{"id":5256,"date":"2026-06-17T15:30:41","date_gmt":"2026-06-17T07:30:41","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=5256"},"modified":"2026-06-17T15:33:39","modified_gmt":"2026-06-17T07:33:39","slug":"%e5%88%ab%e5%86%8d%e5%8f%aa%e5%a0%86agent%e4%ba%86%ef%bc%9a%e6%b8%85%e5%8d%8e%e5%9b%a2%e9%98%9f%e6%8a%8asession%e9%87%8d%e6%96%b0%e5%81%9a%e6%88%90%e4%ba%86%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2026\/06\/17\/%e5%88%ab%e5%86%8d%e5%8f%aa%e5%a0%86agent%e4%ba%86%ef%bc%9a%e6%b8%85%e5%8d%8e%e5%9b%a2%e9%98%9f%e6%8a%8asession%e9%87%8d%e6%96%b0%e5%81%9a%e6%88%90%e4%ba%86%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93\/","title":{"rendered":"\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5256\" class=\"elementor elementor-5256\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78dd5af e-flex e-con-boxed e-con e-parent\" data-id=\"78dd5af\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-22bc135 elementor-widget elementor-widget-text-editor\" data-id=\"22bc135\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">Rath Team \u6295\u7a3f\u91cf\u5b50\u4f4d | \u516c\u4f17\u53f7 QbitAI<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">Agent\u8d8a\u6765\u8d8a\u591a\uff0cSession\u5374\u8d8a\u6765\u8d8a\u4e71\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8fd9\u662f\u51e0\u4e4e\u6240\u6709\u4eba\u628a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u771f\u6b63\u8dd1\u5927\u4e4b\u540e\uff0c\u90fd\u4f1a\u649e\u4e0a\u7684\u4e00\u5835\u5899\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">demo\u8dd1\u5f97\u633a\u597d\uff0c\u53ef\u5f53\u7cfb\u7edf\u6269\u5230\u51e0\u5341\u4e0a\u767e\u4e2aAgent\uff0c\u8c03\u8bd5\u3001\u590d\u73b0\u3001\u7f16\u6392\u5168\u90e8\u5f00\u59cb\u5931\u63a7\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u6765\u81ea\u6e05\u534e\u5927\u5b66\u3001\u4e2d\u5c71\u5927\u5b66\u548c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u7684Rath 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data-t=\"{&quot;n&quot;:&quot;OpenModal&quot;,&quot;t&quot;:13,&quot;b&quot;:8,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\" data-test-id=\"AA25Mp7k\">\n<div>&nbsp;<\/div>\n<p><button class=\"article-image-height-wrapper expandable article-image-height-wrapper-new\" data-customhandled=\"true\" data-t=\"{&quot;n&quot;:&quot;OpenModalButton&quot;,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:1,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\"><img decoding=\"async\" class=\"article-image article-image-ux-impr article-image-new expandable\" title=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\" src=\"https:\/\/img-s.msn.cn\/tenant\/amp\/entityid\/AA25Mp7k.img?w=640&amp;h=360&amp;m=6\" alt=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\"><\/button><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u76ee\u524dOpenRath\u5df2\u5728PyPI\u53d1\u5e03\u5230v1.2.1\uff0cpip install openrath\u5373\u53ef\u5b89\u88c5\uff0cBSD-3-Clause\u534f\u8bae\uff0c\u5b98\u7f51\u3001\u6587\u6863\u3001\u535a\u5ba2\u3001GitHub\u4e00\u5e94\u4ff1\u5168\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">Agent\u52a8\u4e86\u624b\uff0c\u8bc1\u636e\u8be5\u5b58\u5728\u54ea<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u7b2c\u4e00\u4ee3\u5927\u6a21\u578b\u5e94\u7528\uff0c\u53ef\u4ee5\u6982\u62ec\u6210\u300c\u63d0\u793a\u8bcd\u8fdb\u3001\u56de\u7b54\u51fa\u300d\u3002Agent\u7cfb\u7edf\u6539\u53d8\u4e86\u8fd9\u6761\u8fb9\u754c\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e00\u4e2a\u6709\u7528\u7684Agent\u4e0d\u53ea\u4ea7\u51fa\u6587\u672c\u3002\u5b83\u4f1a\u68c0\u7d22\u3001\u89c4\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u8bfb\u6587\u4ef6\u3001\u5199\u4ee3\u7801\u3001\u67e5API\u3001\u8dd1\u6d4b\u8bd5\u3001\u64cd\u4f5c\u6d4f\u89c8\u5668\uff0c\u6709\u65f6\u8fd8\u4f1a\u6539\u52a8\u5916\u90e8\u72b6\u6001\u3002\u4eceReAct\u8ba9\u63a8\u7406\u548c\u884c\u52a8\u5728\u4e00\u4e2a\u5faa\u73af\u91cc\u4ea4\u66ff\uff0c\u5230Toolformer\u8ba9\u6a21\u578b\u5b66\u4f1a\u4f55\u65f6\u8c03\u7528\u5de5\u5177\uff0c\u518d\u5230Model Context Protocol\u628a\u5de5\u5177\u53d8\u6210\u534f\u8bae\u7ea7\u7684\u8fb9\u754c\u2014\u2014\u8fd9\u6761\u7ebf\u4e00\u76f4\u5728\u5f80\u524d\u8d70\u3002<\/p>\n<div class=\"intra-article-module\" data-t=\"{&quot;n&quot;:&quot;intraArticle&quot;,&quot;t&quot;:13}\">\n<div class=\"articlePageIntraArticleFullWidth ad-slot-placeholder left-image-intra-ad full-bleed-image-intra-ad intra-ad-rm-bg intra-ad-rm-h\" data-ad-index=\"0\">\n<div class=\"left-image-intra-ad full-bleed-image-intra-ad\">\n<div class=\"responsive-views-ad-container\">\n<div class=\"root\">\n<div class=\"content-card-container\">\n<p>\u53ef\u4e00\u65e6Agent\u771f\u7684\u5bf9\u4e16\u754c\u52a8\u4e86\u624b\uff0c\u4e00\u4e2a\u8fd0\u884c\u65f6\u5c42\u9762\u7684\u95ee\u9898\u5c31\u5192\u51fa\u6765\u4e86\uff1a\u8fd9\u4e9b\u52a8\u4f5c\u7684\u8bc1\u636e\uff0c\u5230\u5e95\u5b58\u5728\u54ea\uff1f<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5982\u679c\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u8bfb\u4e86\u6587\u4ef6\uff0c\u6211\u4eec\u9700\u8981\u5b83\u7684\u53c2\u6570\u548c\u7ed3\u679c\uff1b\u5982\u679c\u5b83\u6539\u4e86\u4ed3\u5e93\uff0c\u6211\u4eec\u9700\u8981diff\uff1b\u5982\u679c\u5b83\u8dd1\u5728\u67d0\u4e2a\u6c99\u7bb1\u91cc\uff0c\u6211\u4eec\u9700\u8981\u6c99\u7bb1\u7684\u8eab\u4efd\uff1b\u5982\u679c\u5b83\u5931\u8d25\u91cd\u8bd5\u4e86\uff0c\u6211\u4eec\u9700\u8981\u90a3\u6761\u5931\u8d25\u8def\u5f84\uff1b\u5982\u679c\u6709\u4eba\u6279\u51c6\u6216\u5426\u51b3\u4e86\u67d0\u4e2a\u52a8\u4f5c\uff0c\u6211\u4eec\u9700\u8981\u90a3\u4e2a\u6821\u9a8c\u4fe1\u53f7\u3002\u4e00\u4efd\u804a\u5929\u8bb0\u5f55\u9876\u591a\u53d9\u8ff0\u8fd9\u4e9b\u4e8b\uff0c\u5374\u4e0d\u8db3\u4ee5\u8fd8\u539f\u8fd9\u4e9b\u4e8b\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e3e\u4e2a\u5177\u4f53\u4f8b\u5b50\u3002\u4e00\u4e2a\u8f6f\u4ef6\u4efb\u52a1\uff1a\u7814\u7a76Agent\u8bfb\u4e86issue\u3001\u68c0\u7d22\u4e86\u7b14\u8bb0\uff1b\u7f16\u7801Agent\u6539\u4e86\u4ed3\u5e93\uff1b\u6c99\u7bb1\u8dd1\u4e86\u6d4b\u8bd5\uff1b\u6821\u9a8cAgent\u5426\u51b3\u4e86\u7b2c\u4e00\u7248\u8865\u4e01\uff0c\u4e8e\u662f\u5de5\u4f5c\u6d41\u5206\u53c9\uff1b\u8bb0\u5fc6\u540e\u7aef\u8bb0\u4e0b\u8fd9\u6b21\u5931\u8d25\uff0c\u514d\u5f97\u4ee5\u540e\u91cd\u72af\u3002\u5982\u679c\u8fd9\u4e9b\u4e8b\u4ef6\u6563\u843d\u5728\u5404\u81ea\u7684\u65e5\u5fd7\u91cc\uff0c\u90a3\u4e48\u6700\u7ec8\u7b54\u6848\u51e0\u4e4e\u662f\u6700\u4e0d\u91cd\u8981\u7684\u4ea7\u7269\uff0c\u771f\u6b63\u6709\u4ef7\u503c\u7684\uff0c\u662f\u90a3\u6761\u300c\u5de5\u4f5c\u5982\u4f55\u4e00\u6b65\u6b65\u63a8\u8fdb\u300d\u7684\u8bc1\u636e\u94fe\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8fd9\u5c31\u662fOpenRath\u7684\u51fa\u53d1\u70b9\uff1a\u628aSession\u5f53\u6210\u8bc1\u636e\u7684\u8f7d\u4f53\uff0c\u800c\u4e0d\u53ea\u662f\u804a\u5929\u5386\u53f2\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e3a\u4ec0\u4e48\u662fAgent Cluster<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u65e9\u671f\u4e00\u4e2aAgent\u57fa\u672c\u591f\u7528\uff1a\u63a5\u6536\u8f93\u5165\u3001\u7406\u89e3\u4efb\u52a1\u3001\u8c03\u7528\u5de5\u5177\u3001\u8fd4\u56de\u7ed3\u679c\uff0c\u50cf\u4e2a\u589e\u5f3a\u7248\u804a\u5929\u673a\u5668\u4eba\u3002\u4f46\u771f\u5b9e\u4efb\u52a1\u5f88\u5feb\u8d85\u51fa\u5355\u4e2aAgent\u7684\u8fb9\u754c\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e00\u4e2a\u50cf\u6837\u7684\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\uff0c\u5f80\u5f80\u8981\u62c6\u6210\u9700\u6c42\u7406\u89e3\u3001\u8d44\u6599\u68c0\u7d22\u3001\u67b6\u6784\u8bbe\u8ba1\u3001\u4ee3\u7801\u5b9e\u73b0\u3001\u6d4b\u8bd5\u9a8c\u8bc1\u3001\u7ed3\u679c\u5ba1\u67e5\u3002\u4e0d\u540c\u73af\u8282\u8981\u7684\u80fd\u529b\u5e76\u4e0d\u4e00\u6837\u2014\u2014\u6709\u7684\u64c5\u957f\u89c4\u5212\uff0c\u6709\u7684\u64c5\u957f\u5199\u7801\uff0c\u6709\u7684\u64c5\u957f\u6311\u9519\u3002\u7ee7\u7eed\u8ba9\u4e00\u4e2aAgent\u5168\u5305\uff0c\u5b83\u5c31\u4f1a\u81a8\u80c0\u6210\u4e00\u4e2a\u5de8\u5927\u7684prompt\u548c\u4e00\u4e2a\u8d8a\u6765\u8d8a\u6df7\u4e71\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e8e\u662f\u6709\u4e86Agent Cluster\uff1a\u8ba9Planner\u3001Researcher\u3001Coder\u3001Reviewer\u3001Executor\u3001Memory Agent\u5404\u53f8\u5176\u804c\uff0c\u56f4\u7ed5\u4e00\u4e2a\u590d\u6742\u76ee\u6807\u534f\u4f5c\u3002\u591a\u4e2a\u4e13\u4e1aAgent\u56f4\u7ed5\u5171\u4eab\u7684Session\u534f\u4f5c\uff1a\u5404\u81ea\u8bfb\u53d6\u5f53\u524d\u72b6\u6001\u3001\u5b8c\u6210\u5c40\u90e8\u4efb\u52a1\u3001\u628a\u7ed3\u679c\u5199\u56de\uff0c\u4f9b\u4e0b\u4e00\u4e2aAgent\u63a5\u529b\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u53ef\u4e00\u65e6\u771f\u628a\u5b83\u8dd1\u8d77\u6765\uff0c\u96be\u9898\u5c31\u5192\u51fa\u6765\u4e86\uff1a\u8fd9\u4e9bAgent\u600e\u4e48\u5171\u4eab\u4e0a\u4e0b\u6587\uff1f\u67d0\u4e2a\u7ed3\u8bba\u5230\u5e95\u6765\u81ea\u54ea\u4e2aAgent\u3001\u54ea\u6761\u5206\u652f\u3001\u54ea\u6b21\u5de5\u5177\u8c03\u7528\uff1f\u4e00\u4e2aAgent\u51fa\u4e86\u9519\uff0c\u80fd\u4e0d\u80fd\u56de\u6eda\u5230\u5bf9\u5e94\u5206\u652f\u91cd\u6765\uff1f<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8bf4\u767d\u4e86\uff0cAgent Cluster\u771f\u6b63\u7684\u6311\u6218\uff0c\u4ece\u6765\u90fd\u4e0d\u5728\u300c\u9020\u66f4\u591aAgent\u300d\u2014\u2014\u96be\u7684\u662f\u7ba1\u4f4f\u8fd9\u4e9bAgent\u4e4b\u95f4\u7684\u72b6\u6001\u600e\u4e48\u6d41\u52a8\u3002<\/p>\n<div class=\"article-image-slot image-slot-placeholder\" data-doc-id=\"cms\/api\/amp\/image\/AA25LZXw\">\n<div class=\"article-image-slot\">\n<div class=\"article-image-container polished\" data-t=\"{&quot;n&quot;:&quot;OpenModal&quot;,&quot;t&quot;:13,&quot;b&quot;:8,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\" data-test-id=\"AA25LZXw\">\n<div>&nbsp;<\/div>\n<p><button class=\"article-image-height-wrapper expandable article-image-height-wrapper-new\" data-customhandled=\"true\" data-t=\"{&quot;n&quot;:&quot;OpenModalButton&quot;,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:1,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\"><img decoding=\"async\" class=\"article-image article-image-ux-impr article-image-new expandable\" title=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\" src=\"https:\/\/img-s.msn.cn\/tenant\/amp\/entityid\/AA25LZXw.img?w=640&amp;h=360&amp;m=6\" alt=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\"><\/button><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u25b3Agent Cluster\u72b6\u6001\u6d41\u52a8\u793a\u610f\u56fe<\/p>\n<p class=\"continue-read-break\" data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u548cAutoGen\u3001LangGraph\u6bd4\uff0cOpenRath\u591a\u95ee\u4e86\u4e00\u53e5<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u591a\u667a\u80fd\u4f53\u8fd9\u4e2a\u8bcd\uff0c\u5e38\u8ba9\u4eba\u60f3\u5230\u4e00\u4e2a\u7fa4\u804a\uff1a\u4e00\u4e2aAgent\u63d0\u8bae\uff0c\u4e00\u4e2a\u6279\u8bc4\uff0c\u4e00\u4e2a\u6267\u884c\uff0c\u4e00\u4e2a\u4e3b\u7ba1\u51b3\u5b9a\u4ec0\u4e48\u65f6\u5019\u6536\u5c3e\u3002\u8fd9\u4e2a\u6a21\u5f0f\u6709\u7528\uff0c\u4f46\u4e0d\u591f\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8fd9\u6761\u8def\u4e0a\u5df2\u7ecf\u6709\u4e0d\u5c11\u5de5\u4f5c\uff1aAutoGen\u628a\u591aAgent\u5bf9\u8bdd\u505a\u6210\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684\u7f16\u7a0b\u6a21\u578b\uff1bCrewAI\u628aAgent\u56e2\u961f\u548c\u66f4\u7ed3\u6784\u5316\u7684\u6d41\u7a0b\u5206\u5f00\uff1bLangGraph\u7528\u56fe\u72b6\u6001\u548csupervisor\u8282\u70b9\u6765\u8868\u8fbe\u8def\u7531\u4e0e\u63a7\u5236\u3002\u5b83\u4eec\u90fd\u89e3\u51b3\u4e86Agent\u4e4b\u95f4\u600e\u4e48\u8bf4\u8bdd\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">OpenRath\u63a5\u7740\u5f80\u4e0b\u95ee\u4e86\u4e00\u53e5\uff1aAgent\u4eec\u8bf4\u5b8c\u8bdd\u4e4b\u540e\uff0c\u8c01\u6765\u62e5\u6709\u8fd9\u4efd\u5de5\u4f5c\u7684\u72b6\u6001\uff1f<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e00\u4e2a\u751f\u4ea7\u7ea7\u7684Agent Cluster\uff0c\u9700\u8981\u51b3\u5b9a\uff1a\u5f53\u524d\u8fd9\u4e2aSession\u8be5\u4ea4\u7ed9\u54ea\u4e2aAgent\u3001\u5b83\u8be5\u770b\u5230\u4ec0\u4e48\u4e0a\u4e0b\u6587\u3001\u8bfb\u4e86\u54ea\u4e9b\u8bb0\u5fc6\u3001\u4e0b\u4e00\u6761\u547d\u4ee4\u5728\u54ea\u4e2a\u6c99\u7bb1\u8dd1\u3001\u7ee7\u7eed\u4e4b\u524d\u9700\u8981\u4ec0\u4e48\u6821\u9a8c\u4fe1\u53f7\u3002\u8fd9\u4e9b\u90fd\u662f\u63a7\u5236\u5e73\u9762\u7684\u95ee\u9898\uff0c\u9760\u5f80\u7fa4\u804a\u91cc\u518d\u52a0\u4e00\u4e2a\u89d2\u8272\u662f\u89e3\u51b3\u4e0d\u4e86\u7684\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">OpenRath\u7684\u7b54\u6848\u662f\uff1a\u8ba9Session\u6210\u4e3a\u8def\u7531\u7684\u5355\u4f4d\uff0c\u8ba9Session Graph\u6210\u4e3a\u90a3\u5f20\u63a7\u5236\u5e73\u9762\u2014\u2014Agent\u3001\u5de5\u5177\u3001\u5de5\u4f5c\u6d41\u3001\u8bb0\u5fc6\u3001\u6c99\u7bb1\u4f4d\u7f6e\uff0c\u90fd\u5728\u8fd9\u5f20\u56fe\u4e0a\u4ea4\u6c47\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e00\u53e5\u8bdd\uff1aAgent\u96c6\u7fa4\u4e0d\u662f\u7fa4\u804a\uff0c\u800c\u662f\u5efa\u7acb\u5728\u6301\u4e45Session\u72b6\u6001\u4e4b\u4e0a\u7684\u8fd0\u884c\u65f6\u63a7\u5236\u5e73\u9762\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4eceAgent\u6570\u91cf\u00d7Session\u6570\u91cf\u4e24\u4e2a\u7ef4\u5ea6\u770b\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4f1a\u5206\u6210\u56db\u8c61\u9650\uff1a\u5355Agent\u5355Session\u662fChatGPT\u5f0f\u804a\u5929\uff1b\u591aAgent\u5355Session\u662f\u5b50\u4ee3\u7406\u534f\u4f5c\uff1b\u5355Agent\u591aSession\u662fOpenClaw\u5f0f\u5206\u652f\u6247\u51fa\uff1b\u800c\u591aAgent\u591aSession\uff08MAMS\uff09\uff0c\u6b63\u662fOpenRath\u9762\u5411\u7684\u65b9\u5411\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5b83\u7684\u5224\u65ad\u5f88\u5e72\u8106\uff1a\u771f\u6b63\u9700\u8981\u88abfork\uff08\u5206\u53c9\uff09\u3001merge\uff08\u5408\u5e76\uff09\u3001\u590d\u7528\u3001\u8ffd\u8e2a\u7684\uff0c\u662f\u6574\u6761Session\u6570\u636e\u6d41\u2014\u2014\u800c\u975e\u67d0\u4e2aAgent\u5185\u90e8\u90a3\u4efd\u5404\u81ea\u7ef4\u62a4\u7684\u6d88\u606f\u5217\u8868\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u6362\u4e2a\u8bf4\u6cd5\uff1a\u5927\u591a\u6570\u6846\u67b6\u6512\u7684\u662f\u4e00\u5c4b\u5b50\u806a\u660e\u7684\u5de5\u4eba\uff0cOpenRath\u5148\u628a\u5de5\u4f4d\u3001\u5de5\u5355\u548c\u6d41\u6c34\u7ebf\u5efa\u597d\u3002\u7528\u5b98\u65b9\u90a3\u53e5\u8bdd\u8bf4\u5c31\u662f\u2014\u2014Agent\u662f\u5de5\u4eba\uff0cSession\u624d\u662f\u5de5\u4f5c\u672c\u8eab\u3002<\/p>\n<div class=\"article-image-slot image-slot-placeholder\" data-doc-id=\"cms\/api\/amp\/image\/AA25MOkb\">\n<div class=\"article-image-slot\">\n<div class=\"article-image-container polished\" data-t=\"{&quot;n&quot;:&quot;OpenModal&quot;,&quot;t&quot;:13,&quot;b&quot;:8,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\" data-test-id=\"AA25MOkb\">\n<div>&nbsp;<\/div>\n<p><button class=\"article-image-height-wrapper expandable article-image-height-wrapper-new\" data-customhandled=\"true\" data-t=\"{&quot;n&quot;:&quot;OpenModalButton&quot;,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:1,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\"><img decoding=\"async\" class=\"article-image article-image-ux-impr article-image-new expandable\" title=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\" src=\"https:\/\/img-s.msn.cn\/tenant\/amp\/entityid\/AA25MOkb.img?w=640&amp;h=360&amp;m=6\" alt=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\"><\/button><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u25b3MAMS\u56db\u8c61\u9650\u793a\u610f\u56fe<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u50cfPyTorch\u4e00\u6837\u642dAgent\u96c6\u7fa4\uff1a\u4ece\u6df1\u5ea6\u5b66\u4e60\u501f\u6765\u7684\u4e09\u62db<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">OpenRath\u6700\u806a\u660e\u7684\u4e00\u6b65\uff0c\u662f\u628a\u6df1\u5ea6\u5b66\u4e60\u5f00\u53d1\u8005\u6700\u719f\u7684\u90a3\u5957\u62bd\u8c61\uff0c\u6574\u5957\u642c\u5230\u4e86Agent\u7cfb\u7edf\u4e0a\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">PyTorch\u4e3a\u4ec0\u4e48\u597d\u7528\uff1f\u56e0\u4e3a\u5b83\u628a\u590d\u6742\u8ba1\u7b97\u62c6\u6210\u4e86\u6e05\u6670\u7684\u79ef\u6728\uff1aTensor\u662f\u6d41\u52a8\u7684\u6570\u636e\uff0cModule\/Layer\u662f\u53d8\u6362\u8fd9\u4efd\u6570\u636e\u7684\u53ef\u7ec4\u5408\u5355\u5143\uff0cdevice\u51b3\u5b9a\u7b97\u5728\u54ea\uff0c\u800c\u6574\u5f20\u8ba1\u7b97\u56fe\u662f\u8dd1\u8d77\u6765\u624d\u957f\u51fa\u6765\u7684\u3002OpenRath\u7ed9Agent\u7cfb\u7edf\u505a\u4e86\u51e0\u4e4e\u4e00\u4e00\u5bf9\u5e94\u7684\u6620\u5c04\uff1a<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u6838\u5fc3\u6620\u5c04\uff1aTensor\u2192Session\u3001Module\/Linear\u2192Workflow\/Agent\u3001Device\u2192Sandbox\/Backend\u3001Parameter\u2192Memory\u3001Function\u2192Tool\u3001\u63a7\u5236\u6d41\u2192Selector\u3002<\/p>\n<div class=\"article-image-slot image-slot-placeholder\" data-doc-id=\"cms\/api\/amp\/image\/AA25Mp7o\">\n<div class=\"article-image-slot\">\n<div class=\"article-image-container polished\" data-t=\"{&quot;n&quot;:&quot;OpenModal&quot;,&quot;t&quot;:13,&quot;b&quot;:8,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\" data-test-id=\"AA25Mp7o\">\n<div>&nbsp;<\/div>\n<p><button class=\"article-image-height-wrapper expandable article-image-height-wrapper-new\" data-customhandled=\"true\" data-t=\"{&quot;n&quot;:&quot;OpenModalButton&quot;,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:1,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\"><img decoding=\"async\" class=\"article-image article-image-ux-impr article-image-new expandable\" title=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\" src=\"https:\/\/img-s.msn.cn\/tenant\/amp\/entityid\/AA25Mp7o.img?w=640&amp;h=360&amp;m=6\" alt=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\"><\/button><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u25b3PyTorch\u4e0eOpenRath\u6620\u5c04\u5bf9\u7167\u56fe<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u652f\u67f1\u4e00\uff1aAgent\u662f\u53d8\u6362\u5c42\uff0c\u4e0d\u662f\u5168\u80fd\u52a9\u624b<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">PyTorch\u91cc\uff0cnn.Linear\u4e0d\u662f\u4e00\u4e2a\u5e94\u7528\uff0c\u5b83\u53ea\u662f\u4e00\u5c42\u53d8\u6362\uff1a\u5403\u8fdb\u4e00\u4e2aTensor\uff0c\u5410\u51fa\u4e00\u4e2aTensor\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">OpenRath\u628aAgent\u8bbe\u8ba1\u6210\u4e86\u540c\u4e00\u79cd\u4e1c\u897f\u3002Agent\u5c31\u662fSession\u4e0a\u7684\u4e00\u5c42\u53d8\u6362\uff0c\u6838\u5fc3\u5c31\u662f\u4e00\u6761forward(session) -&gt;session\u7684\u8def\u5f84\uff1a\u8fdb\u6765\u4e00\u4e2aSession\uff0c\u51fa\u53bb\u4e00\u4e2aSession\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u53d8\u6362\u5c42\u4e0d\u6b62\u4e00\u79cd\u3002\u540c\u6837\u662fforward(session) -&gt;session\u8fd9\u4e2a\u5f62\u72b6\uff0c\u53ef\u4ee5\u88c5\u4e0b\u5b8c\u5168\u4e0d\u540c\u7684\u6d3b\u513f\uff1a<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e00\u4e2aAgent\u8c03\u5de5\u5177\u3001\u6539workspace\u91cc\u7684\u6587\u4ef6\uff0c\u628a\u6267\u884c\u7ed3\u679c\u5199\u56deSession<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e00\u4e2aCompressor\u628a\u8dd1\u4e86\u51e0\u5341\u8f6e\u7684\u957f\u4f1a\u8bdd\u538b\u7f29\u6210\u4e00\u6761\u7cbe\u7b80\u6d88\u606f<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e00\u4e2aAgent\u5728\u8dd1\u4e4b\u524drecall\u8bb0\u5fc6\u3001\u8dd1\u4e4b\u540ecommit\u8bb0\u5fc6\uff0c\u76f8\u5f53\u4e8e\u7ed9\u8fd9\u6b21\u4f1a\u8bdd\u505a\u4e86\u4e00\u6b21\u300c\u7d22\u5f15\u4e0e\u5f52\u6863\u300d<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4f60\u4e5f\u53ef\u4ee5\u5199\u4e00\u4e2a\u53ea\u505a\u6458\u8981\u3001\u53ea\u505a\u6821\u9a8c\u3001\u53ea\u505a\u6539\u5199\u7684Agent<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5b83\u4eec\u5bf9\u5916\u90fd\u662f\u540c\u4e00\u4e2a\u63a5\u53e3\uff0c\u4e8e\u662f\u80fd\u50cf\u795e\u7ecf\u7f51\u7edc\u7684\u5c42\u4e00\u6837\u4efb\u610f\u5806\u53e0\u3001\u4efb\u610f\u5d4c\u5957\u3002\u8fd9\u6b63\u662fWorkflow\uff08\u5bf9\u5e94nn.Module\uff09\u7684\u610f\u4e49\uff1a\u5b50\u7c7b\u53ea\u8981\u5b9e\u73b0\u4e00\u4e2aforward(session) -&gt;session\uff0c\u91cc\u9762\u5c31\u80fd\u4e32\u8054\u591a\u4e2aAgent\u3001fork Session\u3001\u538b\u7f29\u4e0a\u4e0b\u6587\u3001\u8c03\u7528\u5de5\u5177\u3001\u5206\u53d1\u5230\u5b50\u5de5\u4f5c\u6d41\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u7ba1\u4e0a\u767e\u4e2aAgent\uff0c\u4e8e\u662f\u4ece\u62fc\u63d0\u793a\u8bcd\u53d8\u6210\u4e86\u642d\u6a21\u5757\u3002Layer\u4e0d\u6301\u6709\u6570\u636e\uff0c\u6570\u636e\u662fTensor\uff1bAgent\u4e5f\u4e0d\u6301\u6709\u72b6\u6001\uff0c\u72b6\u6001\u662fSession\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u81f3\u4e8e\u5de5\u5177\u672c\u8eab\uff0cOpenRath\u62bd\u8c61\u6210\u4e86FlowToolCall\uff1a\u4e00\u624b\u6525\u7740\u7ed9\u6a21\u578b\u770b\u7684name\/description\/JSON schema\uff0c\u4e00\u624b\u6525\u7740\u771f\u6b63\u5728Python\u91cc\u6267\u884c\u7684\u884c\u4e3a\uff0c\u8ba9\u5de5\u5177\u957f\u4ec0\u4e48\u6837\u548c\u5de5\u5177\u5e72\u4ec0\u4e48\u59cb\u7ec8\u5f85\u5728\u4e00\u8d77\u3002\u5185\u7f6e\u4e86\u6587\u4ef6\u3001shell\u3001\u4ee3\u7801\u6267\u884c\u5de5\u5177\uff0cstdio\u7684MCP\u5de5\u5177\u4e5f\u80fd\u76f4\u63a5\u9002\u914d\u8fdb\u540c\u4e00\u4e2a\u5faa\u73af\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u652f\u67f1\u4e8c\uff1aSandbox\u4e0eMemory\u662f\u53ef\u63d2\u62d4\u540e\u7aef<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">PyTorch\u7b2c\u4e8c\u4e2a\u806a\u660e\u7684\u5730\u65b9\uff0c\u662f\u628a\u300c\u7b97\u5728\u54ea\u300d\u4ece\u300c\u7b97\u4ec0\u4e48\u300d\u91cc\u5265\u4e86\u51fa\u6765\u3002\u540c\u4e00\u4efd\u6a21\u578b\u4ee3\u7801\uff0c.to(\u201ccuda\u201d)\u5c31\u4e0aGPU\uff0c\u6362\u4e2a\u540e\u7aef\u5c31\u6362\u5757\u5361\uff0c\u8ba1\u7b97\u903b\u8f91\u4e00\u884c\u4e0d\u7528\u52a8\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">OpenRath\u628a\u8fd9\u4e2a\u601d\u60f3\u7528\u5728\u4e86\u4e24\u4e2a\u6700\u5bb9\u6613\u88ab\u5199\u6b7b\u7684\u5730\u65b9\uff1a\u6267\u884c\u73af\u5883\u548c\u957f\u671f\u8bb0\u5fc6\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">Sandbox\uff08\u5bf9\u5e94Device\uff09\u2014\u2014\u5de5\u5177\u5230\u5e95\u5728\u54ea\u8fd0\u884c\u3002\u5f88\u591a\u6846\u67b6\u628a\u300c\u5bf9\u8bdd\u5386\u53f2\u300d\u548c\u300c\u5de5\u5177\u5b9e\u9645\u6267\u884c\u7684\u4f4d\u7f6e\u300d\u5206\u5f00\u7ba1\uff0c\u6a21\u578b\u4ee5\u4e3a\u81ea\u5df1\u8fd8\u5728\u67d0\u4e2a\u5de5\u4f5c\u533a\uff0cshell\u6216\u5bb9\u5668\u5176\u5b9e\u65e9\u5c31\u5207\u8d70\u4e86\u3002OpenRath\u628aSandbox\u7ed1\u5728Session\u4e0a\uff1a\u5de5\u5177\u8dd1\u5728Session\u5f53\u524d\u7684backend\u4e0a\uff0c\u8fd4\u56de\u7684Session\u4f1a\u8bb0\u4f4f\u81ea\u5df1\u7684\u6267\u884c\u4f4d\u7f6e\uff0c\u4e0d\u4f1a\u6084\u6084\u6f02\u79fb\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5b83\u771f\u6b63\u7684\u5de7\u601d\uff0c\u662f\u628aSandbox\u505a\u6210\u4e86\u53ef\u63d2\u62d4\u7684backend\uff1a\u672c\u5730\u8fdb\u7a0b\u59cb\u7ec8\u53ef\u7528\uff08session.to(\u201clocal\u201d, spec=\u201c.\/\u201d)\uff09\uff0c\u5bb9\u5668\u5316\u7684OpenSandbox\u662f\u53ef\u9009\u9879\uff08pip install \u201copenrath[opensandbox]\u201d\uff09\uff0c\u672a\u6765\u4efb\u4f55\u7b2c\u4e09\u65b9\u6267\u884c\u540e\u7aef\uff0c\u53ea\u8981\u63a5\u5230\u540c\u4e00\u5957Session placement\u6a21\u578b\u540e\u9762\u5c31\u80fd\u7528\u3002<\/p>\n<div class=\"intra-article-module\" data-t=\"{&quot;n&quot;:&quot;intraArticle&quot;,&quot;t&quot;:13}\">&nbsp;<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">Memory\uff08\u5bf9\u5e94Parameter\uff09\u2014\u2014\u8de8\u8fd0\u884c\u4fdd\u7559\u7684\u8bb0\u5fc6\u3002\u5b83\u662f\u72ec\u7acb\u7684\u4e00\u5c42\u6301\u4e45\u72b6\u6001\uff0c\u80fd\u7ed1\u5b9a\u5230Agent\u3001\u8fd0\u884c\u524drecall\u3001\u8fd0\u884c\u540ecommit\uff1b\u65e2\u4e0d\u50cf\u5de5\u5177\u7ed3\u679c\u90a3\u6837\u7528\u5b8c\u5373\u5f03\uff0c\u4e5f\u4e0d\u53ea\u662f\u585e\u8fdbprompt\u7684\u51e0\u884c\u6587\u672c\u3002\u57fa\u7840\u5b89\u88c5\u81ea\u5e26\u96f6\u4f9d\u8d56\u7684\u672c\u5730\u540e\u7aef\uff0c\u628a\u6570\u636e\u5b58\u5728.openrath\/memory\/\uff0c\u4e0d\u7528LLM\u4e5f\u80fd\u505aBM25\u8bcd\u6cd5\u68c0\u7d22\uff1b\u914d\u4e86embedding\u5c31\u80fd\u7528\u5411\u91cf\u6392\u5e8f\uff1b\u60f3\u8981\u66f4\u5f3a\u7684\uff0c\u53ef\u4ee5\u63a5OpenViking\u8fd9\u7c7b\u5916\u90e8\u8bb0\u5fc6\u670d\u52a1\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8fd9\u4e00\u62db\u5bf9\u81ea\u5e26\u672c\u5730\u72b6\u6001\u7684\u56e2\u961f\u5c24\u5176\u53cb\u597d\uff1a\u4f60\u5df2\u7ecf\u6709\u81ea\u5df1\u7684\u5bb9\u5668\u8c03\u5ea6\u3001\u6709\u81ea\u5df1\u7684\u5411\u91cf\u5e93\u6216\u77e5\u8bc6\u5e93\uff0c\u4e0d\u5fc5\u63a8\u5012\u91cd\u6765\uff0c\u53ea\u8981\u628a\u5b83\u5305\u6210\u4e00\u4e2abackend\u63a5\u8fdb\u53bb\uff0c\u5c31\u80fd\u590d\u7528OpenRath\u7684\u6574\u5957Session\/Workflow\u62bd\u8c61\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u652f\u67f1\u4e09\uff1aSession Graph\u662f\u52a8\u6001\u56fe\uff0c\u5b8c\u5168\u4e3aAgent Cluster\u800c\u751f<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">PyTorch\u8fd8\u6709\u7b2c\u4e09\u4e2a\u8ba9\u4eba\u4e0a\u763e\u7684\u8bbe\u8ba1\uff1a\u52a8\u6001\u56fe\uff08define-by-run\uff09\u3002\u5b83\u4e0d\u8981\u6c42\u4f60\u5148\u628a\u6574\u5f20\u8ba1\u7b97\u56fe\u753b\u6b7b\u518d\u5582\u6570\u636e\uff0c\u800c\u662f\u4ee3\u7801\u8dd1\u5230\u54ea\u3001\u56fe\u5c31\u957f\u5230\u54ea\u3002\u63a7\u5236\u6d41\u5c31\u662f\u666e\u901a\u7684Pythonif\/for\uff0c\u7075\u6d3b\u5230\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u6839\u636e\u4e2d\u95f4\u7ed3\u679c\u6539\u53d8\u8d70\u5411\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">OpenRath\u7684Session Graph\uff0c\u662f\u540c\u4e00\u4e2a\u6027\u683c\u7684\u4e1c\u897f\u3002\u5148\u770bSession\u957f\u4ec0\u4e48\u6837\u2014\u2014\u5b83\u8fdc\u4e0d\u6b62\u4e00\u4e32\u804a\u5929\u8bb0\u5f55\uff0c\u800c\u662f\u4e00\u5f20\u7ed3\u6784\u5316\u7684chunk\u8868\uff1a<\/p>\n<div class=\"article-image-slot image-slot-placeholder\" data-doc-id=\"cms\/api\/amp\/image\/AA25MH7X\">\n<div class=\"article-image-slot\">\n<div class=\"article-image-container polished\" data-t=\"{&quot;n&quot;:&quot;OpenModal&quot;,&quot;t&quot;:13,&quot;b&quot;:8,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\" data-test-id=\"AA25MH7X\">\n<div>&nbsp;<\/div>\n<p><button class=\"article-image-height-wrapper expandable article-image-height-wrapper-new\" data-customhandled=\"true\" data-t=\"{&quot;n&quot;:&quot;OpenModalButton&quot;,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:1,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\"><img decoding=\"async\" class=\"article-image article-image-ux-impr article-image-new expandable\" title=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\" src=\"https:\/\/img-s.msn.cn\/tenant\/amp\/entityid\/AA25MH7X.img?w=640&amp;h=360&amp;m=6\" alt=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\"><\/button><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5b83\u80fdfork\u51fa\u5206\u652f\uff0c\u80fddetach\u5207\u65ad\u7236\u94fe\uff0c\u80fdmerge\u5408\u5e76\uff0c\u8fd8\u80fd\u5e8f\u5217\u5316\u6210JSONL\u76f4\u63a5\u4ea4\u7ed9\u4e0b\u4e00\u4e2aWorkflow\u3002\u800c\u8fd9\u5f20\u7531fork\/merge\u7ec7\u51fa\u6765\u7684\u56fe\uff0c\u662fAgent\u4eec\u8dd1\u8d77\u6765\u3001\u4e00\u6b65\u6b65\u6f14\u5316\u51fa\u6765\u7684\uff0c\u5e76\u975e\u4e8b\u5148\u753b\u6b7b\u7684\u5267\u672c\u2014\u2014\u8fd9\u6b63\u662f\u300c\u52a8\u6001\u56fe\u300d\u7684\u542b\u4e49\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e3a\u4ec0\u4e48\u8fd9\u4ef6\u4e8b\u5bf9Agent Cluster\u662f\u51b3\u5b9a\u6027\u7684\uff1f\u56e0\u4e3a\u96c6\u7fa4\u89c4\u6a21\u4e00\u5927\uff0c\u4f60\u8fdf\u65e9\u8981\u56de\u7b54\uff1a\u8fd9\u4e2a\u7ed3\u8bba\u5230\u5e95\u662f\u54ea\u4e2aAgent\u3001\u8d70\u54ea\u6761\u5206\u652f\u3001\u8c03\u54ea\u6b21\u5de5\u5177\u3001\u5728\u54ea\u4e2aworkspace\u4ea7\u51fa\u7684\uff1f\u6563\u843d\u7684\u65e5\u5fd7\u7b54\u4e0d\u4e86\uff0c\u4e00\u5f20\u5e26\u8840\u7f18\u7684\u52a8\u6001\u56fe\u80fd\u7b54\u3002Session Graph\u4e8e\u662f\u4ece\u5b9e\u73b0\u7ec6\u8282\u5347\u683c\u6210\u4e86\u96c6\u7fa4\u7684\u53ef\u89c2\u6d4b\u5c42\u4e0e\u63a7\u5236\u5c42\uff1a\u8def\u7531\u3001\u590d\u73b0\u3001\u56de\u6eda\u3001\u5ba1\u8ba1\uff0c\u5168\u5728\u540c\u4e00\u5f20\u56fe\u4e0a\u505a\u3002<\/p>\n<div class=\"article-image-slot image-slot-placeholder\" data-doc-id=\"cms\/api\/amp\/image\/AA25Mzth\">\n<div class=\"article-image-slot\">\n<div class=\"article-image-container polished\" data-t=\"{&quot;n&quot;:&quot;OpenModal&quot;,&quot;t&quot;:13,&quot;b&quot;:8,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\" data-test-id=\"AA25Mzth\">\n<div>&nbsp;<\/div>\n<p><button class=\"article-image-height-wrapper expandable article-image-height-wrapper-new\" data-customhandled=\"true\" data-t=\"{&quot;n&quot;:&quot;OpenModalButton&quot;,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:1,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\"><img decoding=\"async\" class=\"article-image article-image-ux-impr article-image-new expandable\" title=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\" src=\"https:\/\/img-s.msn.cn\/tenant\/amp\/entityid\/AA25Mzth.img?w=640&amp;h=360&amp;m=6\" alt=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\"><\/button><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u25b3Session Graph\u52a8\u6001\u5206\u53c9\/\u5408\u5e76\u793a\u610f\u56fe<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u51e0\u5341\u884c\uff0c\u628a\u8fd9\u5957\u4e1c\u897f\u8dd1\u901a<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u62bd\u8c61\u8bb2\u518d\u591a\uff0c\u4e0d\u5982\u770b\u4e00\u6bb5\u80fd\u8dd1\u7684\u4ee3\u7801\u3002\u4e0b\u9762\u8fd9\u4e2a\u6700\u5c0f\u4f8b\u5b50\uff08\u53d6\u81ea\u5b98\u65b9README\uff09\uff0c\u628aSession\u3001Sandbox\u3001Tool\u3001Agent\u3001Memory\u3001Workflow\u3001Compressor\u4e00\u6b21\u6027\u4e32\u4e86\u8d77\u6765\uff1a<\/p>\n<div class=\"article-image-slot image-slot-placeholder\" data-doc-id=\"cms\/api\/amp\/image\/AA25MH81\">\n<div class=\"article-image-slot\">\n<div class=\"article-image-container polished\" data-t=\"{&quot;n&quot;:&quot;OpenModal&quot;,&quot;t&quot;:13,&quot;b&quot;:8,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\" data-test-id=\"AA25MH81\">\n<div>&nbsp;<\/div>\n<p><button class=\"article-image-height-wrapper expandable article-image-height-wrapper-new\" data-customhandled=\"true\" data-t=\"{&quot;n&quot;:&quot;OpenModalButton&quot;,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:1,&quot;c.i&quot;:&quot;AA25LL7K&quot;,&quot;c.l&quot;:false,&quot;c.t&quot;:13,&quot;c.v&quot;:&quot;news&quot;,&quot;c.c&quot;:&quot;others&quot;,&quot;c.b&quot;:&quot;\u7ea2\u677f\u62a5&quot;,&quot;c.bi&quot;:&quot;AA1lKDre&quot;,&quot;c.tv&quot;:&quot;technology&quot;,&quot;c.tc&quot;:&quot;artificial-intelligence&quot;,&quot;c.hl&quot;:&quot;\u522b\u518d\u53ea\u5806Agent\u4e86\uff1a\u6e05\u534e\u56e2\u961f\u628aSession\u91cd\u65b0\u505a\u6210\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3&quot;}\"><img decoding=\"async\" class=\"article-image article-image-ux-impr article-image-new expandable\" title=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\" src=\"https:\/\/img-s.msn.cn\/tenant\/amp\/entityid\/AA25MH81.img?w=640&amp;h=529&amp;m=6\" alt=\"\u56fe\u7247\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d\"><\/button><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8bfb\u8fd9\u6bb5\u4ee3\u7801\uff0c\u4e09\u6839\u652f\u67f1\u5168\u5728\u91cc\u9762\uff1a\u6570\u636e\u662fSession\uff0c\u6267\u884c\u4f4d\u7f6e\u7531.to()\u51b3\u5b9a\uff08\u652f\u67f1\u4e8c\uff09\uff0cagent\u548ccompressor\u662f\u4e24\u5c42\u4e0d\u540c\u7684\u53d8\u6362\u53e0\u8d77\u6765\uff08\u652f\u67f1\u4e00\uff09\uff0c\u800c\u5b83\u4eec\u600e\u4e48\u4e32\u3001\u4e32\u51e0\u5c42\uff0c\u662fforward\u91cc\u7528\u666e\u901aPython\u5199\u51fa\u6765\u7684\uff08\u652f\u67f1\u4e09\uff09\u3002\u6bcf\u4e00\u6b65\u8fdb\u51fa\uff0c\u90fd\u662f\u540c\u4e00\u4e2aSession\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u771f\u6b63\u52a8\u6001\u7684\u5730\u65b9\uff1aSelector<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e0a\u4e00\u8282\u7684forward\u662f\u5199\u6b7b\u7684\u987a\u5e8f\u3002\u4f46\u771f\u5b9e\u4efb\u52a1\u5f80\u5f80\u8981\u7b49\u8dd1\u8d77\u6765\u624d\u77e5\u9053\u8be5\u5f80\u54ea\u62d0\u2014\u2014\u8fd9\u65f6\u5019\u5c31\u8f6e\u5230\u52a8\u6001\u56fe\u7684\u300c\u8fd0\u884c\u65f6\u8def\u7531\u300d\u767b\u573a\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5f88\u591a\u6846\u67b6\u7684\u505a\u6cd5\u662f\u628a\u6d41\u7a0b\u63d0\u524d\u7f16\u6392\u6b7b\uff1aif\u8d70A\uff0celse\u8d70B\u3002OpenRath\u7684\u7b54\u6848\u662fSelector\uff1a\u4e00\u4e2a\u7531\u5927\u6a21\u578b\u9a71\u52a8\u7684\u8def\u7531\u5668\u3002\u5b83\u5728\u82e5\u5e72\u4e2a\u300c\u4f1a\u81ea\u6211\u63cf\u8ff0\u300d\u7684Workflow\u4e4b\u95f4\u505a\u9009\u62e9\uff0c\u8fd4\u56de\u4e0b\u4e00\u4e2a\u8be5\u8dd1\u7684Workflow\uff0c\u4efb\u52a1\u7ed3\u675f\u5c31\u8fd4\u56de\u4e00\u4e2a\u7a7a\u64cd\u4f5c\u3002\u5999\u5904\u5728\u4e8e\u2014\u2014\u5b83\u8ba9Agent\u4e4b\u95f4\u7684if\/while\uff0c\u4f9d\u7136\u662f\u666e\u901a\u7684Python\uff1a<\/p>\n<div class=\"intra-article-module\" data-t=\"{&quot;n&quot;:&quot;intraArticle&quot;,&quot;t&quot;:13}\">&nbsp;<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">selector = flow.Selector(provider)while not isinstance(nxt := selector.forward(session, triage, tech, wrapup), flow.EmptyWorkflow):session = nxt(session)<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u628a\u6d41\u7a0b\u5199\u8fdb\u63d0\u793a\u8bcd\uff0c\u662f\u628a\u4e0d\u786e\u5b9a\u6027\u710a\u6b7b\uff1b\u4ea4\u7ed9Selector\uff0c\u624d\u662f\u8ba9\u7cfb\u7edf\u5b66\u4f1a\u62d0\u5f2f\u3002\u8fd9\u4e5f\u6b63\u662f\u5b98\u65b9\u628aOpenRath\u79f0\u4e3a\u300cdynamic multi-agent workflow\u300d\u7684\u5e95\u6c14\uff1a\u6d41\u7a0b\u4ece\u5199\u6b7b\u7684\u5267\u672c\uff0c\u53d8\u6210\u4e86\u8fd0\u884c\u65f6\u624d\u5b9a\u4e0b\u6765\u7684\u8def\u7531\u2014\u2014\u548cPyTorch\u52a8\u6001\u56fe\u91cc\u300c\u4ee3\u7801\u8dd1\u5230\u54ea\u3001\u56fe\u5c31\u957f\u5230\u54ea\u300d\u662f\u540c\u4e00\u79cd\u81ea\u7531\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5b83\u73b0\u5728\u5230\u5e95\u80fd\u4e0d\u80fd\u7528<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u6700\u80fd\u8bf4\u660e\u95ee\u9898\u7684\u662f\u5b83\u7684example\/\u76ee\u5f55\u2014\u2014\u4e00\u6761\u7f16\u53f7\u9012\u8fdb\u7684\u5b66\u4e60\u9636\u68af\uff0c\u6bcf\u4e2a\u811a\u672c\u53ea\u8bb2\u4e00\u4e2a\u6982\u5ff5\uff0c\u524d\u4e00\u4e2a\u7684\u4ea7\u51fa\u6b63\u597d\u662f\u540e\u4e00\u4e2a\u7684\u8f93\u5165\uff1a<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">01_hello_agent\u6700\u5c0f\u7a0b\u5e8f\uff0c\u6784\u9020Agent\u3001\u5728Session\u4e0a\u8c03\u7528\u3001\u6d41\u5f0f\u8f93\u51fa<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">02_session_lineage\u7528fork\u5206\u53c9\u3001detach\u5207\u65ad\u8840\u7f18\u3001\u67e5\u770bsession graph\u3001\u5bfc\u51faJSONL<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">03_sandbox_backend\u628a\u540c\u4e00\u4e2aSession\u653e\u5230local\u6216opensandbox\uff0c\u770b\u5de5\u5177\u5728\u54ea\u6267\u884c<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">04_tools_builtin\/05_custom_tool\/06_mcp_tool\uff1a\u5185\u7f6e\u5de5\u5177\u3001\u81ea\u5b9a\u4e49\u5de5\u5177\u3001\u501f\u7528MCP\u5de5\u5177<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">07_streaming\/08_compress\/09_memory\/10_provider_variation\u6d41\u5f0f\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u3001\u8bb0\u5fc6\u3001\u6362\u6a21\u578b\u5382\u5546<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">11_dynamic_selector\u7528Selector\u505aif\u5206\u652f\u548cwhile\u5faa\u73af<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4ece\u300c\u5148\u8ba9\u4e00\u4e2aAgent\u8dd1\u8d77\u6765\u300d\u5230\u300c\u8ba9\u4e00\u7fa4Agent\u52a8\u6001\u534f\u4f5c\u300d\uff0c11\u6b65\u8d70\u5b8c\uff0cOpenRath\u7684\u6838\u5fc3\u4e5f\u5c31\u7406\u89e3\u900f\u4e86\u3002\u5b89\u88c5\u5206\u5c42\uff1a<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u57fa\u7840pip install openrath<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8981\u5bb9\u5668\u6c99\u7bb1\u52a0[opensandbox]<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8981\u5916\u90e8\u8bb0\u5fc6\u52a0[openviking]<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u6a21\u578b\u5219\u8d70OpenAI\u517c\u5bb9\u7684\u73af\u5883\u53d8\u91cf\u6216~\/.openrath\/config.json<\/p>\n<div class=\"intra-article-module\" data-t=\"{&quot;n&quot;:&quot;intraArticle&quot;,&quot;t&quot;:13}\">&nbsp;<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u66f4\u503c\u5f97\u8bf4\u7684\u662f\u8fd9\u5957example\u7684\u8bbe\u8ba1\u53d6\u5411\uff1a\u5b98\u65b9\u5f3a\u8c03\uff0c\u4f8b\u5b50\u7684\u76ee\u6807\u662f\u4ea7\u51fa\u4e00\u4efd\u300c\u8bc1\u636e\u6863\u6848\u300d\uff0c\u800c\u4e0d\u662f\u4e00\u5f20\u622a\u56fe\u3002\u4e00\u4e2a\u8f6f\u4ef6\u4efb\u52a1\u8dd1\u5b8c\uff0c\u7406\u60f3\u7684\u4ea7\u7269\u4e0d\u8be5\u53ea\u505c\u5728\u4e00\u53e5\u300c\u6210\u529f\u4e86\u300d\uff0c\u800c\u8be5\u662f\u4e00\u6574\u4efd\u53ef\u56de\u6eaf\u7684\u5377\u5b97\u2014\u2014<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">issue\u539f\u6587\u2192Session Graph\u2192\u8c03\u4e86\u54ea\u4e9b\u5de5\u5177\u2192\u526f\u4f5c\u7528\u843d\u5728\u54ea\u4e2asandbox\u2192\u88ab\u5426\u51b3\u7684\u90a3\u6761\u5206\u652f\u2192\u6700\u7ec8\u91c7\u7eb3\u7684\u8865\u4e01\u2192\u6d4b\u8bd5\u7ed3\u679c\u2192\u8fd9\u6b21\u5f80Memory\u91cc\u5199\u4e86\u4ec0\u4e48\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u8fd9\u4efd\u5377\u5b97\uff0c\u6b63\u662f\u300c\u4e00\u4e2ademo\u300d\u548c\u300c\u4e00\u4e2a\u80fd\u62ff\u6765\u505a\u6280\u672f\u62a5\u544a\u7684\u8fd0\u884c\u65f6\u300d\u4e4b\u95f4\u7684\u533a\u522b\u3002\u6309\u56e2\u961f\u81ea\u5df1\u7684\u8bf4\u6cd5\uff0c\u4ed6\u4eec\u5728\u5185\u90e8\u5df2\u7ecf\u7528OpenRath\u7ec4\u7ec7\u8d77\u63a5\u8fd1Transformer\u7ed3\u6784\u7684Agent Workflow\u2014\u2014\u4e0d\u8fc7\u8fd9\u66f4\u504f\u7cfb\u7edf\u80fd\u529b\u9a8c\u8bc1\uff0c\u8fd8\u4e0d\u662f\u516c\u5f00benchmark\uff0c\u8fd9\u70b9\u4ed6\u4eec\u8bf4\u5f97\u5f88\u5766\u767d\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4ece\u6301\u4e45Session\uff0c\u5230Agent Cluster<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u628a\u89c6\u91ce\u62c9\u8fdc\u4e00\u70b9\uff1aOpenRath\u7684\u7248\u672c\u6f14\u8fdb\u672c\u8eab\u5c31\u662f\u4e00\u6761\u5e72\u51c0\u7684\u7ebf\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">v1.1\u89e3\u51b3\u300c\u6301\u4e45\u300d\u2014\u2014\u5982\u679c\u4e00\u4e2aAgent\u7684\u5de5\u4f5c\u662f\u8de8\u65f6\u95f4\u5c55\u5f00\u7684\uff0c\u51ed\u4ec0\u4e48\u552f\u4e00\u88ab\u4fdd\u5b58\u7684\u53ea\u6709\u6700\u7ec8\u7b54\u6848\uff1f\u4e8e\u662f\u6709\u4e86\u6301\u4e45Session\uff0c\u628a\u5e72\u6d3b\u7684\u8bc1\u636e\u5b8c\u6574\u7559\u4e0b\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">v1.2\u518d\u62ac\u9ad8\u4e00\u5c42\uff1a\u8ba9Session\u4ece\u300c\u5355\u4e2aAgent\u4e8b\u540e\u53ef\u67e5\u7684\u8bb0\u5f55\u300d\uff0c\u5347\u7ea7\u6210\u300c\u80fd\u5728\u591a\u4e2aAgent\u548c\u5de5\u4f5c\u6d41\u4e4b\u95f4\u88ab\u8def\u7531\u7684\u5bf9\u8c61\u300d\u3002\u4e00\u884c\u4ee3\u7801\u5c31\u6982\u62ec\u4e86\u8fd9\u4e2a\u8f6c\u53d8\uff1a<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">session = workflow.forward(session)<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5b83\u610f\u5473\u7740\uff0c\u5de5\u4f5c\u7684\u5355\u4f4d\u4ece\u4e00\u4e2aprompt\u3001\u4e00\u4e2a\u7b54\u6848\u6216\u4e00\u4e2aAgent\u89d2\u8272\uff0c\u632a\u5230\u4e86\u4e00\u4efd\u6301\u4e45\u3001\u53ef\u8def\u7531\u7684Session\u72b6\u6001\u4e0a\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4ecePrompt\u5de5\u7a0b\uff0c\u8d70\u5411\u7cfb\u7edf\u5de5\u7a0b<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">OpenRath\u7684\u610f\u4e49\uff0c\u4e0d\u53ea\u662f\u300c\u53c8\u4e00\u4e2aAgent\u6846\u67b6\u300d\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5b83\u771f\u6b63\u60f3\u89e3\u51b3\u7684\u662f\uff1a\u5f53Agent Cluster\u6210\u4e3a\u4e3b\u6d41\u5f62\u6001\uff0c\u5f00\u53d1\u8005\u80fd\u4e0d\u80fd\u50cf\u5199\u6df1\u5ea6\u5b66\u4e60\u90a3\u6837\uff0c\u83b7\u5f97\u4e00\u5957\u53ef\u7ec4\u5408\u3001\u53ef\u8ffd\u8e2a\u7684\u5de5\u7a0b\u4f53\u9a8c\u3002\u8fd9\u6b63\u662f\u5b83\u501fPyTorch\u4e4b\u540d\u7684\u5e95\u6c14\u2014\u2014\u540c\u4e00\u5957\u76f4\u89c9\u8fc1\u79fb\u4e86\u8fc7\u6765\uff1a\u5c42\u662f\u53d8\u6362\uff08Agent\uff09\uff0cdevice\u53ef\u63d2\u62d4\uff08Sandbox\/Memory backend\uff09\uff0c\u56fe\u662f\u52a8\u6001\u7684\uff08Session Graph\uff09\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5728PyTorch\u91cc\uff0c\u4f60\u5b9a\u4e49Module\uff0c\u8ba9Tensor\u5728\u7f51\u7edc\u4e2d\u6d41\u52a8\uff1b\u5728OpenRath\u91cc\uff0c\u4f60\u5b9a\u4e49Agent\u548cWorkflow\uff0c\u8ba9Session\u5728\u7cfb\u7edf\u4e2d\u6d41\u52a8\u3002\u5269\u4e0b\u7684\u2014\u2014\u8840\u7f18\u8bb0\u5f55\u3001\u5de5\u5177\u8c03\u5ea6\u3001\u6c99\u7bb1\u7ed1\u5b9a\u3001\u957f\u671f\u8bb0\u5fc6\u3001\u52a8\u6001\u8def\u7531\u2014\u2014\u4ea4\u7ed9\u6846\u67b6\u3002<\/p>\n<div class=\"intra-article-module\" data-t=\"{&quot;n&quot;:&quot;intraArticle&quot;,&quot;t&quot;:13}\">&nbsp;<\/div>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u5982\u679c\u8bf4\u8fc7\u53bb\u7684Agent\u6846\u67b6\u9762\u5411\u7684\u662f\u300c\u4e00\u4e2a\u667a\u80fd\u52a9\u624b\u300d\uff0c\u90a3\u4e48OpenRath\u9762\u5411\u7684\u662f\u300c\u4e00\u4e2a\u667a\u80fd\u4f53\u7cfb\u7edf\u300d\u3002<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u800c\u8fd9\u4ef6\u4e8b\u7684\u8d77\u70b9\uff0c\u6734\u7d20\u5f97\u6709\u70b9\u53cd\u76f4\u89c9\u2014\u2014<\/p>\n<p data-t=\"{&quot;n&quot;:&quot;blueLinks&quot;,&quot;t&quot;:13,&quot;a&quot;:&quot;click&quot;,&quot;b&quot;:76}\">\u4e0d\u662f\u518d\u591a\u9020\u4e00\u4e2aAgent\uff0c\u800c\u662f\u5148\u628aSession\u5f53\u56de\u4e8b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Rath Team 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