{"id":1084413,"date":"2024-09-12T20:35:00","date_gmt":"2024-09-13T03:35:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1084413"},"modified":"2024-09-24T23:54:51","modified_gmt":"2024-09-25T06:54:51","slug":"rd-agent","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/rd-agent\/","title":{"rendered":"\u5f00\u6e90\u5de5\u5177RD-Agent\uff1a\u8ba9\u7814\u7a76\u4e0e\u5f00\u53d1\u8fc7\u7a0b\u66f4\u667a\u80fd"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u673a\u5668\u5b66\u4e60\u7ec4<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u7814\u7a76\u4e0e\u5f00\u53d1\uff08R&D\uff09\u662f\u63a8\u52a8\u793e\u4f1a\u8fdb\u6b65\u3001\u7ecf\u6d4e\u589e\u957f\u548c\u6280\u672f\u521b\u65b0\u7684\u6838\u5fc3\u52a8\u529b\u3002\u5728\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u5982\u4f55\u5145\u5206\u6fc0\u53d1\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u624b\u6bb5\u63d0\u5347\u7814\u7a76\u4e0e\u5f00\u53d1\u6548\u7387\uff0c\u5b9e\u73b0\u8de8\u9886\u57df\u77e5\u8bc6\u8fc1\u79fb\u4e0e\u521b\u65b0\uff0c\u5df2\u6210\u4e3a R&D \u667a\u80fd\u5316\u8f6c\u578b\u7684\u5173\u952e\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u81ea\u52a8\u5316\u7814\u7a76\u4e0e\u5f00\u53d1\u5de5\u5177 RD-Agent\uff0c\u4f9d\u6258\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u5f00\u521b\u4e86\u4ee5\u4eba\u5de5\u667a\u80fd\u9a71\u52a8 R&D \u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u65b0\u6a21\u5f0f\u3002RD-Agent \u4e0d\u4ec5\u63d0\u9ad8\u4e86\u7814\u53d1\u6548\u7387\uff0c\u8fd8\u5229\u7528\u667a\u80fd\u5316\u7684\u51b3\u7b56\u548c\u53cd\u9988\u673a\u5236\uff0c\u4e3a\u672a\u6765\u7684\u8de8\u9886\u57df\u521b\u65b0\u4e0e\u77e5\u8bc6\u8fc1\u79fb\u63d0\u4f9b\u4e86\u65e0\u9650\u53ef\u80fd\uff0c\u8d4b\u80fd R&D \u8fc8\u5411\u5168\u65b0\u9ad8\u5ea6\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"288\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-1-1024x288.jpg\" alt=\"logo, company name\" class=\"wp-image-1084422\" style=\"width:547px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-1-1024x288.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-1-300x84.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-1-768x216.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-1-240x67.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-1.jpg 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728\u73b0\u4ee3\u5de5\u4e1a\u4e2d\uff0c\u7814\u7a76\u4e0e\u5f00\u53d1\uff08R&D\uff09\u662f\u63a8\u52a8\u6570\u5b57\u5316\u8f6c\u578b\u548c\u63d0\u5347\u751f\u4ea7\u529b\u4e0e\u751f\u4ea7\u6548\u7387\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4f20\u7edf R&D \u81ea\u52a8\u5316\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u9010\u6e10\u663e\u9732\u3002\u5c24\u5176\u662f\u5728\u63d0\u4f9b\u9ad8\u6548\u3001\u7cbe\u51c6\u7684\u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7f3a\u4e4f\u8db3\u591f\u7684\u667a\u80fd\uff0c\u96be\u4ee5\u6ee1\u8db3\u521b\u65b0\u578b\u7814\u7a76\u548c\u590d\u6742\u5f00\u53d1\u4efb\u52a1\u7684\u9700\u6c42\uff0c\u8fdc\u672a\u80fd\u8fbe\u5230\u201c\u50cf\u4eba\u7c7b\u4e13\u5bb6\u90a3\u6837\u521b\u9020\u663e\u8457\u4ea7\u4e1a\u4ef7\u503c\u201d\u7684\u6c34\u5e73\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4eba\u7c7b\u4e13\u5bb6\u80fd\u591f\u57fa\u4e8e\u6df1\u539a\u7684\u77e5\u8bc6\u63d0\u51fa\u65b0\u60f3\u6cd5\u3001\u9a8c\u8bc1\u5047\u8bbe\uff0c\u5e76\u901a\u8fc7\u53cd\u590d\u8bd5\u9a8c\u4e0d\u65ad\u4f18\u5316\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u51fa\u73b0\uff0c\u4e3a\u8fd9\u4e9b\u95ee\u9898\u5e26\u6765\u4e86\u5168\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u5c06\u4e3a\u6570\u636e\u9a71\u52a8\u7684 R&D \u573a\u666f\u7684\u81ea\u52a8\u5316\u4ea7\u751f\u5de8\u5927\u7684\u63a8\u52a8\u4f5c\u7528\u3002\u901a\u8fc7\u5728\u5404\u4e2a\u9886\u57df\u7684\u6d77\u91cf\u6570\u636e\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u77e5\u8bc6\uff0c\u80fd\u591f\u63d0\u4f9b\u4f20\u7edf\u65b9\u6cd5\u6240\u7f3a\u4e4f\u7684\u667a\u80fd\u6027\u3002\u51ed\u501f\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u903b\u8f91\u63a8\u7406\u7684\u80fd\u529b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u652f\u6301\u590d\u6742\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u81ea\u4e3b\u6267\u884c\u4efb\u52a1\uff0c\u5e76\u5728\u591a\u79cd\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u4f5c\u4e3a\u667a\u80fd\u4ee3\u7406\uff08AI agent\uff09\u53d1\u6325\u4f5c\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5927\u8bed\u8a00\u6a21\u578b\u4e3ar-d\u6ce8\u5165\u65b0\u667a\u80fd\">\u5927\u8bed\u8a00\u6a21\u578b\u4e3aR&D\u6ce8\u5165\u65b0\u667a\u80fd<\/h2>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u52a8\u521b\u65b0\u6027\u7814\u7a76\u65b9\u9762\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\u548c\u4ef7\u503c\uff0c\u5176\u5e7f\u6cdb\u7684\u77e5\u8bc6\u8986\u76d6\u9762\u4e0d\u4ec5\u6709\u52a9\u4e8e\u63d0\u51fa\u5168\u65b0\u7684\u60f3\u6cd5\u548c\u5047\u8bbe\uff0c\u8fd8\u80fd\u591f\u901a\u8fc7\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u4e3a\u7814\u7a76\u8bbe\u8ba1\u65b0\u7684\u5b9e\u9a8c\u8def\u5f84\u548c\u65b9\u6cd5\uff0c\u8fdb\u800c\u4fc3\u8fdb\u6301\u7eed\u521b\u65b0\u3002\u5728\u5f00\u53d1\u73af\u8282\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u80fd\u591f\u9ad8\u6548\u63d0\u70bc\u4fe1\u606f\u3001\u603b\u7ed3\u89c4\u5f8b\u3002\u6b64\u5916\uff0c\u51ed\u501f\u5bf9\u4ee3\u7406\u5de5\u5177\uff08agentic tools\uff09\u7684\u7075\u6d3b\u8fd0\u7528\u6216\u521b\u5efa\u80fd\u529b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u81ea\u52a8\u5904\u7406\u91cd\u590d\u4e14\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4ece\u800c\u663e\u8457\u52a0\u5feb\u5f00\u53d1\u8fdb\u7a0b\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec<strong>\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u7684\u81ea\u52a8\u5316\u7814\u7a76\u4e0e\u5f00\u53d1\u5de5\u5177 RD-Agent\u3002\u901a\u8fc7\u6574\u5408\u6570\u636e\u9a71\u52a8\u7684 R&D \u7cfb\u7edf\uff0cRD-Agent \u53ef\u4ee5\u501f\u52a9\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u80fd\u529b\u9a71\u52a8\u521b\u65b0\u4e0e\u5f00\u53d1\u7684\u81ea\u52a8\u5316<\/strong>\u3002<\/p>\n\n\n\n<p>RD-Agent \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u81ea\u4e3b\u4ee3\u7406\uff08autonomous agent\uff09\u6846\u67b6\uff0c\u7531\u7814\u7a76\uff08R\uff09\u548c\u5f00\u53d1\uff08D\uff09\u4e24\u4e2a\u5173\u952e\u6a21\u5757\u6784\u6210\u3002\u7814\u7a76\u6a21\u5757\u8d1f\u8d23\u63d0\u51fa\u65b0\u60f3\u6cd5\uff0c\u79ef\u6781\u63a2\u7d22\u65b0\u7684\u53ef\u80fd\u6027\uff1b\u5f00\u53d1\u6a21\u5757\u5219\u4e13\u6ce8\u4e8e\u5b9e\u73b0\u8fd9\u4e9b\u60f3\u6cd5\u3002\u4e24\u8005\u76f8\u8f85\u76f8\u6210\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u901a\u8fc7\u53cd\u9988\u5faa\u73af\u4e0d\u65ad\u4f18\u5316\u3002\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u8fd9\u4e9b\u6a21\u5757\u7684\u80fd\u529b\u5c06\u9010\u6b65\u63d0\u5347\uff0c\u4ee5\u5e94\u5bf9\u65e5\u76ca\u590d\u6742\u7684\u7814\u53d1\u9700\u6c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"598\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-2-1024x598.png\" alt=\"\u7528 AI \u9a71\u52a8 AI\" class=\"wp-image-1084425\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-2-1024x598.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-2-300x175.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-2-768x448.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-2-480x280.png 480w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-2-240x140.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-2.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u7528 AI \u9a71\u52a8 AI<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cRD-Agent \u53ef\u4ee5\u53d1\u6325\u4f17\u591a\u4f5c\u7528\uff0c\u5b83\u65e2\u53ef\u4ee5\u4f5c\u4e3a\u9ad8\u6548\u7684\u7814\u53d1\u52a9\u624b\uff0c\u9075\u5faa\u6307\u793a\u5b8c\u6210\u65e5\u5e38\u7e41\u7410\u7684\u7814\u53d1\u5de5\u4f5c\uff0c\u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u5177\u6709\u9ad8\u5ea6\u81ea\u4e3b\u6027\u7684\u667a\u80fd\u4ee3\u7406\uff0c\u4e3b\u52a8\u63d0\u51fa\u521b\u65b0\u6027\u60f3\u6cd5\u5e76\u81ea\u52a8\u8fdb\u884c\u63a2\u7d22\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f RD-Agent \u53ef\u652f\u6301\u7684\u90e8\u5206\u573a\u666f\u6f14\u793a\uff0c\u5305\u62ec\u4e86\u4ece\u901a\u7528\u7814\u7a76\u52a9\u7406\u5230\u8f85\u52a9\u7279\u5b9a\u4e13\u4e1a\u9886\u57df\u7684\u6570\u636e\u667a\u80fd\u7814\u53d1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u4e3a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/report_model\">\u901a\u7528\u79d1\u7814\u52a9\u7406<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\uff0c\u81ea\u52a8\u9605\u8bfb\u7814\u7a76\u8bba\u6587\u6216\u62a5\u544a\uff0c\u5e76\u5b9e\u73b0\u6a21\u578b\u7ed3\u6784\u3002<\/li>\n\n\n\n<li>\u81ea\u52a8\u63a2\u7d22\u548c\u5b9e\u73b0\u6a21\u578b\u7ed3\u6784\uff0c\u6316\u6398\u6570\u636e\u89c4\u5f8b\uff1a\u5982<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/model_loop\">\u91d1\u878d<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u3001<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/dmm\">\u533b\u7597<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u7b49\u9886\u57df\u3002<\/li>\n\n\n\n<li>\u4f5c\u4e3a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/report_factor\">\u81ea\u52a8\u5316 Quant \u5de5\u5382<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\uff0c\u5728\u590d\u6742\u7684\u771f\u5b9e\u7cfb\u7edf\u4e2d\uff0c\u81ea\u52a8\u5316\u5b8c\u6210\u5927\u91cf\u8017\u65f6\u7684\u7279\u5f81\u5de5\u7a0b\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u76ee\u524d\uff0c<strong>RD-Agent \u5de5\u5177\u5df2\u5728 GitHub \u4e0a\u5f00\u6e90<\/strong>\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6b63\u4e0d\u65ad\u66f4\u65b0\u548c\u6269\u5c55 RD-Agent \u7684\u529f\u80fd\uff0c\u4ee5\u9002\u5e94\u66f4\u591a\u7684\u65b9\u6cd5\u548c\u573a\u666f\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u7814\u53d1\u8fc7\u7a0b\uff0c\u63d0\u9ad8\u751f\u4ea7\u7387\u3002<\/p>\n\n\n\n<p><em>RD-Agent GitHub \u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/rd-agent\">https:\/\/github.com\/microsoft\/rd-agent<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"rd-agent\u7684\u5173\u952e\u6311\u6218\u4e0e\u6280\u672f\u521b\u65b0\">RD-Agent\u7684\u5173\u952e\u6311\u6218\u4e0e\u6280\u672f\u521b\u65b0<\/h2>\n\n\n\n<p>\u5728\u6570\u636e\u9a71\u52a8\u7684 R&D \u81ea\u52a8\u5316\u9886\u57df\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u5e26\u6765\u4e86\u9769\u547d\u6027\u7684\u521b\u65b0\u673a\u9047\u3002\u7136\u800c\uff0c\u5b9e\u73b0\u8fd9\u4e00\u613f\u666f\u7684\u5173\u952e\u6311\u6218\u5728\u4e8e\u5982\u4f55\u83b7\u53d6\u5e76\u6301\u7eed\u8fdb\u5316\u4e13\u4e1a\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u73b0\u6709\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5b8c\u6210\u521d\u59cb\u8bad\u7ec3\u540e\uff0c\u5176\u80fd\u529b\u5f88\u96be\u6301\u7eed\u589e\u957f\u3002\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u66f4\u4fa7\u91cd\u4e8e\u901a\u7528\u77e5\u8bc6\u5b66\u4e60\uff0c\u6240\u4ee5\u5bf9\u4e8e\u9ad8\u5ea6\u4e13\u4e1a\u5316\u77e5\u8bc6\u7684\u7406\u89e3\u5e76\u4e0d\u900f\u5f7b\uff0c\u800c\u8fd9\u4e9b\u4e13\u4e1a\u77e5\u8bc6\u9700\u8981\u4ece\u884c\u4e1a\u5185\u7684\u6df1\u5ea6\u5b9e\u8df5\u4e2d\u83b7\u5f97\uff0c\u8fd9\u6210\u4e3a\u4e86\u89e3\u51b3\u9886\u57df\u5185\u590d\u6742\u7814\u53d1\u95ee\u9898\u7684\u4e00\u5927\u96be\u9898\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8ba4\u8bc6\u5230\uff0c\u53ea\u6709\u6df1\u5165\u63a2\u7d22\u7814\u53d1\u9636\u6bb5\uff0c\u5e76\u6301\u7eed\u83b7\u5f97\u6df1\u5ea6\u9886\u57df\u77e5\u8bc6\uff0c\u624d\u53ef\u80fd\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7814\u53d1\u80fd\u529b\u4e0d\u65ad\u589e\u957f\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u7814\u7a76\u3001\u5f00\u53d1\u3001\u6d4b\u8bd5\u57fa\u51c6\u4e09\u4e2a\u5c42\u9762\u5c55\u5f00\u4e86\u7814\u7a76\uff0c\u8fdb\u800c\u8bbe\u8ba1\u4e86 RD-Agent \u5de5\u5177\uff0c\u5b9e\u73b0\u4e86\u5728\u771f\u5b9e\u4e16\u754c\u7684\u5b9e\u8df5\u548c\u53cd\u9988\u4e2d\u7684\u52a8\u6001\u5b66\u4e60\u3002<\/p>\n\n\n\n<p><strong>\u7814\u7a76\u5c42\u9762\uff1a\u63a2\u7d22\u65b0\u7684\u60f3\u6cd5\u5e76\u901a\u8fc7\u53cd\u9988\u5bf9\u5176\u4f18\u5316<\/strong>\u3002\u5728 R&D \u8fc7\u7a0b\u4e2d\uff0c\u63d0\u51fa\u548c\u9a8c\u8bc1\u65b0\u60f3\u6cd5\u662f\u7814\u7a76\u7684\u6838\u5fc3\u73af\u8282\u3002\u6570\u636e\u6316\u6398\u4e13\u5bb6\u4f1a\u9996\u5148\u63d0\u51fa\u5047\u8bbe\uff0c\u4f8b\u5982\u5faa\u73af\u795e\u7ecf\u7f51\u7edc RNN \u80fd\u591f\u6355\u6349\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\uff1b\u7136\u540e\u8bbe\u8ba1\u5b9e\u9a8c\uff0c\u5982\u5728\u5305\u542b\u65f6\u95f4\u5e8f\u5217\u7684\u91d1\u878d\u6570\u636e\u573a\u666f\u4e2d\u9a8c\u8bc1\u8be5\u5047\u8bbe\uff1b\u968f\u540e\u5c06\u5b9e\u9a8c\u60f3\u6cd5\u8f6c\u5316\u4e3a\u4ee3\u7801\uff0c\u4f8b\u5982 PyTorch \u6a21\u578b\u7ed3\u6784\uff1b\u6700\u540e\u6267\u884c\u4ee3\u7801\u4ee5\u83b7\u53d6\u53cd\u9988\uff0c\u8bf8\u5982\u6307\u6807\u3001\u635f\u5931\u66f2\u7ebf\u7b49\u3002\u4e13\u5bb6\u4eec\u4f1a\u4ece\u53cd\u9988\u4e2d\u5b66\u4e60\uff0c\u5e76\u5728\u4e0b\u4e00\u6b21\u8fed\u4ee3\u4e2d\u6539\u8fdb\u3002<\/p>\n\n\n\n<p>\u53d7\u8fd9\u4e9b\u7406\u5ff5\u7684\u542f\u53d1\uff0c\u7814\u7a76\u5458\u4eec\u5efa\u7acb\u4e86\u4e00\u4e2a\u57fa\u672c\u7684\u65b9\u6cd5\u6846\u67b6\uff0c\u652f\u6301\u81ea\u52a8\u63d0\u51fa\u548c\u9a8c\u8bc1\u5047\u8bbe\uff0c\u5e76\u4ece\u5b9e\u8df5\u53cd\u9988\u4e2d\u79ef\u7d2f\u77e5\u8bc6\u3002<strong>RD-Agent \u662f\u9996\u4e2a\u5c06\u79d1\u5b66\u7814\u7a76\u81ea\u52a8\u5316\u548c\u5b9e\u8df5\u9a8c\u8bc1\u76f8\u8fde\u63a5\u7684\u6846\u67b6\uff0c\u5e76\u878d\u5165\u4e86\u77e5\u8bc6\u7ba1\u7406\u673a\u5236<\/strong>\uff0c\u4f7f\u5176\u5728\u63a2\u7d22\u4e2d\u80fd\u591f\u50cf\u4eba\u7c7b\u4e13\u5bb6\u4e00\u6837\u4e0d\u65ad\u5730\u9a8c\u8bc1\u548c\u79ef\u7d2f\u77e5\u8bc6\u3002\u968f\u7740 agent \u5bf9\u573a\u666f\u7684\u7406\u89e3\u9010\u6b65\u52a0\u6df1\uff0c\u5b83\u8fd8\u80fd\u63d0\u51fa\u66f4\u4f18\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"539\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-3-1024x539.png\" alt=\"\u7814\u7a76\u5c42\u9762\u7684\u57fa\u672c\u65b9\u6cd5\" class=\"wp-image-1084428\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-3-1024x539.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-3-300x158.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-3-768x405.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-3-240x126.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-3.png 1082w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u7814\u7a76\u5c42\u9762\u7684\u57fa\u672c\u65b9\u6cd5<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u5f00\u53d1\u5c42\u9762\uff1a\u9ad8\u6548\u5b9e\u73b0\u5e76\u6267\u884c\u60f3\u6cd5\u3002<\/strong>\u5f00\u53d1\u8fc7\u7a0b\u7684\u5173\u952e\u5728\u4e8e\u9ad8\u6548\u5b9e\u73b0\u7814\u7a76\u6210\u679c\uff0c\u540c\u65f6\u901a\u8fc7\u5408\u7406\u7684\u4efb\u52a1\u4f18\u5148\u7ea7\u8c03\u5ea6\u6765\u6700\u5927\u5316\u6548\u76ca\u3002\u7814\u7a76\u5458\u4eec\u5728 RD-Agent \u6846\u67b6\u4e2d\u63d0\u51fa\u4e86\u9762\u5411\u6570\u636e\u4e2d\u5fc3\u4efb\u52a1\u5f00\u53d1\u7684\u89e3\u51b3\u65b9\u6848 Co-STEER\u3002\u8fd9\u4e00\u65b9\u6cd5\u65e8\u5728\u5904\u7406\u4ece\u7b80\u5355\u4efb\u52a1\u5165\u624b\uff0c\u901a\u8fc7\u5b66\u4e60\u4e0d\u65ad\u63d0\u9ad8\u7684\u5f00\u53d1\u7b56\u7565\uff0c\u5e76\u5229\u7528\u6301\u7eed\u53cd\u9988\u4f18\u5316\u6574\u4f53\u5f00\u53d1\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"389\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-4-1024x389.png\" alt=\"\u57fa\u4e8e LLM-Agent \u81ea\u52a8\u5316\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u5f00\u53d1\" class=\"wp-image-1084431\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-4-1024x389.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-4-300x114.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-4-768x292.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-4-240x91.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-4.png 1273w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u57fa\u4e8e LLM-Agent \u81ea\u52a8\u5316\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u5f00\u53d1<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Co-STEER agent \u901a\u8fc7\u4e0d\u65ad\u8fdb\u5316\u7684\u7b56\u7565\uff0c\u79ef\u7d2f\u7279\u5b9a\u9886\u57df\u7684\u5f00\u53d1\u7ecf\u9a8c\uff0c\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u4efb\u52a1\u8c03\u5ea6\u7684\u6548\u7387\uff0c\u8fd8\u52a0\u901f\u4e86\u5f00\u53d1\u80fd\u529b\u7684\u63d0\u5347\u3002Agent \u5f00\u53d1\u6c34\u5e73\u4e0d\u65ad\u589e\u5f3a\uff0c\u5176\u53cd\u9988\u8d28\u91cf\u4e5f\u968f\u4e4b\u63d0\u5347\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u4f18\u5316\u8c03\u5ea6\u7b97\u6cd5\uff0c\u5b9e\u73b0\u5f00\u53d1\u4e0e\u8c03\u5ea6\u7684\u534f\u540c\u8fdb\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"637\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-5-1024x637.png\" alt=\"Co-STEER \u8bbe\u8ba1\u7ec6\u8282\" class=\"wp-image-1084434\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-5-1024x637.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-5-300x187.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-5-768x478.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-5-240x149.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-5.png 1062w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aCo-STEER \u8bbe\u8ba1\u7ec6\u8282<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><em>Co-STEER \u8bba\u6587\uff1aCollaborative Evolving Strategy for Automatic Data-Centric Development<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2407.18690\"><em>https:\/\/arxiv.org\/abs\/2407.18690<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><strong>\u57fa\u51c6\u6d4b\u8bd5\uff08Benchmark\uff09\u5c42\u9762\uff1a\u6784\u5efa\u65b0\u7684\u57fa\u51c6\u6d4b\u8bd5\u4f53\u7cfb\uff0c\u8bc4\u6d4b agent \u7684 R&D \u80fd\u529b\u3002<\/strong>\u7814\u7a76\u5458\u4eec\u8fd8\u5f00\u53d1\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u57fa\u51c6\u6d4b\u8bd5\u96c6\uff1aRD2Bench\u3002\u8be5\u57fa\u51c6\u6d4b\u8bd5\u6db5\u76d6\u4e86\u4ece\u6570\u636e\u6784\u5efa\u5230\u6a21\u578b\u8bbe\u8ba1\u7684\u4e00\u7cfb\u5217\u4efb\u52a1\uff0c\u7528\u4e8e\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u4ee3\u7406\uff08LLM-Agent\uff09\u5728\u6570\u636e\u548c\u6a21\u578b\u7814\u53d1\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5728\u8bc4\u4f30\u6a21\u578b\u5f00\u53d1\u80fd\u529b\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u4e13\u6ce8\u4e8e\u6a21\u578b\u7ed3\u6784\u8bbe\u8ba1\u7684\u8bba\u6587\u4e2d\u62bd\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u5e76\u5c06\u5b9e\u73b0\u7ec6\u8282\u901a\u8fc7\u6570\u5b66\u516c\u5f0f\u548c\u6587\u672c\u63cf\u8ff0\u7ed3\u5408\u7684\u65b9\u5f0f\u63d0\u4f9b\u7ed9agent\u3002\u5728\u6570\u636e\u5f00\u53d1\u80fd\u529b\u7684\u8bc4\u4f30\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u9009\u62e9\u4e86\u91d1\u878d\u7279\u5f81\uff08\u56e0\u5b50\uff09\u4f5c\u4e3a\u5178\u578b\u7684\u9ad8\u77e5\u8bc6\u5bc6\u96c6\u578b\u573a\u666f\uff0c\u4ece\u516c\u5f00\u7684\u7814\u7a76\u62a5\u544a\u4e2d\u62bd\u53d6\u56e0\u5b50\u7684\u5b9e\u73b0\u516c\u5f0f\u548c\u63cf\u8ff0\uff0c\u7528\u4e8e\u7814\u53d1agent\u7684\u8f93\u5165\u3002\u9488\u5bf9\u6240\u6709\u4efb\u52a1\uff0c\u7814\u7a76\u5458\u4eec\u90fd\u5b9e\u73b0\u4e86\u5bf9\u5e94\u7684\u6b63\u786e\u7248\u672c\uff0c\u4ee5\u6b64\u4f5c\u4e3a\u8bc4\u4f30\u6a21\u578b\u548c\u6570\u636e\u6784\u5efa\u7ed3\u679c\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"887\" height=\"410\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-6.png\" alt=\"R&D \u6d41\u7a0b\u793a\u610f\u56fe\" class=\"wp-image-1084437\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-6.png 887w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-6-300x139.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-6-768x355.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rd-agent-6-240x111.png 240w\" sizes=\"auto, (max-width: 887px) 100vw, 887px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aR&D \u6d41\u7a0b\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><em>RD2Bench \u8bba\u6587\uff1aTowards Data-Centric Automatic R&D<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2404.11276\"><em>https:\/\/arxiv.org\/abs\/2404.11276<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5927\u8bed\u8a00\u6a21\u578b\u7684\u521b\u65b0\u6f5c\u529b\u6709\u5f85\u8fdb\u4e00\u6b65\u6fc0\u53d1\">\u5927\u8bed\u8a00\u6a21\u578b\u7684\u521b\u65b0\u6f5c\u529b\u6709\u5f85\u8fdb\u4e00\u6b65\u6fc0\u53d1<\/h2>\n\n\n\n<p>\u5c55\u671b\u672a\u6765\uff0c\u5982\u4f55\u66f4\u9ad8\u6548\u5730\u5f00\u5c55\u81ea\u52a8\u5316\u6570\u636e\u79d1\u5b66\u7814\u7a76\u4ecd\u662f\u4e00\u4e2a\u5f00\u653e\u6027\u95ee\u9898\uff0c\u800c\u5982\u4f55\u5145\u5206\u6fc0\u53d1\u5927\u8bed\u8a00\u6a21\u578b\u7684\u521b\u65b0\u6f5c\u529b\uff0c\u5b9e\u73b0\u8de8\u9886\u57df\u4e43\u81f3\u8de8\u5b66\u79d1\u7684\u77e5\u8bc6\u8fc1\u79fb\u3001\u878d\u5408\u4e0e\u521b\u65b0\uff0c\u66f4\u662f\u5f53\u524d\u9762\u4e34\u7684\u91cd\u8981\u6311\u6218\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u5982\u4f55\u81ea\u52a8\u5316\u5730\u7406\u89e3\u53cd\u9988\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u4e0e\u73b0\u6709\u7684\u5f00\u53d1\u6c34\u5e73\u7d27\u5bc6\u7ed3\u5408\uff0c\u540c\u65f6\u667a\u80fd\u5730\u8c03\u5ea6\u4efb\u52a1\u3001\u62e9\u4f18\u6267\u884c\uff0c\u4ee5\u63d0\u5347\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a agent \u7684\u80fd\u529b\uff0c\u90fd\u662f\u6781\u5177\u6311\u6218\u4e14\u5177\u6709\u6df1\u8fdc\u610f\u4e49\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u8981\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u5173\u952e\u5728\u4e8e\u901a\u8fc7\u5b9e\u8df5\u53cd\u9988\u4fc3\u8fdb\u7814\u7a76\u4e0e\u5f00\u53d1\u80fd\u529b\u7684\u540c\u6b65\u63d0\u5347\uff0c\u5b9e\u73b0\u4e8c\u8005\u7684\u534f\u540c\u8fdb\u5316\u3002\u8fd9\u79cd\u6709\u673a\u7ed3\u5408\u7684\u65b9\u6cd5\u5c06\u6781\u5927\u5730\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u521b\u65b0\u80fd\u529b\uff0c\u63a8\u52a8\u8de8\u9886\u57df\u548c\u8de8\u5b66\u79d1\u7684\u77e5\u8bc6\u8f6c\u79fb\u4e0e\u521b\u65b0\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63d0\u5347\u7814\u53d1\u6548\u7387\u4e0e\u8d28\u91cf\uff0c\u771f\u6b63\u5b9e\u73b0\u81ea\u52a8\u5316\u7814\u7a76\u4e0e\u5f00\u53d1\u7684\u98de\u8dc3\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><em>RD-Agent \u4f53\u9a8c\u94fe\u63a5\uff1a<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/aka.ms\/RD-Agent\"><em>https:\/\/aka.ms\/RD-Agent<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><em>RD-Agent&nbsp;\u89c6\u9891 demo\uff1a<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/model_loop\"><em>https:\/\/rdagent.azurewebsites.net\/model_loop<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/factor_loop\"><em>https:\/\/rdagent.azurewebsites.net\/factor_loop<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/report_factor\"><em>https:\/\/rdagent.azurewebsites.net\/report_factor<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/report_model\"><em>https:\/\/rdagent.azurewebsites.net\/report_model<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/rdagent.azurewebsites.net\/dmm\"><em>https:\/\/rdagent.azurewebsites.net\/dmm<\/em><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u673a\u5668\u5b66\u4e60\u7ec4 \u7f16\u8005\u6309\uff1a\u7814\u7a76\u4e0e\u5f00\u53d1\uff08R&D\uff09\u662f\u63a8\u52a8\u793e\u4f1a\u8fdb\u6b65\u3001\u7ecf\u6d4e\u589e\u957f\u548c\u6280\u672f\u521b\u65b0\u7684\u6838\u5fc3\u52a8\u529b\u3002\u5728\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u5982\u4f55\u5145\u5206\u6fc0\u53d1\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u624b\u6bb5\u63d0\u5347\u7814\u7a76\u4e0e\u5f00\u53d1\u6548\u7387\uff0c\u5b9e\u73b0\u8de8\u9886\u57df\u77e5\u8bc6\u8fc1\u79fb\u4e0e\u521b\u65b0\uff0c\u5df2\u6210\u4e3a R&D \u667a\u80fd\u5316\u8f6c\u578b\u7684\u5173\u952e\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u81ea\u52a8\u5316\u7814\u7a76\u4e0e\u5f00\u53d1\u5de5\u5177 RD-Agent\uff0c\u4f9d\u6258\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u5f00\u521b\u4e86\u4ee5\u4eba\u5de5\u667a\u80fd\u9a71\u52a8 R&D \u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u65b0\u6a21\u5f0f\u3002RD-Agent \u4e0d\u4ec5\u63d0\u9ad8\u4e86\u7814\u53d1\u6548\u7387\uff0c\u8fd8\u5229\u7528\u667a\u80fd\u5316\u7684\u51b3\u7b56\u548c\u53cd\u9988\u673a\u5236\uff0c\u4e3a\u672a\u6765\u7684\u8de8\u9886\u57df\u521b\u65b0\u4e0e\u77e5\u8bc6\u8fc1\u79fb\u63d0\u4f9b\u4e86\u65e0\u9650\u53ef\u80fd\uff0c\u8d4b\u80fd R&D \u8fc8\u5411\u5168\u65b0\u9ad8\u5ea6\u3002 \u5728\u73b0\u4ee3\u5de5\u4e1a\u4e2d\uff0c\u7814\u7a76\u4e0e\u5f00\u53d1\uff08R&D\uff09\u662f\u63a8\u52a8\u6570\u5b57\u5316\u8f6c\u578b\u548c\u63d0\u5347\u751f\u4ea7\u529b\u4e0e\u751f\u4ea7\u6548\u7387\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4f20\u7edf R&D \u81ea\u52a8\u5316\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u9010\u6e10\u663e\u9732\u3002\u5c24\u5176\u662f\u5728\u63d0\u4f9b\u9ad8\u6548\u3001\u7cbe\u51c6\u7684\u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7f3a\u4e4f\u8db3\u591f\u7684\u667a\u80fd\uff0c\u96be\u4ee5\u6ee1\u8db3\u521b\u65b0\u578b\u7814\u7a76\u548c\u590d\u6742\u5f00\u53d1\u4efb\u52a1\u7684\u9700\u6c42\uff0c\u8fdc\u672a\u80fd\u8fbe\u5230\u201c\u50cf\u4eba\u7c7b\u4e13\u5bb6\u90a3\u6837\u521b\u9020\u663e\u8457\u4ea7\u4e1a\u4ef7\u503c\u201d\u7684\u6c34\u5e73\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4eba\u7c7b\u4e13\u5bb6\u80fd\u591f\u57fa\u4e8e\u6df1\u539a\u7684\u77e5\u8bc6\u63d0\u51fa\u65b0\u60f3\u6cd5\u3001\u9a8c\u8bc1\u5047\u8bbe\uff0c\u5e76\u901a\u8fc7\u53cd\u590d\u8bd5\u9a8c\u4e0d\u65ad\u4f18\u5316\u6d41\u7a0b\u3002 \u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u51fa\u73b0\uff0c\u4e3a\u8fd9\u4e9b\u95ee\u9898\u5e26\u6765\u4e86\u5168\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u5c06\u4e3a\u6570\u636e\u9a71\u52a8\u7684 R&D \u573a\u666f\u7684\u81ea\u52a8\u5316\u4ea7\u751f\u5de8\u5927\u7684\u63a8\u52a8\u4f5c\u7528\u3002\u901a\u8fc7\u5728\u5404\u4e2a\u9886\u57df\u7684\u6d77\u91cf\u6570\u636e\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u77e5\u8bc6\uff0c\u80fd\u591f\u63d0\u4f9b\u4f20\u7edf\u65b9\u6cd5\u6240\u7f3a\u4e4f\u7684\u667a\u80fd\u6027\u3002\u51ed\u501f\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u903b\u8f91\u63a8\u7406\u7684\u80fd\u529b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u652f\u6301\u590d\u6742\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u81ea\u4e3b\u6267\u884c\u4efb\u52a1\uff0c\u5e76\u5728\u591a\u79cd\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u4f5c\u4e3a\u667a\u80fd\u4ee3\u7406\uff08AI agent\uff09\u53d1\u6325\u4f5c\u7528\u3002 \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u52a8\u521b\u65b0\u6027\u7814\u7a76\u65b9\u9762\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\u548c\u4ef7\u503c\uff0c\u5176\u5e7f\u6cdb\u7684\u77e5\u8bc6\u8986\u76d6\u9762\u4e0d\u4ec5\u6709\u52a9\u4e8e\u63d0\u51fa\u5168\u65b0\u7684\u60f3\u6cd5\u548c\u5047\u8bbe\uff0c\u8fd8\u80fd\u591f\u901a\u8fc7\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u4e3a\u7814\u7a76\u8bbe\u8ba1\u65b0\u7684\u5b9e\u9a8c\u8def\u5f84\u548c\u65b9\u6cd5\uff0c\u8fdb\u800c\u4fc3\u8fdb\u6301\u7eed\u521b\u65b0\u3002\u5728\u5f00\u53d1\u73af\u8282\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u80fd\u591f\u9ad8\u6548\u63d0\u70bc\u4fe1\u606f\u3001\u603b\u7ed3\u89c4\u5f8b\u3002\u6b64\u5916\uff0c\u51ed\u501f\u5bf9\u4ee3\u7406\u5de5\u5177\uff08agentic tools\uff09\u7684\u7075\u6d3b\u8fd0\u7528\u6216\u521b\u5efa\u80fd\u529b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u81ea\u52a8\u5904\u7406\u91cd\u590d\u4e14\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4ece\u800c\u663e\u8457\u52a0\u5feb\u5f00\u53d1\u8fdb\u7a0b\u3002 \u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u7684\u81ea\u52a8\u5316\u7814\u7a76\u4e0e\u5f00\u53d1\u5de5\u5177 RD-Agent\u3002\u901a\u8fc7\u6574\u5408\u6570\u636e\u9a71\u52a8\u7684 R&D \u7cfb\u7edf\uff0cRD-Agent \u53ef\u4ee5\u501f\u52a9\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u80fd\u529b\u9a71\u52a8\u521b\u65b0\u4e0e\u5f00\u53d1\u7684\u81ea\u52a8\u5316\u3002 RD-Agent \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u81ea\u4e3b\u4ee3\u7406\uff08autonomous 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