{"id":38855,"date":"2025-02-24T14:00:55","date_gmt":"2025-02-24T06:00:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=38855"},"modified":"2025-02-24T14:00:55","modified_gmt":"2025-02-24T06:00:55","slug":"harrison-chase%ef%bc%9a%e7%8b%ac%e5%88%9bai%e6%99%ba%e8%83%bd%e4%bd%93%e3%80%8c%e8%ae%a4%e7%9f%a5%e6%9e%b6%e6%9e%84%e3%80%8d%ef%bc%8c%e5%ae%9a%e5%88%b6%e6%9e%81%e7%ae%80%e5%8a%a0%e5%87%8f%e6%b3%95","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38855","title":{"rendered":"Harrison Chase\uff1a\u72ec\u521bAI\u667a\u80fd\u4f53\u300c\u8ba4\u77e5\u67b6\u6784\u300d\uff0c\u5b9a\u5236+\u6781\u7b80\u52a0\u51cf\u6cd5\u53cc\u9a71\u52a8"},"content":{"rendered":"<p>\u4e03\u6708\u521d\uff0cOpenAI \u4e00\u7bc7\u535a\u6587\u8ba9AI\u667a\u80fd\u4f53\u7684\u70ed\u6f6e\u5e2d\u5377\u5168\u7403\uff0c\u4e1a\u754c\u5bf9 AI \u667a\u80fd\u4f53\u7684\u5174\u8da3\u8fbe\u5230\u4e86\u4e00\u4e2a\u65b0\u7684\u9ad8\u5ea6\u3002<\/p>\n<p>\u667a\u80fd\u4f53\u88ab\u89c6\u4e3a\u5927\u6a21\u578b\u4e4b\u540e\u7684\u53c8\u4e00\u70ed\u70b9\u3002\u5982\u5728\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\u516c\u4f17\u53f7 AI \u79d1\u6280\u8bc4\u8bba\u4e4b\u524d\u201c\u5177\u8eab\u667a\u80fd\u5341\u4eba\u8c08\u201d\u680f\u76ee\u5bf9\u8054\u60f3 CTO \u82ae\u52c7\u7684\u4e13\u8bbf\u4e2d\uff0c\u82ae\u52c7\u5c31\u8ba4\u4e3a\uff0c<strong>AI \u53d1\u5c55\u7684\u4e09\u90e8\u66f2\u662f\u4ece\u5c0f\u6a21\u578b\u5230\u5927\u6a21\u578b\uff0c\u518d\u5230\u667a\u80fd\u4f53\u3002<\/strong>\u8fd9\u4e5f\u662f\u8054\u60f3\u5f88\u65e9\u5c31\u5173\u6ce8\u5230\u4e86 OpenAI\uff0c\u5e76\u5feb\u901f\u8ddf\u8fdb\u667a\u80fd\u4f53\u7814\u7a76\u7684\u539f\u56e0\u3002<\/p>\n<p>\u9996\u5148\u8981\u641e\u660e\u767d\u4e00\u4e2a\u95ee\u9898\uff1aAI \u667a\u80fd\u4f53\u548c\u6211\u4eec\u719f\u6089\u7684 AI \u52a9\u624b\u5230\u5e95\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f<\/p>\n<p>\u8868\u9762\u4e0a\u770b\uff0c\u5b83\u4eec\u4f3c\u4e4e\u90fd\u662f\u5e2e\u52a9\u6211\u4eec\u5b8c\u6210\u4efb\u52a1\u7684\u5de5\u5177\u3002\u53ef LangChain \u7684\u521b\u59cb\u4eba Harrison Chase \u544a\u8bc9\u6211\u4eec\uff0c\u5dee\u522b\u5176\u5b9e\u975e\u5e38\u5927\u3002<\/p>\n<p>AI \u667a\u80fd\u4f53\u6307\u7684\u662f\u4e00\u4e2a\u53ef\u4ee5\u89c2\u5bdf\u5468\u906d\u73af\u5883\u5e76\u4f5c\u51fa\u884c\u52a8\u4ee5\u8fbe\u81f4\u76ee\u6807\u7684\u81ea\u4e3b\u5b9e\u4f53\u3002\u901a\u4fd7\u5730\u8bf4\uff0c\u5c31\u662f\u4e00\u4e2a\u5177\u5907 AI \u80fd\u529b\u7684\u4e3b\u4f53\uff0c\u53ef\u4ee5\u662f\u786c\u4ef6\u4e5f\u53ef\u4ee5\u662f\u8f6f\u4ef6\uff0c\u4f46\u4e00\u822c\u90fd\u662f\u8f6f\u4ef6\u7a0b\u5e8f\uff0c\u6bd4\u5982 LangChain\u3002<\/p>\n<p>LangChain \u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u5b83\u7684\u7279\u522b\u4e4b\u5904\u5728\u4e8e\uff0c\u4f60\u53ea\u9700\u51e0\u884c\u4ee3\u7801\u5c31\u53ef\u4ee5\u5feb\u901f\u642d\u5efa AI \u5e94\u7528\u3002\u8fd9\u8ba9\u521b\u5efa\u590d\u6742\u7684\u667a\u80fd\u4f53\u53d8\u5f97\u50cf\u642d\u79ef\u6728\u4e00\u6837\u7b80\u5355\u3002<\/p>\n<p>Harrison Chase \u521b\u7acb\u4e86\u540c\u540d\u516c\u53f8 LangChain \u540e\uff0c\u8fd8\u9646\u7eed\u63a8\u51fa\u4e86 LangGraoh \u548c LangSmith \u7528\u4e8e\u89e3\u51b3\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002<\/p>\n<p>\u95ee\u9898\u6765\u4e86\uff1a\u8fd9\u4e9b\u667a\u80fd\u4f53\u771f\u7684\u6bd4 AI \u52a9\u624b\u66f4\u5f3a\u5927\u5417\uff1f<\/p>\n<p>\u5bf9\u6b64\uff0cHarrison Chase \u7684\u89c2\u70b9\u975e\u5e38\u660e\u786e\u3002\u4ed6\u8ba4\u4e3a\uff0cAI \u52a9\u624b\u7684\u6838\u5fc3\u5728\u4e8e\u8f85\u52a9\u4eba\u7c7b\u505a\u51b3\u7b56\uff0c\u800c\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u5219\u662f\u81ea\u4e3b\u884c\u52a8\uff0c\u72ec\u7acb\u51b3\u7b56\u3002<\/p>\n<p>AI \u52a9\u624b\u5c31\u50cf\u526f\u9a7e\u9a76\u5ea7\u4e0a\u7684\u5e2e\u624b\uff0c\u5e2e\u4f60\u6307\u8def\u3001\u62ff\u4e1c\u897f\uff1b\u800c AI \u667a\u80fd\u4f53\u5219\u662f\u53f8\u673a\uff0c\u5b83\u80fd\u591f\u81ea\u5df1\u51b3\u5b9a\u8def\u7ebf\u548c\u901f\u5ea6\uff0c\u72ec\u7acb\u5de5\u4f5c\u3001\u5904\u7406\u4e00\u7cfb\u5217\u4efb\u52a1\uff0c\u5b8c\u5168\u4e0d\u9700\u8981\u4eba\u7c7b\u7684\u6bcf\u4e00\u6b65\u6307\u5f15\u3002<\/p>\n<p>\u65e9\u671f\u7684 AI \u667a\u80fd\u4f53\uff0c\u6bd4\u5982 BabyAGI \u548c AutoGPT\uff0c\u66fe\u88ab\u8d28\u7591\u4e3a\u6362\u6c64\u4e0d\u6362\u836f\u7684 AI \u52a9\u624b\u7092\u4f5c\u7248\u3002\u56e0\u4e3a\u5b83\u4eec\u7684\u4efb\u52a1\u8fc7\u4e8e\u7b3c\u7edf\u3001\u7f3a\u4e4f\u660e\u786e\u7684\u89c4\u5219\uff0c\u800c\u5b9e\u9645\u4e0a\uff0c\u4f01\u4e1a\u771f\u6b63\u9700\u8981\u7684\u662f\u80fd\u591f\u6839\u636e\u5177\u4f53\u9700\u6c42\u5b9a\u5236\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<p>\u800c\u5f53\u4eca\u6b63\u706b\u70ed\u7684\u53e6\u4e00\u4e2a\u6982\u5ff5\u201c\u5177\u8eab\u667a\u80fd\u201d\uff0c\u5176\u672c\u8eab\u4e5f\u662f\u4e00\u79cd\u6709\u8eab\u4f53\u5e76\u652f\u6301\u7269\u7406\u4ea4\u4e92\u7684\u667a\u80fd\u4f53\u3002LangChain \u667a\u80fd\u4f53\u662f\u65e8\u5728\u589e\u5f3a LLM \u80fd\u529b\u7684\u5f3a\u5927\u7ec4\u4ef6\uff0c\u4f7f\u5b83\u4eec\u8fdb\u884c\u51b3\u7b56\u548c\u91c7\u53d6\u884c\u52a8\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u7684\u667a\u80fd\u5f62\u5f0f\u3002<\/p>\n<p>Harrison Chase \u628a\u4ece\u7528\u6237\u8f93\u5165\u5230\u8f93\u51fa\uff0cLLM \u5728\u8c03\u7528\u4e2d\u5904\u7406\u548c\u6d41\u8f6c\u4fe1\u606f\u7684\u6574\u4e2a\u8fc7\u7a0b\u79f0\u4e3a\u201c\u8ba4\u77e5\u67b6\u6784\u201d\uff0c\u5e76\u8868\u793a\u5b9a\u5236\u7684\u8ba4\u77e5\u67b6\u6784\u80fd\u8ba9 AI \u667a\u80fd\u4f53\u6839\u636e\u9700\u6c42\u53cd\u590d\u6267\u884c\u76f8\u540c\u7684\u4efb\u52a1\uff0c\u81ea\u52a8\u5316\u5927\u91cf\u7e41\u7410\u7684\u4e8b\u52a1\uff0c\u5b9e\u73b0\u7528\u6237\u64cd\u4f5c\u7684\u6781\u81f4\u7b80\u5316\u3002<\/p>\n<p>\u5f53\u7136\uff0cAI \u667a\u80fd\u4f53\u80fd\u505a\u7684\u4e0d\u6b62\u662f\u6d41\u6c34\u7ebf\u5de5\u4f5c\u8fd9\u4e48\u7b80\u5355\uff0c\u5728\u5e2e\u52a9\u7528\u6237\u7ed9\u7e41\u7410\u7684\u5de5\u4f5c\u505a\u51cf\u6cd5\u7684\u540c\u65f6\uff0cHarrison Chase \u8fd8\u7279\u522b\u5173\u6ce8\u7528\u6237\u4f53\u9a8c\uff0c\u901a\u8fc7\u5b9a\u5236\u505a\u4e86\u65b0\u7684\u52a0\u6cd5\u3002<\/p>\n<p>\u4e00\u65b9\u9762\uff0cAI \u667a\u80fd\u4f53\u80fd\u548c\u7528\u6237\u4e92\u52a8\uff0c\u7ed9\u7528\u6237\u66f4\u8d34\u5fc3\u7684\u79c1\u4eba\u5b9a\u5236\u670d\u52a1\uff0c\u53e6\u4e00\u65b9\u9762\u5b83\u4eec\u8fd8\u80fd\u6839\u636e\u7528\u6237\u53cd\u9988\u4e0d\u65ad\u4f18\u5316\uff0c\u8d8a\u7528\u8d8a\u667a\u80fd\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u5b8c\u5168\u653e\u624b\u4e22\u7ed9 AI \u667a\u80fd\u4f53\u53bb\u5904\u7406\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5bf9\u4e8e\u90a3\u4e9b\u76ee\u6807\u662f\u505a\u901a\u7528\u8ba4\u77e5\u67b6\u6784\u7684\u4f01\u4e1a\u6765\u8bf4\uff0c\u6ca1\u5fc5\u8981\u8d39\u5fc3\u53bb\u63d0\u5347\u8ba4\u77e5\u67b6\u6784\u7684\u6c34\u5e73\u3002\u53ea\u6709\u90a3\u4e9b\u76ef\u51c6\u5b9a\u5236\u5316\u9700\u6c42\u7684\u4f01\u4e1a\u624d\u9700\u8981\u50cf\u4e0a\u4e2a\u4e16\u7eaa\u7684\u5564\u9152\u5382\u5546\u4e00\u6837\uff0c\u5fc5\u987b\u82b1\u5927\u529b\u6c14\u53bb\u641e\u81ea\u5df1\u7684\u53d1\u7535\u7cfb\u7edf\uff0c\u624d\u80fd\u8ba9\u81ea\u5df1\u7684\u5564\u9152\u5473\u9053\u66f4\u597d\u3002<\/p>\n<p>\u76ee\u524d\uff0cAI \u667a\u80fd\u4f53\u7684\u7814\u7a76\u4ecd\u7136\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\uff0c\u666e\u6797\u65af\u987f\u7684\u7814\u7a76\u8868\u660e\uff0c\u4ed6\u4eec\u7684\u667a\u80fd\u4f53\u80fd\u89e3\u51b3 12.5%\u7684 GitHub \u95ee\u9898\uff0c\u800c\u4f9d\u8d56\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u65f6\u53ea\u67093.8%\u3002<\/p>\n<p>\u4f46\u662f Harrison Chase \u975e\u5e38\u770b\u597d AI \u667a\u80fd\u4f53\u5728\u5ba2\u6237\u652f\u6301\u548c\u7f16\u7801\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u5c24\u5176\u662f\u7f16\u7801\u3002<\/p>\n<p>\u5728\u6210\u719f\u7684AI\u667a\u80fd\u4f53\u7684\u534f\u52a9\u4e0b\uff0c\u4eba\u4eba\u90fd\u80fd\u6210\u4e3a\u8f6f\u4ef6\u5f00\u53d1\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>\u4e00\u4e2a\u4e0d\u4f1a\u5199\u4ee3\u7801\u7684\u8bbe\u8ba1\u5e08\uff0c\u53ea\u8981\u544a\u8bc9 AI \u667a\u80fd\u4f53\u60f3\u8981\u4e00\u6b3e\u7279\u5b9a\u529f\u80fd\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u667a\u80fd\u4f53\u5c31\u80fd\u6839\u636e\u9700\u6c42\u81ea\u52a8\u751f\u6210\u4ee3\u7801\uff0c\u628a\u521b\u610f\u53d8\u6210\u73b0\u5b9e\u3002\u8fd9\u5c06\u5f7b\u5e95\u6539\u53d8\u6211\u4eec\u5de5\u4f5c\u548c\u521b\u9020\u7684\u65b9\u5f0f\u3002<\/p>\n<p>Harrison Chase \u8ba4\u4e3a\u672a\u6765\u7684\u5de5\u4f5c\uff0c\u5c06\u4e0d\u518d\u88ab\u65e5\u5e38\u7410\u4e8b\u56f0\u6270\uff0c\u800c\u662f\u8ba9 AI \u667a\u80fd\u4f53\u627f\u62c5\u7e41\u91cd\u7684\u4efb\u52a1\uff0c\u4eba\u4eec\u53ea\u9700\u8981\u4e13\u6ce8\u4e8e\u521b\u9020\u548c\u4eab\u53d7\u751f\u6d3b\u3002<\/p>\n<p>\u5728\u7ea2\u6749\u8d44\u672c\u7684\u64ad\u5ba2\u4e2d\uff0cHarrison Chase \u8fd8\u7efc\u5408\u6280\u672f\u548c\u4ea7\u54c1\uff0c\u5206\u4eab\u4e86\u66f4\u591a\u4ed6\u5173\u4e8e AI \u667a\u80fd\u4f53\u7684\u8bad\u7ec3\u3001\u6f14\u53d8\u548c\u672a\u6765\u524d\u666f\u7684\u89c1\u89e3\u3002<\/p>\n<p>\u5b8c\u6574\u64ad\u5ba2\u5185\u5bb9\u53ef\u4ee5\u70b9\u51fb\u4ee5\u4e0b\u94fe\u63a5\u4e00\u952e\u6536\u542c\uff0c\u96f7\u5cf0\u7f51\u4e5f\u5bf9\u64ad\u5ba2\u5185\u5bb9\u505a\u4e86\u4e0d\u6539\u539f\u610f\u7684\u7cbe\u7f16\u5904\u7406\uff0c\u6574\u7406\u51fa\u6587\u5b57\u7248\u63d0\u4f9b\u7ed9\u5927\u5bb6\uff1a<\/p>\n<p><a href=\"https:\/\/www.sequoiacap.com\/podcast\/training-data-harrison-chase\/\" target=\"_blank\" rel=\"nofollow\">https:\/\/www.sequoiacap.com\/podcast\/training-data-harrison-chase\/<\/a> <\/p>\n<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 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ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=38855\/#%E5%AE%9A%E5%88%B6%E8%AE%A4%E7%9F%A5%E6%A1%86%E6%9E%B6\" >\u5b9a\u5236\u8ba4\u77e5\u6846\u67b6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=38855\/#%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C%E8%AE%BE%E8%AE%A1\" >\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=38855\/#%E8%AE%A9%E5%95%A4%E9%85%92%E5%8F%98%E5%BE%97%E6%9B%B4%E5%A5%BD\" >\u8ba9\u5564\u9152\u53d8\u5f97\u66f4\u597d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=38855\/#%E7%BC%96%E6%8E%92%E5%92%8C%E5%8F%AF%E8%A7%82%E5%AF%9F%E6%80%A7\" >\u7f16\u6392\u548c\u53ef\u89c2\u5bdf\u6027<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=38855\/#LangSmith_and_LangGraph\" >LangSmith and LangGraph<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=38855\/#%E5%8F%AF%E8%A7%82%E5%AF%9F%E6%80%A7\" >\u53ef\u89c2\u5bdf\u6027<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=38855\/#%E8%BD%AF%E4%BB%B6%E5%BC%80%E5%8F%91%E7%9A%84%E6%9C%AA%E6%9D%A5\" >\u8f6f\u4ef6\u5f00\u53d1\u7684\u672a\u6765<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"AI_%E6%99%BA%E8%83%BD%E4%BD%93%E7%9A%84%E5%8F%91%E5%B1%95\"><\/span>AI \u667a\u80fd\u4f53\u7684\u53d1\u5c55<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Sonya Huang\uff1a\u667a\u80fd\u4f53\uff08Agent\uff09\u662f\u5f53\u524d\u5927\u5bb6\u90fd\u975e\u5e38\u5173\u6ce8\u7684\u8bdd\u9898\u3002\u81ea\u4ece LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u5174\u8d77\u4ee5\u6765\uff0c\u4f60\u4e00\u76f4\u5728\u667a\u80fd\u4f53\u6784\u5efa\u7684\u524d\u6cbf\u3002\u80fd\u7ed9\u6211\u4eec\u4ecb\u7ecd\u4e00\u4e0b\u667a\u80fd\u4f53\u7684\u5b9a\u4e49\u5417\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase<\/strong>\uff1a\u8981\u5b9a\u4e49\u667a\u80fd\u4f53\u5176\u5b9e\u6709\u4e9b\u68d8\u624b\u3002\u4eba\u4eec\u53ef\u80fd\u5bf9\u5b83\u6709\u4e0d\u540c\u7684\u7406\u89e3\uff0c\u8fd9\u5f88\u6b63\u5e38\uff0c\u56e0\u4e3a\u6211\u4eec\u8fd8\u5904\u5728 LLM \u548c\u667a\u80fd\u4f53\u76f8\u5173\u53d1\u5c55\u7684\u65e9\u671f\u9636\u6bb5\u3002<\/p>\n<p>\u6211\u4e2a\u4eba\u7684\u7406\u89e3\u662f\uff0c\u667a\u80fd\u4f53\u662f\u7531LLM\u51b3\u5b9a\u5e94\u7528\u7a0b\u5e8f\u7684\u63a7\u5236\u6d41\u7a0b\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728\u4f20\u7edf\u7684 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u94fe\u4e2d\uff0c\u6d41\u7a0b\u662f\u9884\u8bbe\u7684\uff1a\u751f\u6210\u641c\u7d22\u67e5\u8be2\u3001\u68c0\u7d22\u6587\u6863\u3001\u751f\u6210\u7b54\u6848\uff0c\u6700\u540e\u53cd\u9988\u7ed9\u7528\u6237\u3002<\/p>\n<p>\u800c\u667a\u80fd\u4f53\u5219\u5c06 LLM \u653e\u5728\u4e2d\u5fc3\uff0c\u8ba9\u5b83\u81ea\u4e3b\u51b3\u5b9a\u4e0b\u4e00\u6b65\u7684\u884c\u52a8\u3002\u6709\u65f6\u5b83\u4f1a\u53d1\u8d77\u641c\u7d22\uff0c\u6709\u65f6\u76f4\u63a5\u56de\u590d\u7528\u6237\uff0c\u751a\u81f3\u53ef\u80fd\u591a\u6b21\u67e5\u8be2\uff0c\u76f4\u5230\u5f97\u51fa\u7b54\u6848\u3002LLM \u80fd\u52a8\u6001\u51b3\u5b9a\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n<p>\u5de5\u5177\u7684\u4f7f\u7528\u4e5f\u662f\u667a\u80fd\u4f53\u7684\u91cd\u8981\u7279\u5f81\u3002\u5f53 LLM \u51b3\u5b9a\u884c\u52a8\u65f6\uff0c\u5b83\u901a\u5e38\u4f1a\u8c03\u7528\u4e0d\u540c\u7684\u5de5\u5177\u6765\u5b9e\u73b0\u3002\u6b64\u5916\uff0c\u8bb0\u5fc6\u4e5f\u662f\u5173\u952e\uff0c\u5f53 LLM \u786e\u5b9a\u4e0b\u4e00\u6b65\u65f6\uff0c\u5b83\u9700\u8981\u8bb0\u4f4f\u4e4b\u524d\u7684\u64cd\u4f5c\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u5c31\u662f\u8ba9 LLM \u51b3\u5b9a\u5e94\u7528\u7a0b\u5e8f\u7684\u63a7\u5236\u6d41\u7a0b\u3002<\/p>\n<p><\/p>\n<p><strong>Pat Grady\uff1a\u4f60\u63d0\u5230\u7684\u5f88\u591a\u90fd\u548c\u201c\u51b3\u7b56\u201d\u6709\u5173\uff0c\u6211\u60f3\u77e5\u9053\u667a\u80fd\u4f53\u662f\u5426\u5c31\u662f\u4e00\u79cd\u884c\u52a8\u65b9\u5f0f\uff1f\u8fd9\u4e24\u8005\u662f\u5426\u76f8\u8f85\u76f8\u6210\uff1f\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u662f\u5426\u66f4\u504f\u5411\u67d0\u4e00\u65b9\u9762\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u6211\u8ba4\u4e3a\u5b83\u4eec\u786e\u5b9e\u662f\u76f8\u8f85\u76f8\u6210\u7684\u3002\u667a\u80fd\u4f53\u7684\u5f88\u591a\u884c\u4e3a\u672c\u8d28\u4e0a\u662f\u5728\u51b3\u5b9a\u5982\u4f55\u91c7\u53d6\u884c\u52a8\uff0c\u800c\u8fd9\u4e2a\u8fc7\u7a0b\u7684\u96be\u70b9\u5728\u4e8e\u627e\u5230\u6b63\u786e\u7684\u884c\u52a8\u3002\u56e0\u6b64\uff0c\u89e3\u51b3\u201c\u51b3\u7b56\u201d\u95ee\u9898\u901a\u5e38\u4e5f\u80fd\u89e3\u51b3\u201c\u884c\u52a8\u201d\u95ee\u9898\u3002\u4e00\u65e6\u51b3\u7b56\u786e\u5b9a\uff0cLLM \u7cfb\u7edf\u5c31\u4f1a\u6267\u884c\u76f8\u5e94\u7684\u884c\u52a8\u5e76\u53cd\u9988\u7ed3\u679c\u3002<\/p>\n<p><\/p>\n<p><strong>Sonya Huang\uff1a\u667a\u80fd\u4f53\u4e0e\u94fe\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e LLM \u81ea\u4e3b\u51b3\u5b9a\u4e0b\u4e00\u6b65\uff0c\u800c\u4e0d\u662f\u9884\u5148\u8bbe\u5b9a\u6b65\u9aa4\u3002\u8fd9\u79cd\u533a\u5206\u662f\u5426\u51c6\u786e\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u662f\u7684\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u63cf\u8ff0\u3002\u4e0d\u8fc7\uff0c\u5b9e\u9645\u4e0a\u6709\u4e0d\u540c\u7684\u5c42\u6b21\u3002\u6bd4\u5982\uff0c\u7b80\u5355\u7684\u8def\u7531\u5668\u53ef\u80fd\u505a\u7684\u662f\u94fe\u4e2d\u7684\u8def\u5f84\u9009\u62e9\uff0c\u867d\u7136 LLM \u4f9d\u7136\u5728\u51b3\u7b56\uff0c\u4f46\u8fd9\u53ea\u662f\u57fa\u7840\u5e94\u7528\u3002\u800c\u5b8c\u5168\u81ea\u4e3b\u7684\u667a\u80fd\u4f53\u5219\u662f\u53e6\u4e00\u79cd\u6781\u7aef\u3002\u6574\u4f53\u6765\u770b\uff0c\u786e\u5b9e\u5b58\u5728\u4e00\u4e9b\u7ec6\u5fae\u7684\u5dee\u522b\u548c\u7070\u8272\u5730\u5e26\u3002<\/p>\n<p><\/p>\n<p><strong>Sonya Huang\uff1a\u660e\u767d\u4e86\uff0c\u667a\u80fd\u4f53\u7684\u8303\u56f4\u4ece\u90e8\u5206\u63a7\u5236\u5230\u5b8c\u5168\u81ea\u4e3b\u51b3\u7b56\u90fd\u6709\uff0c\u8fd9\u5f88\u6709\u8da3\u3002\u4f60\u89c9\u5f97 LangChain \u5728\u667a\u80fd\u4f53\u751f\u6001\u7cfb\u7edf\u4e2d\u626e\u6f14\u4e86\u4ec0\u4e48\u89d2\u8272\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u6211\u4eec\u73b0\u5728\u7684\u91cd\u70b9\u662f\u8ba9\u4eba\u4eec\u66f4\u5bb9\u6613\u521b\u5efa\u4ecb\u4e8e\u8fd9\u4e24\u8005\u4e4b\u95f4\u7684\u667a\u80fd\u4f53\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u6700\u6709\u6548\u7684\u667a\u80fd\u4f53\u901a\u5e38\u4f4d\u4e8e\u8fd9\u4e2a\u4e2d\u95f4\u5730\u5e26\u3002\u5c3d\u7ba1\u5b8c\u5168\u81ea\u4e3b\u7684\u667a\u80fd\u4f53\u5438\u5f15\u4eba\uff0c\u4e14\u5df2\u6709\u539f\u578b\uff0c\u4f46\u5b83\u4eec\u5e38\u5e38\u504f\u79bb\u9884\u671f\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u5de5\u4f5c\u96c6\u4e2d\u5728\u201c\u7f16\u6392\u5c42\u201d\uff0c\u4ee5\u4fbf\u6784\u5efa\u7075\u6d3b\u4f46\u4ecd\u6709\u4e00\u5b9a\u7ea6\u675f\u7684\u667a\u80fd\u4f53\u3002\u5982\u679c\u4f60\u60f3\u6df1\u5165\u4e86\u89e3\uff0c\u6211\u4eec\u53ef\u4ee5\u518d\u8ba8\u8bba\u3002\u4f46\u603b\u7684\u6765\u8bf4\uff0cLangChain \u7684\u613f\u666f\u662f\u6210\u4e3a\u4e00\u4e2a\u7f16\u6392\u6846\u67b6\u3002<\/p>\n<p><\/p>\n<p><strong>Sonya Huang\uff1a\u6211\u8bb0\u5f97\u57282023\u5e743\u6708\u5de6\u53f3\uff0c\u50cf BabyAGI \u548c AutoGPT \u8fd9\u6837\u7684\u81ea\u4e3b\u667a\u80fd\u4f53\u5f15\u8d77\u4e86\u5f88\u591a\u5173\u6ce8\uff0c\u4f46\u5b83\u4eec\u7684\u9996\u6279\u8fed\u4ee3\u4f3c\u4e4e\u6ca1\u6709\u8fbe\u5230\u4eba\u4eec\u7684\u671f\u671b\u3002\u4f60\u8ba4\u4e3a\u539f\u56e0\u662f\u4ec0\u4e48\uff1f\u73b0\u5728\u667a\u80fd\u4f53\u7684\u7092\u4f5c\u5468\u671f\u5904\u4e8e\u4ec0\u4e48\u9636\u6bb5\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u786e\u5b9e\uff0cAutoGPT \u7684\u51fa\u73b0\u5f00\u542f\u4e86\u667a\u80fd\u4f53\u7684\u7092\u4f5c\u5468\u671f\uff0c\u5c24\u5176\u662f\u5728 GitHub \u4e0a\u53d7\u6b22\u8fce\u3002\u8fd9\u4e2a\u70ed\u6f6e\u4ece 2023 \u5e74\u6625\u5b63\u6301\u7eed\u5230\u590f\u5b63\uff0c\u4e4b\u540e\u7a0d\u5fae\u964d\u6e29\u3002\u5230\u4e86 2024 \u5e74\uff0c\u6211\u4eec\u5f00\u59cb\u770b\u5230\u4e00\u4e9b\u5b9e\u7528\u7684\u5e94\u7528\uff0c\u6bd4\u5982 LangChain \u4e0e Elastic \u7684\u5408\u4f5c\uff0c\u63a8\u51fa\u4e86 Elastic Assistant \u548c Elastic Agent \u7b49\u751f\u4ea7\u7ea7\u667a\u80fd\u4f53\u3002\u8fd9\u4e9b\u5e94\u7528\uff0c\u5982 Klarna \u7684\u5ba2\u6237\u652f\u6301\u673a\u5668\u4eba\uff0c\u5f15\u53d1\u4e86\u66f4\u591a\u8ba8\u8bba\u3002\u6b64\u5916\uff0cDevon \u548c Cira \u7b49\u516c\u53f8\u4e5f\u5728\u667a\u80fd\u4f53\u9886\u57df\u8fdb\u884c\u5c1d\u8bd5\u3002<\/p>\n<p>\u5173\u4e8e AutoGPT \u672a\u80fd\u5b8c\u5168\u6210\u529f\u7684\u539f\u56e0\uff0c\u6211\u8ba4\u4e3a\u4e3b\u8981\u662f\u5b83\u4eec\u8fc7\u4e8e\u7b3c\u7edf\uff0c\u7f3a\u4e4f\u660e\u786e\u7684\u4efb\u52a1\u548c\u89c4\u5219\u3002\u4f01\u4e1a\u5e0c\u671b\u667a\u80fd\u4f53\u80fd\u5b8c\u6210\u66f4\u5177\u4f53\u7684\u5de5\u4f5c\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6a21\u7cca\u7684\u81ea\u4e3b\u667a\u80fd\u4f53\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u770b\u5230\u7684\u667a\u80fd\u4f53\u66f4\u591a\u50cf\u662f\u5b9a\u5236\u7684\u8ba4\u77e5\u67b6\u6784\uff0c\u5c3d\u7ba1\u7075\u6d3b\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7684\u5de5\u7a0b\u6295\u5165\u548c\u5f00\u53d1\u65f6\u95f4\uff0c\u8fd9\u4e5f\u662f\u8fd9\u4e9b\u7cfb\u7edf\u4e00\u5e74\u524d\u8fd8\u672a\u51fa\u73b0\u7684\u539f\u56e0\u3002<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9A%E5%88%B6%E8%AE%A4%E7%9F%A5%E6%A1%86%E6%9E%B6\"><\/span>\u5b9a\u5236\u8ba4\u77e5\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Sonya Huang\uff1a\u4f60\u524d\u9762\u63d0\u5230\u4e86\u201c\u8ba4\u77e5\u67b6\u6784\u201d\uff0c\u6211\u5f88\u559c\u6b22\u4f60\u5bf9\u5b83\u7684\u601d\u8003\u65b9\u5f0f\u3002\u80fd\u5426\u89e3\u91ca\u4e00\u4e0b\uff0c\u4ec0\u4e48\u662f\u8ba4\u77e5\u67b6\u6784\uff1f\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u7406\u89e3\u5b83\uff1f\u6709\u6ca1\u6709\u4e00\u4e2a\u5408\u9002\u7684\u601d\u7ef4\u6846\u67b6\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u662f\u7684\uff0c\u6211\u7406\u89e3\u7684\u8ba4\u77e5\u67b6\u6784\uff0c\u57fa\u672c\u4e0a\u662f\u6307\u5728\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u65f6\uff0c\u4f60\u7684\u7cfb\u7edf\u67b6\u6784\u662f\u4ec0\u4e48\u6837\u7684\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u5e94\u7528\uff0c\u5176\u4e2d\u6d89\u53ca\u591a\u4e2a\u7b97\u6cd5\u6b65\u9aa4\uff0c\u4f60\u662f\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u7b97\u6cd5\u7684\uff1f\u4f60\u662f\u5426\u7528\u5b83\u4eec\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff1f\u8fd8\u662f\u7528\u5b83\u4eec\u5728\u4e0d\u540c\u4efb\u52a1\u95f4\u8fdb\u884c\u9009\u62e9\uff1f\u662f\u5426\u6709\u975e\u5e38\u590d\u6742\u7684\u5206\u652f\uff0c\u751a\u81f3\u5305\u542b\u591a\u4e2a\u5faa\u73af\uff1f<\/p>\n<p>\u8fd9\u4e9b\u90fd\u662f\u8ba4\u77e5\u67b6\u6784\u7684\u4e0d\u540c\u8868\u73b0\u5f62\u5f0f\u3002\u8ba4\u77e5\u67b6\u6784\u5176\u5b9e\u5c31\u662f\u6307\uff0c\u4ece\u7528\u6237\u8f93\u5165\u5230\u8f93\u51fa\uff0cLLM\u5728\u8c03\u7528\u8fc7\u7a0b\u4e2d\u5982\u4f55\u5904\u7406\u548c\u6d41\u8f6c\u4fe1\u606f\u3002<\/p>\n<p>\u5c24\u5176\u662f\u5728\u628a\u667a\u80fd\u4f53\u6295\u5165\u751f\u4ea7\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u6d41\u7a0b\u901a\u5e38\u662f\u6839\u636e\u5177\u4f53\u5e94\u7528\u9700\u6c42\u800c\u5b9a\u5236\u7684\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u67d0\u4e2a\u5e94\u7528\u53ef\u80fd\u9700\u8981\u5148\u8fdb\u884c\u4e00\u4e9b\u7279\u5b9a\u7684\u68c0\u67e5\uff0c\u518d\u6267\u884c\u51e0\u4e2a\u6b65\u9aa4\uff0c\u6bcf\u4e2a\u6b65\u9aa4\u53c8\u53ef\u80fd\u5305\u542b\u5faa\u73af\u6216\u5206\u652f\u3002\u8fd9\u5c31\u50cf\u662f\u4f60\u5728\u753b\u4e00\u5f20\u6d41\u7a0b\u56fe\uff0c\u800c\u8fd9\u79cd\u5b9a\u5236\u5316\u7684\u6d41\u7a0b\u8d8a\u6765\u8d8a\u666e\u904d\uff0c\u56e0\u4e3a\u4eba\u4eec\u5e0c\u671b\u667a\u80fd\u4f53\u5728\u5e94\u7528\u4e2d\u66f4\u53ef\u63a7\u3002<\/p>\n<p>\u6211\u4e4b\u6240\u4ee5\u79f0\u5b83\u4e3a\u201c\u8ba4\u77e5\u67b6\u6784\u201d\uff0c\u662f\u56e0\u4e3aLLM\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5b83\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u7f16\u7801\u8fd9\u79cd\u8ba4\u77e5\u5fc3\u7406\u6a21\u578b\uff0c\u5c06\u5176\u53d8\u6210\u8f6f\u4ef6\u7cfb\u7edf\u4e2d\u7684\u67d0\u79cd\u67b6\u6784\u3002<\/p>\n<p><\/p>\n<p><strong>Pat Grady\uff1a\u4f60\u89c9\u5f97\u8fd9\u662f\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\u5417\uff1f\u6211\u542c\u5230\u4e86\u4e24\u70b9\uff0c\u4e00\u662f\u975e\u5e38\u5b9a\u5236\u5316\uff0c\u4e8c\u662f\u5b83\u542c\u8d77\u6765\u66f4\u50cf\u662f\u786c\u7f16\u7801\u7684\u3002\u4f60\u8ba4\u4e3a\u8fd9\u662f\u6211\u4eec\u5f53\u524d\u7684\u65b9\u5411\uff0c\u8fd8\u662f\u6682\u65f6\u7684\u89e3\u51b3\u65b9\u6848\uff1f\u672a\u6765\u4f1a\u51fa\u73b0\u66f4\u4f18\u96c5\u7684\u67b6\u6784\uff0c\u6216\u8005\u4e00\u7cfb\u5217\u6807\u51c6\u5316\u7684\u53c2\u8003\u67b6\u6784\u5417\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u8fd9\u662f\u4e2a\u5f88\u597d\u7684\u95ee\u9898\uff0c\u6211\u82b1\u4e86\u5f88\u591a\u65f6\u95f4\u5728\u601d\u8003\u8fd9\u4e2a\u3002\u6211\u8ba4\u4e3a\uff0c\u5728\u6781\u7aef\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u6a21\u578b\u5728\u89c4\u5212\u4e0a\u975e\u5e38\u5f3a\u5927\u4e14\u53ef\u9760\uff0c\u4f60\u53ef\u80fd\u53ea\u9700\u8981\u4e00\u4e2a\u7b80\u5355\u7684 for \u5faa\u73af\uff0c\u53cd\u590d\u8c03\u7528 LLM \u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\uff0c\u7136\u540e\u6267\u884c\u64cd\u4f5c\u5e76\u518d\u6b21\u5faa\u73af\u3002<\/p>\n<p>\u6240\u6709\u4f60\u5e0c\u671b\u6a21\u578b\u9075\u5faa\u7684\u7ea6\u675f\u90fd\u53ef\u4ee5\u901a\u8fc7\u63d0\u793a\u4f20\u8fbe\uff0c\u800c\u6a21\u578b\u4e5f\u4f1a\u6309\u4f60\u9884\u671f\u7684\u65b9\u5f0f\u6267\u884c\u3002\u5c3d\u7ba1\u6211\u76f8\u4fe1\u6a21\u578b\u5728\u63a8\u7406\u548c\u89c4\u5212\u65b9\u9762\u4f1a\u8d8a\u6765\u8d8a\u597d\uff0c\u4f46\u6211\u4e0d\u8ba4\u4e3a\u5b83\u4eec\u4f1a\u5b8c\u5168\u53d6\u4ee3\u624b\u52a8\u6784\u5efa\u7684\u67b6\u6784\u3002<\/p>\n<p>\u9996\u5148\u662f\u6548\u7387\u95ee\u9898\u3002\u5982\u679c\u4f60\u77e5\u9053\u67d0\u4e2a\u6b65\u9aa4\u603b\u662f\u9700\u8981\u5728\u53e6\u4e00\u6b65\u9aa4\u4e4b\u540e\u6267\u884c\uff0c\u90a3\u4e48\u4f60\u53ef\u4ee5\u76f4\u63a5\u628a\u5b83\u4eec\u6309\u987a\u5e8f\u5b89\u6392\u597d\u3002<\/p>\n<p>\u5176\u6b21\u662f\u53ef\u9760\u6027\uff0c\u5c24\u5176\u662f\u5728\u4f01\u4e1a\u73af\u5883\u4e2d\uff0c\u4eba\u4eec\u9700\u8981\u4e00\u5b9a\u7684\u4fdd\u969c\uff0c\u786e\u4fdd\u5173\u952e\u6b65\u9aa4\u6309\u9884\u671f\u6267\u884c\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u867d\u7136\u6784\u5efa\u8fd9\u4e9b\u67b6\u6784\u53ef\u80fd\u4f1a\u53d8\u5f97\u66f4\u5bb9\u6613\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u4f1a\u6709\u4e00\u5b9a\u590d\u6742\u6027\u3002<\/p>\n<p>\u4ece\u67b6\u6784\u7684\u89d2\u5ea6\u770b\uff0c\u4f60\u53ef\u4ee5\u8ba4\u4e3a\u201c\u5728\u5faa\u73af\u4e2d\u8fd0\u884c LLM\u201d\u662f\u4e00\u79cd\u975e\u5e38\u7b80\u5355\u4f46\u901a\u7528\u7684\u8ba4\u77e5\u67b6\u6784\u3002\u800c\u6211\u4eec\u5728\u5b9e\u9645\u751f\u4ea7\u4e2d\u770b\u5230\u7684\u66f4\u591a\u662f\u5b9a\u5236\u5316\u3001\u590d\u6742\u7684\u67b6\u6784\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u901a\u7528\u89c4\u5212\u548c\u53cd\u601d\u529f\u80fd\u4f1a\u88ab\u76f4\u63a5\u8bad\u7ec3\u5230\u6a21\u578b\u4e2d\uff0c\u4f46\u90a3\u4e9b\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u7684\u89c4\u5212\u3001\u53cd\u601d\u548c\u63a7\u5236\u529f\u80fd\u4f9d\u7136\u4e0d\u4f1a\u88ab\u53d6\u4ee3\u3002<\/p>\n<p><\/p>\n<p><strong>Sonya Huang\uff1a\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff1aLLM\u53ef\u4ee5\u5b8c\u6210\u901a\u7528\u7684\u667a\u80fd\u4f53\u63a8\u7406\uff0c\u4f46\u5728\u5177\u4f53\u9886\u57df\u4e2d\uff0c\u4f60\u8fd8\u9700\u8981\u5b9a\u5236\u5316\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u4e9b\u662f\u65e0\u6cd5\u5b8c\u5168\u5185\u7f6e\u5230\u901a\u7528\u6a21\u578b\u4e2d\u7684\u3002<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u5b8c\u5168\u6b63\u786e\u3002\u81ea\u5b9a\u4e49\u8ba4\u77e5\u67b6\u6784\u7684\u6838\u5fc3\u601d\u60f3\u5728\u4e8e\uff0c\u4f60\u8ba9\u4eba\u7c7b\u6765\u627f\u62c5\u89c4\u5212\u8d23\u4efb\uff0c\u800c\u4e0d\u662f\u5b8c\u5168\u4f9d\u8d56 LLM\u3002<\/p>\n<p>\u5c3d\u7ba1\u67d0\u4e9b\u89c4\u5212\u529f\u80fd\u53ef\u80fd\u4f1a\u8d8a\u6765\u8d8a\u63a5\u8fd1\u6a21\u578b\u548c\u63d0\u793a\uff0c\u4f46\u5f88\u591a\u4efb\u52a1\u7684\u89c4\u5212\u8fc7\u7a0b\u4f9d\u7136\u590d\u6742\uff0c\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\u3002\u6211\u4eec\u8fd8\u9700\u8981\u65f6\u95f4\uff0c\u624d\u80fd\u53d1\u5c55\u51fa\u9ad8\u5ea6\u53ef\u9760\u3001\u5373\u63d2\u5373\u7528\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C%E8%AE%BE%E8%AE%A1\"><\/span>\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Sonya Huang\uff1a\u6211\u76f8\u4fe1\u667a\u80fd\u4f53\u5c06\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u65b0\u6f6e\u6d41\uff0c\u6211\u4eec\u6b63\u4ece AI \u52a9\u624b\u8f6c\u5411 AI \u667a\u80fd\u4f53\u3002\u4f60\u540c\u610f\u5417\uff1f\u4e3a\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u6211\u57fa\u672c\u540c\u610f\u3002\u667a\u80fd\u4f53\u7684\u6f5c\u529b\u5728\u4e8e\uff0c\u4f20\u7edf\u7684 AI \u52a9\u624b\u4f9d\u8d56\u4eba\u7c7b\u8f93\u5165\uff0c\u4efb\u52a1\u80fd\u529b\u6709\u9650\u3002\u800c\u667a\u80fd\u4f53\u80fd\u66f4\u72ec\u7acb\u5730\u884c\u52a8\uff0c\u5076\u5c14\u4e0e\u7528\u6237\u4e92\u52a8\uff0c\u8fd9\u4f7f\u5b83\u4eec\u80fd\u81ea\u4e3b\u5904\u7406\u66f4\u591a\u4efb\u52a1\u3002<\/p>\n<p>\u4f46\u8d4b\u4e88\u5b83\u4eec\u66f4\u591a\u81ea\u4e3b\u6027\u4e5f\u5e26\u6765\u4e86\u98ce\u9669\uff0c\u4f8b\u5982\u53ef\u80fd\u51fa\u73b0\u504f\u5dee\u6216\u9519\u8bef\u3002\u56e0\u6b64\uff0c\u627e\u5230\u81ea\u4e3b\u6027\u4e0e\u53ef\u9760\u6027\u4e4b\u95f4\u7684\u5e73\u8861\u5c06\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u6311\u6218\u3002<\/p>\n<p><\/p>\n<p><strong>Pat Grady\uff1a\u4f60\u5728 AI Ascent \u4e0a\u63d0\u5230\u4e86\u7528\u6237\u4f53\u9a8c\u3002\u901a\u5e38\uff0c\u6211\u4eec\u8ba4\u4e3a\u5b83\u4e0e\u67b6\u6784\u4f4d\u4e8e\u5149\u8c31\u7684\u4e24\u7aef\u2014\u2014\u67b6\u6784\u662f\u5e55\u540e\u5de5\u4f5c\uff0c\u800c\u7528\u6237\u4f53\u9a8c\u662f\u524d\u7aef\u5c55\u793a\u3002<\/strong><\/p>\n<p><strong>\u4f46\u73b0\u5728\u4f3c\u4e4e\u60c5\u51b5\u6709\u6240\u4e0d\u540c\uff0c\u7528\u6237\u4f53\u9a8c\u5b9e\u9645\u4e0a\u53ef\u4ee5\u5f71\u54cd\u67b6\u6784\u7684\u6709\u6548\u6027\u3002\u6bd4\u5982\uff0c\u5f53\u51fa\u73b0\u95ee\u9898\u65f6\uff0c\u4f60\u53ef\u4ee5\u50cf Devin \u4e00\u6837\uff0c\u56de\u6eaf\u5230\u89c4\u5212\u8fc7\u7a0b\u4e2d\u51fa\u9519\u7684\u5730\u65b9\u3002<\/strong><\/p>\n<p><strong>\u4f60\u80fd\u8c08\u8c08\u7528\u6237\u4f53\u9a8c\u5728\u667a\u80fd\u4f53\u6216 LLM \u4e2d\u7684\u91cd\u8981\u6027\u5417\uff1f\u53e6\u5916\uff0c\u4f60\u89c9\u5f97\u6709\u54ea\u4e9b\u6709\u8da3\u7684\u53d1\u5c55\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u7528\u6237\u4f53\u9a8c\u5728\u5f53\u524d\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a LLM \u5e76\u4e0d\u5b8c\u7f8e\uff0c\u65f6\u5e38\u51fa\u9519\u3002\u804a\u5929\u6a21\u5f0f\u7279\u522b\u6709\u6548\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u5b9e\u65f6\u67e5\u770b\u6a21\u578b\u7684\u53cd\u5e94\uff0c\u5e76\u53ca\u65f6\u7ea0\u6b63\u9519\u8bef\u6216\u8ffd\u95ee\u7ec6\u8282\u3002\u867d\u7136\u8fd9\u79cd\u6a21\u5f0f\u5df2\u6210\u4e3a\u4e3b\u6d41\uff0c\u4f46\u5b83\u7684\u5c40\u9650\u5728\u4e8e\u4f9d\u7136\u9700\u8981\u7528\u6237\u7684\u6301\u7eed\u53cd\u9988\uff0c\u66f4\u591a\u662f\u4e00\u79cd\u201c\u52a9\u624b\u201d\u7684\u4f53\u9a8c\u3002<\/p>\n<p>\u5982\u679c\u80fd\u51cf\u5c11\u7528\u6237\u7684\u4ecb\u5165\uff0c\u8ba9 AI \u81ea\u52a8\u5b8c\u6210\u66f4\u591a\u4efb\u52a1\uff0c\u5c06\u5e26\u6765\u5de8\u5927\u7684\u53d8\u9769\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5982\u4f55\u5728\u81ea\u52a8\u5316\u548c\u7528\u6237\u53c2\u4e0e\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u662f\u4e2a\u96be\u9898\u3002\u4e00\u4e9b\u6709\u8da3\u7684\u60f3\u6cd5\u6b63\u5728\u5c1d\u8bd5\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u521b\u5efa\u4e00\u4e2a\u667a\u80fd\u4f53\u900f\u660e\u5ea6\u5217\u8868\uff0c\u8ba9\u7528\u6237\u6e05\u6670\u4e86\u89e3AI\u6267\u884c\u7684\u6bcf\u4e00\u6b65\u3002\u5982\u679c\u67d0\u4e2a\u6b65\u9aa4\u51fa\u9519\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u56de\u6eaf\u5e76\u8c03\u6574\u6307\u4ee4\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u521b\u65b0\u7684\u60f3\u6cd5\u662f\u5f15\u5165\u201c\u6536\u4ef6\u7bb1\u201d\u4f53\u9a8c\uff0c\u8ba9\u667a\u80fd\u4f53\u5728\u540e\u53f0\u5e76\u884c\u8fd0\u884c\uff0c\u5f53\u9700\u8981\u4eba\u7c7b\u5e2e\u52a9\u65f6\uff0c\u5b83\u53ef\u4ee5\u50cf\u53d1\u90ae\u4ef6\u4e00\u6837\u63d0\u9192\u7528\u6237\uff0c\u8fd9\u6837\u7528\u6237\u5c31\u53ef\u4ee5\u5728\u5408\u9002\u7684\u65f6\u673a\u4ecb\u5165\uff0c\u800c\u4e0d\u5fc5\u5168\u7a0b\u76d1\u63a7\u3002<\/p>\n<p>\u5728\u534f\u4f5c\u65b9\u9762\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5148\u8d77\u8349\u6587\u6863\uff0c\u7528\u6237\u4f5c\u4e3a\u5ba1\u9605\u8005\u63d0\u4f9b\u53cd\u9988\u3002\u5b9e\u65f6\u4e92\u52a8\u7684\u4f53\u9a8c\u4e5f\u5f88\u5438\u5f15\u4eba\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u7528\u6237\u5728\u8bc4\u8bba\u65f6\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u7acb\u5373\u4fee\u590d\u95ee\u9898\uff0c\u5c31\u50cf\u5728 Google Docs \u4e2d\u4e00\u6837\u3002\u8fd9\u79cd\u4e92\u52a8\u65b9\u5f0f\u80fd\u591f\u589e\u5f3a\u7528\u6237\u4f53\u9a8c\uff0c\u4f7fAI\u771f\u6b63\u6210\u4e3a\u9ad8\u6548\u7684\u5de5\u4f5c\u4f19\u4f34\u3002<\/p>\n<p><\/p>\n<p><strong>Pat Grady\uff1a\u4f60\u63d0\u5230\u7684\u5173\u4e8e\u667a\u80fd\u4f53\u5982\u4f55\u4ece\u4ea4\u4e92\u4e2d\u5b66\u4e60\uff0c\u771f\u7684\u5f88\u6709\u610f\u601d\u3002\u5982\u679c\u6211\u6bcf\u6b21\u90fd\u8981\u91cd\u590d\u7ed9\u540c\u4e00\u4e2a\u53cd\u9988\uff0c\u90a3\u4f53\u9a8c\u5c31\u4f1a\u53d8\u5f97\u5f88\u7cdf\u7cd5\uff0c\u5bf9\u5427\uff1f\u7cfb\u7edf\u8be5\u5982\u4f55\u63d0\u5347\u8fd9\u79cd\u53cd\u9988\u673a\u5236\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u786e\u5b9e\uff01\u5982\u679c\u6211\u4eec\u4e0d\u65ad\u7ed9\u667a\u80fd\u4f53\u76f8\u540c\u7684\u53cd\u9988\uff0c\u800c\u5b83\u5374\u4e0d\u6539\u8fdb\uff0c\u90a3\u65e0\u7591\u4f1a\u8ba9\u4eba\u6cae\u4e27\u3002\u56e0\u6b64\uff0c\u7cfb\u7edf\u7684\u67b6\u6784\u9700\u8981\u80fd\u591f\u4ece\u8fd9\u4e9b\u53cd\u9988\u4e2d\u5b66\u4e60\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4fee\u590d\u5f53\u524d\u7684\u95ee\u9898\uff0c\u8fd8\u80fd\u79ef\u7d2f\u7ecf\u9a8c\uff0c\u907f\u514d\u5c06\u6765\u518d\u72af\u3002<\/p>\n<p>\u8fd9\u65b9\u9762\u7684\u8fdb\u5c55\u867d\u7136\u8fd8\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u4f46\u6211\u4eec\u5df2\u7ecf\u82b1\u4e86\u5f88\u591a\u65f6\u95f4\u5728\u601d\u8003\u8fd9\u4e9b\u95ee\u9898\u4e0a\uff0c\u5e76\u76f8\u4fe1\u968f\u7740\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u667a\u80fd\u4f53\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u201c\u806a\u660e\u201d\uff0c\u4ece\u800c\u5e26\u6765\u66f4\u6d41\u7545\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E8%AE%A9%E5%95%A4%E9%85%92%E5%8F%98%E5%BE%97%E6%9B%B4%E5%A5%BD\"><\/span>\u8ba9\u5564\u9152\u53d8\u5f97\u66f4\u597d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Sonya Huang\uff1a\u5728\u8fc7\u53bb\u516d\u4e2a\u6708\uff0c\u667a\u80fd\u4f53\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u666e\u6797\u65af\u987f\u7684\u7814\u7a76\u8868\u660e\uff0c\u4ed6\u4eec\u7684\u667a\u80fd\u4f53\u80fd\u89e3\u51b3 12.5% \u7684 GitHub \u95ee\u9898\uff0c\u800c\u4f9d\u8d56\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u65f6\u53ea\u6709 3.8%\u3002<\/strong><\/p>\n<p><strong>\u5c3d\u7ba1\u6709\u6240\u8fdb\u6b65\uff0c\u4f46 12.5% \u4ecd\u4e0d\u8db3\u4ee5\u53d6\u4ee3\u5b9e\u4e60\u751f\u3002\u4f60\u8ba4\u4e3a\u667a\u80fd\u4f53\u7684\u53d1\u5c55\u5230\u4e86\u54ea\u4e2a\u9636\u6bb5\uff1f\u5b83\u4eec\u80fd\u5426\u5728\u9762\u5411\u5ba2\u6237\u7684\u73af\u5883\u4e2d\u53ef\u9760\u90e8\u7f72\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u662f\u7684\uff0cSWE \u667a\u80fd\u4f53\u76f8\u5bf9\u901a\u7528\uff0c\u53ef\u4ee5\u5904\u7406\u591a\u79cd GitHub \u95ee\u9898\u3002\u5b9a\u5236\u667a\u80fd\u4f53\u7684\u53ef\u9760\u6027\u867d\u7136\u6ca1\u6709\u8fbe\u5230\u201c99.999%\u201d\uff0c\u4f46\u5df2\u7ecf\u8db3\u591f\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528\u3002\u4f8b\u5982\uff0cElastic \u7684\u667a\u80fd\u4f53\u5df2\u5728\u591a\u4e2a\u9879\u76ee\u4e2d\u5e94\u7528\u3002\u867d\u7136\u6211\u6ca1\u6709\u5177\u4f53\u7684\u53ef\u9760\u6027\u6570\u636e\uff0c\u4f46\u5b83\u4eec\u8db3\u591f\u53ef\u9760\uff0c\u53ef\u4ee5\u4e0a\u7ebf\u3002\u901a\u7528\u667a\u80fd\u4f53\u9762\u4e34\u66f4\u5927\u6311\u6218\uff0c\u9700\u8981\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u66f4\u597d\u7684\u63a8\u7406\u80fd\u529b\u624d\u80fd\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<p><\/p>\n<p><strong>Sonya Huang\uff1a\u4f60\u63d0\u5230\u8fc7\u601d\u8def\u94fe\uff08Chain of Thought\uff09\u7b49\u6280\u672f\uff0c\u80fd\u5206\u4eab\u8ba4\u77e5\u67b6\u6784\u5bf9\u667a\u80fd\u4f53\u6027\u80fd\u7684\u5f71\u54cd\u5417\uff1f\u4f60\u8ba4\u4e3a\u6700\u6709\u524d\u9014\u7684\u8ba4\u77e5\u67b6\u6784\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>AutoGPT \u7b49\u9879\u76ee\u6ca1\u6709\u6210\u529f\u7684\u4e00\u4e2a\u539f\u56e0\u662f\u65e9\u671f LLM \u65e0\u6cd5\u660e\u786e\u63a8\u7406\u7b2c\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\u3002\u601d\u8def\u94fe\u7b49\u6280\u672f\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u66f4\u597d\u7684\u63a8\u7406\u7a7a\u95f4\u3002<\/p>\n<p>\u59da\u821c\u5b87\u7684 ReAct \u8bba\u6587\u662f\u7b2c\u4e00\u4e2a\u4e13\u95e8\u7528\u4e8e\u667a\u80fd\u4f53\u7684\u8ba4\u77e5\u67b6\u6784\u4e4b\u4e00\u3002ReAct \u7ed3\u5408\u4e86\u63a8\u7406\u548c\u884c\u52a8\uff0c\u8ba9\u6a21\u578b\u4e0d\u4ec5\u6267\u884c\u52a8\u4f5c\uff0c\u8fd8\u80fd\u8fdb\u884c\u63a8\u7406\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u80fd\u529b\u3002\u73b0\u5728\uff0c\u968f\u7740\u6a21\u578b\u8bad\u7ec3\u7684\u6df1\u5165\uff0c\u663e\u5f0f\u63a8\u7406\u6b65\u9aa4\u53d8\u5f97\u4e0d\u518d\u90a3\u4e48\u5fc5\u8981\u3002<\/p>\n<p>\u5f53\u524d\u4e3b\u8981\u6311\u6218\u5728\u4e8e\u957f\u671f\u89c4\u5212\u548c\u6267\u884c\uff0c\u6a21\u578b\u5728\u8fd9\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u9700\u8981\u8ba4\u77e5\u67b6\u6784\u5e2e\u52a9\u751f\u6210\u8ba1\u5212\u5e76\u9010\u6b65\u6267\u884c\u3002\u53cd\u601d\u5219\u5e2e\u52a9\u5224\u65ad\u4efb\u52a1\u662f\u5426\u5b8c\u6210\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u89c4\u5212\u548c\u63a8\u7406\u662f\u76ee\u524d\u6700\u91cd\u8981\u7684\u901a\u7528\u8ba4\u77e5\u67b6\u6784\uff0c\u672a\u6765\u968f\u7740\u8bad\u7ec3\u6539\u8fdb\uff0c\u8fd9\u4e9b\u95ee\u9898\u5c06\u5f97\u5230\u66f4\u597d\u7684\u89e3\u51b3\u3002<\/p>\n<p><\/p>\n<p><strong>Sonya Huang\uff1a\u4f60\u63d0\u5230\u6770\u592b\u00b7\u8d1d\u7d22\u65af\u8bf4\u8fc7\u201c\u4e13\u6ce8\u4e8e\u8ba9\u4f60\u7684\u5564\u9152\u66f4\u597d\u201d\u3002\u8fd9\u8ba9\u6211\u60f3\u5230\u65e9\u671f\u8bb8\u591a\u5564\u9152\u5382\u9009\u62e9\u81ea\u5df1\u53d1\u7535\u3002\u4eca\u5929\u5f88\u591a\u516c\u53f8\u9762\u4e34\u7c7b\u4f3c\u95ee\u9898\uff1a\u662f\u5426\u9700\u8981\u63a7\u5236\u8ba4\u77e5\u67b6\u6784\u6765\u63d0\u5347\u4e1a\u52a1\uff1f\u6784\u5efa\u548c\u4f18\u5316\u8fd9\u4e9b\u67b6\u6784\u771f\u7684\u80fd\u201c\u8ba9\u4f60\u7684\u5564\u9152\u66f4\u597d\u201d\uff0c\u8fd8\u662f\u5e94\u8be5\u653e\u5f03\u63a7\u5236\uff0c\u4e13\u6ce8\u4e8e\u7528\u6237\u754c\u9762\u548c\u4ea7\u54c1\u5f00\u53d1\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u8fd9\u53d6\u51b3\u4e8e\u4f60\u6784\u5efa\u7684\u8ba4\u77e5\u67b6\u6784\u7c7b\u578b\u3002\u5982\u679c\u662f\u901a\u7528\u67b6\u6784\uff0c\u53ef\u80fd\u4e0d\u4f1a\u76f4\u63a5\u63d0\u5347\u4e1a\u52a1\u3002\u672a\u6765\uff0c\u6a21\u578b\u63d0\u4f9b\u5546\u4f1a\u4e13\u6ce8\u4e8e\u901a\u7528\u7684\u89c4\u5212\u548c\u8ba4\u77e5\u67b6\u6784\uff0c\u4f01\u4e1a\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e9b\u6765\u89e3\u51b3\u95ee\u9898\u3002\u4f46\u5982\u679c\u662f\u9ad8\u5ea6\u5b9a\u5236\u7684\u67b6\u6784\uff0c\u53cd\u6620\u4e86\u7279\u5b9a\u7684\u4e1a\u52a1\u6d41\u7a0b\u6216\u6700\u4f73\u5b9e\u8df5\uff0c\u90a3\u5b83\u786e\u5b9e\u80fd\u63d0\u5347\u4e1a\u52a1\uff0c\u5c24\u5176\u5728\u4f9d\u8d56\u8fd9\u4e9b\u5e94\u7528\u7684\u9886\u57df\u3002<\/p>\n<p>\u5b9a\u5236\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u8ba4\u77e5\u6a21\u578b\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u7cfb\u7edf\u8868\u73b0\uff0c\u4e2a\u6027\u5316\u540e\u66f4\u52a0\u7cbe\u786e\u548c\u9ad8\u6548\u3002\u5c3d\u7ba1\u7528\u6237\u4f53\u9a8c\u548c\u754c\u9762\u8bbe\u8ba1\u4f9d\u7136\u91cd\u8981\uff0c\u4f46\u5b9a\u5236\u5316\u667a\u80fd\u4f53\u663e\u7136\u662f\u4f01\u4e1a\u7684\u4e00\u4e2a\u91cd\u8981\u4f18\u52bf\u3002\u6211\u8ba4\u4e3a\u901a\u7528\u548c\u5b9a\u5236\u4e4b\u95f4\u6709\u5f88\u5927\u7684\u533a\u522b\u3002<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%BC%96%E6%8E%92%E5%92%8C%E5%8F%AF%E8%A7%82%E5%AF%9F%E6%80%A7\"><\/span>\u7f16\u6392\u548c\u53ef\u89c2\u5bdf\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"LangSmith_and_LangGraph\"><\/span>LangSmith and LangGraph<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Sonya Huang\uff1a\u6211\u4eec\u80fd\u804a\u804a LangSmith \u548c LangGraph \u5417\uff1f\u4f60\u4eec\u89e3\u51b3\u4e86\u54ea\u4e9b\u95ee\u9898\uff1f\u7279\u522b\u662f\u5728\u667a\u80fd\u4f53\u7ba1\u7406\u65b9\u9762\uff0c\u4f60\u4eec\u7684\u4ea7\u54c1\u5982\u4f55\u5e2e\u52a9\u4eba\u4eec\u66f4\u597d\u5730\u7ba1\u7406\u72b6\u6001\u548c\u63d0\u9ad8\u667a\u80fd\u4f53\u7684\u53ef\u63a7\u6027\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u5f53\u7136\u53ef\u4ee5\u3002LangChain \u7684\u63a8\u51fa\u89e3\u51b3\u4e86\u5173\u952e\u95ee\u9898\uff0c\u5c24\u5176\u662f\u6807\u51c6\u5316\u5404\u4e2a\u7ec4\u4ef6\u7684\u63a5\u53e3\u3002\u8fd9\u8ba9\u6211\u4eec\u80fd\u591f\u4e0e\u591a\u79cd\u6a21\u578b\u3001\u5411\u91cf\u5b58\u50a8\u3001\u5de5\u5177\u548c\u6570\u636e\u5e93\u8fdb\u884c\u5e7f\u6cdb\u96c6\u6210\uff0c\u8fd9\u4e5f\u662fLangChain\u53d7\u6b22\u8fce\u7684\u91cd\u8981\u539f\u56e0\u3002<\/p>\n<p>LangChain \u8fd8\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u9ad8\u7ea7\u63a5\u53e3\uff0c\u4f7f\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u4f7f\u7528\u529f\u80fd\uff0c\u5982 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u548c SQL \u95ee\u7b54\uff0c\u540c\u65f6\u52a8\u6001\u6784\u5efa\u94fe\u7684\u8fd0\u884c\u65f6\u95f4\u4e5f\u8f83\u77ed\u3002\u6211\u4eec\u628a\u8fd9\u4e9b\u201c\u94fe\u201d\u89c6\u4e3a\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\uff0c\u8fd9\u4e00\u70b9\u5f88\u91cd\u8981\u3002<\/p>\n<p>LangGraph \u89e3\u51b3\u4e86\u4e0e\u53ef\u5b9a\u5236\u548c\u53ef\u63a7\u7684\u5faa\u73af\u5143\u7d20\u76f8\u5173\u7684\u95ee\u9898\u3002\u5faa\u73af\u5f15\u5165\u4e86\u65b0\u6311\u6218\uff0c\u6bd4\u5982\u8bbe\u8ba1\u6301\u4e45\u5316\u5c42\uff0c\u4ee5\u4fbf\u6062\u590d\u72b6\u6001\u5e76\u8ba9\u5faa\u73af\u5728\u540e\u53f0\u5f02\u6b65\u8fd0\u884c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5173\u6ce8\u5982\u4f55\u6709\u6548\u90e8\u7f72\u957f\u671f\u3001\u5faa\u73af\u548c\u4eba\u673a\u4ea4\u4e92\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<p>\u5173\u4e8e LangSmith\uff0c\u81ea\u516c\u53f8\u6210\u7acb\u4ee5\u6765\u6211\u4eec\u5c31\u4e00\u76f4\u5728\u7814\u7a76\u5b83\uff0c\u4e13\u6ce8\u4e8e LLM \u5e94\u7528\u7684\u53ef\u89c2\u5bdf\u6027\u548c\u6d4b\u8bd5\u3002<\/p>\n<p>\u6211\u4eec\u53d1\u73b0\uff0cLLM \u4f5c\u4e3a\u6838\u5fc3\u65f6\uff0c\u5176\u56fa\u6709\u7684\u4e0d\u786e\u5b9a\u6027\u4f7f\u5f97\u53ef\u89c2\u5bdf\u6027\u548c\u6d4b\u8bd5\u5c24\u4e3a\u91cd\u8981\uff0c\u4ee5\u786e\u4fdd\u80fd\u81ea\u4fe1\u5730\u6295\u5165\u751f\u4ea7\u3002LangSmith \u7684\u8bbe\u8ba1\u4f7f\u5176\u80fd\u591f\u4e0e LangChain \u65e0\u7f1d\u914d\u5408\u3002<\/p>\n<p>\u6b64\u5916\uff0cLangSmith \u8fd8\u63d0\u4f9b\u4e86\u63d0\u793a\u4e2d\u5fc3\uff0c\u5e2e\u52a9\u7528\u6237\u7ba1\u7406\u548c\u624b\u52a8\u5ba1\u67e5\u63d0\u793a\u3002\u8fd9\u5728\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u663e\u5f97\u5c24\u5176\u91cd\u8981\uff0c\u56e0\u4e3a\u6211\u4eec\u9700\u8981\u660e\u786e LLM \u8f93\u51fa\u7684\u65b0\u5185\u5bb9\u3002<\/p>\n<p>\u53ef\u89c2\u5bdf\u6027\u662f LLM \u7684\u663e\u8457\u7279\u5f81\uff0c\u800c\u6d4b\u8bd5\u7684\u590d\u6742\u6027\u4e5f\u5728\u589e\u52a0\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5e0c\u671b\u4eba\u4eec\u80fd\u66f4\u9891\u7e41\u5730\u5ba1\u67e5\u5185\u5bb9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8e\u4f20\u7edf\u7684\u8f6f\u4ef6\u6d4b\u8bd5\u3002LangSmith \u63d0\u4f9b\u7684\u5de5\u5177\u548c\u8def\u7531\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%8F%AF%E8%A7%82%E5%AF%9F%E6%80%A7\"><\/span>\u53ef\u89c2\u5bdf\u6027<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Pat Grady\uff1a\u4f60\u662f\u5426\u6709\u4e00\u79cd\u542f\u53d1\u5f0f\u7684\u65b9\u6cd5\u6765\u8bc4\u4f30\u73b0\u6709\u7684\u53ef\u89c2\u5bdf\u6027\u3001\u6d4b\u8bd5\u548c\u586b\u7a7a\uff0c\u770b\u770b\u5b83\u4eec\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u9002\u7528\u4e8e LLM\uff1f\u54ea\u4e9b\u7279\u5f81\u4f7f\u5f97\u73b0\u6709 LLM \u4e0e\u4e4b\u524d\u7684\u6a21\u578b\u6709\u663e\u8457\u4e0d\u540c\uff0c\u4ee5\u81f3\u4e8e\u4f60\u4eec\u9700\u8981\u5f00\u53d1\u65b0\u4ea7\u54c1\u3001\u65b0\u67b6\u6784\u6216\u65b0\u65b9\u6cd5\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u662f\u7684\uff0c\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u503c\u5f97\u6df1\u5165\u601d\u8003\u7684\u95ee\u9898\u3002\u5c24\u5176\u662f\u5728\u53ef\u89c2\u5bdf\u6027\u548c\u6d4b\u8bd5\u65b9\u9762\uff0cLLM \u7684\u590d\u6742\u6027\u8ba9\u6211\u4eec\u5fc5\u987b\u521b\u65b0\u3002\u867d\u7136\u50cf Datadog \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u5f88\u597d\u5730\u76d1\u63a7\uff0c\u4f46\u8981\u6df1\u5165\u5206\u6790\u591a\u6b65\u9aa4\u7684\u5e94\u7528\u7a0b\u5e8f\uff0cLangSmith \u80fd\u63d0\u4f9b\u66f4\u7cbe\u7ec6\u7684\u75d5\u8ff9\u5206\u6790\uff0c\u5e2e\u52a9\u66f4\u597d\u5730\u8c03\u8bd5\u548c\u5e94\u5bf9 LLM \u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p>\u6d4b\u8bd5\u65b9\u9762\u4e5f\u5f88\u6709\u8da3\u3002\u5728\u4f20\u7edf\u8f6f\u4ef6\u6d4b\u8bd5\u4e2d\uff0c\u901a\u5e38\u53ea\u5173\u6ce8\u7ed3\u679c\u662f\u5426\u901a\u8fc7\uff0c\u800c\u4e0d\u8fdb\u884c\u6210\u5bf9\u6bd4\u8f83\u3002\u7136\u800c\uff0cLLM \u8bc4\u4f30\u4e2d\uff0c\u50cf LLMSYS \u8fd9\u79cd\u5de5\u5177\u5141\u8bb8\u5e76\u6392\u6bd4\u8f83\u4e24\u4e2a\u6a21\u578b\uff0c\u8fd9\u79cd\u65b9\u5f0f\u5728 LLM \u6d4b\u8bd5\u4e2d\u5c24\u4e3a\u5173\u952e\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u6311\u6218\u662f\uff0cLLM\u6d4b\u8bd5\u4e2d\u4f60\u4e0d\u4f1a\u603b\u662f\u6709100%\u7684\u901a\u8fc7\u7387\uff0c\u56e0\u6b64\u8ddf\u8e2a\u8fdb\u5c55\u975e\u5e38\u91cd\u8981\uff0c\u786e\u4fdd\u4f60\u5728\u4e0d\u65ad\u8fdb\u6b65\uff0c\u800c\u4e0d\u662f\u9000\u6b65\u3002\u76f8\u6bd4\u4f20\u7edf\u6d4b\u8bd5\u7684\u901a\u8fc7\/\u5931\u8d25\u5224\u65ad\uff0cLLM\u7684\u6d4b\u8bd5\u9700\u8981\u66f4\u7ec6\u81f4\u7684\u8ddf\u8e2a\u548c\u5206\u6790\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4eba\u7c7b\u7684\u53c2\u4e0e\u81f3\u5173\u91cd\u8981\u3002\u5c3d\u7ba1\u6211\u4eec\u5e0c\u671b\u7cfb\u7edf\u81ea\u52a8\u5316\u8fd0\u884c\uff0c\u4f46\u4eba\u5de5\u5e72\u9884\u5f80\u5f80\u66f4\u53ef\u9760\u3002\u8fd9\u548c\u8f6f\u4ef6\u6d4b\u8bd5\u4e2d\u7b80\u5355\u7684\u7b49\u5f0f\u9a8c\u8bc1\u975e\u5e38\u4e0d\u540c\uff0c\u6211\u4eec\u9700\u8981\u5f15\u5165\u4eba\u7c7b\u5224\u65ad\uff0c\u4f7f\u6d4b\u8bd5\u66f4\u52a0\u7cbe\u786e\u4e14\u7075\u6d3b\u3002<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E8%BD%AF%E4%BB%B6%E5%BC%80%E5%8F%91%E7%9A%84%E6%9C%AA%E6%9D%A5\"><\/span>\u8f6f\u4ef6\u5f00\u53d1\u7684\u672a\u6765<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Pat Grady\uff1a\u5728\u6df1\u5165\u8ba8\u8bba\u667a\u80fd\u4f53\u6784\u5efa\u7ec6\u8282\u524d\uff0c\u6211\u60f3\u95ee\u4e00\u4e2a\u95ee\u9898\u3002\u6211\u4eec\u7684\u521b\u59cb\u4eba\u5510\u00b7\u74e6\u4f26\u4e01\u6709\u4e00\u4e2a\u8457\u540d\u7684\u63d0\u95ee\u201c\u90a3\u53c8\u600e\u6837\uff1f\u201d\u5982\u679c\u81ea\u4e3b\u667a\u80fd\u4f53\u5b8c\u7f8e\u8fd0\u4f5c\uff0c\u90a3\u53c8\u600e\u6837\uff1f\u8fd9\u5bf9\u4e16\u754c\u6709\u4ec0\u4e48\u5f71\u54cd\uff1f\u6211\u4eec\u7684\u751f\u6d3b\u5c06\u5982\u4f55\u4e0d\u540c\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u4ece\u66f4\u9ad8\u5c42\u9762\u6765\u770b\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4eba\u7c7b\u5c06\u53ef\u4ee5\u5173\u6ce8\u4e0d\u540c\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u73b0\u9636\u6bb5\uff0c\u5f88\u591a\u884c\u4e1a\u90fd\u4f9d\u8d56\u91cd\u590d\u6027\u3001\u673a\u68b0\u6027\u7684\u5de5\u4f5c\uff0c\u800c\u667a\u80fd\u4f53\u7684\u60f3\u6cd5\u662f\u81ea\u52a8\u5316\u5176\u4e2d\u7684\u5927\u90e8\u5206\uff0c\u4ece\u800c\u8ba9\u6211\u4eec\u80fd\u591f\u4e13\u6ce8\u4e8e\u66f4\u9ad8\u5c42\u6b21\u7684\u95ee\u9898\u3002\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u667a\u80fd\u4f53\u7684\u8f93\u51fa\u8fdb\u884c\u66f4\u591a\u521b\u9020\u6027\u548c\u9ad8\u6760\u6746\u7684\u5de5\u4f5c\uff0c\u50cf\u516c\u53f8\u8fd0\u8425\u4e2d\u7684\u8bb8\u591a\u804c\u80fd\u53ef\u4ee5\u5916\u5305\u7ed9\u667a\u80fd\u4f53\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u60f3\u8c61\u81ea\u5df1\u626e\u6f14\u9996\u5e2d\u6267\u884c\u5b98\u7684\u89d2\u8272\uff0c\u800c\u667a\u80fd\u4f53\u8d1f\u8d23\u8425\u9500\u3001\u9500\u552e\u7b49\u5176\u4ed6\u804c\u80fd\uff0c\u81ea\u52a8\u5316\u5927\u91cf\u91cd\u590d\u6027\u5de5\u4f5c\uff0c\u8ba9\u4f60\u6709\u66f4\u591a\u65f6\u95f4\u8fdb\u884c\u6218\u7565\u601d\u8003\u6216\u4ea7\u54c1\u5f00\u53d1\u3002\u8fd9\u5c06\u4f7f\u6211\u4eec\u81ea\u7531\u5730\u505a\u6211\u4eec\u64c5\u957f\u7684\u3001\u6709\u5174\u8da3\u7684\u4e8b\u60c5\uff0c\u6446\u8131\u90a3\u4e9b\u4e0d\u592a\u613f\u610f\u505a\u7684\u673a\u68b0\u5de5\u4f5c\u3002<\/p>\n<p><\/p>\n<p><strong>Pat Grady\uff1a\u4f60\u6709\u6ca1\u6709\u770b\u5230\u4efb\u4f55\u73b0\u5b9e\u4e2d\u7684\u4f8b\u5b50\uff0c\u6216\u8005\u6709\u4ec0\u4e48\u6b63\u5728\u5f00\u53d1\u4e2d\u7684\u6709\u8da3\u9879\u76ee\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u76ee\u524d\u4e24\u4e2a\u6700\u53d7\u5173\u6ce8\u7684\u667a\u80fd\u4f53\u9886\u57df\u662f\u5ba2\u6237\u652f\u6301\u548c\u7f16\u7801\u3002<\/p>\n<p>\u5ba2\u6237\u652f\u6301\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\uff0c\u5f88\u591a\u516c\u53f8\u90fd\u9700\u8981\u5916\u5305\u8fd9\u7c7b\u670d\u52a1\uff0c\u800c\u667a\u80fd\u4f53\u53ef\u4ee5\u9ad8\u6548\u5730\u66ff\u4ee3\u8fd9\u90e8\u5206\u5de5\u4f5c\uff0c\u8fd9\u4f1a\u975e\u5e38\u6709\u529b\u3002<\/p>\n<p>\u81f3\u4e8e\u7f16\u7801\uff0c\u5b83\u66f4\u590d\u6742\uff0c\u6d89\u53ca\u8bb8\u591a\u521b\u9020\u6027\u548c\u4ea7\u54c1\u5b9a\u4f4d\u7684\u601d\u8003\u3002\u867d\u7136\u67d0\u4e9b\u7f16\u7801\u4efb\u52a1\u786e\u5b9e\u9650\u5236\u4e86\u4eba\u7684\u521b\u9020\u529b\uff0c\u4f46\u5982\u679c\u6709\u667a\u80fd\u4f53\u53ef\u4ee5\u81ea\u52a8\u5b8c\u6210\u8fd9\u4e9b\u7f16\u7801\u4efb\u52a1\uff0c\u50cf\u6211\u5988\u5988\u6709\u4e00\u4e2a\u7f51\u7ad9\u7684\u60f3\u6cd5\u4f46\u4e0d\u4f1a\u7f16\u7a0b\uff0c\u8fd9\u6837\u7684\u667a\u80fd\u4f53\u5c31\u80fd\u8ba9\u5979\u628a\u66f4\u591a\u7cbe\u529b\u653e\u5728\u7f51\u7ad9\u7684\u60f3\u6cd5\u548c\u8303\u56f4\u4e0a\uff0c\u800c\u4ee3\u7801\u90e8\u5206\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u3002<\/p>\n<p>\u5ba2\u6237\u652f\u6301\u667a\u80fd\u4f53\u5df2\u7ecf\u5f00\u59cb\u53d1\u6325\u4f5c\u7528\uff0c\u800c\u5728\u7f16\u7801\u9886\u57df\uff0c\u4e5f\u6709\u8bb8\u591a\u65b0\u8fdb\u5c55\uff0c\u5c3d\u7ba1\u5b83\u8fd8\u672a\u5b8c\u5168\u6210\u719f\uff0c\u4f46\u8bb8\u591a\u4eba\u6b63\u5f00\u5c55\u6709\u8da3\u7684\u9879\u76ee\u3002<\/p>\n<p><\/p>\n<p><strong>Pat Grady\uff1a\u4f60\u63d0\u5230\u7684\u7f16\u7801\u95ee\u9898\u5f88\u6709\u8da3\uff0c\u56e0\u4e3a\u8fd9\u662f\u6211\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u62b1\u6709\u4e50\u89c2\u6001\u5ea6\u7684\u539f\u56e0\u4e4b\u4e00\u3002AI\u6709\u53ef\u80fd\u7f29\u77ed\u4ece\u60f3\u6cd5\u5230\u6267\u884c\u7684\u8ddd\u79bb\uff0c\u8ba9\u521b\u9020\u6027\u7684\u60f3\u6cd5\u66f4\u5bb9\u6613\u53d8\u6210\u73b0\u5b9e\u3002\u50cf Figma \u7684 Dylan \u7ecf\u5e38\u8c08\u8bba\u8fd9\u4e00\u70b9\u3002<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u662f\u7684\uff0c\u81ea\u52a8\u5316\u53ef\u4ee5\u6d88\u9664\u90a3\u4e9b\u963b\u788d\u521b\u4f5c\u7684\u4e1c\u897f\uff0c\u8fd9\u79cd\u201c\u4ece\u60f3\u6cd5\u5230\u73b0\u5b9e\u201d\u7684\u8f6c\u6362\u975e\u5e38\u5438\u5f15\u4eba\u3002\u5728\u751f\u6210\u5f0f AI \u65f6\u4ee3\u548c\u667a\u80fd\u4f53\u65f6\u4ee3\uff0c\u201c\u6784\u5efa\u8005\u201d\u7684\u5b9a\u4e49\u5c06\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<p>\u4eca\u5929\u7684\u8f6f\u4ef6\u6784\u5efa\u8005\u5927\u591a\u662f\u5de5\u7a0b\u5e08\uff0c\u6216\u8005\u9700\u8981\u96c7\u4f63\u5de5\u7a0b\u5e08\u3002\u800c\u672a\u6765\uff0c\u501f\u52a9\u667a\u80fd\u4f53\u548c\u751f\u6210\u5f0f AI\uff0c\u6784\u5efa\u8005\u53ef\u4ee5\u6784\u5efa\u66f4\u591a\u7684\u4e1c\u897f\uff0c\u56e0\u4e3a\u4ed6\u4eec\u53ef\u4ee5\u4f4e\u6210\u672c\u5730\u5229\u7528\u667a\u80fd\u4f53\uff0c\u83b7\u5f97\u6240\u9700\u7684\u77e5\u8bc6\u548c\u80fd\u529b\u3002\u8fd9\u76f8\u5f53\u4e8e\u8ba9\u667a\u80fd\u4f53\u5546\u54c1\u5316\u4e86\u60c5\u62a5\uff0c\u610f\u5473\u7740\u66f4\u591a\u4eba\u53ef\u4ee5\u6210\u4e3a\u6784\u5efa\u8005\u3002<\/p>\n<p><\/p>\n<p><strong>Pat Grady\uff1a\u6211\u5f88\u597d\u5947\uff0c\u5bf9\u4e8e\u90a3\u4e9b\u8bd5\u56fe\u4f7f\u7528 LLMs \u6784\u5efa\u4ea7\u54c1\u6216 AI \u7684\u5f00\u53d1\u4eba\u5458\u6765\u8bf4\uff0c\u6709\u54ea\u4e9b\u95ee\u9898\u662f\u4f60\u4eec\u76ee\u524d\u6ca1\u6709\u76f4\u63a5\u89e3\u51b3\uff0c\u4f46\u672a\u6765\u53ef\u80fd\u4f1a\u8003\u8651\u7684\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u662f\u7684\uff0c\u786e\u5b9e\u6709\u4e24\u4e2a\u4e3b\u8981\u9886\u57df\u3002\u4e00\u4e2a\u662f\u6a21\u578b\u5c42\uff0c\u53e6\u4e00\u4e2a\u662f\u6570\u636e\u5e93\u5c42\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u6211\u4eec\u5e76\u4e0d\u6253\u7b97\u6784\u5efa\u77e2\u91cf\u6570\u636e\u5e93\uff0c\u4f46\u5173\u4e8e\u5982\u4f55\u5b58\u50a8\u6570\u636e\uff0c\u8fd9\u662f\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u95ee\u9898\u3002\u4e0d\u8fc7\uff0c\u8fd9\u5e76\u4e0d\u662f\u6211\u4eec\u73b0\u5728\u7684\u91cd\u70b9\u3002\u6211\u4eec\u4e5f\u4e0d\u6784\u5efa\u57fa\u7840\u6a21\u578b\uff0c\u4e5f\u4e0d\u4e13\u6ce8\u4e8e\u5fae\u8c03\u3002<\/p>\n<p>\u6211\u4eec\u66f4\u591a\u662f\u60f3\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u6570\u636e\u7ba1\u7406\u4e0a\u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4f46\u5e76\u4e0d\u6253\u7b97\u4e3a\u4e86\u5fae\u8c03\u53bb\u642d\u5efa\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u6709\u5f88\u591a\u516c\u53f8\uff0c\u6bd4\u5982 Fireworks\uff0c\u6b63\u5728\u4e13\u95e8\u505a\u8fd9\u4e9b\u4e8b\uff0c\u8fd9\u771f\u7684\u5f88\u6709\u8da3\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u4e9b\u95ee\u9898\u5904\u4e8e\u6280\u672f\u5806\u6808\u7684\u5e95\u5c42\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u53e6\u4e00\u4e2a\u503c\u5f97\u601d\u8003\u7684\u95ee\u9898\u662f\uff0c\u5982\u679c\u667a\u80fd\u4f53\u771f\u7684\u50cf\u6211\u4eec\u8bbe\u60f3\u7684\u90a3\u6837\u53d8\u5f97\u66f4\u52a0\u666e\u904d\uff0c\u5c06\u4f1a\u51fa\u73b0\u54ea\u4e9b\u65b0\u7684\u57fa\u7840\u6027\u95ee\u9898\uff1f\u6240\u4ee5\u8bf4\u5b9e\u8bdd\uff0c\u73b0\u5728\u5c31\u8bf4\u6211\u4eec\u672a\u6765\u4f1a\u505a\u4ec0\u4e48\u6216\u8005\u4e0d\u4f1a\u505a\u4ec0\u4e48\u8fd8\u4e3a\u65f6\u5c1a\u65e9\u3002\u56e0\u4e3a\u6211\u4eec\u73b0\u5728\u79bb\u4e00\u4e2a\u5b8c\u5168\u53ef\u9760\u7684\u667a\u80fd\u4f53\u7ecf\u6d4e\u7cfb\u7edf\u8fd8\u6709\u4e00\u6bb5\u8ddd\u79bb\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u6709\u4e9b\u6982\u5ff5\u5df2\u7ecf\u5f88\u5438\u5f15\u4eba\u4e86\uff0c\u6bd4\u5982\u667a\u80fd\u4f53\u7684\u8eab\u4efd\u9a8c\u8bc1\u3001\u6388\u6743\u3001\u652f\u4ed8\u7b49\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u672a\u6765\u7684\u67d0\u5929\uff0c\u667a\u80fd\u4f53\u7ed9\u4eba\u7c7b\u652f\u4ed8\u670d\u52a1\u8d39\u7528\uff0c\u800c\u4e0d\u662f\u76f8\u53cd\uff01\u8fd9\u79cd\u573a\u666f\u771f\u7684\u8ba9\u4eba\u5174\u594b\u3002\u5982\u679c\u667a\u80fd\u4f53\u771f\u7684\u50cf\u6211\u4eec\u60f3\u8c61\u7684\u90a3\u6837\u6d41\u884c\u8d77\u6765\uff0c\u6211\u4eec\u9700\u8981\u4ec0\u4e48\u6837\u7684\u5de5\u5177\u548c\u57fa\u7840\u8bbe\u65bd\u6765\u652f\u6301\u8fd9\u4e00\u5207\uff1f<\/p>\n<p>\u8fd9\u4e9b\u95ee\u9898\u548c\u5f00\u53d1\u8005\u793e\u533a\u4e2d\u6784\u5efa LLM \u5e94\u7528\u7a0b\u5e8f\u7684\u9700\u6c42\u6709\u4e9b\u4e0d\u540c\u3002LLM \u5e94\u7528\u5df2\u7ecf\u5728\u8fd9\u91cc\u4e86\uff0c\u667a\u80fd\u4f53\u6b63\u5728\u9010\u6b65\u6210\u719f\uff0c\u4f46\u6574\u4e2a\u667a\u80fd\u4f53\u751f\u6001\u7cfb\u7edf\u8fd8\u6ca1\u6709\u5b8c\u5168\u6210\u578b\u3002\u8fd9\u4f1a\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n<p><strong>Sonya Huang\uff1a\u4f60\u521a\u624d\u63d0\u5230\u5fae\u8c03\uff0c\u8bf4\u4f60\u4eec\u76ee\u524d\u4e0d\u6253\u7b97\u6df1\u5165\u8fd9\u4e2a\u9886\u57df\u3002\u770b\u8d77\u6765\u63d0\u793a\u5de5\u7a0b\u548c\u5fae\u8c03\u5e38\u5e38\u88ab\u8ba4\u4e3a\u662f\u4e92\u76f8\u66ff\u4ee3\u7684\u5de5\u5177\u3002\u4f60\u600e\u4e48\u770b\u73b0\u5728\u63d0\u793a\u4e0e\u5fae\u8c03\u7684\u4f7f\u7528\u65b9\u5f0f\uff1f\u4f60\u89c9\u5f97\u672a\u6765\u7684\u8d70\u5411\u4f1a\u600e\u6837\uff1f<\/strong><\/p>\n<p><strong>Harrison Chase\uff1a<\/strong>\u5176\u5b9e\uff0c\u6211\u5e76\u4e0d\u8ba4\u4e3a\u5fae\u8c03\u548c\u8ba4\u77e5\u67b6\u6784\u662f\u4e92\u76f8\u66ff\u4ee3\u7684\u3002\u76f8\u53cd\uff0c\u6211\u89c9\u5f97\u5b83\u4eec\u5728\u5f88\u591a\u65b9\u9762\u662f\u4e92\u8865\u7684\u3002<\/p>\n<p>\u5f53\u4f60\u6709\u66f4\u5b9a\u5236\u5316\u7684\u8ba4\u77e5\u67b6\u6784\u65f6\uff0c\u667a\u80fd\u4f53\u6bcf\u4e2a\u90e8\u5206\u6216\u8282\u70b9\u7684\u804c\u8d23\u53d8\u5f97\u66f4\u52a0\u5177\u4f53\u660e\u786e\u3002\u800c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5fae\u8c03\u5c31\u663e\u5f97\u683c\u5916\u6709\u7528\u3002\u56e0\u4e3a\u5f53\u4f60\u660e\u786e\u4e86\u6bcf\u4e2a\u6a21\u5757\u7684\u5de5\u4f5c\u8303\u56f4\u65f6\uff0c\u5fae\u8c03\u5c31\u53ef\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316\u8fd9\u4e9b\u6a21\u5757\u7684\u8868\u73b0\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u89c9\u5f97\u5fae\u8c03\u548c\u67b6\u6784\u7684\u5173\u7cfb\u5e76\u4e0d\u662f\u4e92\u76f8\u7ade\u4e89\u7684\uff0c\u800c\u662f\u5404\u53f8\u5176\u804c\uff0c\u4e92\u76f8\u589e\u5f3a\u7684\u3002<\/p>\n<p><\/p>\n<p>\u96f7\u5cf0\u7f51\u7248\u6743\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/LEbM1H37ztcdm5fT.html\" target=\"_blank\">Harrison 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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