{"id":13553,"date":"2025-12-19T16:17:40","date_gmt":"2025-12-19T08:17:40","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=13553"},"modified":"2026-02-24T02:01:32","modified_gmt":"2026-02-23T18:01:32","slug":"aie-2025-models-and-agents","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/13553-aie-2025-models-and-agents","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831\u00a0\ud83d\ude80\u00a02025 Q4 AI \u6a21\u578b\u8207 Agent \u958b\u767c #33"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><a href=\"https:\/\/ihower.tw\/opt-in\/gai\">\u6b61\u8fce\u8a02\u95b1 \ud83d\udcec<\/a>&nbsp;\u611b\u597d AI Engineer \u96fb\u5b50\u5831&nbsp;<a href=\"https:\/\/ihower.tw\/blog\/category\/aie\">\u904e\u5f80\u671f\u6578\u9ede\u9019<\/a>&nbsp;\ud83d\udcda<\/p>\n<\/blockquote>\n\n\n\n<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b<\/p>\n\n\n\n<p>2025 Q4 \u5404\u5bb6\u9678\u7e8c\u63a8\u51fa\u65b0\u6a21\u578b\uff0cSOTA \u6a21\u578b\u8f2a\u6d41\u7576\u3002\u4ee5\u4e0b\u6574\u7406\u65b0\u6a21\u578b\u6d88\u606f\uff0c\u4ee5\u53ca\u96c6\u7d50\u6211\u6700\u8fd1\u767c\u8868\u7684\u5167\u5bb9\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfaf OpenAI GPT-5.1 &amp; GPT-5.2<\/h3>\n\n\n\n<p><a href=\"https:\/\/openai.com\/index\/gpt-5-1\/\">GPT-5.1<\/a> \u548c <a href=\"https:\/\/openai.com\/index\/introducing-gpt-5-2\/\">GPT-5.2<\/a> \u5c0d\u958b\u767c\u8005\u4f86\u8aaa\uff0c\u63a8\u7406\u7a0b\u5ea6\u53c3\u6578\u591a\u4e86\u4e00\u7a2e\u662f none\uff0c\u79fb\u9664\u4e86 gpt-5 \u7684 minimal \u9078\u9805\u3002\u57fa\u672c\u4e0a\u9664\u4e86 context window \u9084\u4e0d\u53ca GPT-4.1 \u4e4b\u5916\uff0c\u5176\u4ed6\u5834\u666f\u90fd\u61c9\u8a72\u53ef\u4ee5\u66ff\u4ee3 GPT-4.1 \u5728\u975e\u63a8\u7406\u5834\u666f\u9700\u6c42\u4e86\u3002\u53e6\u5916\u8981\u6ce8\u610f GPT-5.2 \u6709\u6f32\u50f9 40%\u3002<br>\u6574\u7406\u5e7e\u7bc7\u5c0d\u958b\u767c\u8005\u6bd4\u8f03\u76f8\u95dc\u7684\u5167\u5bb9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/openai.com\/zh-Hant\/index\/gpt-5-1-for-developers\/\">Introducing GPT-5.1 for developers<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/latest-model\">Using GPT-5.2<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/cookbook.openai.com\/examples\/gpt-5\/gpt-5-1_prompting_guide\">Cookbook: GPT-5.1 Prompting Guide<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/cookbook.openai.com\/examples\/gpt-5\/gpt-5-2_prompting_guide\">Cookbook: GPT-5.2 Prompting Guide<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\uddea Gemini 3<\/h3>\n\n\n\n<p><a href=\"https:\/\/blog.google\/products\/gemini\/gemini-3\">Gemini 3 Pro<\/a> \u548c <a href=\"https:\/\/blog.google\/products\/gemini\/gemini-3-flash\/\">Gemini 3 Flash<\/a>\uff0c\u5c0d\u958b\u767c\u8005\u4f86\u8aaa\uff0c\u6700\u5927\u7684\u5f71\u97ff\u662f\u540c\u4e00\u8f2a\u5167\u7684 function calling \u8981\u6c42\u56de\u50b3\u601d\u8003\u7c3d\u7ae0\u4e86\uff0c\u8a73\u898b <a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/thought-signatures\">Thought Signatures<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/developers.googleblog.com\/new-gemini-api-updates-for-gemini-3\">New Gemini API updates for Gemini 3<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.philschmid.de\/gemini-3-prompt-practices\">Gemini 3 Prompting: Best Practices for General Usage<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u4e0d\u904e\u8981\u6ce8\u610f\u9019\u90fd\u662f Preview \u7248\uff0c\u9084\u4e0d\u592a\u9069\u5408\u7522\u54c1\u5546\u7528\u7684\uff0c\u6211\u81ea\u5df1\u6e2c\u8a66\u9084\u883b\u5bb9\u6613\u5c31\u6709 API model overloading \u932f\u8aa4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde0 Claude 4.5<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.anthropic.com\/news\/claude-sonnet-4-5\">Claude Sonnet 4.5<\/a>\u3001<a href=\"https:\/\/www.anthropic.com\/news\/claude-haiku-4-5\">Claude Haiku 4.5<\/a> \u3001<a href=\"https:\/\/www.anthropic.com\/news\/claude-opus-4-5\">Claude 4.5 Opus<\/a> \u9678\u7e8c\u63a8\u51fa\u3002Opus 4.5 \u7684\u50f9\u683c\u6bd4 Opus 4.1 \u4fbf\u5b9c\u4e09\u500d\uff0c\u8b8a\u6210\u883b\u6709\u7af6\u722d\u529b\u7684\u9802\u7d1a\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5728\u5176\u8a5e\u5143\u6548\u7387\u512a\u65bc Sonnet 4.5 \u7684\u60c5\u6cc1\u4e0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2699\ufe0f <a href=\"https:\/\/ihower.tw\/blog\/13501-practical-ai-agents\">\u5be6\u6230 AI Agents \u61c9\u7528\u958b\u767c: TTFT \u548c Prompt Caching<\/a><\/h3>\n\n\n\n<p>\u9019\u662f\u6211 2025\/12\/13 \u5728 <a href=\"https:\/\/webconf.tw\/agenda\/42\">WebConf Taiwan<\/a> \u5206\u4eab\u7684\u6f14\u8b1b\u6295\u5f71\u7247\uff0c\u4ee5 Python FastAPI + OpenAI Agents SDK + \u524d\u5f8c\u7aef\u5206\u96e2\u67b6\u69cb\u70ba\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u8b93 Agent \u6d41\u66a2\u5730\u9032\u884c\u4e32\u6d41\u8f38\u51fa\uff0c\u4ee5 TTFT (Time To First Token) \u8207 Prompt Caching \u512a\u5148\u7684\u7cfb\u7d71\u67b6\u69cb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde9 <a href=\"https:\/\/ihower.tw\/blog\/13513-agent-design-is-still-hard-2025\">AI Agent \u7522\u54c1\u958b\u767c\u4ecd\u7136\u4e0d\u7c21\u55ae<\/a><\/h3>\n\n\n\n<p>\u5728\u8b1b\u5b8c WebConf \u4e4b\u5f8c\uff0c\u6211\u6709\u7a2e\u83ab\u540d\u7684\u4e0d\u5354\u8abf\u611f: \u4e00\u65b9\u9762 Vibe Coding \u8b93\u5927\u5bb6\u5beb\u7a0b\u5f0f\u8b8a\u7c21\u55ae\u4e86\uff0c\u4eba\u4eba\u90fd\u53ef\u4ee5\u505a App \u4e86\uff0c\u4e5f\u5f88\u591a\u4eba\u8b1b\u786c\u6280\u80fd\u4e0d\u91cd\u8981\u4e86\u3002\u4f46\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u89ba\u5f97\u958b\u767c AI Agent \u7522\u54c1\u4ecd\u662f\u975e\u5e38\u6709\u6280\u8853\u6311\u6230\u6027\u7684\uff0c\u9700\u8981\u7684\u77e5\u8b58\u6280\u80fd\u6df1\u5ea6\u5ee3\u5ea6\u4e00\u9ede\u90fd\u4e0d\u5c11\u3002<\/p>\n\n\n\n<p>\u6700\u8fd1\u4e5f\u770b\u5230\u4e86\u5e7e\u7bc7\u95dc\u65bc AI Agent \u958b\u767c\u7684\u6587\u7ae0\uff0c\u767c\u73fe\u570b\u5916\u6280\u8853\u793e\u7fa4\u5728 2025 Q4 \u4e5f\u6709\u985e\u4f3c\u7684\u9ad4\u609f: Agent \u7522\u54c1\u958b\u767c\u8a2d\u8a08\u9084\u662f\u5f88\u96e3\u3002<\/p>\n\n\n\n<p>\u4e0d\u662f\u300c\u5beb\u7a0b\u5f0f\u5f88\u96e3\u300d\u90a3\u7a2e\u96e3\uff0c\u800c\u662f\u300c95% \u7684 AI Agent \u7522\u54c1\uff0c\u90e8\u7f72\u5230\u6b63\u5f0f\u74b0\u5883\u6703\u5931\u6557\u300d\u9019\u7a2e\u96e3\u3002\u554f\u984c\u4e0d\u5728\u6a21\u578b\u4e0d\u5920\u8070\u660e\uff0c\u800c\u5728\u65bc\u5468\u908a\u7684\u5de5\u7a0b\u67b6\u69cb: context \u7ba1\u7406\u3001memoy \u8a2d\u8a08\u3001\u932f\u8aa4\u8655\u7406\u3001agent prompt \u6700\u4f73\u5316\u3001\u8a9e\u610f\u6aa2\u7d22\u3001\u8a55\u4f30\u56de\u994b\u6a5f\u5236\u7b49\u7b49\uff0c\u5f88\u591a\u90fd\u662f\u5168\u65b0\u9818\u57df\uff0c\u4e14\u6230\u4e14\u8d70\u7684\u60c5\u6cc1\u3002\u6a21\u578b\u53ea\u80fd\u7528\u5e7e\u500b\u6708\u5c31\u8981\u5347\u7d1a\u66f4\u63db\uff0c\u5e7e\u500b\u6708\u524d\u7684 best practice \u4e5f\u53ef\u80fd\u6703\u88ab\u63a8\u7ffb\u91cd\u65b0\u601d\u8003\u3002<\/p>\n\n\n\n<p>\u7e3d\u4e4b\uff0c\u6211\u6574\u7406\u5e74\u5e95\u56db\u7bc7\u6211\u89ba\u5f97\u95dc\u65bc Agent \u958b\u767c\u6c1b\u570d\u7684\u4e0d\u932f\u6587\u7ae0\uff0c\u8a73\u898b\u6211\u7684 blog \u6587\u7ae0 <a href=\"https:\/\/ihower.tw\/blog\/13513-agent-design-is-still-hard-2025\">AI Agent \u7522\u54c1\u958b\u767c\u4ecd\u7136\u4e0d\u7c21\u55ae<\/a>\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid0BUtmsBWjctYyK6jEhLosGupWzwSVfrR5sYyQjHmEuyhTRCCYqcfWnnBGKbP8yfPgl\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcd0 <a href=\"https:\/\/ihower.tw\/blog\/13480-sdd-spec-driven-development\">Spec-Driven Development(SDD) \u7684\u7f8e\u597d\u9858\u666f\u8207\u6b98\u9177\u73fe\u5be6<\/a><\/h3>\n\n\n\n<p>Spec-Driven Development (SDD) \u662f\u4ec0\u9ebc? \u7c21\u55ae\u8aaa\u8b1b\u5c31\u662f\u5728\u7528 AI \u5beb\u7a0b\u5f0f\u4e4b\u524d\uff0c\u5148\u8b93 LLM \u751f\u6210\u4e00\u5927\u5806\u898f\u683c\u6587\u4ef6: \u7522\u54c1\u9700\u6c42 \u2192 \u6280\u8853\u8a2d\u8a08 \u2192 \u4efb\u52d9\u6e05\u55ae\uff0c\u7136\u5f8c\u624d\u4ea4\u7d66 coding agent \u57f7\u884c\u3002\u76ee\u524d\u6709\u5e7e\u500b\u5de5\u5177\u5728\u63a8\u9019\u5957\u6d41\u7a0b: GitHub \u7684 Spec-Kit\u3001AWS \u7684 Kiro\u3001\u9084\u6709 Tessl\u3002<\/p>\n\n\n\n<p>\u793e\u7fa4\u8a0e\u8ad6\u5176\u5be6\u975e\u5e38\u5169\u6975\u3002\u6b63\u9762\u770b\u6cd5\u8a8d\u70ba\u9060\u6bd4 vibe coding \u53ef\u9760\u3001\u9069\u5408\u8981\u4e0a\u7dda\u7dad\u8b77\u7684\u771f\u5be6\u5c08\u6848\u3001\u958b\u767c\u901f\u5ea6\u4e2d\u671f\u4f86\u770b\u5176\u5be6\u66f4\u5feb\u3002\u8ca0\u9762\u770b\u6cd5\u5247\u8a8d\u70ba\u9019\u5c31\u662f Waterfall 2.0\u3001\u904e\u5ea6\u5de5\u7a0b\u5316\u3001\u627c\u6bba\u5275\u9020\u529b\u3002\u6211\u81ea\u5df1\u5f9e\u4e00\u958b\u59cb\u5c31\u4e0d\u592a\u770b\u597d\uff0c\u6700\u8fd1\u770b\u5230\u5e7e\u7bc7\u6df1\u5ea6\u5206\u6790\u6587\u7ae0\uff0c\u66f4\u52a0\u5370\u8b49\u4e86\u6211\u7684\u770b\u6cd5\u3002<\/p>\n\n\n\n<p>\u6574\u7406\u5206\u4eab\u4e00\u4e9b\u95dc\u65bc Spec-Driven Development (SDD) \u7684\u770b\u6cd5\u548c\u5167\u5bb9)\uff0c\u8a73\u898b\u6211\u7684 blog \u6587\u7ae0 <a href=\"https:\/\/ihower.tw\/blog\/13480-sdd-spec-driven-development\">Spec-Driven Development(SDD) \u7684\u7f8e\u597d\u9858\u666f\u8207\u6b98\u9177\u73fe\u5be6<\/a>\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid02iyeeZz4m2MEBL1mNNMG98joqmQqLKMK87CRQoRUsTp333KT1YkioRiDxCrWuD7Xvl\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udda5\ufe0f <a href=\"https:\/\/ihower.tw\/blog\/13294-framework-desktop\">Framework Desktop \u958b\u7bb1<\/a><\/h3>\n\n\n\n<p>\u6211\u8cb7\u4e86\u4e00\u53f0 Framework Desktop (AMD Ryzen AI Max+395) \u4f86\u8dd1\u5927\u6a21\u578b\uff0c\u9019\u662f\u6211\u7684\u958b\u7bb1\u6587\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\uddf1 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10163049901963971\">\u6211\u7684 OpenAI Agents SDK \u958b\u767c\u5fc3\u5f97<\/a><\/h3>\n\n\n\n<p>\u6700\u8fd1\u5de5\u4f5c\u4e4b\u9918\u7684 side project \u8b8a\u6210\u8ca2\u737b OpenAI Agents SDK\uff0c\u767c\u4e86\u4e00\u5806 <a href=\"https:\/\/github.com\/openai\/openai-agents-python\/pulls?q=is%3Apr+author%3Aihower+\">PR<\/a>\u3002<\/p>\n\n\n\n<p>\u9019\u662f\u6211\u7684\u4e00\u9ede\u5fc3\u5f97\uff0c\u8a73\u898b <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10163049901963971\">Facebook \u8cbc\u6587<\/a> <br>(\u9019\u7bc7\u662f\u66f4\u65e9\u7684\u6642\u9593\u5169\u500b\u6708\u524d 2025\/10\/18 \u767c\u8868\u7684\uff0c\u96fb\u5b50\u5831\u9019\u88e1\u96c6\u7d50\u6536\u9304)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\uddf5 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid0297pffVnoFmg9iXtKTqsfFdRygvoGsYCXUQD7hhCp1YMa2GAGZZD9H7rD2zW7gpJEl\">\u95dc\u65bc Context Engineering \u4e0a\u4e0b\u6587\u5de5\u7a0b<\/a><\/h3>\n\n\n\n<p>\u6700\u8fd1\u770b\u5230\u4e00\u4e9b\u4ecb\u7d39 Context Engineering \u7684\u5167\u5bb9\uff0c\u4ed4\u7d30\u4e00\u770b\uff0c\u767c\u73fe\u672c\u8cea\u4e0a\u9084\u662f\u5728\u8b1b Prompt Design \ud83d\ude05<\/p>\n\n\n\n<p>\u4ec0\u9ebc\u60c5\u6cc1\u4e0b\u624d\u9700\u8981\u95dc\u5fc3 Context Engineering\uff1f\u9019\u662f\u7d66 AI Agent \u7528\u7684\u6280\u8853\uff0c\u5c08\u9580\u8655\u7406\u5de5\u5177\u8f38\u51fa\u7206\u70b8\u6027\u589e\u9577\u7684 tokens \u554f\u984c\uff0c\u76ee\u7684\u662f\u61c9\u5c0d\u6a21\u578b context window \u7684\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\u5982\u679c\u4f60\u4e0d\u662f\u56e0\u70ba context window \u7684\u9650\u5236\u800c\u9700\u8981\uff0c\u53ea\u662f\u56e0\u70ba\u4f60\u89ba\u5f97 Context Engineering \u9019\u500b\u8a5e\u6bd4 Prompt Engineering \u66f4\u6709\u8108\u7d61\u611f\u800c\u7528\u5b83\uff0c\u6211\u5efa\u8b70\u4e0d\u5982\u767c\u660e\u66f4\u7cbe\u6e96\u7684\u8a5e\u5f59\uff0c\u50cf\u662f Contextual Prompt Design \u6216 Context-Driven Prompt Design\u3002\u4e0d\u8981\u62ff\u6280\u8853\u5708\u7684\u540d\u8a5e\uff0c\u628a\u5be6\u8cea\u5167\u5bb9\u62ff\u6389\u8b8a\u6210 buzzword\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5176\u5be6 Prompt Engineering \u4e5f\u662f\uff0c\u5982\u679c\u6c92\u8b1b\u5230\u600e\u9ebc\u505a\u8a55\u4f30\uff0c\u90a3\u5176\u5be6\u53ea\u662f\u5728\u505a Prompt Design\u3002\u8981\u6709\u8a55\u4f30\u8fed\u4ee3\u968e\u6bb5(\u4eba\u5de5\u4e5f\u7b97)\u624d\u662f\u6709 &#8220;Engineering&#8221; \u5594!<\/p>\n<\/blockquote>\n\n\n\n<p>\u73fe\u968e\u6bb5\u4f86\u8aaa\uff0c\u6211\u89ba\u5f97\u53ea\u6709\u5169\u7a2e\u4eba\u6703\u5e38\u63a5\u89f8\u5230 Context Engineering:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>AI Agents \u7684\u5efa\u69cb\u8005\u3001\u958b\u767c\u8005\uff0c\u9700\u8981\u4f7f\u7528\u5230 context engineering \u7b56\u7565\u3002<\/li>\n\n\n\n<li>AI Coding \u7684\u5beb\u7a0b\u5f0f\u7528\u6236: \u56e0\u70ba\u9019\u7a2e\u5834\u666f\u5e38\u5e38\u6703\u5c07 context window \u7528\u8d85\u904e\uff0c\u4f8b\u5982 Claude Code \u5167\u5efa\u4e86\u8a31\u591a context engineering \u62db\u5f0f\uff0c\u4f8b\u5982 compact \u548c sub-agent\uff0c\u56e0\u6b64\u82e5\u591a\u4e86\u89e3 context engineering \u53ef\u4ee5\u904b\u7528\u5f97\u66f4\u597d<\/li>\n<\/ol>\n\n\n\n<p>\u5982\u679c\u662f\u4e00\u822c\u4eba\u5c0d\u8a71\u7528 AI\uff0c\u4f60\u7684\u4f7f\u7528\u5834\u666f\u4e0d\u6703\u5e38\u5e38\u628a context window \u7528\u5b8c(\u81f3\u5c11 &gt; 200k\uff0c\u7d0420\u842c\u4e2d\u6587\u5b57)\uff0c\u90a3 Context Engineering \u5c0d\u4f60\u4f86\u8aaa\u5176\u5be6\u6c92\u6d3e\u4e0a\u7528\u5834\u3002<\/p>\n\n\n\n<p>\u800c\u4e14\u5728 Claude \u6216 ChatGPT \u4e2d\uff0c\u5982\u679c\u771f\u7684\u8d85\u904e context window\uff0c\u6703\u76f4\u63a5\u770b\u5230\u8d85\u904e length limit \u7684\u932f\u8aa4\u8a0a\u606f\u3002\u9019\u6642\u5176\u5be6\u4ec0\u9ebc context engineering \u62db\u5f0f\u90fd\u7528\u4e0d\u4e86\uff0c\u56e0\u70ba\u9019\u662f\u9700\u8981 Agent \u5e95\u5c64\u958b\u767c\u7684\u529f\u80fd\uff0c\u7528\u6236\u6839\u672c\u7121\u6cd5\u81ea\u5df1\u5beb\u7a0b\u5f0f\u52a0\u4e0a\u53bb\uff0c\u4f60\u6c92\u8fa6\u6cd5\u52d5\u614b\u526a\u88c1\u5b83\uff0c\u6539\u6539 Prompt \u4e26\u4e0d\u80fd\u505a\u5230 Context Engineering \u9700\u8981\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Manus \u548c LangChain \u7684\u5206\u4eab<\/h4>\n\n\n\n<p>\u5c0f\u5c0f\u5410\u69fd\u5b8c\uff0c\u4f86\u770b\u4e00\u5834\u7531 Manus + LangChain \u4e3b\u8fa6\u7684 Context Engineering \u7dda\u4e0a\u7814\u8a0e\u6703\uff0c\u5206\u4eab\u4e86\u7d93\u904e\u5be6\u6230\u9a57\u8b49\u7684\u7b56\u7565\uff0c\u6db5\u84cb\u5982\u4f55\u7ba1\u7406 context windows\u3001\u512a\u5316\u6548\u80fd\uff0c\u4ee5\u53ca\u6253\u9020\u53ef\u64f4\u5c55\u7684\u4ee3\u7406\u4eba\u3002<br>\u9304\u5f71\u5f71\u7247\u3001\u8b1b\u8005\u6295\u5f71\u7247\u90fd\u6709\uff0c\u6211\u653e\u7559\u8a00\u3002\u4ee5\u4e0b\u6211\u6458\u91cd\u9ede\u5206\u4eab:<\/p>\n\n\n\n<p>\ud83d\udd39 \u70ba\u4f55\u505a Context Engineering?<\/p>\n\n\n\n<p>\u56e0\u70ba Agent \u7684 context \u6703\u4e0d\u65b7\u7206\u70b8\u6027\u589e\u9577\uff0c\u56e0\u70ba Agent \u6703\u4e0d\u65b7\u547c\u53eb\u5de5\u5177(tool calling)\uff0c\u6bcf\u6b21\u547c\u53eb\u90fd\u6703\u7522\u751f\u4e00\u500b\u5de5\u5177\u89c0\u5bdf\u7d50\u679c(tool observation)\uff0c\u7136\u5f8c\u9019\u4e9b\u90fd\u6703\u88ab\u52a0\u5230\u5c0d\u8a71\u8a18\u9304\u88e1\u3002Manus \u63d0\u5230\uff0c\u5178\u578b\u4efb\u52d9\u9700\u8981\u7d04 50 \u6b21\u5de5\u5177\u547c\u53eb\uff0cAnthropic \u4e5f\u8aaa\u751f\u7522\u74b0\u5883\u7684 agent \u53ef\u80fd\u6709\u6578\u767e\u8f2a\u5c0d\u8a71\u3002\u66f4\u7cdf\u7684\u662f\uff0c\u7814\u7a76\u986f\u793a \u6548\u80fd\u6703\u96a8\u8457 context \u589e\u9577\u800c\u4e0b\u964d\u3002\u9019\u5c31\u662f\u77db\u76fe: Agent \u56e0\u70ba\u5de5\u5177\u547c\u53eb\u6703\u7d2f\u7a4d\u5927\u91cf context\uff0c\u4f46 context \u8d8a\u591a\u6548\u80fd\u8d8a\u5dee\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 Lance \u6574\u7406\u4e86\u4e94\u7a2e\u4e3b\u8981\u7b56\u7565:<\/p>\n\n\n\n<p>\u6703\u5728\u6bcf\u4e00\u8f2a\u5c0d\u8a71\u4e2d\uff0c\u5728 Agent \u5e95\u5c64\u7a0b\u5f0f\u4e2d\u52d5\u614b\u5957\u7528\u4ee5\u4e0b\u7b56\u7565<\/p>\n\n\n\n<p>1. <strong>Context Offloading (\u4e0a\u4e0b\u6587\u5378\u8f09)<\/strong><\/p>\n\n\n\n<p>\u4e0d\u9700\u8981\u628a\u6240\u6709\u6771\u897f\u90fd\u585e\u5728 context window \u88e1\uff0c\u53ef\u4ee5\u628a\u8cc7\u8a0a\u79fb\u5230\u5916\u90e8\uff0c\u4f8b\u5982:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u6a94\u6848\u7cfb\u7d71: Claude Code\u3001Open Deep Research \u90fd\u9019\u9ebc\u505a<\/li>\n\n\n\n<li>\u628a\u5de5\u5177\u547c\u53eb\u7684\u5927\u91cf\u8f38\u51fa\u5b58\u5230\u6a94\u6848\uff0c\u53ea\u56de\u50b3\u6700\u5c0f\u5fc5\u8981\u8cc7\u8a0a\u7d66 agent<\/li>\n<\/ul>\n\n\n\n<p>2. <strong>Context Reduction (\u4e0a\u4e0b\u6587\u7e2e\u6e1b)<\/strong><\/p>\n\n\n\n<p>\u58d3\u7e2e\u6216\u7e3d\u7d50\u8cc7\u8a0a\uff0c\u4f8b\u5982:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7e3d\u7d50\u5de5\u5177\u547c\u53eb\u7684\u8f38\u51fa<\/li>\n\n\n\n<li>\u522a\u9664\u820a\u7684\u5de5\u5177\u8a0a\u606f(\u4f8b\u5982 Claude 4.5 \u73fe\u5728\u5167\u5efa\u652f\u63f4\u9019\u529f\u80fd)<\/li>\n\n\n\n<li>\u58d3\u7e2e\u6574\u500b\u5c0d\u8a71\u6b77\u53f2(\u4f8b\u5982 Claude Code \u7684 compaction \u529f\u80fd)<\/li>\n<\/ul>\n\n\n\n<p>3. <strong>Context Retrieval (\u4e0a\u4e0b\u6587\u6aa2\u7d22)<\/strong><\/p>\n\n\n\n<p>\u6309\u9700\u6aa2\u7d22 context\uff0c\u6709\u5169\u6d3e\u505a\u6cd5:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cursor: \u4f7f\u7528 indexing \u548c\u8a9e\u7fa9\u641c\u5c0b\uff0c\u52a0\u4e0a\u7c21\u55ae\u7684\u6a94\u6848\u641c\u5c0b\u5de5\u5177(glob, grep)<\/li>\n\n\n\n<li>Claude Code: \u53ea\u7528\u6a94\u6848\u7cfb\u7d71\u548c\u7c21\u55ae\u641c\u5c0b\u5de5\u5177 \u5169\u7a2e\u65b9\u6cd5\u5404\u6709\u512a\u7f3a\u9ede\uff0c\u90fd\u5f88\u6709\u6548<\/li>\n<\/ul>\n\n\n\n<p>4. <strong>Context Isolation (\u4e0a\u4e0b\u6587\u9694\u96e2)<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528\u591a\u500b sub-agents\uff0c\u6bcf\u500b\u6709\u81ea\u5df1\u7684 context window\uff0c\u5be6\u73fe\u95dc\u6ce8\u9ede\u5206\u96e2\u3002<br>Manus\u3001Open Deep Research\u3001Claude \u7684 multi-agent researcher \u90fd\u63a1\u7528\u9019\u500b\u7b56\u7565<\/p>\n\n\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li><strong>Context Caching (\u4e0a\u4e0b\u6587\u5feb\u53d6) <br><\/strong>\u9019\u662f Manus \u7279\u5225\u5f37\u8abf\u7684\u6280\u5de7 \uff0c\u4ed6\u5011\u4e4b\u524d\u4e5f\u6709\u5beb\u904e<a href=\"https:\/\/manus.im\/zh-tw\/blog\/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus\">blog \u6587\u7ae0<\/a>\u7279\u5225\u5f37\u8abf\u9019\u9ede\u3002<\/li>\n<\/ol>\n\n\n\n<p>\ud83d\udd39 Manus \u9084\u5206\u4eab\u4e86\u66f4\u591a\u65b0\u601d\u8def<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9078\u64c7\u6027\u4fdd\u7559\u7684\u85dd\u8853: \u4e0d\u53ea\u662f\u7e2e\u6e1b\u5167\u5bb9\uff0c\u800c\u662f\u77e5\u9053\u8981\u4fdd\u7559\u4ec0\u9ebc\u3002\u4e26\u975e\u6240\u6709\u7684\u5de5\u5177\u8f38\u51fa\u90fd\u662f\u5e73\u7b49\u7684\u3002\u6709\u4e9b\u5de5\u5177\u6703\u751f\u6210 Agent \u9700\u8981\u591a\u6b21\u5f15\u7528\u7684\u8c50\u5bcc\u7d50\u69cb\u5316\u8cc7\u6599\u3002\u5176\u4ed6\u5de5\u5177\u53ea\u662f\u4e8c\u5143\u4fe1\u865f\u2014\u2014\u662f\u6216\u5426\uff0c\u6210\u529f\u6216\u5931\u6557\u3002\u5c0d\u65bc\u8c50\u5bcc\u7684\u7d50\u69cb\u5316\u8cc7\u6599\uff0c\u4f60\u901a\u5e38\u60f3\u4fdd\u7559\u5b8c\u6574\u7684\u8f38\u51fa\uff0c\u6216\u8005\u81f3\u5c11\u4fdd\u7559\u4e00\u500b\u975e\u5e38\u8a73\u7d30\u7684\u6458\u8981\u3002\u5c0d\u65bc\u4e8c\u5143\u4fe1\u865f\uff0c\u4f60\u53ef\u4ee5\u7a4d\u6975\u5730\u4fee\u526a\u5b83\u5011\u3002<\/li>\n\n\n\n<li>\u6642\u9593\u8870\u6e1b\u7b56\u7565: \u6700\u8fd1\u7684\u4e0a\u4e0b\u6587\u901a\u5e38\u6bd4\u820a\u4e0a\u4e0b\u6587\u66f4\u76f8\u95dc\u3002\u4f46\u9019\u4e26\u4e0d\u7e3d\u662f\u6210\u7acb\u3002\u6709\u6642 Agent \u5728\u4efb\u52d9\u65e9\u671f\u505a\u51fa\u7684\u6c7a\u5b9a\u5c0d\u5f8c\u7e8c\u6b65\u9a5f\u81f3\u95dc\u91cd\u8981\u3002\u6240\u4ee5\u5be6\u4f5c\u4e86\u6642\u9593\u8870\u6e1b\u6a5f\u5236\uff0c\u4f46\u6703\u70ba\u95dc\u9375\u6c7a\u7b56\u9ede\u3001\u91cd\u8981\u5de5\u5177\u8f38\u51fa\u548c\u932f\u8aa4\u8a0a\u606f\u8a2d\u5b9a\u4f8b\u5916\uff0c\u9019\u4e9b\u6703\u88ab\u4fdd\u7559\u66f4\u9577\u6642\u9593\uff0c\u56e0\u70ba\u5b83\u5011\u5f80\u5f80\u5c0d Agent \u7684\u63a8\u7406\u8ecc\u8de1\u5f88\u91cd\u8981\u3002<\/li>\n\n\n\n<li>\u968e\u5c64\u5f0f\u6458\u8981: \u5728\u4e0d\u540c\u5c64\u7d1a\u9032\u884c\u6458\u8981\uff0c\u5275\u9020\u4e86\u4e00\u7a2e\u300c\u58d3\u7e2e\u91d1\u5b57\u5854\u300d\uff0cAgent \u53ef\u4ee5\u6839\u64da\u5b83\u9700\u8981\u591a\u5c11\u7d30\u7bc0\u4f86\u6aa2\u7d22\u4e0d\u540c\u5c64\u7d1a\u7684\u8cc7\u8a0a\u3002<\/li>\n\n\n\n<li>\u52d5\u614b\u95be\u503c\u4fee\u526a: \u4e0d\u662f\u5728\u56fa\u5b9a\u7684 token \u8a08\u6578\u6642\u4fee\u526a\uff0c\u800c\u662f\u6839\u64da\u4efb\u52d9\u8907\u96dc\u5ea6\u3001Agent \u7684\u9032\u5ea6\u548c\u53ef\u7528\u7684\u4e0a\u4e0b\u6587\u9810\u7b97\u4f86\u8abf\u6574\u4fee\u526a\u95be\u503c\u3002\u5c0d\u65bc\u7c21\u55ae\u7684\u4efb\u52d9\uff0c\u6703\u66f4\u7a4d\u6975\u5730\u4fee\u526a\u3002\u5c0d\u65bc\u8907\u96dc\u7684\u4efb\u52d9\uff0c\u6703\u7d66\u4e88\u66f4\u591a\u9918\u5730\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u95dc\u9375\u5728\u65bc: \u4e0a\u4e0b\u6587\u7e2e\u6e1b\u4e0d\u50c5\u50c5\u662f\u79fb\u9664\u6771\u897f\uff0c\u800c\u662f\u7b56\u7565\u6027\u5730\u4fdd\u7559\u6b63\u78ba\u7684\u8cc7\u8a0a\uff0c\u4ee5\u6700\u4f73\u5bc6\u5ea6\u5448\u73fe\uff0c\u4e26\u5728\u6b63\u78ba\u7684\u6642\u9593\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u53e6\u5916 Manus \u63d0\u5230\u4e00\u500b\u5be6\u7528\u5c0f\u5efa\u8b70: \u7576 LLM \u5df2\u7d93\u91dd\u5c0d\u7279\u5b9a\u5de5\u5177\u540d\u7a31\u9032\u884c\u4e86\u5927\u91cf\u8a13\u7df4\u6642\uff0c\u4f7f\u7528\u76f8\u540c\u7684\u5de5\u5177\u540d\u7a31\u53ef\u80fd\u6703\u5e36\u4f86\u9810\u8a13\u7df4\u7684\u512a\u52e2\uff0c\u4f46\u5982\u679c\u4f60\u7684\u5de5\u5177\u5be6\u4f5c\u7d30\u7bc0\u4e0d\u540c\uff0c\u53cd\u800c\u53ef\u80fd\u9020\u6210\u6a21\u578b\u7684\u6df7\u6dc6\uff0c\u9019\u6642\u53cd\u800c\u61c9\u8a72\u7528\u4e0d\u540c\u7684\u5de5\u5177\u540d\u7a31\u3002<\/p>\n\n\n\n<p>\u6700\u5f8c\uff0cContext Engineering \u4e0d\u662f\u5b8c\u7f8e\u89e3\u6c7a\u65b9\u6848\u3002Peake \u5766\u767d\u8aaa\uff0c\u5f88\u591a\u6280\u5de7\u9084\u5728\u5be6\u9a57\u968e\u6bb5\uff0c\u800c\u4e14\u8b8a\u5316\u5f88\u5feb\u3002\u91cd\u9ede\u662f\u8981\u5728 context engineering \u548c\u7522\u54c1\u958b\u767c\u4e4b\u9593\u627e\u5230\u5e73\u8861\uff0c\u4e0d\u8981\u904e\u65e9\u512a\u5316\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=6_BcCthVvb8\">\u6f14\u8b1b\u9304\u5f71<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.google.com\/presentation\/d\/16aaXLu40GugY-kOpqDU4e-S0hD1FmHcNyF0rRRnb1OU\/edit?slide=id.p&amp;referrer=luma\">\u6295\u5f71\u7247<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/drive.google.com\/file\/d\/1QGJ-BrdiTGslS71sYH4OJoidsry3Ps9g\/view\">\u6295\u5f71\u7247<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/claude.ai\/public\/artifacts\/5a7c9e7a-3571-42c1-8e18-20417d4fae2d\">\u9010\u5b57\u7a3f\u6574\u7406\u6587\u7ae0<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid0297pffVnoFmg9iXtKTqsfFdRygvoGsYCXUQD7hhCp1YMa2GAGZZD9H7rD2zW7gpJEl\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udccf <a href=\"https:\/\/arize.com\/blog\/testing-binary-vs-score-llm-evals-on-the-latest-models\/\">\u505a LLM-as-a-Judge \u8a55\u4f30\uff0c\u5225\u7528 1-10 \u5206\u8a55\u5206\u4e86<\/a><\/h3>\n\n\n\n<p>\u505a LLM-as-a-Judge \u8a55\u4f30(\u4e5f\u5c31\u662f\u7528\u53e6\u4e00\u500b AI \u4f86\u8a55\u4f30\u4f60\u7684 AI \u8f38\u51fa\u597d\u4e0d\u597d)\uff0c\u5225\u7528 1-10 \u5206\u8a55\u5206\u4e86\ud83d\ude05<\/p>\n\n\n\n<p>\u770b\u5230\u4e00\u7bc7\u5f88\u5be6\u7528\u7684\u8a55\u6e2c\u7814\u7a76\uff0c\u95dc\u65bc LLM-as-a-Judge \u8a72\u7528\u4ec0\u9ebc\u8a55\u5206\u65b9\u5f0f\u6bd4\u8f03\u597d\u3002<\/p>\n\n\n\n<p>Arize AI \u5718\u968a\u6e2c\u8a66\u4e86\u5305\u62ec GPT-5-nano\u3001Claude Opus 4\u3001Qwen3-235B \u548c\u63a8\u7406\u6a21\u578b o3\uff0c\u60f3\u77e5\u9053\u7528\u6578\u5b57\u8a55\u5206(\u4f8b\u5982 1-10 \u5206)\u9084\u662f\u4e8c\u5143\u8a55\u5206(\u5c0d\/\u932f\u3001\u597d\/\u58de)\u66f4\u53ef\u9760\u3002<\/p>\n\n\n\n<p>\u5be6\u9a57\u8a2d\u8a08\u662f\u9019\u6a23: \u4ed6\u5011\u6e96\u5099\u4e00\u6bb5\u6587\u5b57\uff0c\u7136\u5f8c\u6545\u610f\u52a0\u5165\u4e0d\u540c\u7a0b\u5ea6\u7684\u932f\u8aa4(\u4f8b\u5982\u62fc\u5b57\u932f\u8aa4\u3001\u60c5\u7dd2\u5316\u7528\u8a9e)\uff0c\u518d\u8b93 LLM Judge \u8a55\u4f30\u932f\u8aa4\u6bd4\u4f8b\u3002\u6e2c\u8a66\u4e86\u5e7e\u7a2e\u8a55\u5206\u65b9\u5f0f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1-10 \u7b49\u5206\u5236<\/li>\n\n\n\n<li>0-1 \u5206 \u4e8c\u5143\u5236<\/li>\n\n\n\n<li>A \u5230 E \u591a\u5206\u985e\u6a19\u7c64<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u8981\u767c\u73fe:<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6578\u5b57\u8a55\u5206\u4e0d\u7a69\u5b9a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7121\u6cd5\u5340\u5206\u54c1\u8cea\u5dee\u7570: \u932f\u8aa4\u7387 20% \u548c 50% \u7684\u6587\u5b57\uff0c\u53ef\u80fd\u90fd\u88ab\u8a55\u70ba 6 \u5206\uff0c\u7121\u6cd5\u5340\u5206\u54c1\u8cea\u5dee\u7570<\/li>\n\n\n\n<li>\u5206\u6578\u5bb9\u6613\u8df3\u8e8d\uff0c\u4f8b\u5982\u5f9e 5 \u5206\u7a81\u7136\u8df3\u5230 8 \u5206\uff0c\u4e2d\u9593\u6c92\u6709\u6f38\u9032\u8b8a\u5316<\/li>\n\n\n\n<li>\u591a\u6b21\u8a55\u5206\u540c\u4e00\u6bb5\u6587\u5b57\uff0c\u6bcf\u6b21\u7d66\u7684\u5206\u6578\u90fd\u4e0d\u592a\u4e00\u6a23<\/li>\n\n\n\n<li>\u4e0d\u540c\u6a21\u578b\u7d66\u7684\u5206\u6578\u5c3a\u5ea6\u4e0d\u540c\uff0cGPT \u53ef\u80fd\u7d66 7 \u5206\u7684\u6587\u5b57\uff0cClaude \u53ef\u80fd\u7d66 4 \u5206\uff0c\u96e3\u4ee5\u6bd4\u8f03<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63a8\u7406\u6a21\u578b(o3)\u8868\u73fe\u8f03\u597d\uff0c\u4f46\u6210\u672c\u9ad8<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>o3 \u5728\u8a55\u4f30\u60c5\u7dd2\u5316\u932f\u8aa4\u6642\u8868\u73fe\u4e0d\u932f\uff0c\u5206\u6578\u8b8a\u5316\u6bd4\u8f03\u5e73\u6ed1\u9023\u7e8c<\/li>\n\n\n\n<li>\u4f46\u5728\u62fc\u5b57\u932f\u8aa4\u7684\u8a55\u5206\u4e0a\uff0c\u9084\u662f\u5f88\u5feb\u5c31\u300c\u98fd\u548c\u300d\uff0c\u53ea\u8981\u6709\u4e00\u9ede\u932f\u8aa4\u5c31\u7d66\u4f4e\u5206\uff0c\u7121\u6cd5\u5340\u5206\u8f15\u5fae\u548c\u56b4\u91cd\u7684\u5dee\u7570<\/li>\n\n\n\n<li>\u63a8\u7406\u6a21\u578b\u6210\u672c\u9ad8\u5f88\u591a\uff0c\u8981\u8a55\u4f30\u6548\u76ca\u662f\u5426\u5212\u7b97<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b57\u6bcd\u7b49\u7d1a(A-E)\u7a69\u5b9a\u4f46\u7c97\u7cd9<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528 A-E \u8a55\u5206\u6bd4\u6578\u5b57\u7a69\u5b9a\uff0c\u591a\u6b21\u8a55\u5206\u7d50\u679c\u8f03\u4e00\u81f4<\/li>\n\n\n\n<li>\u4f46\u89e3\u6790\u5ea6\u5f88\u4f4e\uff0c\u5927\u90e8\u5206\u6a23\u672c\u90fd\u64e0\u5728 A-C\uff0c\u53ea\u6709\u6975\u7aef\u60c5\u6cc1\u624d\u6703\u51fa\u73fe D \u6216 E<\/li>\n\n\n\n<li>\u672c\u8cea\u4e0a\u66f4\u50cf\u300c\u5206\u985e\u6a19\u7c64\u300d\u800c\u975e\u7cbe\u78ba\u8a55\u5206<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e8c\u5143\u8a55\u5206\u548c\u591a\u5206\u985e\u6700\u53ef\u9760<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8c\u5143\u5224\u65b7(\u597d\/\u58de\u3001\u5c0d\/\u932f)\u6700\u7a69\u5b9a\uff0c\u4e0d\u540c\u6a21\u578b\u3001\u4e0d\u540c prompt \u90fd\u80fd\u5f97\u5230\u4e00\u81f4\u7d50\u679c<\/li>\n\n\n\n<li>\u591a\u5206\u985e(\u4f8b\u5982 A-E \u6216\u300c\u512a\u826f\u4e2d\u5dee\u300d)\u662f\u6298\u8877\u65b9\u6848: \u6bd4\u4e8c\u5143\u6709\u66f4\u591a\u5c64\u6b21\uff0c\u53c8\u6bd4\u6578\u5b57\u8a55\u5206\u7a69\u5b9a<\/li>\n\n\n\n<li>\u7814\u7a76\u8b49\u5be6\u96e2\u6563\u6a19\u7c64\u6bd4\u9023\u7e8c\u6578\u5b57\u66f4\u80fd\u7a69\u5b9a\u53cd\u6620\u54c1\u8cea\u5dee\u7570<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5be6\u52d9\u5efa\u8b70:<\/h4>\n\n\n\n<p>\u5982\u679c\u4f60\u9700\u8981\u7a69\u5b9a\u3001\u53ef\u91cd\u73fe\u7684\u8a55\u4f30\u7d50\u679c \u2192 \u7528\u4e8c\u5143\u6216\u591a\u5206\u985e\u6a19\u7c64<\/p>\n\n\n\n<p>\u5982\u679c\u4e00\u5b9a\u8981\u7528\u6578\u5b57\u8a55\u5206 \u2192 \u5fc5\u9808\u56b4\u683c\u63a7\u5236 prompt\u3001\u6a21\u578b\u548c\u53c3\u6578\u8a2d\u5b9a\uff0c\u4e26\u4e14\u505a\u597d\u6821\u6e96<\/p>\n\n\n\n<p>\u63a8\u7406\u6a21\u578b\u80fd\u63d0\u5347\u7a69\u5b9a\u6027\uff0c\u4f46\u8981\u8a55\u4f30\u6210\u672c\u662f\u5426\u503c\u5f97<\/p>\n\n\n\n<p>\u7528 LLM \u4f86\u505a\u8a55\u4f30\u8f38\u51fa\u6642\uff0c\u8a55\u5206\u683c\u5f0f\u7684\u9078\u64c7\u6bd4\u60f3\u50cf\u4e2d\u66f4\u91cd\u8981: \u6578\u5b57\u8a55\u5206\u770b\u8d77\u4f86\u7cbe\u78ba\uff0c\u5be6\u969b\u4e0a\u537b\u5bb9\u6613\u51fa\u73fe\u96e3\u4ee5\u9810\u671f\u7684\u4e0d\u7a69\u5b9a\u3002\u4e8c\u5143\u6216\u5206\u985e\u6a19\u7c64\u96d6\u7136\u770b\u8d77\u4f86\u7c97\u7cd9\uff0c\u53cd\u800c\u66f4\u80fd\u7a69\u5b9a\u53cd\u6620\u54c1\u8cea\u5dee\u7570\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10163117349698971\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfd7\ufe0f <a href=\"https:\/\/www.youtube.com\/watch?v=JfaLQqfXqPA\">RFT, DPO, SFT: Fine-tuning with OpenAI<\/a><\/h3>\n\n\n\n<p>\u9019\u662f OpenAI \u5728 AI Engineer World&#8217;s Fair 2025 \u7684\u5fae\u8abf Workshop\uff0c\u5167\u5bb9\u662f\u4ecb\u7d39 SFT\u3001DPO \u548c RFT \u4e09\u7a2e\u4e0d\u540c\u7684\u5fae\u8abf\u6a21\u578b\u65b9\u5f0f\uff0c\u5206\u5225\u9069\u5408\u54ea\u7a2e\u60c5\u6cc1\uff0c\u4ee5\u53ca\u9700\u8981\u6e96\u5099\u4ec0\u9ebc\u8a13\u7df4\u8cc7\u6599\u3002<br>OpenAI API \u76ee\u524d\u5df2\u7d93\u652f\u63f4\u4e09\u7a2e\u5fae\u8abf\u65b9\u5f0f\uff0c\u900f\u904e\u5f8c\u53f0\u6216 API \u5373\u53ef\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p>\u6295\u5f71\u7247\u6709\u5e7e\u5f35\u975e\u5e38\u68d2!(\u6211\u622a\u5716\u5728\u6211<a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10163100020998971\">Facebook\u6587\u7ae0<\/a>\u5167\u4e86) \u4e00\u76ee\u77ad\u7136\u4e09\u7a2e\u5dee\u7570\uff0c\u6211\u64f7\u53d6\u4e86\u5e7e\u5f35\u4e00\u8d77\u653e\u4e0a\u4f86\uff0c\u4ee5\u4e0b\u91cd\u9ede\u6574\u7406:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. SFT (Supervised Fine-Tuning) \u76e3\u7763\u5f0f\u5fae\u8abf<\/h3>\n\n\n\n<p>\u6838\u5fc3\u6982\u5ff5\u5c31\u662f\u6a21\u4eff\u3002\u4f60\u7d66\u6a21\u578b\u770b\u8f38\u5165\u548c\u671f\u671b\u7684\u8f38\u51fa\uff0c\u5b83\u5c31\u5b78\u8457\u8907\u88fd\u4f60\u8981\u7684\u6a23\u5b50\u3002<\/p>\n\n\n\n<p>\u6700\u9069\u5408: \u5206\u985e\u3001\u683c\u5f0f\u5316\u3001\u7d50\u69cb\u5316\u8cc7\u6599\u63d0\u53d6\uff0c\u6216\u662f\u6a21\u578b\u84b8\u993e(\u8b93\u5c0f\u6a21\u578b\u5b78\u6703\u7279\u5b9a\u4efb\u52d9)\u3002\u7279\u5225\u9069\u5408\u9700\u8981\u56b4\u683c\u7d04\u675f\u6a21\u578b\u884c\u70ba\u3001\u7522\u51fa\u975e\u5e38\u5177\u9ad4\u7d50\u679c\u7684\u60c5\u5883\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. DPO (Direct Preference Optimization) \u76f4\u63a5\u504f\u597d\u512a\u5316<\/h3>\n\n\n\n<p>\u6838\u5fc3\u662f\u6bd4\u8f03\u3002\u4f60\u7d66\u6a21\u578b\u770b\u5169\u500b\u8f38\u51fa\u7bc4\u4f8b\uff0c\u544a\u8a34\u5b83\u300c\u6211\u559c\u6b61\u9019\u500b\u3001\u4e0d\u559c\u6b61\u90a3\u500b\u300d\uff0c\u6a21\u578b\u5c31\u5b78\u8457\u5f80\u4f60\u559c\u6b61\u7684\u65b9\u5411\u8abf\u6574\u3002<\/p>\n\n\n\n<p>\u8cc7\u6599\u683c\u5f0f: \u8f38\u5165 + \u504f\u597d\u7684\u8f38\u51fa + \u4e0d\u504f\u597d\u7684\u8f38\u51fa<\/p>\n\n\n\n<p>\u5b78\u7fd2\u7684\u4e0d\u662f\u67d0\u500b\u5177\u9ad4\u7bc4\u4f8b\uff0c\u800c\u662f\u504f\u597d\u8207\u4e0d\u504f\u597d\u4e4b\u9593\u7684\u5dee\u7570\u3002DPO \u4e26\u975e\u8b93\u6a21\u578b\u7cbe\u78ba\u8f38\u51fa\u4f60\u504f\u597d\u7684\u7b54\u6848\uff0c\u800c\u662f\u8b93\u8f38\u51fa\u50be\u5411\u65bc\u4f60\u559c\u6b61\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u6700\u9069\u5408: \u8a9e\u6c23\u5339\u914d\u3001\u98a8\u683c\u8abf\u6574\u3002\u9019\u4e9b\u7279\u8cea\u5f88\u96e3\u91cf\u5316\u8a55\u4f30\uff0c\u4f46\u653e\u5728\u4e00\u8d77\u6bd4\u8f03\u6642\u5f88\u5bb9\u6613\u770b\u51fa\u597d\u58de\u3002\u7279\u5225\u9069\u5408\u6709 A\/B \u6e2c\u8a66\u8cc7\u6599\u6216\u4f7f\u7528\u8005\u504f\u597d\u8cc7\u6599\u7684\u5834\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. RFT (Reinforcement Fine-Tuning) &#8211; \u5f37\u5316\u5b78\u7fd2\u5fae\u8abf<\/h3>\n\n\n\n<p>\u8b93\u6a21\u578b\u5b78\u7fd2\u5982\u4f55\u63a8\u7406\u7279\u5b9a\u554f\u984c\u3002\u9019\u4e5f\u662f OpenAI \u7528\u4f86\u6253\u9020\u63a8\u7406\u6a21\u578b\u7684\u95dc\u9375\u6280\u8853\u3002<\/p>\n\n\n\n<p>\u8cc7\u6599\u683c\u5f0f: \u8f38\u5165 + \u8a55\u5206\u5668 (grader) + \u53c3\u8003\u7b54\u6848(optional)<\/p>\n\n\n\n<p>\u91cd\u9ede\u5728\u65bc\u8a55\u5206\u5668\u53ef\u4ee5\u5f88\u591a\u6a23\u5316\uff0c\u8b93\u61c9\u7528\u66f4\u9748\u6d3b\u3002\u6a21\u578b\u5b78\u7684\u662f\u8abf\u6574\u81ea\u5df1\u7684\u300c\u601d\u8003\u93c8\u300d(chain of thought)\uff0c\u4ee5\u63d0\u9ad8\u89e3\u6c7a\u554f\u984c\u7684\u6210\u529f\u7387\u3002<\/p>\n\n\n\n<p>\u6700\u9069\u5408: \u53ef\u8a55\u5206\u7684\u96e3\u984c\uff0c\u7279\u5fb5\u662f\u300c\u96e3\u4ee5\u57f7\u884c\uff0c\u4f46\u6613\u65bc\u9a57\u8b49\u300d\uff0c\u4f8b\u5982: \u91ab\u7642\u8a3a\u65b7\u3001\u6cd5\u5f8b\u5206\u6790\u3001\u7a0b\u5f0f\u64b0\u5beb\u3002\u4e5f\u9069\u5408\u8a13\u7df4 LLM \u8a55\u5be9\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7e3d\u7d50\u4e00\u4e0b:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9700\u8981\u7cbe\u78ba\u3001\u53d7\u7d04\u675f\u7684\u8f38\u51fa \u2192 \u7528 SFT<\/li>\n\n\n\n<li>\u60f3\u8abf\u6574\u8a9e\u6c23\u98a8\u683c\uff0c\u6709\u504f\u597d\u6bd4\u8f03\u8cc7\u6599 \u2192 \u7528 DPO<\/li>\n\n\n\n<li>\u9762\u5c0d\u8907\u96dc\u96e3\u984c\uff0c\u9700\u8981\u63d0\u5347\u63a8\u7406\u80fd\u529b \u2192 \u7528 RFT<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u5f8c\uff0cQA \u591a\u6b21\u6709\u4eba\u554f\u4f55\u6642\u9069\u5408\u5fae\u8abf\uff0c\u8b1b\u8005\u90fd\u518d\u4e09\u5f37\u8abf Prompting \u512a\u5148\u3001RAG \u512a\u5148\uff0c\u505a\u5fae\u8abf\u662f\u6700\u5f8c\u6700\u5f8c\u9084\u60f3\u63d0\u5347\u6027\u80fd\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10163100020998971\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10163047278398971\">Anthropic \u7684 Agent Skills \u6280\u8853\u89e3\u6790<\/a><\/h3>\n\n\n\n<p>\u770b\u4e86 Anthropic \u6700\u65b0\u63a8\u51fa\u7684 Agent Skills \u529f\u80fd\uff0c\u4f86\u6280\u8853\u89e3\u6790\u4e00\u4e0b: \u7b97\u662f\u500b Code Interpreter \u7684\u5305\u88dd\u529f\u80fd:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5148\u628a\u5beb\u597d\u7684 script \u5148\u50b3\u5230 container \u88e1\u9762\uff0c\u8b93 agent \u53ef\u4ee5\u57f7\u884c<\/li>\n\n\n\n<li>\u642d\u914d function calling \u505a\u5169\u968e\u6bb5\u7684 context \u63ed\u9732<\/li>\n<\/ol>\n\n\n\n<p>\u6211\u7df4\u7fd2\u7528 OpenAI \u7684 Code Interpreter \u52a0\u4e0a OpenAI Agnets SDK \u4e5f\u505a\u4e86\u4e00\u500b\u51fa\u4f86\uff0c\u662f\u883b\u6709\u610f\u601d\u7684\u7528\u6cd5\ud83d\udc4f<\/p>\n\n\n\n<p>\u57fa\u672c\u4e0a skill \u7b49\u65bc \u4e00\u4e9b\u9810\u5148\u5beb\u597d\u7684 script \u7a0b\u5f0f\uff0c\u642d\u914d\u5b8c\u6574\u7684\u64cd\u4f5c\u6307\u793a\uff0c\u8b93 Code Interpreter \u53ef\u4ee5\u76f4\u63a5\u57f7\u884c\u5b83\u3002\u53e6\u5916\u4e5f\u505a\u4e86 Context Enginering \u512a\u5316\u3002<\/p>\n\n\n\n<p>skill \u63cf\u8ff0\u5206\u6210 1. \u7c21\u55ae\u63cf\u8ff0\u76f4\u63a5\u653e system prompt \u8b93 agent \u6311\u9078 2. \u5b8c\u6574\u64cd\u4f5c\u63cf\u8ff0\u9700\u8981\u7528\u5de5\u5177\u9032\u4e00\u6b65\u63ed\u9732\u3002<\/p>\n\n\n\n<p>\u6211\u5beb\u6210\u4e00\u500b Google colab\uff0c\u5982\u679c\u4f60\u77e5\u9053\u4ec0\u9ebc Code Interpreter \u548c Agent\uff0c\u90a3\u770b\u9019\u4efd colab \u4f60\u4e5f\u6703\u505a\u4e86\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u6587\u7ae0: <a href=\"https:\/\/www.anthropic.com\/engineering\/equipping-agents-for-the-real-world-with-agent-skills\">Equipping agents for the real world with Agent Skills<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/colab.research.google.com\/drive\/1_nF3VCfRAYgSLI3fPab8UfLYA2Q6FsXd?usp=sharing\">\u6211\u7684 colab \u62c6\u89e3\u6280\u8853\u539f\u7406<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10163047278398971\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf0d <a href=\"https:\/\/www.interconnects.ai\/p\/state-of-open-models-2025\">\u958b\u6e90\u6a21\u578b\u751f\u614b\u73fe\u6cc1 The State of Open Models<\/a><\/h3>\n\n\n\n<p>\u5206\u4eab\u4e00\u5834 Nathan Lambert (AI2) \u95dc\u65bc The State of Open Models \u958b\u6e90\u6a21\u578b\u751f\u614b\u73fe\u6cc1\u7684\u6f14\u8b1b\u91cd\u9ede\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u4e2d\u570b\u958b\u6e90\u6a21\u578b\u5df2\u7d93\u8d85\u8d8a\u7f8e\u570b<\/p>\n\n\n\n<p>2024 \u5e74\u521d\uff0cLlama \u9084\u662f\u4e3b\u6d41\uff0cDeepSeek \u548c Qwen \u53ea\u662f\u300c\u6709\u8da3\u7684\u66ff\u4ee3\u54c1\u300d\u3002\u4f46\u73fe\u5728\u60c5\u6cc1\u5b8c\u5168\u9006\u8f49\u4e86\u3002<br>\u5f9e Hugging Face \u7684\u4e0b\u8f09\u6578\u64da\u4f86\u770b\uff0cQwen \u5df2\u7d93\u8d85\u8d8a Llama \u6210\u70ba\u6700\u591a\u4eba\u4f7f\u7528\u7684\u958b\u6e90\u6a21\u578b\uff0c\u800c\u4e14\u9019\u500b\u8da8\u52e2\u9084\u5728\u6301\u7e8c\u64f4\u5927\u4e2d\u3002<br>\u5f9e Benchmark \u4f86\u770b\u4e5f\u662f: \u4e2d\u570b\u958b\u6e90\u6a21\u578b\u7684\u5206\u6578\u5df2\u7d93\u9818\u5148\u7f8e\u570b\u6240\u6709\u958b\u6e90\u6a21\u578b\u3002OpenAI \u7684 GPT-OSS \u662f\u5f80\u6b63\u78ba\u65b9\u5411\u7684\u4e00\u6b65\uff0c\u4f46\u9084\u4e0d\u8db3\u4ee5\u626d\u8f49\u8da8\u52e2\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 Qwen \u7684\u5168\u65b9\u4f4d\u653b\u52e2<\/p>\n\n\n\n<p>Qwen \u4e0d\u53ea\u662f\u505a\u6587\u5b57\u6a21\u578b\uff0c\u4ed6\u5011\u5e7e\u4e4e\u4ec0\u9ebc\u90fd\u505a: \u6587\u5b57\u8f49\u8a9e\u97f3\u3001\u5716\u7247\u7de8\u8f2f(Studio Ghibli \u98a8\u683c\u90a3\u6ce2)\u3001Agentic Coding\u3001VLM \u8996\u89ba\u8a9e\u8a00\u6a21\u578b\u7b49\u7b49\u3002<br>\u8b1b\u8005\u8868\u793a: \u300c996 \u53ef\u80fd\u9084\u4f4e\u4f30\u4e86\u4ed6\u5011\u7684\u52aa\u529b\u300d\u3002\u800c\u4e14 Alibaba \u5b98\u65b9\u5e33\u865f\u6703\u4e3b\u52d5 DM \u4ed6\uff0c\u5e0c\u671b\u4ed6\u5831\u5c0e\u65b0\u6a21\u578b\u3002\u9019\u7a2e\u793e\u7fa4\u7d93\u71df\u7684\u7a4d\u6975\u7a0b\u5ea6\uff0c\u7f8e\u570b\u6c92\u6709\u4efb\u4f55\u4e00\u5bb6\u516c\u53f8\u5728\u505a\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u70ba\u4ec0\u9ebc Meta \u6389\u968a\u4e86?<\/p>\n\n\n\n<p>Zuckerberg \u524d\u5f8c\u7684\u8aaa\u6cd5\u5dee\u5f88\u591a\u3002\u4e00\u5e74\u524d\u8aaa\u8981 all-in \u958b\u6e90\uff0c\u73fe\u5728\u614b\u5ea6\u5df2\u7d93\u5927\u4e0d\u540c\u3002<br>Nathan \u8a8d\u70ba\u9019\u662f\u500b\u6230\u7565\u5931\u8aa4\u3002Meta \u672c\u4f86\u53ef\u4ee5\u6210\u70ba\u958b\u6e90\u4e16\u754c\u7684\u9738\u4e3b\uff0c\u7d50\u679c\u628a\u4f4d\u7f6e\u8b93\u7d66\u4e86\u4e2d\u570b\u3002\u5efa\u7acb\u958b\u6e90\u793e\u7fa4\u7684 mindshare \u9700\u8981\u5f88\u9577\u6642\u9593\uff0c\u4e00\u65e6\u5931\u53bb\u5c31\u5f88\u96e3\u8ffd\u56de\u4f86\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 DeepSeek \u548c Qwen \u5176\u5be6\u5f88\u4e0d\u4e00\u6a23<\/p>\n\n\n\n<p>DeepSeek \u662f\u7814\u7a76\u5c0e\u5411\u7684\u9802\u5c16\u5718\u968a\uff0c\u300c\u8001\u5be6\u8aaa\uff0c\u4f60\u53ef\u4ee5\u7a31\u4ed6\u5011\u70ba\u975e\u5e38\u8ffd\u6c42 AGI \u7684\u300d\uff0c\u76ee\u6a19\u662f\u524d\u6cbf\u7684\u4f7f\u7528\u6848\u4f8b\u3002Qwen \u5247\u662f\u9760 Alibaba \u7684\u8cc7\u6e90\u505a full-stack \u670d\u52d9\uff0c\u985e\u4f3c\u4e4b\u524d Meta \u5728\u505a\u7684\u4e8b\u60c5\u3002<br>\u9019\u5169\u7a2e\u6a21\u5f0f\u90fd\u5f88\u6210\u529f\uff0c\u800c\u4e14\u4e2d\u570b\u9084\u6709 Moonshot AI (Kimi)\u3001ZAI (GLM-4.5)\u3001\u9a30\u8a0a\u3001\u5b57\u7bc0\u8df3\u52d5\u7b49\u7b49\u4e00\u5806\u516c\u53f8\u5728\u505a\u958b\u6e90\u3002\u7f8e\u5718\u6700\u8fd1\u4e5f\u767c\u4e86\u4e00\u500b\u5f88\u5f37\u7684\u6a21\u578b\u3002\u9019\u500b\u751f\u614b\u7cfb\u7684\u591a\u6a23\u6027\u8b93\u4e2d\u570b\u66f4\u5bb9\u6613\u627e\u5230 open source \u7684\u53ef\u884c\u5546\u696d\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u95dc\u65bc\u5b89\u5168\u554f\u984c<\/p>\n\n\n\n<p>\u6709\u4eba\u554f\u5230\u7528 DeepSeek \u6216 Qwen \u6703\u4e0d\u6703\u6709\u5b89\u5168\u7591\u616e? Nathan \u7684\u89c0\u9ede\u662f: \u5982\u679c\u4f60\u6c92\u6ce8\u610f\u5230\u7684\u8a71\uff0c\u78ba\u5be6\u6703\u78b0\u5230\u4e00\u4e9b\u4f60\u4e0d\u559c\u6b61\u7684\u6771\u897f\u3002<\/p>\n\n\n\n<p>\u4ed6\u8209\u4f8b: \u554f DeepSeek R1 \u4e00\u500b\u666e\u901a\u554f\u984c\uff0c\u5b83\u53ef\u80fd\u6703\u56de\u7b54\u300c\u6211\u5011\u59cb\u7d42\u9075\u5faa\u793e\u6703\u4e3b\u7fa9\u6838\u5fc3\u50f9\u503c\u89c0\u548c\u4e2d\u570b\u5171\u7522\u9ee8\u7684\u8981\u6c42\u300d\u9019\u985e\u5947\u602a\u7684\u5ba3\u50b3\u8a9e\u3002\u300c\u7576\u4f60\u8aaa\u4e2d\u570b\u6a21\u578b\u88ab\u5be9\u67e5\u6642\uff0c\u5be6\u969b\u4e0a\u5927\u591a\u53ea\u662f\u5728\u4f60\u7684\u5c0f\u65b0\u5275 app \u4e2d\u51fa\u73fe\u4e00\u4e9b\u5947\u602a\u7684\u7121\u610f\u7fa9\u5ba3\u50b3\u300d<\/p>\n\n\n\n<p>\u81f3\u65bc\u662f\u5426\u6709\u5f8c\u9580\u6216\u60e1\u610f code? \u4ed6\u500b\u4eba\u8a8d\u70ba\u73fe\u5728\u6c92\u6709\uff0c\u4f46\u9019\u7a2e\u61f7\u7591\u662f\u5408\u7406\u7684\u3002\u76ee\u524d\u9019\u662f\u7121\u6cd5\u8b49\u660e\u7684\u672a\u77e5\u6578\uff0c\u300c\u6bd4\u5982 DeepSeek \u7684\u5de5\u5177\u4f7f\u7528\u662f\u5426\u8a2d\u8a08\u70ba\u7de8\u5beb\u6709\u6f0f\u6d1e\u7684\u7a0b\u5f0f\u78bc? \u6c92\u6709\u4efb\u4f55\u653f\u5e9c\u6a5f\u69cb\u80fd\u5920\u771f\u6b63\u8b49\u660e\u9019\u4e00\u9ede\u3002\u6211\u975e\u5e38\u5f37\u70c8\u5730\u611f\u89ba\u5230\u73fe\u5728\u6c92\u6709\u771f\u6b63\u7684\u5f8c\u9580\u6216\u5371\u96aa\uff0c\u4f46\u9019\u7a2e\u52d5\u6a5f\u662f\u5408\u7406\u7684\u3002\u300d<\/p>\n\n\n\n<p>\u6240\u4ee5\u5927\u516c\u53f8\u901a\u5e38\u4e0d\u7528\u4e2d\u570b\u6a21\u578b\uff0c\u4f46 startup \u70ba\u4e86\u5275\u65b0\u901f\u5ea6\u6703\u7528\u3002\u300c\u6700\u7d42\u9019\u5169\u4ef6\u4e8b\u6703\u6b63\u9762\u885d\u7a81\uff0c\u6211\u5011\u4e0d\u77e5\u9053\u6703\u767c\u751f\u4ec0\u9ebc\u3002\u5982\u679c\u6709\u7f8e\u570b\u548c\u897f\u65b9\u66ff\u4ee3\u54c1\u6703\u66f4\u5bb9\u6613\u6289\u64c7\u3002\u4f46\u73fe\u5728\u7684\u554f\u984c\u662f: \u65b0\u7522\u54c1\u7684\u529b\u91cf\u6703\u8d0f\uff0c\u9084\u662f\u5b89\u5168\u6027\u6703\u8d0f?\u300d<\/p>\n\n\n\n<p>\u8b1b\u8005\u8a8d\u70ba\u5b89\u5168\u554f\u984c\u76ee\u524d\u4e0d\u662f\u6700\u7dca\u8feb\u7684\uff0c\u56e0\u70ba\u958b\u653e\u6a21\u578b\u843d\u5f8c\u524d\u6cbf\u6a21\u578b\u6578\u6708\u5230\u6578\u5e74\uff0c\u9019\u63d0\u4f9b\u4e86\u4e00\u5b9a\u7684\u7de9\u885d\u671f\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u7f8e\u570b\u8a72\u600e\u9ebc\u8fa6?<\/p>\n\n\n\n<p>Nathan \u5728\u63a8\u52d5\u4e00\u500b\u53eb ATOM (American Truly Open Models) \u7684\u8a08\u756b\uff0c\u5e0c\u671b\u80fd\u7372\u5f97\u66f4\u591a\u8cc7\u6e90\u6295\u5165\u958b\u6e90\u6a21\u578b\u958b\u767c\u3002<br>\u4ed6\u8a8d\u70ba\u73fe\u5728\u7684\u6295\u8cc7\u9084\u9060\u9060\u4e0d\u5920\u3002NSF \u7d66\u4e86\u56db\u5e74\u4e00\u5104\u7f8e\u91d1\uff0c\u4f46\u4ed6\u89ba\u5f97\u9019\u500b\u6578\u5b57\u61c9\u8a72\u662f\u6bcf\u5e74\u7684\u6700\u4f4e\u6a19\u6e96\u3002\u800c\u4e14\u76ee\u524d\u5b78\u8853\u754c\u7814\u7a76\u7684\u6a21\u578b\u53ef\u80fd\u8ddf\u524d\u6cbf\u6a21\u578b\u5dee\u8ddd\u592a\u5927\uff0c\u6709\u812b\u7bc0\u7684\u98a8\u96aa\u3002<\/p>\n\n\n\n<p>\u7f8e\u570b\u7684\u512a\u52e2\u5728\u65bc\u900f\u660e\u5ea6\u548c\u5b78\u8853\u9023\u7d50\uff0c\u4f46\u5728\u8a13\u7df4\u8cc7\u6599\u4f7f\u7528\u4e0a\u53d7\u5230\u66f4\u591a\u9650\u5236\u3002\u4e2d\u570b\u516c\u53f8\u53ef\u4ee5\u8a13\u7df4\u4efb\u4f55\u6700\u597d\u7684\u8cc7\u6599\uff0c\u800c\u50cf AI2 \u9019\u6a23\u7684\u6a5f\u69cb\u5982\u679c\u8981\u4fdd\u6301\u900f\u660e\u958b\u653e\uff0c\u5728\u6027\u80fd\u4e0a\u5c31\u6703\u6709\u52a3\u52e2\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u958b\u6e90\u6a21\u578b\u6703\u4e00\u76f4\u5b58\u5728<\/p>\n\n\n\n<p>Nathan \u5f37\u8abf: \u7121\u8ad6\u7f8e\u570b\u505a\u4e0d\u505a\uff0c\u958b\u6e90\u6a21\u578b\u90fd\u6703\u5b58\u5728\u3002\u8a13\u7df4\u6a21\u578b\u7684\u4eba\u624d\u548c\u8cc7\u6e90\u6b63\u5728\u5168\u7403\u64f4\u6563\u3002\u8207\u5176\u88ab\u52d5\u9762\u5c0d\uff0c\u4e0d\u5982\u4e3b\u52d5\u9818\u5c0e\u9019\u500b\u751f\u614b\u7cfb\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid0dPBKb9DPe6wtAtGEz3Z2yU3bRsMah5fWZkJG3uZLhW1pLH2TkVABgYqHDFgEEDqfl\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5e0c\u671b\u4f60\u6703\u559c\u6b61\u9019\u96c6\u5167\u5bb9\uff01<\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6b61\u8fce\u8a02\u95b1 \ud83d\udcec&nbsp;\u611b\u597d AI Engineer \u96fb\u5b50\u5831&nbsp;\u904e\u5f80\u671f\u6578\u9ede\u9019&nbsp;\ud83d\udcda Hello &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/13553-aie-2025-models-and-agents\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831\u00a0\ud83d\ude80\u00a02025 Q4 AI \u6a21\u578b\u8207 Agent \u958b\u767c #33\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[91],"tags":[],"class_list":["post-13553","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3wB","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13553","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=13553"}],"version-history":[{"count":10,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13553\/revisions"}],"predecessor-version":[{"id":13646,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13553\/revisions\/13646"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=13553"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=13553"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=13553"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}