI\u3001LLM\u3001Agent\u3001Data\u6210\u4e86\u6700\u5927\u3001\u6700\u4eae\u7684\u51e0\u4e2a\u5b57\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"448\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-558-1024x448.jpg\" alt=\"\" class=\"wp-image-1396\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-558-1024x448.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-558-300x131.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-558-768x336.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-558.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><em><sup>\u5927\u6a21\u578b\u5f00\u53d1\u751f\u6001\u5173\u952e\u8bcd AI\u3001LLM\u3001Agent\u3001Data \u3001Learning\u6b63\u662f\u7b2c\u4e00\u5f20\u56fe\u8868\u4e2d\u6240\u5217\u9879\u76ee\u7684\u4e3b\u8981\u9886\u57df\u3002<\/sup><\/em><\/p>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u5927\u53d8\u6837\u662f\u5168\u666f\u56fe\u7684\u5206\u7c7b\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u56e0\u4e3a\u770b\u8fc7 1.0 \u7248\u672c\uff0c\u6240\u4ee5\u5f53\u6211\u7b2c\u4e00\u6b21\u770b\u5230 2.0 \u5168\u666f\u56fe\u65f6\uff0c\u6700\u76f4\u89c2\u7684\u611f\u53d7\u5c31\u662f\uff1a\u5206\u7c7b\u67b6\u6784\u53d8\u5f97\u66f4\u5177\u4f53\u3001\u66f4\u7ec6\u5206\uff1a<\/p>\n\n\n\n<p>\u4ece\u5927\u800c\u5316\u4e4b\u7684 Infrastructure \/ Application\uff0c\u8fdb\u5316\u4e3a AI Agent \/ AI Infra \/ AI Data \u4e09\u5927\u677f\u5757\uff0c\u6e05\u6670\u52fe\u52d2\u51fa\u884c\u4e1a\u70ed\u70b9\uff08\u667a\u80fd\u4f53\u4e3a\u4e2d\u5fc3\uff09\uff0c\u548c\u6280\u672f\u6f14\u8fdb\u7684\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u8bf4 1.0 \u7684\u6846\u67b6\u8fd8\u5e26\u7740\u4f20\u7edf\u5f00\u6e90\u8f6f\u4ef6\u751f\u6001\u7684\u5f71\u5b50\uff0c\u90a3\u4e48 2.0 \u5df2\u7ecf\u900f\u51fa\u300c\u667a\u80fd\u4f53\u65f6\u4ee3\u300d\u7684\u6c14\u8d28\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u4ece\u5168\u7403&nbsp;<strong>366,521<\/strong>&nbsp;\u4f4d\u5f00\u53d1\u8005\u7fa4\u50cf\u6765\u770b\uff0c\u4e2d\u7f8e\u53cc\u96c4\u8d21\u732e\u8d85\u8fc7 55%\uff0c\u4f9d\u7136\u662f\u9879\u76ee\u7684\u7edd\u5bf9\u9886\u5bfc\u8005\uff0c\u5176\u4e2d\u7f8e\u56fd\u4ee5 37.41% \u7684\u6bd4\u4f8b\u4f4d\u5c45\u7b2c\u4e00\u3002<\/p>\n\n\n\n<p>\u5728\u6280\u672f\u9886\u57df\u7684\u7ec6\u5206\u8d21\u732e\u4e2d\uff0c\u7f8e\u56fd\u5728 AI Infra \u548c AI Data \u4e0a\u4f18\u52bf\u660e\u663e\u3002<\/p>\n\n\n\n<p>\u5982\uff0cAI Infra\uff0c\u7f8e\u56fd\u8d21\u732e\u5ea6\u8fbe 43.39%\uff0c\u662f\u6392\u540d\u7b2c\u4e8c\u7684\u4e2d\u56fd\u7684\u4e24\u500d\u591a\uff1b\u800c\u5728 AI Data \u7684\u9886\u5148\u4f18\u52bf\u66f4\u4e3a\u660e\u663e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"408\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-556-1024x408.jpg\" alt=\"\" class=\"wp-image-1394\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-556-1024x408.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-556-300x120.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-556-768x306.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-556.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e2d\u56fd\u5728\u5177\u4f53\u5e94\u7528\u5c42\uff08 AI Agent \uff09\u5219\u8868\u73b0\u63a5\u8fd1\u7f8e\u56fd\uff0c\u4e24\u56fd\u8d21\u732e\u5ea6\u5206\u522b\u4e3a 21.5% \u548c 24.62% \uff0c\u8fd9\u4e0e\u4e2d\u56fd\u5f00\u53d1\u8005\u5728 Agent \u5c42\u9762\u7684\u6295\u5165\u66f4\u591a\u5bc6\u5207\u76f8\u5173\u3002<\/p>\n\n\n\n<p><strong>\u5236\u56fe\u8bba\u7684\u8fdb\u5316<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u8981\u628a\u65b9\u6cd5\u8bba\u653e\u5728\u524d\u9762\u8bb2\uff1f\u7b54\u6848\u5f88\u7b80\u5355\u2014\u2014\u54ea\u4e9b\u9879\u76ee\u80fd\u591f\u8fdb\u5165 2.0 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Coding\u3001Model Serving \u3001LLMOps<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"565\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-189-1024x565.png\" alt=\"\" class=\"wp-image-1397\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-189-1024x565.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-189-300x166.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-189-768x424.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-189.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"565\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-190-1024x565.png\" alt=\"\" class=\"wp-image-1400\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-190-1024x565.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-190-300x166.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-190-768x424.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-190.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"569\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-191-1024x569.png\" alt=\"\" class=\"wp-image-1401\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-191-1024x569.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-191-300x167.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-191-768x427.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-191.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4ece\u5e94\u7528\u5c42\u4e00\u8def\u8ffd\u6eaf\u5230\u5e95\u5c42 Infra\uff0c\u9010\u4e00\u68b3\u7406\u8fd9\u80a1\u6d2a\u6d41\u4e2d\u7684\u5173\u952e\u53d8\u5316\u3002<\/p>\n\n\n\n<p><strong>AI Agent&nbsp;\uff1aAI Coding \u75af\u9b54\u4e86<\/strong><\/p>\n\n\n\n<p>2.0 \u5168\u666f\u56fe\u4e0a\u7684 AI Agent \u5df2\u7ecf\u4ece\u4e00\u4e2a\u300c\u767e\u5b9d\u7bb1\u300d\u5f0f\u7684\u5de5\u5177\u5806\uff0c\u6f14\u5316\u4e3a\u7c7b\u4f3c\u4e91\u8ba1\u7b97\u7684\u5206\u5c42\u4f53\u7cfb\u2014\u2014<\/p>\n\n\n\n<p>AI Coding\u3001Agent Workflow Platform\u3001Agent Framework\u3001Agent Tool 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\u5c42<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"564\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-193-1024x564.png\" alt=\"\" class=\"wp-image-1403\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-193-1024x564.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-193-300x165.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-193-768x423.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-193.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; AI Agent \u7684\u8fed\u4ee3\u7ecf\u5386\u72b9\u5982\u8fc7\u5c71\u8f66\u3002<\/sup><\/p>\n\n\n\n<p>\u76ee\u524d\uff0cAI Agent 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"564\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-194-1024x564.png\" alt=\"\" class=\"wp-image-1404\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-194-1024x564.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-194-300x165.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-194-768x423.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-194.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u9664\u4e86 Cline\u3001Continue\u3001OpenHands \u7b49\u5e38\u9a7b\u300c\u9738\u699c\u300d\u9879\u76ee\u5916\uff0c\u65b0\u9762\u5b54\u4e0d\u65ad\u6d8c\u73b0\u2014\u2014Gemini\u3001marimo\u3001Codex CLI\uff0c\u4ee5\u53ca\u5b9a\u4f4d\u4e3a Claude Code 100% \u5f00\u6e90\u66ff\u4ee3\u7684 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class=\"wp-image-1406\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-562-1024x519.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-562-300x152.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-562-768x389.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-562.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; AI Coding \u5df2\u7ecf\u5b8c\u6210\u4e86\u4ece\u300c\u8865\u4ee3\u7801\u300d\u8fdb\u5316\u5230\u80fd\u505a\u7684\u4e8b\u66f4\u591a\uff0c\u505a\u4e8b\u7684\u65b9\u5f0f\u66f4\u806a\u660e\u3002<\/sup><\/p>\n\n\n\n<p>\u8fd9\u79cd\u8d8b\u52bf\u5728\u884c\u4e1a\u4ea4\u6d41\u4e2d\u611f\u53d7\u5c24\u6df1\u3002\u8fd9\u6b21\u4e0a\u6d77\u5916\u6ee9\u5927\u4f1a\u4e0a\uff0c\u6709\u5609\u5bbe\u76f4\u8a00 AI Coding \u5de5\u5177\u5377\u5230\u7528\u4e0d\u8fc7\u6765\uff1b\u53e6\u4e00\u4f4d\u6df1\u8015 AI 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srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-563-1024x146.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-563-300x43.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-563-768x110.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-563.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"564\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-195-1024x564.png\" alt=\"\" class=\"wp-image-1408\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-195-1024x564.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-195-300x165.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-195-768x423.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-195.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Lobe-Chat \u4ee5\u65e5\u66f4\u8282\u594f\uff0c\u7528\u6846\u67b6\u5c06\u300cChatGPT \u5f0f\u5bf9\u8bdd\u300d\u964d\u7ef4\u5230\u4eba\u4eba\u53ef\u81ea\u5efa\u7684\u4f53\u9a8c\u3002\u7136\u800c\uff0c\u968f\u7740\u529f\u80fd\u8d8b\u8fd1\u5b8c\u5907\uff0c\u7528\u6237\u4e5f\u53d1\u73b0&nbsp;Chatbot&nbsp;\u6838\u5fc3\u4ef7\u503c\u4ecd\u662f\u300c\u5bf9\u8bdd\u300d\uff0c\u800c\u5bf9\u8bdd\u5728\u751f\u4ea7\u529b\u4e0a\u7684\u7a81\u7834\u6709\u9650\u3002<\/p>\n\n\n\n<p>Cherry Studio \u5f00\u8f9f\u4e86\u53e6\u4e00\u6761\u8def\u5f84\uff1a\u628a Chatbot 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srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-566-1024x67.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-566-300x20.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-566-768x51.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-566.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>LiveKit Agents \u7684\u4e0a\u699c\u540c\u6837\u5178\u578b\uff0c\u5b83\u4e13\u6ce8\u5b9e\u65f6\u4ea4\u4e92\u573a\u666f\uff0c\u5982\u8bed\u97f3\u5bf9\u8bdd\u3001\u591a\u4eba\u534f\u4f5c\uff0c\u8fd9\u5728\u8fc7\u53bb\u662f\u56fe\u8c31\u91cc\u51e0\u4e4e\u6ca1\u6709\u8986\u76d6\u7684\u3002<\/p>\n\n\n\n<p><strong>AI Infra\uff1a\u6a21\u578b\u670d\u52a1\u72c2\u98d9\u4f9d\u65e7\u3001LLMOps\u63a5\u68d2MLOps<\/strong><\/p>\n\n\n\n<p>\u867d\u7136\u8fdc\u4e0d\u5982 Agent \u5c42\u7684\u300c\u751f\u547d\u5927\u7206\u53d1\u300d\uff0c\u4f46\u5728 AI Infra 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srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-568-1024x167.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-568-300x49.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-568-768x125.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-568.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"565\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-198-1024x565.png\" alt=\"\" class=\"wp-image-1417\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-198-1024x565.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-198-300x166.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-198-768x424.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-198.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ee5 vLLM\u3001SGLang \u4e3a\u4ee3\u8868\u7684\u9ad8\u6027\u80fd\u4e91\u7aef\u63a8\u7406\u65b9\u6848\u4ecd\u662f\u4e3b\u6d41\uff0c\u751f\u6001\u548c\u793e\u533a\u5f71\u54cd\u529b\u4e0d\u65ad\u6269\u5f20\u3002\u5c24\u5176\u662f vLLM\uff0c\u7a33\u5b9a\u6027\u548c\u751f\u6001\u4f18\u52bf\u4f7f\u5176\u70ed\u5ea6\u6301\u7eed\u575a\u633a\u3002<\/p>\n\n\n\n<p>\u5927\u5382\u4e5f\u5168\u529b\u52a0\u7801\uff0cNVIDIA TensorRT-LLM \u70ed\u5ea6\u5c45\u9ad8\uff0c\u65b0\u664b\u7684 NVIDIA Dynamo \u4e0e\u4e4b\u914d\u5408\uff0c\u6df1\u5ea6\u7ed1\u5b9a GPU \u786c\u4ef6\uff0c\u6b63\u628a\u300c\u63a8\u7406\u6846\u67b6\u300d\u5f53\u4f5c\u5de9\u56fa\u7b97\u529b\u5784\u65ad\u7684\u65b0\u6293\u624b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"588\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-569-1024x588.jpg\" alt=\"\" class=\"wp-image-1416\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-569-1024x588.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-569-300x172.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-569-768x441.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-569.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u672c\u5730\u5316\u4e5f\u5728\u72c2\u98d9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"615\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-570-1024x615.jpg\" alt=\"\" class=\"wp-image-1418\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-570-1024x615.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-570-300x180.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-570-768x461.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-570.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>ollama \u8ba9\u5927\u6a21\u578b\u4ece\u6602\u8d35\u7684\u4e91\u7aef\u300c\u98de\u5165\u5bfb\u5e38\u767e\u59d3\u5bb6\u300d\uff0c\u8dd1\u5728\u4e2a\u4eba\u7535\u8111\u751a\u81f3\u79fb\u52a8\u7aef\u3002\u8fd1\u51e0\u4e2a\u6708\u5b83\u7684\u70ed\u5ea6\u867d\u6709\u5c0f\u5e45\u4e0b\u6ed1\uff0c\u4f46 GPUStack\u3001ramalama \u7b49\u65b0\u6846\u67b6\u8fc5\u901f\u8865\u4f4d\uff0c\u8bf4\u660e\u300c\u8f7b\u91cf + \u4e91\u7aef\u4f18\u5316\u300d\u8fd9\u6761\u8def\u5f84\u4f9d\u7136\u6d8c\u73b0\u65b0\u73a9\u5bb6\u3002<\/p>\n\n\n\n<p><strong>2\u3001\u6a21\u578b\u8fd0\u7ef4\uff1aLLMOps \u63a5\u68d2 MLOps<\/strong><\/p>\n\n\n\n<p>\u9664\u4e86 AI Coding\u3001Model Serving\uff0cLLMOps \u4e5f\u662f 2025 \u5e74\u4ee5\u6765\u589e\u957f\u6700\u5feb\u7684\u4e3b\u8d5b\u9053\u3002<\/p>\n\n\n\n<p>Phoenix\u3001Langfuse\u3001Opik\u3001Promptfoo\u30011Panel\u3001Dagger \u7b49\u9879\u76ee\uff0c\u51e0\u4e4e\u8986\u76d6\u4e86\u4ece\u76d1\u63a7\u3001\u63d0\u793a\u8bcd\u8bc4\u6d4b\u5230\u5de5\u4f5c\u6d41\u7ba1\u7406\u7684\u5404\u4e2a\u73af\u8282\u3002<img loading=\"lazy\" decoding=\"async\" width=\"554\" height=\"290\" src=\"blob:http:\/\/www.applicationsofllm.com\/31ce1ac1-429d-482d-add7-e080dd3b276d\" alt=\"\u56fe\u7247\"><\/p>\n\n\n\n<p>\u8fd9\u91cc\u7684\u5173\u952e\u8f6c\u53d8\u662f\uff0c2.0 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http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-571-300x48.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-571-768x124.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-571.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"562\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-199-1024x562.png\" alt=\"\" class=\"wp-image-1420\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-199-1024x562.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-199-300x165.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-199-768x422.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-199.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0d\u540c\u884c\u4e1a\u786e\u5b9e\u9700\u8981\u4e0d\u540c\u300c\u53e3\u5473\u300d\u7684\u6a21\u578b\u3002\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u4e00\u4e2a GPT-4 \u7ea7\u522b\u6a21\u578b\u6210\u672c\u8fc7\u9ad8\uff0c\u793e\u533a\u66f4\u5173\u6ce8\u5982\u4f55\u4f4e\u6210\u672c\u5fae\u8c03\u5df2\u6709\u6a21\u578b\uff0c\u6bd4\u5982 Unsloth \u96c6\u6210 QLoRA\uff0c\u5728\u4e2d\u4f4e\u7aef\u786c\u4ef6\u5c31\u80fd\u8dd1\u901a\u3002<\/p>\n\n\n\n<p>\u95ee\u9898\u5728\u4e8e\u5e94\u7528\u5c42\u6210\u4e86\u65b0\u7684\u6218\u573a\uff1a\u56f4\u7ed5 Chatbot\u3001Agent Tool\u3001Workflow\uff0c\u5bf9\u5f00\u53d1\u8005\u66f4\u53cb\u597d\uff0c\u8d21\u732e\u548c\u521b\u65b0\u7a7a\u95f4\u66f4\u5927\u3002<\/p>\n\n\n\n<p>PyTorch 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size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"411\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-572-1024x411.jpg\" alt=\"\" class=\"wp-image-1421\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-572-1024x411.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-572-300x120.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-572-768x308.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-572.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6211\u4eec\u63a8\u6d4b\uff0c\u4e00\u90e8\u5206\u539f\u56e0\u5728\u4e8e\u8fd9\u4e9b\u6280\u672f\u672c\u8eab\u5df2\u8db3\u591f\u6210\u719f\uff0c\u6ca1\u5fc5\u8981\u91cd\u590d\u9020\u8f6e\u5b50\u3002<\/p>\n\n\n\n<p>\u50cf Iceberg\u3001Delta Lake 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License \u591a\u4e3a\u5e26\u6709\u9650\u5236\u6027\u7684\u53d8\u4f53\uff0c\u5f15\u53d1\u4e86\u300c\u7b97\u4e0d\u7b97\u5f00\u6e90\u300d\u7684\u4e89\u8bba\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0cDify \u91c7\u7528 BSL\uff08Business Source License\uff09\u53d8\u4f53\uff0c\u5148\u5f00\u653e\u4ee3\u7801\uff0c\u82e5\u5e72\u5e74\u540e\u624d\u5207\u6362\u4e3a\u5bbd\u677e\u534f\u8bae\uff0c\u4ee5\u4fdd\u969c\u5546\u4e1a\u5229\u76ca\u3002<\/p>\n\n\n\n<p>n8n \u4f7f\u7528 Fair-code\uff0c\u5f3a\u8c03\u300c\u9632\u6b62\u5927\u5382\u767d\u5ad6\u300d\uff0cCherry Studio \u5219\u5728\u6761\u6b3e\u4e2d\u660e\u786e\u4e86\u5546\u7528\u9700\u989d\u5916\u6388\u6743\uff0c\u4f53\u73b0\u51fa\u5bf9\u5546\u4e1a\u6a21\u5f0f\u7684\u9632\u5fa1\u3002<\/p>\n\n\n\n<p>\u800c\u53e6\u4e00\u5c42\u6a21\u7cca\uff0c\u6765\u81ea GitHub \u672c\u8eab\u3002Cursor\u3001Claude-Code \u7b49\u9879\u76ee\u751a\u81f3\u8fde\u4ee3\u7801\u90fd\u95ed\u6e90\uff0c\u5374\u4f9d\u65e7\u5728 GitHub \u4e0a\u5927\u70ed\uff0c\u6210\u4e86\u5382\u5546\u6536\u96c6\u53cd\u9988\u7684\u7a97\u53e3\u3002\u4f55\u4e3a\u300c\u5f00\u6e90\u793e\u533a\u300d\u5728\u8fd9\u4e00\u6ce2\u5927\u6a21\u578b\u6d6a\u6f6e\u4e2d\uff0c\u4f3c\u4e4e\u4e5f\u5728\u88ab\u6311\u6218\u3002<\/p>\n\n\n\n<p><strong>\u756a\u5916\u7bc7\uff1a\u5927\u6a21\u578b\u7684\u6218\u573a<\/strong><\/p>\n\n\n\n<p>\u4f5c\u4e3a Bonus\uff0c2.0 \u7248\u672c\u8fd8\u7279\u610f\u68b3\u7406\u4e86 2025 \u5e74 1 \u6708\u81f3\u4eca\u56fd\u5185\u5916\u4e3b\u6d41\u5382\u5546\u7684\u5927\u6a21\u578b\u53d1\u5e03\u65f6\u95f4\u7ebf\uff0c\u5305\u542b\u5f00\u6e90\u3001\u95ed\u6e90\u6a21\u578b\uff0c\u53d1\u73b0\u4e86\u4e00\u4e9b\u6709\u8da3\u7684\u73b0\u8c61\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-573-1024x578.jpg\" alt=\"\" class=\"wp-image-1422\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-573-1024x578.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-573-300x169.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-573-768x433.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-573.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u8fd9\u5f20\u5168\u666f\u56fe\u4e5f\u6807\u6ce8\u4e86\u6bcf\u4e2a\u6a21\u578b\u7684\u53c2\u6570\u3001\u6a21\u6001\u7b49\u5173\u952e\u4fe1\u606f\uff0c\u5e2e\u52a9\u7406\u89e3\u5f53\u4e0b\u5404\u5bb6\u5382\u5546\u7684\u767d\u70ed\u5316\u7ade\u4e89\u7a76\u7adf\u662f\u5728\u54ea\u4e9b\u65b9\u5411\u4e0a\u5c55\u5f00\u7684\u3002<\/sup><\/p>\n\n\n\n<p><strong>1.&nbsp;\u8def\u7ebf\u5206\u5316\uff1a\u5f00\u6e90 vs \u95ed\u6e90<\/strong><\/p>\n\n\n\n<p>\u4e2d\u56fd\u7684\u5f00\u6e90\u6a21\u578b\u4f9d\u65e7\u767e\u82b1\u9f50\u653e\uff0c\u800c\u56fd\u5916\u9876\u5c16\u5382\u5546\u5219\u6301\u7eed\u62bc\u6ce8\u95ed\u6e90\u3002\u66fe\u51ed Llama \u7cfb\u5217\u5bf9\u6297\u95ed\u6e90\u9635\u8425\u7684 Meta\uff0c\u5982\u4eca\u4e5f\u9010\u6e10\u6536\u7d27\u5f00\u6e90\u8282\u594f\u3002\u624e\u514b\u4f2f\u683c\u5728\u516c\u5f00\u4fe1\u4e2d\u76f4\u8a00\uff0c\u300c\u4f1a\u66f4\u8c28\u614e\u5730\u9009\u62e9\u5f00\u6e90\u4ec0\u4e48\u300d\u3002Llama 4 \u53e3\u7891\u6ed1\u94c1\u5362\uff0c\u66f4\u8ba9 Meta \u7684\u5904\u5883\u5c34\u5c2c\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e5fCallback \u4e86\u963f\u91cc\u4e91\u521b\u59cb\u4eba\u3001\u4e4b\u6c5f\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u738b\u575a\u5728\u4e0a\u6d77\u5916\u6ee9\u5927\u4f1a\u5f00\u5e55\u5f0f\u4e0a\u7684\u5224\u65ad\uff1a\u5f00\u6e90\u4e0e\u95ed\u6e90\u7684\u9009\u62e9\uff0c\u5df2\u6210\u4e3a AI 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MoE&nbsp;\u67b6\u6784\u666e\u53ca\uff0c\u53c2\u6570\u76f4\u51b2\u4e07\u4ebf<\/strong><\/p>\n\n\n\n<p>DeepSeek\u3001Qwen\u3001Kimi \u7b49\u65b0\u65d7\u8230\uff0c\u5168\u9762\u91c7\u7528\u4e13\u5bb6\u6df7\u5408\uff08 MoE \uff09\u67b6\u6784\u3002\u51ed\u501f\u300c\u7a00\u758f\u6fc0\u6d3b\u300d\uff0c\u6a21\u578b\u603b\u53c2\u6570\u53ef\u4ee5\u98d9\u5347\u5230\u4e07\u4ebf\u7ea7\u522b\uff0c\u5374\u53ea\u5728\u63a8\u7406\u65f6\u6fc0\u6d3b\u4e00\u5c0f\u90e8\u5206\u3002K2\u3001Claude Opus\u3001o3 \u7b49\u5de8\u578b\u6a21\u578b\u76f8\u7ee7\u767b\u573a\uff0c\u6027\u80fd\u83b7\u5f97\u8dc3\u5347\uff0c\u4f46\u4e5f\u5c06\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u7b97\u529b\u6d88\u8017\u63a8\u81f3\u65b0\u9ad8\u70b9\u3002<\/p>\n\n\n\n<p><strong>3. 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