{"id":91231,"date":"2026-01-08T16:05:45","date_gmt":"2026-01-08T08:05:45","guid":{"rendered":"https:\/\/aicats.wiki\/?p=91231"},"modified":"2026-01-08T16:05:45","modified_gmt":"2026-01-08T08:05:45","slug":"llm%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f2025%e5%b9%b4%e4%bc%81%e4%b8%9a%e4%b8%8e%e5%bc%80%e5%8f%91%e8%80%85%e5%bf%85%e7%9c%8b%e7%9a%84%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ba%94%e7%94%a8%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2026\/01\/08\/91231.html","title":{"rendered":"LLM\u662f\u4ec0\u4e48\uff1f2025\u5e74\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u5fc5\u770b\u7684\u5927\u6a21\u578b\u5e94\u7528\u89e3\u6790\u4e0e\u5b9e\u7528\u5efa\u8bae"},"content":{"rendered":"<p><strong><a href=\"https:\/\/aicats.wiki\/tw\/2025\/08\/29\/38254-html\/\" title=\"Agent Laboratory\uff1a\u8b93LLM Agent\u6210\u70ba\u4f60\u7684\u7814\u7a76\u52a9\u624b\uff0c\u52a0\u901f\u79d1\u5b78\u767c\u73fe\">\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09<\/a>\u5df2\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u548c\u5f00\u53d1\u8005\u521b\u65b0\u7684\u5173\u952e\u3002<\/strong>\u672c\u6587\u68b3\u74062025\u4e3b\u6d41LLM\u4ea7\u54c1\u3001\u5178\u578b\u884c\u4e1a\u843d\u5730\u65b9\u6848\uff0c\u5e76\u9644\u9009\u578b\u8868\u4e0e\u5b9e\u8df5\u6e05\u5355\uff1b<strong>\u5185\u5bb9\u6db5\u76d6\u6a21\u578b\u539f\u7406\u3001\u4ea7\u54c1\u5bf9\u6bd4\u3001\u5e94\u7528\u573a\u666f\u4e0e\u5f00\u53d1\u8005\u5de5\u5177\/\u5b9e\u8df5\u5efa\u8bae<\/strong>\uff0c\u52a9\u529b\u4f01\u4e1a\u51b3\u7b56\u548c\u5f00\u53d1\u8005\u9ad8\u6548\u96c6\u6210\u5927\u6a21\u578b\uff0c\u89c4\u907f\u5e38\u89c1\u8bef\u533a\uff0c\u5b89\u5168\u62e5\u62b1<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u53d8\u9769\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1921\" height=\"1051\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2026\/01\/image-76-1.jpg\" alt=\"LLM\u662f\u4ec0\u4e48\uff1f2025\u5e74\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u5fc5\u770b\u7684\u5927\u6a21\u578b\u5e94\u7528\u89e3\u6790\u4e0e\u5b9e\u7528\u5efa\u8bae\" class=\"wp-image-91526\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u4e48\u662fLLM\uff1f<\/h2>\n\n\n\n<p><strong>LLM\uff08Large Language Model\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09<\/strong>\u662f\u4e00\u79cd\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u901a\u8fc7\u8bad\u7ec3\u6d77\u91cf\u6587\u672c\uff0c\u5177\u5907\u50cf\u4eba\u7c7b\u4e00\u6837\u7406\u89e3\u4e0e\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5185\u5bb9\u521b\u4f5c\u3001\u77e5\u8bc6\u95ee\u7b54\u3001\u667a\u80fd\u5ba2\u670d\u4e0e\u4ee3\u7801\u751f\u6210\u7b49\u9886\u57df\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u91cf\u5de8\u5927<\/strong>\uff1a\u5341\u4ebf~\u4e07\u4ebf\u7ea7\u53c2\u6570\uff0c\u5f3a\u5927\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u77e5\u8bc6\u62bd\u8c61\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u591a\u4efb\u52a1\u9002\u914d<\/strong>\uff1a\u4e00\u6a21\u578b\u5b8c\u6210\u6458\u8981\u3001\u4ee3\u7801\u3001\u7ffb\u8bd1\u7b49\u591a\u79cd\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u5b66\u4e60\/\u8fc1\u79fb\u80fd\u529b<\/strong>\uff1a\u57fa\u4e8e\u5fae\u8c03\u4e0e\u68c0\u7d22\u589e\u5f3a\uff08RAG\uff09\u6280\u672f\u8fc5\u901f\u62d3\u5c55\u884c\u4e1a\u573a\u666f\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2026\/01\/my_prefix_1767772546.jpg\" alt=\"\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7ed3\u6784\u56fe\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/en.wikipedia.org\/wiki\/Large_language_model\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7ed3\u6784\u56fe<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b\u67b6\u6784\u7c7b\u578b<\/th><th>\u4ee3\u8868\u7522\u54c1<\/th><th>\u53c3\u6578\u898f\u6a21<\/th><th>\u9069\u7528\u7bc4\u570d<\/th><\/tr><\/thead><tbody><tr><td>\u57fa\u7840\u5927\u6a21\u578b<\/td><td>GPT-4, Llama 3<\/td><td>\u5343\u4ebf\/\u4e07\u4ebf\u7ea7<\/td><td>\u901a\u7528\u5185\u5bb9\u751f\u6210<\/td><\/tr><tr><td>\u4e13\u4e1a\u5fae\u8c03\u6a21\u578b<\/td><td>Codex, Gemini<\/td><td>\u5343\u5104\u7d1a<\/td><td>\u7f16\u7a0b\u3001\u77e5\u8bc6\u95ee\u7b54<\/td><\/tr><tr><td>\u68c0\u7d22\u589e\u5f3a\u578b<\/td><td>RAG\u7cfb\u5217\uff08ChatGLM\uff09<\/td><td>\u5343\u5104\u7d1a<\/td><td>\u4f01\u4e1a\u77e5\u8bc6\u5e93\u3001\u81ea\u52a8\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u66f4\u591a\u4ea7\u54c1\u7ec6\u8282\u89c1<a href=\"https:\/\/openai.com\/research\/publications\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >OpenAI GPT-5<\/a>\u548c<a href=\"https:\/\/blog.google\/technology\/ai\/google-gemini-ai-update-december-2024\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Google Gemini<\/a>\u5b98\u65b9\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u884c\u4e1a\u4e3b\u6d41LLM\u4ea7\u54c1\u5168\u666f\u8868<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>LLM\u540d\u79f0<\/th><th>\u7814\u53d1\u516c\u53f8<\/th><th>\u7522\u54c1\u5b9a\u4f4d<\/th><th>\u53ef\u64f4\u5c55\u6027<\/th><th>\u4ee3\u8868\u61c9\u7528<\/th><th>\u5b98\u65b9\u9023\u7d50<\/th><\/tr><\/thead><tbody><tr><td>GPT-5\/Turbo\/O1<\/td><td>OpenAI<\/td><td>\u901a\u7528\/\u5f00\u53d1<\/td><td>\u2605\u2605\u2605\u2605\u2606<\/td><td>\u5185\u5bb9\u751f\u6210\u3001\u4f01\u4e1a\u77e5\u8bc6<\/td><td><a href=\"https:\/\/platform.openai.com\/docs\/models\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u7522\u54c1\u9801\u9762<\/a><\/td><\/tr><tr><td>Gemini Flash 3.0<\/td><td>Google<\/td><td>\u529e\u516c\/\u901a\u7528<\/td><td>\u2605\u2605\u2605\u2605\u2605<\/td><td>AI\u641c\u7d22\u3001\u6587\u6863\u52a9\u7406<\/td><td><a href=\"https:\/\/blog.google\/technology\/ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Gemini AI Blog<\/a><\/td><\/tr><tr><td>Claude 4.5 Sonnet<\/td><td>Anthropic<\/td><td>\u5bf9\u8bdd\/\u5b89\u5168<\/td><td>\u2605\u2605\u2605\u2605\u2606<\/td><td>\u5ba2\u670d\u3001\u5408\u89c4<\/td><td><a href=\"https:\/\/www.anthropic.com\/claude\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><\/tr><tr><td>Llama 3<\/td><td>Meta<\/td><td>\u958b\u6e90<\/td><td>\u2605\u2605\u2605\u2605\u2605<\/td><td>\u884c\u4e1a\u5b9a\u5236\u5f00\u53d1<\/td><td><a href=\"https:\/\/ai.meta.com\/llama\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Llama 3\u4ecb\u7ecd<\/a><\/td><\/tr><tr><td>Qwen<\/td><td>\u963f\u91cc\u96f2<\/td><td>\u4e2d\u6587\/\u591a\u8a9e\u8a00<\/td><td>\u2605\u2605\u2605\u2605\u2606<\/td><td>\u8de8\u5883\u7535\u5546\u3001\u667a\u80fd\u5ba2\u670d<\/td><td><a href=\"https:\/\/qwen.alibaba.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Qwen AI<\/a><\/td><\/tr><tr><td>Mistral<\/td><td>Mistral AI<\/td><td>\u8f7b\u91cf\/\u9ad8\u6548<\/td><td>\u2605\u2605\u2605\u2605\u2606<\/td><td>\u79fb\u52a8AI\u3001\u8fb9\u7f18\u8ba1\u7b97<\/td><td><a href=\"https:\/\/mistral.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Mistral\u5b98\u7f51<\/a><\/td><\/tr><tr><td>ChatGLM3<\/td><td>\u667a\u6e90\/\u6e05\u534e<\/td><td>\u672c\u5730\/\u884c\u4e1a\u5316<\/td><td>\u2605\u2605\u2605\u2605\u2606<\/td><td>\u653f\u5e9c\u529e\u516c\u3001\u77e5\u8bc6\u5e93<\/td><td><a href=\"https:\/\/chatglm.cn\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >ChatGLM<\/a><\/td><\/tr><tr><td>\u6587\u5fc3\u4e00\u8a00<\/td><td>\u767e\u5ea6<\/td><td>\u4e2d\u6587\u573a\u666f<\/td><td>\u2605\u2605\u2605\u2605\u2606<\/td><td>\u5185\u5bb9\u521b\u4f5c\u3001\u77e5\u8bc6\u6587\u6863<\/td><td><a href=\"https:\/\/yiyan.baidu.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6587\u5fc3\u4e00\u8a00<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">LLM\u53d8\u9769\u4e0b\u7684\u4f01\u4e1a\u573a\u666f\u5e94\u7528<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5185\u5bb9\u751f\u6210\u4e0e\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5185\u5bb9\u521b\u4f5c\u81ea\u52a8\u5316\uff1a<\/strong> \u501f\u52a9GPT-4\u3001\u6587\u5fc3\u4e00\u8a00\u7b49\u9ad8\u6548\u5b8c\u6210\u8425\u9500\/\u4ea7\u54c1\/\u5408\u89c4\u6587\u6848\uff0c\u63d0\u5347\u4f01\u4e1aOA\u4e0e\u5e02\u573a\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u68c0\u7d22\u4e0e\u77e5\u8bc6\u95ee\u7b54\uff1a<\/strong> RAG+LLM\u878d\u5408\uff0c\u591a\u7ec8\u7aef\u9ad8\u6548&#8221;\u641c\u5373\u5f97&#8221;, \u5f7b\u5e95\u6253\u7834\u4fe1\u606f\u5b64\u5c9b\uff0c\u89c1LangChain\u7b49\u7ec4\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2026\/01\/my_prefix_1767772549.jpg\" alt=\"\u4e3b\u6d41\u5927\u6a21\u578b\u4ea7\u4e1a\u5730\u56fe\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/www.cbinsights.com\/research\/ai-100-startups-market-map\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u4e3b\u6d41\u5927\u6a21\u578b\u4ea7\u4e1a\u5730\u56fe<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u667a\u80fd\u5ba2\u670d\u4e0e\u81ea\u52a8\u5bf9\u8bdd<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u5ba2\u670d\u673a\u5668\u4eba\uff1a<\/strong> Claude 3.5\u3001ChatGLM3\u652f\u6301\u5168\u5e74\u4e0d\u95f4\u65ad\u5408\u89c4\u5e94\u7b54\uff0c\u5e76\u667a\u80fd\u5206\u6d41\u5f02\u5e38\u81f3\u4eba\u5de5\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u95ee\u8be2\u5206\u62e3\uff1a<\/strong> \u91d1\u878d\u3001\u653f\u52a1\u7b49\u6807\u51c6\u5316\u4e1a\u52a1\u5927\u5e45\u8282\u7ea6\u4eba\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ee3\u7801\u7814\u53d1\u63d0\u6548<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u667a\u80fd\u8865\u5168\/\u9519\u8bef\u68c0\u67e5<\/strong>\uff08\u5982Copilot\uff09\uff0c\u81ea\u52a8\u751f\u6210API\u6587\u6863\u4e0e\u6d4b\u8bd5\u7528\u4f8b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u63d0\u53d6\u4e0e\u5408\u89c4\u5ba1\u67e5<\/h3>\n\n\n\n<p>LLM\u53ef\u5feb\u901f\u5904\u7406\u5927\u6279\u91cf\u654f\u611f\u6587\u6863\uff0c\u81ea\u52a8\u8bc6\u522b\u5408\u89c4\u98ce\u9669\uff0c\u662f\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u52a1\u6570\u5b57\u5316\u5347\u7ea7\u5229\u5668\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1920\" height=\"1041\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2026\/01\/image-76-2.jpg\" alt=\"OpenAI\u591a\u79cd\u5927\u6a21\u578b\u4ea7\u54c1\u5217\u8868\" class=\"wp-image-91531\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/platform.openai.com\/docs\/models\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >OpenAI\u591a\u79cd\u5927\u6a21\u578b\u4ea7\u54c1\u5217\u8868<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7522\u696d<\/th><th>\u61c9\u7528\u5834\u666f<\/th><th>\u63a8\u8350LLM<\/th><th>\u843d\u5730\u8868\u73b0<\/th><\/tr><\/thead><tbody><tr><td>\u6559\u80b2<\/td><td>\u667a\u80fd\u6279\u6539\/\u7b54\u7591<\/td><td>GPT-5\/Llama 4<\/td><td>\u2605\u2605\u2605\u2605\u2605<\/td><\/tr><tr><td>\u6cd5\u5f8b<\/td><td>\u6761\u6587\u81ea\u52a8\u5ba1\u6838<\/td><td>Claude\/GPT-5<\/td><td>\u2605\u2605\u2605\u2605\u2606<\/td><\/tr><tr><td>\u91d1\u878d<\/td><td>\u98ce\u63a7\/\u53cd\u6b3a\u8bc8<\/td><td>GPT-5\/Gemini<\/td><td>\u2605\u2605\u2605\u2605\u2605<\/td><\/tr><tr><td>\u5ba2\u670d<\/td><td>\u81ea\u52a8\u95ee\u7b54\u673a\u5668\u4eba<\/td><td>ChatGLM\/Claude<\/td><td>\u2605\u2605\u2605\u2605\u2605<\/td><\/tr><tr><td>\u7814\u53d1<\/td><td>\u4ee3\u7801\u751f\u6210\u6d4b\u8bd5<\/td><td>Llama 4\/Codex<\/td><td>\u2605\u2605\u2605\u2605\u2605<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f01\u4e1aLLM\u9009\u578b\u4e0e\u90e8\u7f72\u65b9\u6cd5\u8bba<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u5f00\u653e\u6027\u4e0e\u53ef\u63a7\u6027\uff1a<\/strong> \u5f00\u6e90\uff08Llama 3\/ChatGLM\uff09\u9002\u5408\u81ea\u7814\uff0c\u5546\u7528\u95ed\u6e90\u9002\u4f01\u4e1a\u4e91\u4e0a\u90e8\u7f72\u3002<\/li>\n\n\n\n<li><strong>\u8bed\u8a00\u4e0e\u4e13\u4e1a\u5782\u76f4\u9002\u914d\uff1a<\/strong> \u4e2d\u6587\u9996\u9009Qwen\u3001\u6587\u5fc3\u4e00\u8a00\uff0c\u591a\u8bed\u53ef\u9009Llama 3\/GPT-4\u3002<\/li>\n\n\n\n<li><strong>\u90e8\u7f72\u6210\u672c\uff1a<\/strong> \u516c\u6709\u4e91API\u7528\u91cf\u5927\u9700\u6210\u672c\u8bc4\u4f30\uff0c\u672c\u5730\u5316\u90e8\u7f72\u9700\u786c\u4ef6\u6295\u5165\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u4e0e\u5408\u89c4\u53ef\u63a7\uff1a<\/strong> \u91d1\u878d\/\u533b\u7597\u7b49\u573a\u666f\u4f18\u5148\u672c\u5730\u90e8\u7f72\uff0c\u914d\u5408\u6570\u636e\u8fc7\u6ee4\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6b65\u9a5f<\/th><th>\u8981\u70b9\u63cf\u8ff0<\/th><th>\u63a8\u85a6\u5de5\u5177<\/th><\/tr><\/thead><tbody><tr><td>\u8cc7\u6599\u6e96\u5099<\/td><td>\u8131\u654f\/\u7ed3\u6784\u5316\u672c\u5730\u77e5\u8bc6<\/td><td>LangChain\/Haystack<\/td><\/tr><tr><td>\u6a21\u578b\u9078\u578b<\/td><td>\u6027\u80fd\u3001\u63a5\u53e3\u4e0e\u6210\u672c\u5bf9\u6bd4<\/td><td>HuggingFace\/OpenAI<\/td><\/tr><tr><td>Prompt\u5de5\u7a0b<\/td><td>\u573a\u666f\u5316Prompt+few-shot<\/td><td>PromptChainer<\/td><\/tr><tr><td>\u5b89\u5168\u6821\u9a8c<\/td><td>\u5408\u89c4\u7b5b\u67e5\/\u4eba\u5de5\u5ba1\u6838\u6d41\u7a0b<\/td><td>Giskard AI\/Azure AI<\/td><\/tr><tr><td>\u76d1\u63a7\u53cd\u9988<\/td><td>\u5168\u94fe\u8def\u76d1\u63a7\u6301\u7eed\u4f18\u5316<\/td><td>AIOps\/\u81ea\u7814\u5e73\u53f0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u5efa\u8b70\uff1a<\/strong> \u5efa\u8bae\u4e0eAI\u670d\u52a1\u5546\u5171\u5efaRAG+LLM\u6df7\u5408\u573a\u666f\uff0c\u786e\u4fdd\u51c6\u786e\u6027\u4e0e\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f00\u53d1\u8005\u9ad8\u6548\u7528LLM\uff1a\u5de5\u5177&amp;\u5efa\u8bae<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5de5\u5177\u540d\u7a31<\/th><th>\u985e\u578b<\/th><th>\u529f\u80fd\u4eae\u9ede<\/th><th>\u9023\u7d50<\/th><\/tr><\/thead><tbody><tr><td>GitHub Copilot<\/td><td>AI\u5199\u4ee3\u7801\u52a9\u624b<\/td><td>\u8865\u5168\u3001\u6ce8\u91ca\u3001\u6d4b\u8bd5<\/td><td><a href=\"https:\/\/copilot.github.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><\/tr><tr><td>Apidog<\/td><td>API\u8054\u8c03\u5de5\u5177<\/td><td>\u6587\u6863\u81ea\u52a8\u751f\u6210\u3001Mock<\/td><td><a href=\"https:\/\/apidog.com\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><\/tr><tr><td>Kimi AI<\/td><td>\u591a\u8bed\u8a00\u52a9\u624b<\/td><td>\u652f\u6301\u591a\u8bed\u8a00\u5f00\u53d1<\/td><td><a href=\"https:\/\/kimi.moonshot.cn\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Kimi AI<\/a><\/td><\/tr><tr><td>StarCoder<\/td><td>\u4ee3\u7801\u751f\u6210\u6a21\u578b<\/td><td>\u591a\u8bed\u8a00\u652f\u6301\u3001\u81ea\u52a8QA<\/td><td><a href=\"https:\/\/huggingface.co\/bigcode\/starcoder\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >StarCoder<\/a><\/td><\/tr><tr><td>LangChain<\/td><td>\u5f00\u53d1\u6846\u67b6<\/td><td>RAG\u3001Agent\u5f00\u53d1\u5feb<\/td><td><a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >LangChain<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"1920\" height=\"1041\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2026\/01\/image-76.png\" alt=\"GitHub Copilot\u5b98\u7db2\" class=\"wp-image-91536\" style=\"aspect-ratio:1.8444119471771692;width:1297px;height:auto\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/copilot.github.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub Copilot\u5b98\u7db2<\/a><\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prompt\u5de5\u7a0b<\/strong>\uff1a\u53cd\u590d\u4f18\u5316\u63d0\u793a\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\uff0c\u63a8\u884cprompt\u6a21\u677f&amp;\u7248\u672c\u7ba1\u7406\u3002<\/li>\n\n\n\n<li><strong>\u672c\u5730\u8bed\u6599\u6d4b\u8bd5<\/strong>\uff1a\u7528\u81ea\u8eab\u6570\u636eA\/B\u6d4b\u8bd5\uff0c\u4eba\u5de5\u6821\u9a8c\u8f93\u51fa\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u5408\u89c4<\/strong>\uff1a\u63a5\u5165\u5185\u5bb9\u5b89\u5168\u6a21\u5757\uff0c\u5982Giskard\u3002<\/li>\n\n\n\n<li><strong>\u63a5\u53e3\u6574\u5408<\/strong>\uff1aLangChain\/Apidog\u7b49\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5178\u578b\u5f00\u53d1\u573a\u666f\u6848\u4f8b<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>IDE\u96c6\u6210Copilot\u3001Kimi AI\uff0c\u5b9e\u73b0\u81ea\u52a8\u8865\u5168\/\u6d4b\u8bd5\/\u5b9a\u4f4dBug\u3002<\/li>\n\n\n\n<li>\u7528LangChain\u5c06\u672c\u5730\u6587\u6863\u8f6c\u77e5\u8bc6\u5e93\uff0c\u6253\u9020\u4f01\u4e1a\u7ea7GPT\u95ee\u7b54\u3002<\/li>\n\n\n\n<li>Apidog\u4e00\u7ad9\u5f0f\u53ef\u89c6\u5316API\u8bbe\u8ba1\u8c03\u8bd5\uff0c\u7814\u53d1\/\u6d4b\u8bd5\/\u4ea7\u54c1\u9ad8\u6548\u534f\u4f5c\u3002<\/li>\n\n\n\n<li>Qwen\/\u6587\u5fc3\u4e00\u8a00\/ChatGLM\u52a9\u529b\u591a\u8bed\u673a\u5668\u4eba\/\u5185\u5bb9\u670d\u52a1\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f01\u4e1aLLM\u5e94\u7528\u5178\u578b\u8bef\u533a\u4e0e\u5e94\u5bf9\u5efa\u8bae<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5e38\u898b\u8ff7\u601d<\/th><th>\u98ce\u9669\u8bf4\u660e<\/th><th>\u63a8\u85a6\u505a\u6cd5<\/th><\/tr><\/thead><tbody><tr><td>\u4e0d\u505a\u4e8b\u5b9e\u68c0\u7d22<\/td><td>\u8f93\u51fa\u5e7b\u89c9\u98ce\u9669\u9ad8<\/td><td>RAG\u6df7\u5408\u68c0\u7d22\uff0c\u591a\u6570\u636e\u6e90<\/td><\/tr><tr><td>\u5ffd\u7565Prompt\u5de5\u7a0b<\/td><td>\u8f93\u51fa\u4e0d\u7a33\u5b9a<\/td><td>\u63a8\u884cPrompt\u6a21\u677f\u4e0e\u89c4\u8303<\/td><\/tr><tr><td>\u5ffd\u89c6\u5408\u89c4\/\u5b89\u5168<\/td><td>\u4e8b\u6545\u3001\u6cc4\u6f0f\u98ce\u9669\u9ad8<\/td><td>\u672c\u5730\u90e8\u7f72\u3001\u81ea\u52a8\u5185\u5bb9\u8fc7\u6ee4<\/td><\/tr><tr><td>\u6210\u672c\u9884\u7b97\u5931\u63a7<\/td><td>\u8d39\u7528\u6fc0\u589e<\/td><td>\u65e5\u5fd7\/\u8c03\u7528\u5206\u7ea7\u76d1\u63a7\u3001\u6210\u672c\u7ba1\u7406<\/td><\/tr><tr><td>\u7f3a\u6301\u7eed\u4f18\u5316<\/td><td>\u8bef\u5dee\u79ef\u7d2f\u96be\u8ffd\u8e2a<\/td><td>\u5168\u94fe\u8def\u5206\u6790\u3001A\/B\u6d4b\u8bd5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8a9e<\/h2>\n\n\n\n<p>2025\u5e74\uff0c<strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u6210\u4e3a\u4f01\u4e1a\u521b\u65b0\u4e3b\u5f15\u64ce<\/strong>\u3002<strong>\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u9700\u7406\u89e3llm\u662f\u4ec0\u4e48\uff0c\u5e76\u7d27\u8ddf\u4ea7\u54c1\u6f14\u5316\u8d8b\u52bf\uff0c\u638c\u63e1\u9ad8\u6548\u3001\u5b89\u5168\u5e94\u7528\u65b9\u6cd5<\/strong>\u3002<br>\u5185\u5bb9\u521b\u4f5c\u3001\u4ee3\u7801\u8d4b\u80fd\u3001\u5ba2\u670d\u81ea\u52a8\u5316\u3001\u77e5\u8bc6\u7ba1\u7406\uff0cLLM\u6b63\u63a8\u52a8\u751f\u4ea7\u529b\u98de\u8dc3\u3002\u7ed3\u5408RAG\u3001Prompt\u5de5\u7a0b\u4e0e\u591a\u6a21\u6001\u65b0\u6280\u672f\uff0c\u4f01\u4e1a\u624d\u80fd\u5236\u80dc\u672a\u6765\u3002<br><strong>\u65e9\u90e8\u7f72\u3001\u91cd\u5b89\u5168\u3001\u5f3a\u76d1\u63a7\u3001\u4f18\u96c6\u6210\uff0c\u8ba9LLM\u4e3a\u4f60\u7684\u4e1a\u52a1\u6301\u7eed\u8d4b\u80fd\uff01<\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u548c\u5f00\u53d1\u8005\u521b\u65b0\u7684\u5173\u952e\u3002\u672c\u6587\u68b3\u74062025\u4e3b\u6d41LLM\u4ea7\u54c1\u3001\u5178\u578b\u884c\u4e1a\u843d\u5730\u65b9\u6848 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[305],"tags":[247,877,2443,2444],"content_visibility":[262],"class_list":{"0":"post-91231","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-ai-tools-platforms","7":"tag-ai","9":"tag-llm","10":"tag-2444"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/91231","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=91231"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/91231\/revisions"}],"predecessor-version":[{"id":91547,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/91231\/revisions\/91547"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=91231"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=91231"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=91231"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=91231"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}