{"id":1148340,"date":"2025-08-21T03:04:21","date_gmt":"2025-08-21T10:04:21","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1148340"},"modified":"2025-08-21T03:07:10","modified_gmt":"2025-08-21T10:07:10","slug":"agent-lightning","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/agent-lightning\/","title":{"rendered":"\u5f00\u6e90\u4e0a\u65b0 | Agent Lightning\uff1a\u96f6\u4fb5\u5165\u5f3a\u5316\u5b66\u4e60\uff0c\u4e3a\u4efb\u610fAI\u667a\u80fd\u4f53\u63d2\u4e0a\u4f18\u5316\u7684\u7fc5\u8180"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u5f00\u6e90\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u5f00\u6e90\u4e0a\u65b0\u201d\u805a\u7126\u5c55\u793a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u53d1\u5e03\u7684\u5f00\u6e90\u9879\u76ee\u4ee5\u53ca\u5f00\u6e90\u9879\u76ee\u4e2d\u7684\u91cd\u5927\u529f\u80fd\u66f4\u65b0\u3002\u4f5c\u4e3a\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u7684\u59ca\u59b9\u7bc7\uff0c\u201c\u5f00\u6e90\u4e0a\u65b0\u201d\u680f\u76ee\u5c06\u5e2e\u52a9\u4f60\u5feb\u901f\u4e86\u89e3\u5f00\u6e90\u9879\u76ee\u7684\u6838\u5fc3\u4ef7\u503c\u3001\u5173\u952e\u529f\u80fd\u4e0e\u5e94\u7528\u573a\u666f\uff0c\u8ba9\u4f60\u80fd\u591f\u638c\u63e1\u524d\u6cbf\u6280\u672f\u3001\u83b7\u53d6\u5b9e\u8df5\u6848\u4f8b\u3001\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff0c\u66f4\u597d\u5730\u5c06\u8fd9\u4e9b\u5f00\u6e90\u9879\u76ee\u5e94\u7528\u5230\u81ea\u5df1\u7684\u5de5\u4f5c\u4e0e\u7814\u7a76\u4e2d\u3002<\/p>\n\n\n\n<p>\u672c\u671f\u6211\u4eec\u5e26\u6765\u7684\u662f\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5168\u65b0\u5f00\u6e90\u7684 Agent Lightning\u3002\u5b83\u5f00\u521b\u6027\u5730\u63d0\u51fa\u4e86\u8bad\u7ec3-\u667a\u80fd\u4f53\u5206\u79bb\u5f0f\u67b6\u6784\uff0c\u8ba9\u4efb\u4f55\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u4f53\u51e0\u4e4e\u65e0\u9700\u4fee\u6539\u4ee3\u7801\uff0c\u5c31\u80fd\u63a5\u5165\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4f53\u7cfb\uff0c\u83b7\u5f97\u6301\u7eed\u4f18\u5316\u7684\u80fd\u529b\u3002\u901a\u8fc7\u7edf\u4e00\u6570\u636e\u63a5\u53e3\u548c\u5206\u5c42 RL \u7b97\u6cd5\uff0cAgent Lightning \u4e0d\u4ec5\u517c\u5bb9\u73b0\u6709\u4e3b\u6d41\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u8fd8\u80fd\u5145\u5206\u5229\u7528\u771f\u5b9e\u4ea4\u4e92\u6570\u636e\uff0c\u63a8\u52a8\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u7a33\u6b65\u8fdb\u5316\u3002\u8fd9\u4e00\u6846\u67b6\u4e3a\u667a\u80fd\u4f53\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6781\u5927\u5730\u4fbf\u5229\u4e0e\u7075\u6d3b\u6027\uff0c\u52a9\u529b\u63a8\u52a8\u5b9e\u73b0\u201c\u53ef\u8bad\u7ec3\u3001\u53ef\u8fdb\u5316\u201d\u7684\u4e0b\u4e00\u4ee3 AI \u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>Agent Lightning \u56e2\u961f\u6b63\u5728\u62db\u8058\u5b9e\u4e60\u751f\uff0c\u8be6\u89c1\u6587\u672b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u7684\u6d6a\u6f6e\u4e4b\u5dc5\uff0cAI \u667a\u80fd\u4f53\uff08AI Agent\uff09\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u91cd\u5851\u7740\u6211\u4eec\u4e0e\u6570\u5b57\u4e16\u754c\u7684\u4ea4\u4e92\u65b9\u5f0f\u3002\u4ece\u81ea\u52a8\u7f16\u5199\u4ee3\u7801\u3001\u6267\u884c\u590d\u6742\u6307\u4ee4\uff0c\u5230\u4e0e\u5916\u90e8\u5de5\u5177\u548c API \u4ea4\u4e92\uff0c\u667a\u80fd\u4f53\u7684\u6f5c\u529b\u4f3c\u4e4e\u65e0\u7a77\u65e0\u5c3d\u3002\u7136\u800c\uff0c\u6bcf\u4e00\u4e2a\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u90fd\u6df1\u77e5\u5176\u80cc\u540e\u7684\u201c\u6210\u957f\u7684\u70e6\u607c\u201d\uff1a\u5c3d\u7ba1\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u667a\u80fd\u4f53\u5df2\u7ecf\u8db3\u591f\u5f3a\u5927\uff0c\u4f46\u5b83\u4eec\u4f9d\u7136\u5bb9\u6613\u51fa\u9519\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9\u672a\u7ecf\u7279\u5b9a\u8bad\u7ec3\u7684\u771f\u5b9e\u4e16\u754c\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5176\u6027\u80fd\u5f80\u5f80\u96be\u4ee5\u6ee1\u8db3\u8981\u6c42\u3002<\/p>\n\n\n\n<p>\u5982\u4f55\u8ba9\u8fd9\u4e9b\u65b0\u5174\u667a\u80fd\u4f53\u5b66\u4f1a\u81ea\u6211\u63d0\u5347\u3001\u6301\u7eed\u8fdb\u5316\uff1f\u4f20\u7edf\u7684\u76d1\u7763\u5b66\u4e60\u9700\u8981\u5927\u91cf\u6602\u8d35\u4e14\u96be\u4ee5\u83b7\u53d6\u7684\u3001\u5e26\u6709\u8be6\u7ec6\u6b65\u9aa4\u6807\u6ce8\u7684\u6570\u636e\u3002\u800c\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u867d\u7136\u63d0\u4f9b\u4e86\u4e00\u79cd\u901a\u8fc7\u4e0e\u73af\u5883\u4e92\u52a8\u83b7\u5f97\u5956\u52b1\u4fe1\u53f7\u6765\u5b66\u4e60\u7684\u5f3a\u5927\u8303\u5f0f\uff0c\u4f46\u73b0\u6709\u7684 RL \u6846\u67b6\u4e0e\u65e5\u76ca\u591a\u6837\u5316\u3001\u903b\u8f91\u590d\u6742\u7684\u667a\u80fd\u4f53\u5f00\u53d1\u751f\u6001\u4e4b\u95f4\u5b58\u5728\u7740\u5de8\u5927\u7684\u9e3f\u6c9f\u3002\u5c06\u4e00\u4e2a\u667a\u80fd\u4f53\uff08\u5b83\u53ef\u80fd\u662f\u7528 LangChain \u6216 AutoGen \u7b49\u6d41\u884c\u6846\u67b6\u6784\u5efa\uff0c\u4e5f\u53ef\u80fd\u662f\u7528\u6237\u81ea\u5df1\u6784\u5efa\uff09\u63a5\u5165\u73b0\u6709 RL \u7cfb\u7edf\u8fdb\u884c\u8bad\u7ec3\uff0c\u5f80\u5f80\u610f\u5473\u7740\u7e41\u91cd\u3001\u6613\u9519\u7684\u4ee3\u7801\u6539\u9020\uff0c\u751a\u81f3\u4f1a\u5f15\u5165\u8bad\u7ec3\u4e0e\u90e8\u7f72\u73af\u5883\u7684\u504f\u5dee\uff0c\u8d39\u529b\u800c\u4e0d\u8ba8\u597d\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u667a\u80fd\u4f53\u6280\u672f\u7684\u53d1\u5c55\u4e0d\u4ec5\u50ac\u751f\u4e86\u65b0\u7684\u5e94\u7528\u8303\u5f0f\uff0c\u66f4\u5f00\u542f\u4e86\u4e00\u4e2a\u901a\u8fc7\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u6570\u636e\u53cd\u54fa\u548c\u63d0\u5347\u57fa\u5ea7\u6a21\u578b\u6838\u5fc3\u80fd\u529b\u7684\u65b0\u65f6\u4ee3\u3002AI \u667a\u80fd\u4f53\u5728\u6267\u884c\u4efb\u52a1\u65f6\uff0c\u4f1a\u4ea7\u751f\u4e30\u5bcc\u3001\u590d\u6742\u7684\u4ea4\u4e92\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u771f\u5b9e\u5730\u8bb0\u5f55\u4e86\u6a21\u578b\u5728\u52a8\u6001\u73af\u5883\u4e2d\u8fdb\u884c\u63a8\u7406\u3001\u8bd5\u9519\u3001\u4f7f\u7528\u5de5\u5177\u548c\u89e3\u51b3\u95ee\u9898\u7684\u5168\u8fc7\u7a0b\u3002\u8fd9\u79cd\u6570\u636e\u5728\u89c4\u6a21\u548c\u591a\u6837\u6027\u4e0a\u90fd\u8d85\u8fc7\u4e86\u4f20\u7edf\u9759\u6001\u6570\u636e\u96c6\uff0c\u662f\u63a8\u52a8\u6a21\u578b\u80fd\u529b\u8fb9\u754c\u7684\u5b9d\u8d35\u7ecf\u9a8c\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u5e76\u5f00\u6e90\u4e86\u4e00\u4e2a\u7075\u6d3b\u3001\u53ef\u6269\u5c55\u7684\u5f00\u521b\u6027\u6846\u67b6 Agent Lightning\uff0c\u65e8\u5728\u8ba9\u4efb\u4f55 AI \u667a\u80fd\u4f53\u53d8\u5f97\u53ef\u8bad\u7ec3\u3002Agent Lightning \u7684\u6838\u5fc3\u7406\u5ff5\u662f\u5c06\u667a\u80fd\u4f53\u7684\u6267\u884c\u4e0e\u6a21\u578b\u7684\u8bad\u7ec3\u5f7b\u5e95\u89e3\u8026\uff0c\u8ba9\u4efb\u4f55 AI \u667a\u80fd\u4f53\u51e0\u4e4e\u65e0\u9700\u4fee\u6539\u73b0\u6709\u4ee3\u7801\u5373\u53ef\u63a5\u5165\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u5b9e\u73b0\u80fd\u529b\u7684\u6301\u7eed\u8fed\u4ee3\u548c\u81ea\u4e3b\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u6b22\u8fce\u8bbf\u95ee\u5982\u4e0b\u94fe\u63a5\uff0c\u4f53\u9a8c Agent Lightning \u7684\u5f3a\u5927\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>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\/agent-lightning\">https:\/\/github.com\/microsoft\/agent-lightning<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>Reddit \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:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1m9m670\/we_discovered_an_approach_to_train_any_ai_agent\/\">https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1m9m670\/we_discovered_an_approach_to_train_any_ai_agent\/<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>Medium \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:\/\/medium.com\/@yugez\/training-ai-agents-to-write-and-self-correct-sql-with-reinforcement-learning-571ed31281ad\">https:\/\/medium.com\/@yugez\/training-ai-agents-to-write-and-self-correct-sql-with-reinforcement-learning-571ed31281ad<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>\u9879\u76ee\u9875\u9762\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/agent-lightning\/\">https:\/\/www.microsoft.com\/en-us\/research\/project\/agent-lightning\/<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7edf\u4e00\u6570\u636e\u63a5\u53e3-\u5316\u7e41\u4e3a\u7b80\u7684\u4e07\u80fd\u94a5\u5319\">\u7edf\u4e00\u6570\u636e\u63a5\u53e3\uff1a\u5316\u7e41\u4e3a\u7b80\u7684\u4e07\u80fd\u94a5\u5319<\/h2>\n\n\n\n<p>Agent Lightning \u5b9e\u73b0\u8bad\u7ec3\u4efb\u4f55 AI \u667a\u80fd\u4f53\u7684\u57fa\u77f3\u5728\u4e8e\uff0c\u5176\u91c7\u7528\u4e86\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\uff08MDP\uff09\u7684\u7edf\u4e00\u6570\u636e\u63a5\u53e3\u3002\u5b83\u80fd\u8ba9\u4efb\u610f AI \u667a\u80fd\u4f53\u4ea7\u751f\u7684\u7ecf\u9a8c\u6570\u636e\u90fd\u8f6c\u5316\u4e3a\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u6240\u9700\u8981\u7684\u8f68\u8ff9\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u9996\u5148\u5c06\u4efb\u610f\u667a\u80fd\u4f53\u7684\u6267\u884c\u8fc7\u7a0b\u62bd\u8c61\u4e3a\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\u3002\u5728\u8fd9\u4e2a\u6a21\u578b\u4e2d\uff0c\u667a\u80fd\u4f53\u5728\u4efb\u4e00\u65f6\u523b\u7684\u72b6\u6001\u4f1a\u88ab\u5b9a\u4e49\u4e3a\u63cf\u8ff0\u5176\u6267\u884c\u72b6\u51b5\u7684\u6240\u6709\u53d8\u91cf\u7684\u5feb\u7167\u3002\u800c LLMs \u7684\u4e00\u6b21\u8c03\u7528\uff08action\uff09\u4f1a\u6539\u53d8\u8fd9\u4e9b\u53d8\u91cf\uff0c\u63a8\u52a8\u667a\u80fd\u4f53\u8fdb\u5165\u4e0b\u4e00\u4e2a\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u6b64\uff0cAgent Lightning \u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u6570\u636e\u63a5\u53e3\u3002\u65e0\u8bba\u4e00\u4e2a\u667a\u80fd\u4f53\u5185\u90e8\u7684\u5de5\u4f5c\u6d41\u591a\u4e48\u590d\u6742\u2014\u2014\u65e0\u8bba\u662f\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u8fd8\u662f\u52a8\u6001\u8c03\u7528\u5de5\u5177\u2014\u2014\u5176\u5b8c\u6574\u7684\u6267\u884c\u8f68\u8ff9\u90fd\u53ef\u4ee5\u88ab\u5206\u89e3\u4e3a\u4e00\u4e2a\u6807\u51c6\u7684\u3001\u53ef\u7528\u4e8e\u8bad\u7ec3\u7684\u8fc7\u6e21\u5e8f\u5217\uff08transitions\uff09\uff1b\u6bcf\u4e00\u4e2a\u8fc7\u6e21\u90fd\u5305\u542b\u4e86\u5f53\u524d\u72b6\u6001\uff08LLMs \u8f93\u5165\uff09\u3001\u52a8\u4f5c\uff08LLMs \u8f93\u51fa\uff09\u548c\u5956\u52b1\uff08reward\uff09\u8fd9\u4e09\u4e2a\u6838\u5fc3\u5143\u7d20\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5de7\u5999\u5730\u7ed5\u8fc7\u4e86\u5bf9\u590d\u6742\u667a\u80fd\u4f53\u6267\u884c\u8fc7\u7a0b\u7684\u7e41\u7410\u89e3\u6790\uff0c\u4e3a\u6240\u6709\u7c7b\u578b\u7684\u667a\u80fd\u4f53\u6570\u636e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u683c\u5f0f\uff0c\u4f7f\u5176\u80fd\u591f\u9002\u914d\u4efb\u610f\u590d\u6742\u7684\u667a\u80fd\u4f53\u4ea4\u4e92\u903b\u8f91\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"301\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-1-1024x301.png\" alt=\"diagram\" class=\"wp-image-1148345\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-1-1024x301.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-1-300x88.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-1-768x226.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-1-240x71.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-1.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u4ee5\u4e00\u4e2a\u5178\u578b\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u667a\u80fd\u4f53\u4e3a\u4f8b\uff0c\u5c55\u793a\u4e86 Agent Lightning \u7684\u7edf\u4e00\u6570\u636e\u63a5\u53e3\u3002\u5de6\u4fa7\uff1a\u63cf\u7ed8\u4e86\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u6267\u884c\u6d41\u7a0b\u3002\u667a\u80fd\u4f53\u7684\u72b6\u6001\u968f\u7740\u6bcf\u4e00\u6b21\u8c03\u7528\u7ec4\u4ef6\uff08LLMs \u6216\u641c\u7d22\u5de5\u5177\uff09\u800c\u53d1\u751f\u53d8\u8fc1\u3002\u5176\u4e2d\uff0c\u7eff\u8272\u65b9\u5757\u4ee3\u8868\u5df2\u8d4b\u503c\u7684\u53d8\u91cf\uff0c\u7070\u8272\u5219\u8868\u793a\u53d8\u91cf\u5728\u5f53\u524d\u72b6\u6001\u4e0b\u6682\u65e0\u5185\u5bb9\u3002\u53f3\u4fa7\uff1a\u5c55\u793a\u4e86\u6570\u636e\u5982\u4f55\u88ab\u6355\u83b7\u548c\u5904\u7406\u3002\u6574\u4e2a\u6267\u884c\u8fc7\u7a0b\u9996\u5148\u88ab\u8bb0\u5f55\u4e3a\u5305\u542b\u6240\u6709\u6b65\u9aa4\u7684\u539f\u59cb\u6570\u636e\uff0c\u968f\u540e\u901a\u8fc7\u6570\u636e\u63d0\u53d6\u6b65\u9aa4\uff0c\u7b5b\u9009\u51fa\u4ec5\u5305\u542b\u5f85\u4f18\u5316 LLMs \u8c03\u7528\u7684\u90e8\u5206\uff0c\u5f62\u6210\u6700\u7ec8\u7528\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u6807\u51c6\u8bad\u7ec3\u8f68\u8ff9\u3002<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5206\u5c42\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5-\u4f18\u96c5\u66ff\u4ee3\u66b4\u529b\u62fc\u63a5\">\u5206\u5c42\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff1a\u4f18\u96c5\u66ff\u4ee3\u66b4\u529b\u62fc\u63a5<\/h2>\n\n\n\n<p>\u6b64\u524d\u7684\u65b9\u6cd5\u8bd5\u56fe\u901a\u8fc7\u5c06\u591a\u8f6e\u5bf9\u8bdd\u7684\u6240\u6709\u5185\u5bb9\u62fc\u63a5\u6210\u4e00\u4e2a\u957f\u5e8f\u5217\uff0c\u5e76\u501f\u52a9\u590d\u6742\u7684\u63a9\u7801\uff08masking\uff09\u6765\u533a\u5206\u54ea\u4e9b\u90e8\u5206\u9700\u8981\u5b66\u4e60\uff0c\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u4ec5\u5b9e\u73b0\u8d77\u6765\u76f8\u5bf9\u590d\u6742\uff0c\u8fd8\u53ef\u80fd\u56e0\u4ea4\u4e92\u8f6e\u7684\u7d2f\u79ef\u5bfc\u81f4\u5e8f\u5217\u8fc7\u957f\uff0c\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002<\/p>\n\n\n\n<p>Agent Lightning \u63d0\u51fa\u7684 LightningRL \u7b97\u6cd5\uff0c\u901a\u8fc7\u5206\u5c42\u7b56\u7565\u4f18\u96c5\u5730\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u4fe1\u7528\u5206\u914d\u6a21\u5757\u5c06\u6574\u4e2a\u4efb\u52a1\u6700\u7ec8\u83b7\u5f97\u7684\u5956\u52b1\uff08\u4f8b\u5982\uff0c\u6700\u540e\u95ee\u9898\u662f\u5426\u56de\u7b54\u6b63\u786e\uff09\u5206\u914d\u7ed9\u8f68\u8ff9\u4e2d\u7684\u6bcf\u4e00\u6b21 LLMs \u8c03\u7528\uff08\u5373\u6bcf\u4e2a\u8fc7\u6e21\uff09\u3002\u63a5\u7740\uff0c\u5c06\u8fd9\u4e9b\u5e26\u6709\u5956\u52b1\u7684\u72ec\u7acb\u8fc7\u6e21\u6570\u636e\u7528\u4e8e\u4efb\u4f55\u73b0\u6709\u7684\u5355\u8f6e\u6b21 RL \u7b97\u6cd5\uff08\u5982 PPO\u3001GRPO \u7b49\uff09\u8fdb\u884c\u6a21\u578b\u4f18\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"324\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-2-1024x324.png\" alt=\"diagram\" class=\"wp-image-1148346\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-2-1024x324.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-2-300x95.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-2-768x243.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-2-240x76.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-2.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a(a) \u5355\u8f6e\u6b21 GRPO\uff1aLLMs \u5728\u4e00\u6b21\u8c03\u7528\u4e2d\u4e3a\u4efb\u52a1\u751f\u6210\u4e00\u4e2a\u54cd\u5e94\u3002\u540c\u4e00\u4efb\u52a1\u7684\u591a\u4e2a\u8f93\u51fa\u88ab\u5206\u7ec4\u5728\u4e00\u8d77\uff0c\u7528\u4e8e\u4f18\u52bf\u4f30\u8ba1\u3002(b) \u5148\u524d\u7684\u591a\u8f6e\u6b21 GRPO\uff1a\u6bcf\u6761\u8f68\u8ff9\u5305\u542b\u591a\u6b21 LLMs \u8c03\u7528\uff0c\u540c\u4e00\u4efb\u52a1\u7684\u591a\u6761\u8f68\u8ff9\u88ab\u5206\u7ec4\u5728\u4e00\u8d77\uff0c\u7528\u4e8e\u4f18\u52bf\u4f30\u8ba1\u3002\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\uff0c\u975e LLMs \u751f\u6210\u7684\u8bcd\u5143\uff08\u7070\u8272\u865a\u7ebf\u6846\uff09\u4f1a\u88ab\u63a9\u7801\uff08masked\uff09\u5904\u7406\u3002(c) LightningRL\uff1a\u8f68\u8ff9\u88ab\u5206\u89e3\u4e3a\u72ec\u7acb\u7684\u8fc7\u6e21\uff08transitions\uff09\uff0c\u7136\u540e\u5c06\u540c\u4e00\u4efb\u52a1\u7684\u591a\u4e2a\u8fc7\u6e21\u5206\u7ec4\u7528\u4e8e\u4f18\u52bf\u4f30\u8ba1\u3002\u6bcf\u4e2a\u8fc7\u6e21\u90fd\u5305\u542b\u5f53\u524d\u7684\u8f93\u5165\/\u4e0a\u4e0b\u6587\u3001\u8f93\u51fa\u548c\u5956\u52b1\u3002\u5176\u4e2d\uff0c\u5956\u52b1\u6765\u81ea\u4e8e\u4fe1\u7528\u5206\u914d\u6a21\u5757\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u4f18\u52bf\u663e\u8457\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e0\u7f1d\u517c\u5bb9\uff1a\u53ef\u4ee5\u76f4\u63a5\u590d\u7528\u6210\u719f\u7684\u5355\u8f6e\u6b21 RL \u7b97\u6cd5\u3002<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u7075\u6d3b\uff1a\u7531\u4e8e\u6570\u636e\u4ee5\u72ec\u7acb\u7684\u8fc7\u6e21\u5f62\u5f0f\u7ec4\u7ec7\uff0cLLMs \u7684\u8f93\u5165\u53ef\u4ee5\u6839\u636e\u9700\u8981\u7075\u6d3b\u6784\u5efa\uff0c\u8f7b\u677e\u652f\u6301\u591a\u667a\u80fd\u4f53\u573a\u666f\u4e0b\u7684\u89d2\u8272\u5207\u6362\u7b49\u590d\u6742\u903b\u8f91\u3002<\/li>\n\n\n\n<li>\u53ef\u6269\u5c55\u6027\u5f3a\uff1a\u907f\u514d\u4e86\u56e0\u4e0a\u4e0b\u6587\u7d2f\u79ef\u5bfc\u81f4\u7684\u5e8f\u5217\u8fc7\u957f\u95ee\u9898\uff0c\u4ee5\u53ca\u590d\u6742\u63a9\u7801\u5e26\u6765\u7684\u5de5\u7a0b\u96be\u9898\uff0c\u4f7f\u5f97\u8bad\u7ec3\u8fc7\u7a0b\u66f4\u52a0\u7a33\u5065\u548c\u9ad8\u6548\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u8bad\u7ec3-\u667a\u80fd\u4f53\u5206\u79bb\u5f0f\u67b6\u6784-\u5b9e\u73b0\u96f6\u4ee3\u7801\u4fb5\u5165\u4f18\u5316\u667a\u80fd\u4f53\">\u8bad\u7ec3-\u667a\u80fd\u4f53\u5206\u79bb\u5f0f\u67b6\u6784\uff1a\u5b9e\u73b0\u96f6\u4ee3\u7801\u4fb5\u5165\u4f18\u5316\u667a\u80fd\u4f53<\/h2>\n\n\n\n<p>\u5982\u679c\u8bf4\u7b97\u6cd5\u5c42\u7684\u8bbe\u8ba1\u662f Agent Lightning \u7684\u201c\u7075\u9b42\u201d\uff0c\u90a3\u4e48\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u5c31\u662f\u5176\u201c\u9aa8\u67b6\u201d\uff0c\u662f\u786e\u4fdd\u7406\u5ff5\u843d\u5730\u7684\u5173\u952e\u3002Agent Lightning \u5f00\u521b\u6027\u5730\u63d0\u51fa\u4e86\u8bad\u7ec3-\u667a\u80fd\u4f53\u5206\u79bb\u5f0f\u67b6\u6784\u3002\u8fd9\u4e00\u67b6\u6784\u5c06\u8ba1\u7b97\u5bc6\u96c6\u7684 RL \u8bad\u7ec3\u6846\u67b6\uff08\u90e8\u7f72\u4e8e GPU \u670d\u52a1\u5668\uff09\u4e0e\u591a\u6837\u5316\u3001\u8f7b\u91cf\u7ea7\u7684\u667a\u80fd\u4f53\u5e94\u7528\uff08\u53ef\u90e8\u7f72\u4e8e\u4efb\u4f55\u666e\u901a\u673a\u5668\uff09\u5b8c\u5168\u89e3\u8026\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"963\" height=\"519\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-3.jpg\" alt=\"diagram, timeline\" class=\"wp-image-1148347\" style=\"width:745px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-3.jpg 963w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-3-300x162.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-3-768x414.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-3-240x129.jpg 240w\" sizes=\"auto, (max-width: 963px) 100vw, 963px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u8bad\u7ec3-\u667a\u80fd\u4f53\u5206\u79bb\u5f0f\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>\u8be5\u67b6\u6784\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lightning Server\uff1a\u90e8\u7f72\u5728\u4e91\u7aef\u6216 GPU \u670d\u52a1\u5668\uff0c\u4e0e RL \u8bad\u7ec3\u6846\u67b6\uff08\u5982 verl \u7b49\uff09\u96c6\u6210\u3002\u5b83\u8d1f\u8d23\u7ba1\u7406\u8bad\u7ec3\u6d41\u7a0b\u3001\u7ef4\u62a4\u66f4\u65b0\u540e\u7684 LLMs \u6a21\u578b\uff0c\u5e76\u5411\u5916\u66b4\u9732\u4e00\u4e2a\u7c7b\u4f3c OpenAI \u7684 API \u63a5\u53e3\u3002<\/li>\n\n\n\n<li>Lightning Client\uff1a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5ba2\u6237\u7aef\uff0c\u90e8\u7f72\u5728\u7528\u6237\u4fa7\u3002\u5b83\u8d1f\u8d23\u6267\u884c\u7528\u6237\u7684\u667a\u80fd\u4f53\u4ee3\u7801\uff0c\u901a\u8fc7\u5185\u7f6e\u89c2\u6d4b\u548c\u6570\u636e\u6355\u83b7\u673a\u5236\uff08\u5982\u5229\u7528 OpenTelemetry\uff09\u81ea\u52a8\u6536\u96c6\u8f68\u8ff9\u6570\u636e\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6570\u636e\u56de\u62a5\u7ed9\u670d\u52a1\u5668\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u5206\u79bb\u5f0f\u8bbe\u8ba1\u5e26\u6765\u4e86\u524d\u6240\u672a\u6709\u7684\u7075\u6d3b\u6027\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f00\u53d1\u8005\u53cb\u597d\uff1a\u667a\u80fd\u4f53\u5f00\u53d1\u8005\u65e0\u9700\u5173\u5fc3\u5e95\u5c42 RL \u8bad\u7ec3\u7684\u590d\u6742\u6027\uff0c\u53ef\u4ee5\u7ee7\u7eed\u4f7f\u7528\u81ea\u5df1\u719f\u6089\u7684\u6846\u67b6\uff08LangChain\u3001AutoGen \u7b49\uff09\u8fdb\u884c\u5f00\u53d1\uff0c\u53ea\u9700\u5c06\u539f\u6765\u8c03\u7528 OpenAI API \u7684\u63a5\u53e3\u66ff\u6362\u4e3a Agent Lightning Server \u63d0\u4f9b\u7684 API\u3002<\/li>\n\n\n\n<li>\u96f6\u4ee3\u7801\u4fb5\u5165\uff1a\u5f97\u76ca\u4e8e\u5de7\u5999\u7684\u6570\u636e\u6355\u83b7\u673a\u5236\uff0c\u6574\u4e2a\u4f18\u5316\u8fc7\u7a0b\u51e0\u4e4e\u4e0d\u9700\u8981\u5bf9\u73b0\u6709\u7684\u667a\u80fd\u4f53\u4e1a\u52a1\u903b\u8f91\u8fdb\u884c\u4efb\u4f55\u4fee\u6539\u3002<\/li>\n\n\n\n<li>\u8d44\u6e90\u9ad8\u6548\u5229\u7528\uff1a\u667a\u80fd\u4f53\u7684\u6267\u884c\uff08\u901a\u5e38\u662f I\/O \u5bc6\u96c6\u578b\uff09\u548c\u6a21\u578b\u7684\u8bad\u7ec3\uff08\u8ba1\u7b97\u5bc6\u96c6\u578b\uff09\u53ef\u4ee5\u90e8\u7f72\u5728\u6700\u9002\u5408\u5b83\u4eec\u7684\u786c\u4ef6\u4e0a\uff0c\u5b9e\u73b0\u4e86\u8d44\u6e90\u7684\u6700\u4f18\u914d\u7f6e\u548c\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"892\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-4-1024x892.png\" alt=\"text\" class=\"wp-image-1148348\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-4-1024x892.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-4-300x261.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-4-768x669.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-4-207x180.png 207w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-4.png 1105w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u5de6\u4fa7\u4e3a\u4f7f\u7528 LangGraph \u5b9e\u73b0\u7684 Agent \u7684\u4ee3\u7801\uff0c\u53f3\u4fa7\u7eff\u8272\u90e8\u5206\u662f Agent Lightning \u9700\u8981\u52a0\u7684\u4ee3\u7801\uff0c\u9ec4\u8272\u90e8\u5206\uff08Agent \u4e3b\u4f53\u4ee3\u7801\uff09\u4e3a\u4fdd\u6301\u4e0d\u53d8\u7684\u4ee3\u7801\u3002<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u8df5\u9a8c\u8bc1-\u4e09\u5927\u771f\u5b9e\u573a\u666f-\u6548\u679c\u663e\u8457\">\u5b9e\u8df5\u9a8c\u8bc1\uff1a\u4e09\u5927\u771f\u5b9e\u573a\u666f\uff0c\u6548\u679c\u663e\u8457<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8bc1\u660e\u5176\u901a\u7528\u6027\u548c\u6709\u6548\u6027\uff0cAgent Lightning \u5728\u4e09\u4e2a\u5b8c\u5168\u4e0d\u540c\u3001\u5404\u5177\u4ee3\u8868\u6027\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5747\u53d6\u5f97\u4e86\u7a33\u5b9a\u3001\u6301\u7eed\u7684\u6027\u80fd\u63d0\u5347\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Text-to-SQL\uff08LangChain \u5b9e\u73b0\uff09\uff1a\u5728\u4e00\u4e2a\u5305\u542b3\u4e2a\u667a\u80fd\u4f53\uff08SQL \u751f\u6210\u3001\u68c0\u67e5\u3001\u91cd\u5199\uff09\u7684\u590d\u6742\u7cfb\u7edf\u4e2d\uff0cAgent Lightning \u6210\u529f\u5b9e\u73b0\u4e86\u5bf9\u5176\u4e2d\u4e8c\u8005\u7684\u540c\u65f6\u4f18\u5316\uff0c\u663e\u8457\u63d0\u5347\u4e86\u4ece\u81ea\u7136\u8bed\u8a00\u751f\u6210\u53ef\u6267\u884c SQL \u5e76\u6b63\u786e\u56de\u7b54\u95ee\u9898\u7684\u51c6\u786e\u7387\u3002<\/li>\n\n\n\n<li>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08OpenAI Agents SDK \u5b9e\u73b0\uff09\uff1a\u5728\u590d\u6742\u7684\u591a\u8df3\u95ee\u7b54\u6570\u636e\u96c6 MuSiQue \u4e0a\uff0c\u667a\u80fd\u4f53\u9700\u8981\u4e0e\u5e9e\u5927\u7684\u7ef4\u57fa\u767e\u79d1\u6570\u636e\u5e93\u4ea4\u4e92\u3002Agent Lightning \u5e2e\u52a9\u667a\u80fd\u4f53\u5b66\u4f1a\u4e86\u751f\u6210\u66f4\u6709\u6548\u7684\u68c0\u7d22\u67e5\u8be2\uff0c\u5e76\u66f4\u597d\u5730\u57fa\u4e8e\u68c0\u7d22\u5185\u5bb9\u8fdb\u884c\u63a8\u7406\uff0c\u6700\u7ec8\u63d0\u5347\u4e86\u56de\u7b54\u7684 F1 \u5206\u6570\u3002<\/li>\n\n\n\n<li>\u6570\u5b66\u95ee\u7b54\u4e0e\u5de5\u5177\u4f7f\u7528\uff08AutoGen \u5b9e\u73b0\uff09\uff1a\u9762\u5bf9\u9700\u8981\u8c03\u7528\u8ba1\u7b97\u5668\u624d\u80fd\u89e3\u51b3\u7684\u6570\u5b66\u95ee\u9898\uff0cAgent Lightning \u6210\u529f\u8bad\u7ec3 LLMs \u66f4\u51c6\u786e\u5730\u51b3\u5b9a\u4f55\u65f6\u3001\u5982\u4f55\u8c03\u7528\u5de5\u5177\uff0c\u5e76\u5c06\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u878d\u5165\u63a8\u7406\u94fe\uff0c\u63d0\u9ad8\u4e86\u6570\u5b66\u95ee\u9898\u7684\u89e3\u7b54\u6b63\u786e\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-5-1024x452.png\" alt=\"chart\" class=\"wp-image-1148349\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-5-1024x452.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-5-300x133.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-5-768x339.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-5-1536x679.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-5-2048x905.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/agent-lightning-5-240x106.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u4e0d\u540c\u4efb\u52a1\u7684\u5956\u52b1\u66f2\u7ebf<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5f00\u542f\u667a\u80fd\u4f53\u81ea\u6211\u8fdb\u5316\u7684\u65b0\u7eaa\u5143\">\u5f00\u542f\u667a\u80fd\u4f53\u81ea\u6211\u8fdb\u5316\u7684\u65b0\u7eaa\u5143<\/h2>\n\n\n\n<p>Agent Lightning \u7684\u63a8\u51fa\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u4e00\u4e2a\u65b0\u5de5\u5177\uff0c\u5b83\u7ed9\u57fa\u7840\u6a21\u578b\u7684\u80fd\u529b\u63d0\u5347\u5e26\u6765\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002Agent Lightning \u63d0\u4f9b\u7684\u7edf\u4e00\u7684\u6570\u636e\u63a5\u53e3\uff0c\u8ba9\u4e0d\u65ad\u4ea7\u751f\u7684\u3001\u5177\u6709\u5b9e\u9645\u610f\u4e49\u7684\u667a\u80fd\u4f53\u4ea4\u4e92\u6570\u636e\u4ee5\u6807\u51c6\u5316\u7684\u65b9\u5f0f\u6d41\u5165\u57fa\u7840\u6a21\u578b\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63d0\u5347\u57fa\u7840\u6a21\u578b\u7684\u80fd\u529b\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e5f\u63cf\u7ed8\u4e86\u4e00\u5e45\u672a\u6765 AI \u5e94\u7528\u5f00\u53d1\u7684\u84dd\u56fe\u3002\u901a\u8fc7\u5c06\u6a21\u578b\u4f18\u5316\u80fd\u529b\u4ee5\u670d\u52a1\u7684\u5f62\u5f0f\u65e0\u7f1d\u8d4b\u80fd\u7ed9\u6240\u6709\u667a\u80fd\u4f53\uff0cAgent Lightning \u663e\u8457\u964d\u4f4e\u4e86\u9ad8\u6027\u80fd\u81ea\u9002\u5e94\u667a\u80fd\u4f53\u5f00\u53d1\u3001\u8fed\u4ee3\u548c\u90e8\u7f72\u7684\u95e8\u69db\u3002<\/p>\n\n\n\n<p>\u672a\u6765\uff0cAgent Lightning \u8fd8\u5c06\u652f\u6301\u81ea\u52a8\u63d0\u793a\u8bcd\u4f18\u5316\uff08Automatic Prompt Optimization\uff09\u7b49\u66f4\u591a\u6280\u672f\uff0c\u5e76\u96c6\u6210\u66f4\u524d\u6cbf\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u5f00\u653e\u7684\u201c\u8bad\u7ec3\u573a\u201d\uff0c\u4efb\u4f55 AI \u667a\u80fd\u4f53\u90fd\u53ef\u4ee5\u8fdb\u5165\u5176\u4e2d\uff0c\u901a\u8fc7\u4e0d\u65ad\u7684\u5b9e\u6218\u5386\u7ec3\uff0c\u53d8\u5f97\u66f4\u806a\u660e\u3001\u66f4\u5f3a\u5927\u3002Agent Lightning \u6846\u67b6\u6b63\u5728\u5f25\u5408\u667a\u80fd\u4f53\u5f00\u53d1\u4e0e\u524d\u6cbf\u6a21\u578b\u4f18\u5316\u6280\u672f\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff0c\u63a8\u52a8\u6211\u4eec\u5411\u80fd\u591f\u81ea\u4e3b\u5b66\u4e60\u3001\u6301\u7eed\u8fdb\u5316\u7684\u901a\u7528\u4eba\u5de5\u667a\u80fd\u524d\u8fdb\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u4e60\u62db\u8058<\/strong><\/p>\n\n\n\n<p>\u5bf9 Agent Lightning \u76f8\u5173\u7b97\u6cd5\u548c\u5f00\u53d1\u611f\u5174\u8da3\u7684\u540c\u5b66\uff0c\u8bf7\u53d1\u9001\u7b80\u5386\u5230 xufluo@microsoft.com\uff0c\u8bf7\u5728\u90ae\u4ef6\u4e2d\u6ce8\u660e Agent Lightning \u5b9e\u4e60\u7533\u8bf7\u3002<\/p>\n\n\n\n<p><strong>Agent Lightning \u76f8\u5173\u94fe\u63a5\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>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\/agent-lightning\">https:\/\/github.com\/microsoft\/agent-lightning<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>\u8bba\u6587\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:\/\/arxiv.org\/abs\/2508.03680\">https:\/\/arxiv.org\/abs\/2508.03680<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>Reddit \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:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1m9m670\/we_discovered_an_approach_to_train_any_ai_agent\/\">https:\/\/www.reddit.com\/r\/LocalLLaMA\/comments\/1m9m670\/we_discovered_an_approach_to_train_any_ai_agent\/<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>Medium \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:\/\/medium.com\/@yugez\/training-ai-agents-to-write-and-self-correct-sql-with-reinforcement-learning-571ed31281ad\">https:\/\/medium.com\/@yugez\/training-ai-agents-to-write-and-self-correct-sql-with-reinforcement-learning-571ed31281ad<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>\u9879\u76ee\u9875\u9762\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/agent-lightning\/\">https:\/\/www.microsoft.com\/en-us\/research\/project\/agent-lightning\/<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u5f00\u6e90\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u5f00\u6e90\u4e0a\u65b0\u201d\u805a\u7126\u5c55\u793a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u53d1\u5e03\u7684\u5f00\u6e90\u9879\u76ee\u4ee5\u53ca\u5f00\u6e90\u9879\u76ee\u4e2d\u7684\u91cd\u5927\u529f\u80fd\u66f4\u65b0\u3002\u4f5c\u4e3a\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u7684\u59ca\u59b9\u7bc7\uff0c\u201c\u5f00\u6e90\u4e0a\u65b0\u201d\u680f\u76ee\u5c06\u5e2e\u52a9\u4f60\u5feb\u901f\u4e86\u89e3\u5f00\u6e90\u9879\u76ee\u7684\u6838\u5fc3\u4ef7\u503c\u3001\u5173\u952e\u529f\u80fd\u4e0e\u5e94\u7528\u573a\u666f\uff0c\u8ba9\u4f60\u80fd\u591f\u638c\u63e1\u524d\u6cbf\u6280\u672f\u3001\u83b7\u53d6\u5b9e\u8df5\u6848\u4f8b\u3001\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff0c\u66f4\u597d\u5730\u5c06\u8fd9\u4e9b\u5f00\u6e90\u9879\u76ee\u5e94\u7528\u5230\u81ea\u5df1\u7684\u5de5\u4f5c\u4e0e\u7814\u7a76\u4e2d\u3002 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