{"id":2437,"date":"2026-08-06T10:29:00","date_gmt":"2026-08-06T02:29:00","guid":{"rendered":"https:\/\/yushuoxin.top\/?p=2437"},"modified":"2026-08-09T23:07:06","modified_gmt":"2026-08-09T15:07:06","slug":"qoder-low-code-to-high-code","status":"publish","type":"post","link":"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/","title":{"rendered":"\u3010Qoder\u3011\u5927\u6a21\u578b\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u5230\u9ad8\u4ee3\u7801\u6539\u9020\u5b9e\u6218\u5206\u4eab"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#%E4%B8%80%E3%80%81%E8%83%8C%E6%99%AF%E4%BF%A1%E6%81%AF\" >\u4e00\u3001\u80cc\u666f\u4fe1\u606f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#%E4%BA%8C%E3%80%81%E5%BD%93%E5%89%8D%E7%97%9B%E7%82%B9\" >\u4e8c\u3001\u5f53\u524d\u75db\u70b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#%E4%B8%89%E3%80%81%E9%9C%80%E6%B1%82%E5%88%86%E6%9E%90\" >\u4e09\u3001\u9700\u6c42\u5206\u6790<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#31_%E6%94%B9%E9%80%A0%E6%80%9D%E8%B7%AF\" >3.1 \u6539\u9020\u601d\u8def<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#32_MVP_%E8%8C%83%E5%9B%B4\" >3.2 MVP \u8303\u56f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#33_%E6%8A%80%E6%9C%AF%E9%80%89%E5%9E%8B\" >3.3 \u6280\u672f\u9009\u578b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#%E5%9B%9B%E3%80%81Qoder%E4%BA%A4%E4%BA%92%E4%B8%8E%E6%94%B9%E9%80%A0%E5%AE%9E%E7%8E%B0\" >\u56db\u3001Qoder\u4ea4\u4e92\u4e0e\u6539\u9020\u5b9e\u73b0<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#40_%E4%B8%8EQoder%E4%BA%A4%E4%BA%92%E8%BF%9B%E8%A1%8C%E6%96%B9%E6%A1%88%E4%B8%8E%E4%BB%A3%E7%A0%81%E7%94%9F%E6%88%90\" >4.0 \u4e0eQoder\u4ea4\u4e92\u8fdb\u884c\u65b9\u6848\u4e0e\u4ee3\u7801\u751f\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#41_%E7%B3%BB%E7%BB%9F%E6%9E%B6%E6%9E%84\" >4.1 \u7cfb\u7edf\u67b6\u6784<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#42_%E6%A0%B8%E5%BF%83%E6%A8%A1%E5%9D%97%E8%AF%A6%E8%A7%A3\" >4.2 \u6838\u5fc3\u6a21\u5757\u8be6\u89e3<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#421_%E6%B6%88%E6%81%AF%E5%90%88%E5%B9%B6%E5%B1%82_%E2%80%94_%E8%A7%A3%E5%86%B3%E2%80%9D%E8%BF%9E%E5%8F%91%E6%B6%88%E6%81%AF%E9%87%8D%E5%A4%8D%E5%9B%9E%E5%A4%8D%E2%80%9D\" >4.2.1 \u6d88\u606f\u5408\u5e76\u5c42 \u2014 \u89e3\u51b3&#8221;\u8fde\u53d1\u6d88\u606f\u91cd\u590d\u56de\u590d&#8221;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#422_%E6%84%8F%E5%9B%BE%E8%AF%86%E5%88%AB%E5%99%A8_%E2%80%94_%E8%A7%A3%E5%86%B3%E2%80%9D%E8%B7%B3%E5%9C%BA%E6%99%AF%E2%80%9D%E9%97%AE%E9%A2%98\" >4.2.2 \u610f\u56fe\u8bc6\u522b\u5668 \u2014 \u89e3\u51b3&#8221;\u8df3\u573a\u666f&#8221;\u95ee\u9898<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#423_%E8%A7%84%E5%88%99%E5%BC%95%E6%93%8E_%E2%80%94_%E8%A7%A3%E5%86%B3%E2%80%9D%E5%A9%89%E6%8B%92%E8%AE%A1%E6%95%B0%E6%85%A2%E2%80%9D%E9%97%AE%E9%A2%98\" >4.2.3 \u89c4\u5219\u5f15\u64ce \u2014 \u89e3\u51b3&#8221;\u5a49\u62d2\u8ba1\u6570\u6162&#8221;\u95ee\u9898<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#424_%E5%8D%8F%E5%95%86%E6%99%BA%E8%83%BD%E4%BD%93_%E2%80%94_%E5%AE%9E%E7%8E%B0%E6%99%BA%E8%83%BD%E5%A4%9A%E8%BD%AE%E5%AF%B9%E8%AF%9D\" >4.2.4 \u534f\u5546\u667a\u80fd\u4f53 \u2014 \u5b9e\u73b0\u667a\u80fd\u591a\u8f6e\u5bf9\u8bdd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#43_%E6%9E%B6%E6%9E%84%E6%94%B9%E9%80%A0%E5%89%8D%E5%90%8E%E5%AF%B9%E6%AF%94\" >4.3 \u67b6\u6784\u6539\u9020\u524d\u540e\u5bf9\u6bd4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#44_%E6%80%A7%E8%83%BD%E5%AF%B9%E6%AF%94\" >4.4 \u6027\u80fd\u5bf9\u6bd4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#45_%E9%83%A8%E7%BD%B2%E6%96%B9%E6%A1%88\" >4.5 \u90e8\u7f72\u65b9\u6848<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#46_%E8%B8%A9%E5%9D%91%E8%AE%B0%E5%BD%95\" >4.6 \u8e29\u5751\u8bb0\u5f55<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#%E4%BA%94%E3%80%81%E6%80%BB%E7%BB%93%E4%B8%8E%E6%9C%AA%E6%9D%A5%E8%A7%84%E5%88%92\" >\u4e94\u3001\u603b\u7ed3\u4e0e\u672a\u6765\u89c4\u5212<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#51_%E6%80%BB%E7%BB%93\" >5.1 \u603b\u7ed3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/yushuoxin.top\/index.php\/2026\/08\/06\/qoder-low-code-to-high-code\/#52_%E6%9C%AA%E6%9D%A5%E8%A7%84%E5%88%92\" >5.2 \u672a\u6765\u89c4\u5212<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81%E8%83%8C%E6%99%AF%E4%BF%A1%E6%81%AF\"><\/span>\u4e00\u3001\u80cc\u666f\u4fe1\u606f<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u67d0\u5171\u4eab\u5145\u7535\u5b9d\u5ba2\u6237\u8ba1\u5212\u7528AI\u505a\u4e00\u4e2a\u9762\u5411C\u7aef\u7684\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u667a\u80fd\u5ba2\u670d\uff0c\u4ee5\u589e\u52a0C\u7aef\u7528\u6237\u7684\u670d\u52a1\u54cd\u5e94\u901f\u5ea6\u548c\u6ee1\u610f\u5ea6\uff0c\u540c\u65f6\u63d0\u9ad8\u4eba\u5de5\u5ba2\u670d\u7684\u4eba\u6548\u6bd4\u3002<\/p>\n<p>\u5ba2\u6237\u4e4b\u524d\u81ea\u884c\u9009\u7528\u7684\u767e\u70bc\u5de5\u4f5c\u6d41\u7684\u65b9\u5f0f\uff0c\u5728\u767e\u70bc\u4e2d\u901a\u8fc7\u4f4e\u4ee3\u7801\u7684\u65b9\u5f0f\uff0c\u642d\u5efa\u4e86\u4e00\u4e2a\u603b\u7684\u5de5\u4f5c\u6d41\uff0c\u540c\u65f6\u67098\u4e2a\u5b50\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u5176\u4e2d\u4e00\u4e2a\u5b50\u5de5\u4f5c\u6d41\u5728\u767e\u70bc\u5de5\u4f5c\u6d41\u622a\u56fe\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/yushuoxin.top\/wp-content\/uploads\/2026\/08\/img_01.png\" alt=\"0-\u5b50\u5de5\u4f5c\u6d41-\u65e0\u6cd5\u5145\u7535-\u767e\u70bc\u5de5\u4f5c\u6d41\u622a\u56fe.png\" \/><\/p>\n<p>\u8fd9\u53ea\u662f 8 \u4e2a\u5b50\u5de5\u4f5c\u6d41\u4e4b\u4e00\uff0c\u53ef\u89c1\u903b\u8f91\u4e4b\u590d\u6742\u3002<\/p>\n<p>\u6574\u4f53\u4e1a\u52a1\u6d41\u7a0b\u67b6\u6784\u4e3a\uff1a\u7528\u6237\u901a\u8fc7\u81ea\u5efaIM\u53d1\u9001\u6d88\u606f \u2192 Java\u5fae\u670d\u52a1\u63a5\u6536\u5e76\u8f6c\u53d1 \u2192 \u8c03\u7528\u963f\u91cc\u4e91\u767e\u70bc\u5de5\u4f5c\u6d41API \u2192 \u767e\u70bc\u5e73\u53f0\u5185\u8fdb\u884c\u610f\u56fe\u8bc6\u522b\u3001\u6761\u4ef6\u5206\u652f\u3001LLM\u5bf9\u8bdd \u2192 \u8fd4\u56de\u7ed3\u679c\u7ed9Java\u5fae\u670d\u52a1 \u2192 \u63a8\u9001\u56de\u590d\u7ed9\u7528\u6237\u3002<\/p>\n<hr \/>\n<h1><span class=\"ez-toc-section\" id=\"%E4%BA%8C%E3%80%81%E5%BD%93%E5%89%8D%E7%97%9B%E7%82%B9\"><\/span>\u4e8c\u3001\u5f53\u524d\u75db\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u76ee\u524d\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u9047\u5230\u5982\u4e0b\u95ee\u9898\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>#<\/th>\n<th>\u95ee\u9898\u7c7b\u522b<\/th>\n<th>\u5177\u4f53\u8868\u73b0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u610f\u56fe\u8bc6\u522b\u8df3\u573a\u666f<\/td>\n<td>\u524d\u51e0\u8f6e\u5728\u804a&#8221;\u5145\u7535\u5b9d\u6545\u969c&#8221;\uff0c\u7b2cN\u8f6e\u7528\u6237\u8bf4\u7684\u8bdd\u89e6\u53d1\u4e86&#8221;\u8ba1\u8d39\u5f02\u8bae&#8221;\uff0c\u5bfc\u81f4\u539f\u573a\u666f\u4e2d\u65ad<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u6d88\u606f\u5408\u5e76\u7f3a\u5931<\/td>\n<td>\u7528\u6237\u534a\u5206\u949f\u5185\u8fde\u7eed\u53d13\u6761\u6d88\u606f\uff0c\u7cfb\u7edf\u9010\u6761\u56de\u590d3\u6b21\uff0c\u5185\u5bb9\u53ef\u80fd\u91cd\u590d\u4e14\u76f8\u4e92\u77db\u76fe<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u540c\u573a\u666f\u8df3\u6b65\u9aa4<\/td>\n<td>A\u573a\u666f\u5904\u7406\u4e2d\u4ece\u7b2c\u4e00\u6b65\u76f4\u63a5\u8df3\u5230\u7b2c\u4e09\u6b65\uff0c\u8df3\u8fc7\u4e86\u5173\u952e\u7684\u4fe1\u606f\u786e\u8ba4\u73af\u8282<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u8de8\u573a\u666f\u8df3\u8f6c<\/td>\n<td>\u5904\u7406A\u573a\u666f\u65f6\u610f\u5916\u8df3\u5230B\u573a\u666f\uff0c\u6d41\u7a0b\u6df7\u4e71<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u6d41\u7a0b\u56fa\u5316\/\u7406\u89e3\u4e0d\u8db3<\/td>\n<td>\u8fdb\u5165&#8221;\u786e\u8ba4\u89e3\u51b3\u65b9\u6848&#8221;\u6d41\u7a0b\u65f6\uff0c\u6a21\u578b\u65e0\u6cd5\u7406\u89e3\u7528\u6237\u7684\u901a\u7528\u4e1a\u52a1\u95ee\u9898\uff08\u5982&#8221;\u8ba2\u5355\u8fd8\u6536\u8d39\u5417&#8221;\uff09<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>\u6a21\u578b\u54cd\u5e94\u901f\u5ea6\u6162<\/td>\n<td>\u6574\u4f53\u5e73\u5747\u54cd\u5e9415s\uff0c\u5de5\u4f5c\u6d41\u8282\u70b9\u4e32\u884c\u8c03\u7528\uff0c\u5b58\u5728\u5197\u4f59\u8282\u70b9<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>\u5a49\u62d2\u6b21\u6570\u5224\u65ad\u8017\u65f6<\/td>\n<td>\u667a\u80fd\u4f53\u901a\u8fc7LLM\u5206\u6790\u5386\u53f2\u5bf9\u8bdd\u6765\u8bc6\u522b\u5a49\u62d2\u6b21\u6570\uff0c\u5355\u6b21\u6267\u884c\u8017\u65f65-7\u79d2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u95ee\u9898\u6839\u56e0\u5206\u6790\uff1a<\/strong><\/p>\n<p>\u8fd9\u4e9b\u95ee\u9898\u7684\u6838\u5fc3\u6839\u56e0\u53ef\u4ee5\u5f52\u7eb3\u4e3a\u4e09\u70b9\uff1a<\/p>\n<ol>\n<li><strong>\u7f3a\u4e4f\u663e\u5f0f\u72b6\u6001\u7ba1\u7406<\/strong> \u2014 \u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u6ca1\u6709&#8221;\u4f1a\u8bdd\u72b6\u6001\u673a&#8221;\u7684\u6982\u5ff5\uff0c\u6bcf\u8f6e\u5bf9\u8bdd\u90fd\u662f\u4ece\u96f6\u5f00\u59cb\u63a8\u7406\u5f53\u524d\u8fdb\u5ea6\uff0c\u5bfc\u81f4\u573a\u666f\u8df3\u8f6c\u548c\u6b65\u9aa4\u8df3\u8dc3<\/li>\n<li><strong>LLM\u6ee5\u7528<\/strong> \u2014 \u672c\u5e94\u8be5\u7528\u7b80\u5355\u89c4\u5219\u5904\u7406\u7684\u903b\u8f91\uff08\u5982\u5a49\u62d2\u8ba1\u6570\u3001\u8ba2\u5355\u72b6\u6001\u5224\u65ad\uff09\u4e5f\u4ea4\u7ed9\u5927\u6a21\u578b\u5904\u7406\uff0c\u65e2\u6162\u53c8\u4e0d\u7a33\u5b9a<\/li>\n<li><strong>\u7f3a\u4e4f\u6d88\u606f\u805a\u5408<\/strong> \u2014 IM\u573a\u666f\u4e0b\u7528\u6237\u4e60\u60ef\u8fde\u53d1\u591a\u6761\u788e\u7247\u6d88\u606f\uff0c\u9010\u6761\u89e6\u53d1\u5de5\u4f5c\u6d41\u5bfc\u81f4\u91cd\u590d\u56de\u590d\u548c\u8d44\u6e90\u6d6a\u8d39<\/li>\n<\/ol>\n<hr \/>\n<h1><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81%E9%9C%80%E6%B1%82%E5%88%86%E6%9E%90\"><\/span>\u4e09\u3001\u9700\u6c42\u5206\u6790<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"31_%E6%94%B9%E9%80%A0%E6%80%9D%E8%B7%AF\"><\/span>3.1 \u6539\u9020\u601d\u8def<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6838\u5fc3\u601d\u8def\uff1a<strong>\u7528&#8221;\u72b6\u6001\u7ba1\u7406&#8221;\u66ff\u4ee3&#8221;\u7eaf\u6a21\u578b\u63a8\u7406&#8221;\uff0c\u7528&#8221;\u89c4\u5219\u5f15\u64ce&#8221;\u66ff\u4ee3&#8221;LLM\u8ba1\u6570&#8221;\uff0c\u7528&#8221;\u6a21\u578b\u5206\u7ea7&#8221;\u66ff\u4ee3&#8221;\u7edf\u4e00\u5927\u6a21\u578b&#8221;<\/strong>\u3002<\/p>\n<p>\u5c06\u767e\u70bc\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u6539\u9020\u4e3a\u9ad8\u4ee3\u7801\u5b9e\u73b0\uff08Python + LangChain\uff09\uff0c\u90e8\u7f72\u5230\u963f\u91cc\u4e91AgentRun\u5e73\u53f0\uff0c\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li>\u7cbe\u786e\u7684\u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406 \u2192 \u89e3\u51b3\u8df3\u573a\u666f\/\u8df3\u6b65\u9aa4\u95ee\u9898<\/li>\n<li>\u89c4\u5219\u5f15\u64ce + LLM \u6df7\u5408\u67b6\u6784 \u2192 \u7b80\u5355\u903b\u8f91\u4e0d\u8d70\u6a21\u578b\uff0c\u5927\u5e45\u964d\u4f4e\u5ef6\u8fdf<\/li>\n<li>\u7075\u6d3b\u7684\u6a21\u578b\u8c03\u5ea6 \u2192 \u6309\u4efb\u52a1\u590d\u6742\u5ea6\u9009\u7528\u4e0d\u540c\u6a21\u578b<\/li>\n<li>\u6d88\u606f\u5408\u5e76\u7b56\u7565 \u2192 \u89e3\u51b3\u8fde\u53d1\u6d88\u606f\u91cd\u590d\u56de\u590d\u95ee\u9898<\/li>\n<li>\u53ef\u6d4b\u8bd5\u3001\u53ef\u8c03\u8bd5\u7684\u5de5\u7a0b\u5316\u4ee3\u7801 \u2192 \u544a\u522b\u4f4e\u4ee3\u7801\u9ed1\u76d2<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"32_MVP_%E8%8C%83%E5%9B%B4\"><\/span>3.2 MVP \u8303\u56f4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e3a\u5feb\u901f\u9a8c\u8bc1\u65b9\u6848\u53ef\u884c\u6027\uff0c\u9700\u8981\u9009\u5b9a\u4e00\u4e2aMVP\u573a\u666f\u3002\u7ecf\u8ddf\u5ba2\u6237\u6c9f\u901a\uff0cMVP\u805a\u7126\u4e8e&#8221;<strong>\u65e0\u6cd5\u5145\u7535 \u2192 \u5df2\u56de\u4ed3 \u2192 \u7535\u91cf\u6b63\u5e38\u635f\u8017<\/strong>&#8220;\u8fd9\u4e00\u9ad8\u9891\u573a\u666f\uff0c\u8986\u76d6\u5b8c\u6574\u7684\u5ba2\u670d\u534f\u5546\u6d41\u7a0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u5757<\/th>\n<th>\u89c4\u5212<\/th>\n<th>MVP \u5b9e\u73b0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6d88\u606f\u5408\u5e76\u5c42<\/td>\n<td>\u65f6\u95f4\u7a97\u53e3\u5408\u5e76<\/td>\n<td>\u2705 \u81ea\u9002\u5e94\u7f13\u51b2\u7a97\u53e3\uff08quiet=5s \/ window=3s \/ 200\u5b57\u9608\u503c\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u610f\u56fe\u8bc6\u522b<\/td>\n<td>LLM \u5206\u7c7b + \u573a\u666f\u9501\u5b9a<\/td>\n<td>\u2705 qwen3.6-flash + \u5173\u952e\u8bcd\u89c4\u5219 + \u9690\u5f0f\u5207\u6362\u68c0\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u573a\u666f\u8def\u7531<\/td>\n<td>\u591a\u573a\u666f\u5206\u53d1<\/td>\n<td>\u2705 \u5145\u7535\u573a\u666f + \u9690\u5f0f\u5207\u6362\u8f6c\u4eba\u5de5 + \u515c\u5e95<\/td>\n<\/tr>\n<tr>\n<td>\u89c4\u5219\u5f15\u64ce<\/td>\n<td>\u786e\u5b9a\u6027\u903b\u8f91<\/td>\n<td>\u2705 20+ \u5206\u652f\u8def\u5f84\uff0c&lt; 1ms<\/td>\n<\/tr>\n<tr>\n<td>\u534f\u5546\u667a\u80fd\u4f53<\/td>\n<td>LLM \u591a\u8f6e\u63a8\u7406<\/td>\n<td>\u2705 qwen3.7-plus + 9\u79cd\u534f\u5546\u7b56\u7565<\/td>\n<\/tr>\n<tr>\n<td>\u4f1a\u8bdd\u72b6\u6001<\/td>\n<td>Redis + PostgreSQL<\/td>\n<td>\u2705 \u5185\u5b58\u7ba1\u7406 + TTL\u81ea\u52a8\u6e05\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72<\/td>\n<td>Docker + K8s<\/td>\n<td>\u2705 \u963f\u91cc\u4e91AgentRun\uff08Serverless\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"33_%E6%8A%80%E6%9C%AF%E9%80%89%E5%9E%8B\"><\/span>3.3 \u6280\u672f\u9009\u578b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>\u5c42\u6b21<\/th>\n<th>\u6280\u672f\u65b9\u6848<\/th>\n<th>\u9009\u578b\u7406\u7531<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8fd0\u884c\u65f6<\/td>\n<td>Python 3.12 \/ FastAPI<\/td>\n<td>\u751f\u6001\u4e30\u5bcc\uff0cLLM\u5de5\u5177\u94fe\u5b8c\u5584<\/td>\n<\/tr>\n<tr>\n<td>LLM\u6846\u67b6<\/td>\n<td>LangChain + ChatOpenAI<\/td>\n<td>DashScope\u517c\u5bb9OpenAI\u534f\u8bae\uff0c\u53ef\u590d\u7528\u751f\u6001<\/td>\n<\/tr>\n<tr>\n<td>\u610f\u56fe\u6a21\u578b<\/td>\n<td>qwen3.6-flash<\/td>\n<td>\u8f7b\u91cf\u5feb\u901f\uff0c\u9002\u5408\u5206\u7c7b\u4efb\u52a1\uff08500-1500ms\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u534f\u5546\u6a21\u578b<\/td>\n<td>qwen3.7-plus<\/td>\n<td>\u590d\u6742\u63a8\u7406\u80fd\u529b\u5f3a\uff0c\u9002\u5408\u591a\u8f6e\u534f\u5546<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72\u5e73\u53f0<\/td>\n<td>\u963f\u91cc\u4e91AgentRun<\/td>\n<td>Serverless\u514d\u8fd0\u7ef4\uff0c\u6309\u9700\u6269\u7f29<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72\u5de5\u5177<\/td>\n<td>Serverless Devs (s CLI)<\/td>\n<td>\u963f\u91cc\u4e91\u5b98\u65b9\u5de5\u5177\uff0c\u4e00\u952e\u90e8\u7f72<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h1><span class=\"ez-toc-section\" id=\"%E5%9B%9B%E3%80%81Qoder%E4%BA%A4%E4%BA%92%E4%B8%8E%E6%94%B9%E9%80%A0%E5%AE%9E%E7%8E%B0\"><\/span>\u56db\u3001Qoder\u4ea4\u4e92\u4e0e\u6539\u9020\u5b9e\u73b0<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"40_%E4%B8%8EQoder%E4%BA%A4%E4%BA%92%E8%BF%9B%E8%A1%8C%E6%96%B9%E6%A1%88%E4%B8%8E%E4%BB%A3%E7%A0%81%E7%94%9F%E6%88%90\"><\/span><strong>4.0 \u4e0eQoder\u4ea4\u4e92\u8fdb\u884c\u65b9\u6848\u4e0e\u4ee3\u7801\u751f\u6210<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u65b0\u5efaQoder\u9879\u76ee\u6587\u4ef6\u5939\uff0c\u51c6\u5907\u597d\u76f8\u5173\u7d20\u6750\uff0c\u5982\u4e0b\u56fe\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/yushuoxin.top\/wp-content\/uploads\/2026\/08\/img_02.png\" alt=\"image.png\" \/><\/p>\n<p>\u8fd9\u91cc\u5f3a\u8c03\u4e00\u70b9\uff0c\u767e\u70bc\u7684\u5de5\u4f5c\u6d41\u662f\u53ef\u4ee5\u5bfc\u51faDSL\u6587\u4ef6\u7684\uff0c\u7c7b\u4f3c\u4e0b\u56fe<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/yushuoxin.top\/wp-content\/uploads\/2026\/08\/img_03.png\" alt=\"image.png\" \/><\/p>\n<p>\u8be5DSL\u6587\u4ef6\u8ddfDify DSL\u6709\u6240\u4e0d\u540c\uff0c\u4f46\u4e5f\u662f\u53ef\u8bfb\u7684yml\u6587\u4ef6\uff0c\u7c7b\u4f3c\u4e0b\u56fe<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/yushuoxin.top\/wp-content\/uploads\/2026\/08\/img_04.png\" alt=\"image.png\" \/><\/p>\n<p>Qoder\u53ef\u57fa\u4e8e\u6b64\u6587\u4ef6\uff0c\u83b7\u53d6\u5f53\u524d\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u7684\u5b9e\u9645\u60c5\u51b5\u3002<\/p>\n<p>\u7ed9Qoder\u63cf\u8ff0\u9700\u6c42\u8bf4\u660e\u5982\u4e0b\u3002<\/p>\n<blockquote class=\"dt-callout\">\n<p>XXXX\u4e4b\u524d\u7528\u963f\u91cc\u4e91\u767e\u70bc\u7684\u5de5\u4f5c\u6d41\uff08\u7c7b\u4f3c\u4e8edify\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\uff09\u642d\u5efa\u4e86\u4e00\u4e2a\u552e\u540e\u5ba2\u670d\u573a\u666f\u7684\u667a\u80fd\u4f53\u3002<br \/>\n\u73b0\u5728\u5de5\u4f5c\u6d41\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u95ee\u9898\u6574\u7406\u5982\u6587\u4ef6\u201c0-C\u7aef\u667a\u80fd\u5ba2\u670d\u95ee\u9898\u6536\u96c6.docx\u201d<\/p>\n<p>\u6211\u5e0c\u671b\u501f\u52a9Harness\u5de5\u7a0b\uff0c\u642d\u5efa\u591aAgent\uff0c\u89e3\u51b3\u524d\u9762\u51fa\u73b0\u7684\u95ee\u9898\u3002<\/p>\n<p>\u76ee\u524d\u5df2\u7ecf\u6709\u7684\u7d20\u6750\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u963f\u91cc\u4e91\u767e\u70bc\u642d\u5efa\u7684\u603b\u4f53\u5de5\u4f5c\u6d41\u5bfc\u51fa\u7684DSL\u6587\u4ef6\uff0c\u8be6\u89c1 0-\u603b\u5de5\u4f5c\u6d41<\/li>\n<li>\u963f\u91cc\u4e91\u767e\u70bc\u642d\u5efa\u7684\u5355\u4e2a\u5b50\u5de5\u4f5c\u6d41-\u65e0\u6cd5\u5145\u7535\u573a\u666f\u5bfc\u51fa\u7684DSL\u6587\u4ef6\uff0c\u8be6\u89c1 0-\u5b50\u5de5\u4f5c\u6d41-\u65e0\u6cd5\u5145\u7535<\/li>\n<li>\u201c\u65e0\u6cd5\u5145\u7535-\u4f7f\u7528\u4e2d\/\u5df2\u5b8c\u6210-\u5b9d\u5df2\u56de\u4ed3-\u7535\u91cf\u6b63\u5e38\u635f\u8017\u7684\u573a\u666f\u5206\u652f\u201d\u7684\u4e1a\u52a1\u6d41\u7a0b\u56fe\uff0c\u8be6\u89c1\uff1a<br \/>\n 0-\u5b50\u5de5\u4f5c\u6d41-\u65e0\u6cd5\u5145\u7535-\u8111\u56fe\u89c6\u56fe.pdf<br \/>\n 0-\u5b50\u5de5\u4f5c\u6d41-\u65e0\u6cd5\u5145\u7535-\u8111\u56fe\u89c6\u56fe.jpg<br \/>\n 0-\u5b50\u5de5\u4f5c\u6d41-\u65e0\u6cd5\u5145\u7535-\u5927\u7eb2\u89c6\u56fe.jpg<\/li>\n<\/ol>\n<p>\u8bf7\u57fa\u4e8e\u4e0a\u8ff0\u5185\u5bb9\uff0c\u6784\u5efa\u57fa\u4e8eHarness\u5de5\u7a0b\u7684\uff0c\u57fa\u4e8eLangChain\u6846\u67b6\u7684\u9ad8\u4ee3\u7801Agent\u5e94\u7528\uff0c\u8986\u76d6\u4e0a\u9762\u63d0\u5230\u7684\u5b50\u573a\u666f-\u201c\u65e0\u6cd5\u5145\u7535-\u4f7f\u7528\u4e2d\/\u5df2\u5b8c\u6210-\u5b9d\u5df2\u56de\u4ed3-\u7535\u91cf\u6b63\u5e38\u635f\u8017\u7684\u573a\u666f\u5206\u652f\u201d\uff0c\u5e76\u786e\u4fdd\u89e3\u51b3\u201c0-C\u7aef\u667a\u80fd\u5ba2\u670d\u95ee\u9898\u6536\u96c6.docx\u201d\u4e2d\u63d0\u5230\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4e4b\u540e\uff0c\u8fd9\u4e2a\u4ee3\u7801\u9700\u8981\u90e8\u7f72\u5230\u963f\u91cc\u4e91\u7684AgentRun\u4e2d\uff0c\u8bf7\u57fa\u4e8e\u963f\u91cc\u4e91AKSK\u5c1d\u8bd5\u81ea\u52a8\u521b\u5efa\u5e94\u7528\uff1b<\/p>\n<p>\u6700\u540e\uff0c\u4f60\u9700\u8981\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u524d\u7aef\u9875\u9762\uff0c\u63a5\u5165AgentRun\u4e2d\u6784\u5efa\u7684\u5e94\u7528\uff0c\u5b9e\u73b0\u5bf9\u8bdd\u529f\u80fd\uff0c\u4ee5\u4fbf\u8fdb\u884c\u540e\u7eed\u4e1a\u52a1\u6d4b\u8bd5\u548c\u6f14\u793a\u3002<\/p>\n<p>\u4f60\u53ef\u80fd\u4f1a\u7528\u5230\u7684\u914d\u7f6e\u4fe1\u606f\u5982\u4e0b\uff1a<br \/>\n\u3010\u6a21\u578b\u8c03\u7528\u3011<br \/>\n\u767e\u70bcAPIkey\uff1a sk-8854XXXXXXXXXXXXe8ae<br \/>\n\u6a21\u578b\u6587\u6863-\u5343\u95ee\u4e91\uff1ahttps:\/\/platform.qianwenai.com\/docs\/developer-guides\/getting-started\/introduction<\/p>\n<p>\u3010\u963f\u91cc\u4e91\u8d44\u6e90\u3011<br \/>\n\u963f\u91cc\u4e91\u7684AK SK\uff1a<br \/>\nAccessKey ID\uff1aLTAI5tXXXXXXXXXXXXXkGc<br \/>\nAccessKey Secret\uff1aXrYXXXXXXXXXXXXXXX6N<br \/>\n\u963f\u91cc\u4e91\u6587\u6863\uff1ahttps:\/\/help.aliyun.com\/zh<\/p>\n<p>\u8bf7\u57fa\u4e8e 0-C\u7aef\u667a\u80fd\u5ba2\u670d\u95ee\u9898\u6536\u96c6.docx \u548c\u5f53\u524d\u5b9e\u73b0\u7684\u5de5\u4f5c\u6d41\uff0c\u8bbe\u8ba1\u51e0\u4e2atest Case\uff0c\u8986\u76d6\u4e4b\u524d\u63d0\u5230\u7684\u95ee\u9898\uff0c\u5e76\u63d0\u4f9b\u9884\u671f\u7684\u8f93\u51fa\uff0c\u7136\u540e\u81ea\u884c\u9a8c\u8bc1\u8fd9\u4e9b\u4e4b\u524d\u9047\u5230\u7684\u95ee\u9898\u90fd\u5df2\u88ab\u4fee\u590d\u3002<\/p>\n<\/blockquote>\n<p>Qoder\u9996\u5148\u751f\u6210Plan\u5982\u4e0b\u3002<\/p>\n<pre><code class=\"language-markdown\"># \u67d0\u5171\u4eab\u5145\u7535\u5b9d\u667a\u80fd\u5ba2\u670d MVP \u5b9e\u65bd\u8ba1\u5212\n\n## \u9879\u76ee\u6982\u8ff0\n\n\u5c06\u767e\u70bc\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u4e2d&quot;\u65e0\u6cd5\u5145\u7535 \u2192 \u5df2\u56de\u4ed3 \u2192 \u7535\u91cf\u6b63\u5e38\u635f\u8017&quot;\u573a\u666f\u6539\u9020\u4e3a\u9ad8\u4ee3\u7801 LangChain Agent \u5e94\u7528\uff0c\u89e3\u51b3\u610f\u56fe\u8df3\u573a\u666f\u3001\u8df3\u6b65\u9aa4\u3001\u54cd\u5e94\u6162\u3001\u5a49\u62d2\u8ba1\u6570\u8017\u65f6\u7b49\u6838\u5fc3\u95ee\u9898\u3002\n\n## \u6280\u672f\u65b9\u6848\n\n| \u5c42\u6b21 | \u9009\u578b |\n|------|------|\n| \u6846\u67b6 | Python 3.11+ \/ FastAPI |\n| Agent \u6846\u67b6 | LangChain (langchain-community + dashscope) |\n| \u72b6\u6001\u7ba1\u7406 | \u7eaf\u5185\u5b58 dict\uff08TTL 30min \u81ea\u52a8\u6e05\u7406\uff09 |\n| LLM | \u767e\u70bc DashScope\uff08\u610f\u56fe\u8bc6\u522b\u7528 qwen3.6-flash\uff0c\u534f\u5546\u7528 qwen3.7-plus\uff09 |\n| \u90e8\u7f72 | AgentRun (Serverless Devs) |\n| \u524d\u7aef | \u5355\u9875 HTML + SSE \u6d41\u5f0f\u5bf9\u8bdd |\n\n## \u9879\u76ee\u76ee\u5f55\u7ed3\u6784\n\n```\nsmart-cs\/\n\u251c\u2500\u2500 code\/\n\u2502   \u251c\u2500\u2500 app\/\n\u2502   \u2502   \u251c\u2500\u2500 main.py                    # FastAPI \u5165\u53e3 + AgentRunServer\n\u2502   \u2502   \u251c\u2500\u2500 config.py                  # \u914d\u7f6e\uff08API Key\u3001\u6a21\u578b\u7b49\uff09\n\u2502   \u2502   \u251c\u2500\u2500 models\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 session.py             # SessionState \u6570\u636e\u6a21\u578b\n\u2502   \u2502   \u251c\u2500\u2500 core\/\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 state_manager.py       # \u5185\u5b58\u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406\uff08\u542b TTL \u6e05\u7406\uff09\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 intent_recognizer.py   # \u610f\u56fe\u8bc6\u522b\uff08\u573a\u666f\u9501\u5b9a + qwen3.6-flash\uff09\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 scene_router.py        # \u573a\u666f\u8def\u7531\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 rule_engine.py         # \u89c4\u5219\u5f15\u64ce\uff08\u8ba2\u5355\u8def\u7531 + \u5a49\u62d2\u8ba1\u6570 + \u534f\u5546\u7b56\u7565\uff09\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 negotiation_agent.py   # \u534f\u5546\u667a\u80fd\u4f53\uff08LangChain Agent\uff09\n\u2502   \u2502   \u251c\u2500\u2500 scenes\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 charging_fault.py      # &quot;\u65e0\u6cd5\u5145\u7535-\u7535\u91cf\u6b63\u5e38\u635f\u8017&quot; \u573a\u666f\u5b9e\u73b0\n\u2502   \u2502   \u251c\u2500\u2500 services\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 order_service.py       # \u8ba2\u5355\u67e5\u8be2 Mock \u670d\u52a1\n\u2502   \u2502   \u2514\u2500\u2500 prompts\/\n\u2502   \u2502       \u251c\u2500\u2500 intent_prompt.py       # \u610f\u56fe\u8bc6\u522b Prompt\n\u2502   \u2502       \u2514\u2500\u2500 negotiation_prompt.py  # \u534f\u5546\u667a\u80fd\u4f53 System Prompt\uff08\u4ece DSL \u63d0\u53d6\uff09\n\u2502   \u251c\u2500\u2500 requirements.txt\n\u2502   \u2514\u2500\u2500 Dockerfile\n\u251c\u2500\u2500 frontend\/\n\u2502   \u2514\u2500\u2500 index.html                     # \u5355\u9875\u6f14\u793a\u524d\u7aef\n\u251c\u2500\u2500 s.yaml                             # Serverless Devs \u90e8\u7f72\u914d\u7f6e\n\u251c\u2500\u2500 deploy.py                          # AgentRun \u81ea\u52a8\u90e8\u7f72\u811a\u672c\n\u2514\u2500\u2500 .env.example                       # \u73af\u5883\u53d8\u91cf\u6a21\u677f\n```\n\n---\n\n## Task 1: \u9879\u76ee\u9aa8\u67b6 + \u914d\u7f6e\u7ba1\u7406\n\n\u521b\u5efa\u9879\u76ee\u7ed3\u6784\uff0c\u5b9e\u73b0 `config.py`\u3001`requirements.txt`\u3001`.env.example`\u3002\n\n**\u5173\u952e\u4f9d\u8d56\uff1a**\n- `fastapi`, `uvicorn`, `langchain`, `langchain-community`, `dashscope`\n- `agentrun-sdk[langchain]`\uff08\u90e8\u7f72\u7528\uff09\n- `pydantic`\n\n**config.py \u6838\u5fc3\uff1a**\n- \u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6 `DASHSCOPE_API_KEY`\n- \u6a21\u578b\u914d\u7f6e\uff1aintent \u7528 `qwen3.6-flash`\u3001negotiation \u7528 `qwen3.7-plus`\n- \u6d88\u606f\u5408\u5e76\u7a97\u53e3\u3001\u4f1a\u8bdd TTL \u7b49\u53c2\u6570\n\n---\n\n## Task 2: \u6570\u636e\u6a21\u578b + \u5185\u5b58\u72b6\u6001\u7ba1\u7406\n\n**`models\/session.py`** - Pydantic \u6a21\u578b\uff1a\n```python\nclass SessionState(BaseModel):\n    session_id: str\n    user_id: str\n    current_scene: str = &quot;&quot;       # \u5f53\u524d\u573a\u666f key\n    scene_locked: bool = False    # \u573a\u666f\u9501\u5b9a\n    step_index: int = 0\n    rejection_count: int = 0      # \u5a49\u62d2\u8ba1\u6570\uff08\u89c4\u5219\u5f15\u64ce\u7ef4\u62a4\uff09\n    context_summary: str = &quot;&quot;     # \u4e0a\u4e0b\u6587\u6458\u8981\n    pending_action_text: str = &quot;&quot; # \u5f85\u786e\u8ba4\u52a8\u4f5c\n    order_info: dict = {}         # \u7f13\u5b58\u7684\u8ba2\u5355\u6570\u636e\n    scene_key: str = &quot;&quot;           # \u7ec6\u5206\u573a\u666f\n    operation_mode: str = &quot;&quot;      # \u534f\u5546\u6a21\u5f0f\n    negotiation_policy: str = &quot;&quot;  # \u534f\u5546\u7b56\u7565\n    proposed_action_text: str = &quot;&quot; # \u5019\u9009\u52a8\u4f5c\n    history: list = []            # \u5bf9\u8bdd\u5386\u53f2\uff08\u6700\u8fd1 10 \u8f6e\uff09\n    last_active: float            # \u6700\u540e\u6d3b\u8dc3\u65f6\u95f4\u6233\n```\n\n**`core\/state_manager.py`** - \u5185\u5b58\u72b6\u6001\u7ba1\u7406\u5668\uff1a\n- `get_session(session_id)` \/ `update_session(session_id, **kwargs)`\n- \u540e\u53f0\u7ebf\u7a0b\u5b9a\u671f\u6e05\u7406\u8d85\u8fc7 TTL \u7684\u4f1a\u8bdd\n- \u7ebf\u7a0b\u5b89\u5168\uff08\u4f7f\u7528 threading.Lock\uff09\n\n---\n\n## Task 3: \u8ba2\u5355\u67e5\u8be2 Mock \u670d\u52a1\n\n**`services\/order_service.py`**\uff1a\n\n\u6a21\u62df\u767e\u70bc\u63d2\u4ef6 `Plugin_0K0W`\uff08\u5b9d\u65e0\u6cd5\u5145\u7535\u67e5\u8be2\uff09\uff0c\u8fd4\u56de\u4e0e\u539f DSL \u4e00\u81f4\u7684\u8ba2\u5355\u6570\u636e\u7ed3\u6784\uff1a\n\n```python\nclass OrderInfo(BaseModel):\n    returnPower: int          # \u5f52\u8fd8\u65f6\u7535\u91cf\n    chargeState: str          # \u5145\u7535\u72b6\u6001\uff1a\u6b63\u5e38\/\u865a\u7535\/\u5145\u4e0d\u8fdb\u7535\n    returned: bool            # \u662f\u5426\u5df2\u56de\u4ed3\n    status: str               # \u8ba2\u5355\u72b6\u6001\uff1a\u4f7f\u7528\u4e2d\/\u5df2\u5b8c\u6210\/\u5f85\u4ed8\u6b3e\/\u5df2\u9000\u6b3e\/\u9000\u6b3e\u5ba1\u6838\u4e2d\/\u5df2\u53d6\u6d88\n    isRiskUser: bool          # \u662f\u5426\u98ce\u9669\u7528\u6237\n    isOverdue: bool           # \u662f\u5426\u8d85\u671f\u5f52\u8fd8\n    overdueDays: int          # \u8d85\u671f\u5929\u6570\n    usageHours: float         # \u4f7f\u7528\u5c0f\u65f6\u6570\n    orderAmount: float        # \u8ba2\u5355\u91d1\u989d\n    estimatedRefundAmount: float  # \u9884\u8ba1\u9000\u6b3e\u91d1\u989d\n    # ... \u7b49\u4ece DSL \u63d0\u53d6\u7684\u5168\u90e8\u5b57\u6bb5\n```\n\n\u63d0\u4f9b\u51e0\u4e2a\u9884\u7f6e\u7684 mock \u8ba2\u5355\u7528\u4e8e\u6d4b\u8bd5\uff08\u8986\u76d6\u7535\u91cf\u6b63\u5e38+\u975e\u98ce\u9669+\u672a\u8d85\u671f\u7b49\u5178\u578b\u8def\u5f84\uff09\u3002\n\n---\n\n## Task 4: \u89c4\u5219\u5f15\u64ce\uff08\u6838\u5fc3\u51b3\u7b56\u903b\u8f91\uff09\n\n**`core\/rule_engine.py`** - \u4ece DSL \u63d0\u53d6\u7684\u7eaf\u89c4\u5219\u5224\u65ad\uff08\u4e0d\u8c03 LLM\uff0c&lt; 1ms\uff09\uff1a\n\n\u5b8c\u6574\u5b9e\u73b0&quot;\u65e0\u6cd5\u5145\u7535-\u5df2\u56de\u4ed3-\u7535\u91cf\u6b63\u5e38\u635f\u8017&quot;\u5206\u652f\u7684\u89c4\u5219\u94fe\uff1a\n\n```\n\u8ba2\u5355\u67e5\u8be2\u7ed3\u679c \u2192 \u8ba2\u5355\u72b6\u6001\u5224\u65ad(\u5df2\u9000\u6b3e\/\u9000\u6b3e\u5ba1\u6838\u4e2d\/\u5df2\u53d6\u6d88\/\u4f7f\u7528\u4e2d&amp;\u5df2\u5b8c\u6210)\n  \u2192 \u662f\u5426\u5df2\u56de\u4ed3(returned)\n    \u2192 \u662f\u5426\u7535\u91cf\u6b63\u5e38(returnPower\u22651 \u4e14 chargeState=\u6b63\u5e38)\n      \u2192 \u662f\u5426\u98ce\u9669\u7528\u6237(isRiskUser)\n        \u2192 \u98ce\u9669\u7528\u6237: sceneKey=\u7535\u91cf\u6b63\u5e38_\u98ce\u9669, policy=\u65e0\u64cd\u4f5c_\u76f4\u63a5\u5a49\u62d2\n        \u2192 \u975e\u98ce\u9669\u7528\u6237: \u662f\u5426\u8d85\u671f(isOverdue)\n          \u2192 \u8d85\u671f: \u8d85\u671f\u5929\u6570\u5224\u65ad \u2192 \u4e0d\u540c\u7b56\u7565\n          \u2192 \u672a\u8d85\u671f: \u4f7f\u7528\u65f6\u957f\u5224\u65ad(usageHours)\n            \u2192 &lt;1H: \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c(\u6536\u53d660\u5206\u949f\u8d39\u7528\u9000\u6b3e)\n            \u2192 1-4H: \u4e24\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n            \u2192 \u22654H \u6216 \u226524H: \u4e0d\u540c\u7b56\u7565\n```\n\n\u6bcf\u6761\u89c4\u5219\u8def\u5f84\u8f93\u51fa\uff1a`scene_key`, `operation_mode`, `negotiation_policy`, `proposed_action_text`, `decision_reason`\n\n---\n\n## Task 5: \u534f\u5546\u667a\u80fd\u4f53\uff08LangChain Agent\uff09\n\n**`core\/negotiation_agent.py`** + **`prompts\/negotiation_prompt.py`**\uff1a\n\n\u4ece\u539f DSL \u7684 `LLM_HKve`\uff08\u534f\u5546\u667a\u80fd\u4f53\uff09\u8282\u70b9\u63d0\u53d6\u5b8c\u6574 System Prompt\uff0c\u5305\u542b\uff1a\n- \u6838\u5fc3\u804c\u8d23\u5b9a\u4e49\n- \u9996\u6b21\u8fdb\u5165\u89c4\u5219\n- \u5019\u9009\u52a8\u4f5c\u4f7f\u7528\u89c4\u5219\n- \u7528\u6237\u610f\u5411\u5224\u5b9a\u89c4\u5219\uff08\u63a5\u53d7\/\u4e0d\u63a5\u53d7\/\u8865\u5145\u8bf4\u660e\uff09\n- 11 \u79cd\u534f\u5546\u7b56\u7565\u6d41\u7a0b\u89c4\u5219\n- \u4e0a\u4e0b\u6587\u6458\u8981\u751f\u6210\u89c4\u5219\n- \u8f93\u51fa\u5b57\u6bb5 JSON \u683c\u5f0f\u8981\u6c42\n\n**\u5b9e\u73b0\u8981\u70b9\uff1a**\n- \u4f7f\u7528 `langchain_community.chat_models.tongyi.ChatTongyi`\uff08qwen3.7-plus\uff09\n- \u6784\u9020\u4e0e\u539f DSL `VariableHandle_NegQuery` \u4e00\u81f4\u7684\u8f93\u5165 prompt \u6a21\u677f\n- \u89e3\u6790 LLM \u8f93\u51fa\u7684\u7ed3\u6784\u5316 JSON\n- \u5a49\u62d2\u8ba1\u6570\u7531\u89c4\u5219\u5f15\u64ce\u524d\u7f6e\u8ba1\u7b97\uff0c\u4e0d\u4f9d\u8d56 LLM\n\n---\n\n## Task 6: \u610f\u56fe\u8bc6\u522b\u6a21\u5757\n\n**`core\/intent_recognizer.py`** + **`prompts\/intent_prompt.py`**\uff1a\n\n\u7528 `qwen3.6-flash` \u8f7b\u91cf\u6a21\u578b\u505a\u610f\u56fe\u5206\u7c7b\uff0c\u652f\u6301\u573a\u666f\u9501\u5b9a\u673a\u5236\uff1a\n\n```python\nasync def recognize_intent(message, session) -&gt; IntentResult:\n    # 1. \u573a\u666f\u9501\u5b9a\u68c0\u67e5\n    if session.scene_locked:\n        if not is_explicit_switch(message):  # \u5173\u952e\u8bcd\u68c0\u6d4b\n            return IntentResult(intent=&quot;CONTINUE_CURRENT_SCENE&quot;)\n    # 2. \u8c03\u7528 qwen3.6-flash \u505a\u5206\u7c7b\n    # 3. \u8fd4\u56de {intent, scene, confidence}\n```\n\n\u610f\u56fe\u6807\u7b7e\uff1a`DEVICE_FAULT`(\u65e0\u6cd5\u5145\u7535), `CONTINUE_CURRENT_SCENE`, `TRANSFER_HUMAN`, `GENERAL_QA`\n\nMVP \u9636\u6bb5\u4ec5\u5b9e\u73b0\u65e0\u6cd5\u5145\u7535\u573a\u666f\uff0c\u5176\u4ed6\u573a\u666f\u8fd4\u56de\u515c\u5e95\u8bdd\u672f\u3002\n\n---\n\n## Task 7: \u573a\u666f\u5de5\u4f5c\u6d41\u7f16\u6392\n\n**`scenes\/charging_fault.py`** - \u5b8c\u6574\u7684\u573a\u666f\u5904\u7406\u6d41\u7a0b\uff1a\n\n```python\nasync def handle_charging_fault(session, user_message, order_id):\n    # Step 1: \u67e5\u8be2\u8ba2\u5355\uff08mock\uff09\n    order = await order_service.query_order(order_id)\n    \n    # Step 2: \u89c4\u5219\u5f15\u64ce\u8def\u7531\uff08\u7eaf\u89c4\u5219\uff0c&lt;1ms\uff09\n    routing = rule_engine.route(order)\n    # \u8bbe\u7f6e scene_key, operation_mode, negotiation_policy, proposed_action_text\n    \n    # Step 3: \u534f\u5546\u667a\u80fd\u4f53\uff08LLM \u8c03\u7528\uff09\n    negotiation_result = await negotiation_agent.negotiate(session, user_message, order, routing)\n    # \u8f93\u51fa: replyStage, newContextSummary, actionType, actionStatus, handoffRequired \u7b49\n    \n    # Step 4: \u52a8\u4f5c Payload \u7ec4\u88c5\uff08\u89c4\u5219\u5f15\u64ce\uff09\n    action = rule_engine.assemble_action(negotiation_result, order)\n    \n    # Step 5: \u751f\u6210\u56de\u590d\u8bdd\u672f\n    reply = generate_reply(negotiation_result, routing)\n    \n    # Step 6: \u66f4\u65b0\u4f1a\u8bdd\u72b6\u6001\n    state_manager.update_session(session.session_id, ...)\n    \n    return ChatResponse(reply=reply, action=action, session_state=...)\n```\n\n---\n\n## Task 8: FastAPI \u4e3b\u5165\u53e3\n\n**`app\/main.py`**\uff1a\n\n```python\n# POST \/api\/v1\/chat - \u4e3b\u5bf9\u8bdd\u63a5\u53e3\n# GET \/api\/v1\/session\/{session_id} - \u67e5\u8be2\u4f1a\u8bdd\u72b6\u6001\n# POST \/api\/v1\/session\/{session_id}\/reset - \u91cd\u7f6e\u4f1a\u8bdd\n# GET \/health - \u5065\u5eb7\u68c0\u67e5\n```\n\n\u540c\u65f6\u652f\u6301 AgentRunServer \u6a21\u5f0f\uff08OpenAI \u517c\u5bb9\u534f\u8bae\uff09\uff0c\u5728 AgentRun \u4e0a\u8fd0\u884c\u65f6\u542f\u7528\u3002\n\n---\n\n## Task 9: \u524d\u7aef\u6f14\u793a\u9875\u9762\n\n**`frontend\/index.html`** - \u5355\u9875 Chat UI\uff1a\n\n- \u7eaf HTML\/CSS\/JS\uff0c\u65e0\u6846\u67b6\u4f9d\u8d56\n- \u652f\u6301 SSE \u6d41\u5f0f\u8f93\u51fa\n- \u663e\u793a\u4f1a\u8bdd\u72b6\u6001\uff08\u5f53\u524d\u573a\u666f\u3001\u534f\u5546\u9636\u6bb5\u3001\u5a49\u62d2\u6b21\u6570\uff09\n- \u63d0\u4f9b&quot;\u91cd\u7f6e\u4f1a\u8bdd&quot;\u548c\u9884\u7f6e\u8ba2\u5355\u53f7\u9009\u62e9\n- \u9759\u6001\u6587\u4ef6\u7531 FastAPI \u76f4\u63a5 serve\n\n---\n\n## Task 10: AgentRun \u90e8\u7f72\n\n1. **`s.yaml`** - Serverless Devs \u90e8\u7f72\u914d\u7f6e\n2. **`deploy.py`** - \u81ea\u52a8\u90e8\u7f72\u811a\u672c\uff1a\n   - \u5b89\u88c5 Serverless Devs\uff08`npm i -g @serverless-devs\/s`\uff09\n   - \u914d\u7f6e AK\/SK \u8ba4\u8bc1\n   - \u6267\u884c `s build &amp;&amp; s deploy`\n3. \u73af\u5883\u53d8\u91cf\u6ce8\u5165 `DASHSCOPE_API_KEY`\n\n---\n\n## Task 11: \u672c\u5730\u9a8c\u8bc1 + \u7aef\u5230\u7aef\u6d4b\u8bd5\n\n1. \u672c\u5730\u542f\u52a8 `uvicorn app.main:app`\n2. \u901a\u8fc7\u524d\u7aef\u9875\u9762\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\u6d4b\u8bd5\uff1a\n   - \u9996\u6b21\u8fdb\u5165 \u2192 \u9996\u6b21\u5a49\u62d2\n   - \u7528\u6237\u4e0d\u63a5\u53d7 \u2192 \u4e8c\u6b21\u5a49\u62d2 \/ \u64cd\u4f5c\u5efa\u8bae\uff08\u6839\u636e\u7b56\u7565\uff09\n   - \u7528\u6237\u63a5\u53d7 \u2192 \u63a5\u53d7\u611f\u8c22 + \u6267\u884c\u52a8\u4f5c\n   - \u7528\u6237\u7ee7\u7eed\u4e0d\u63a5\u53d7 \u2192 \u8f6c\u4eba\u5de5\n3. \u9a8c\u8bc1\u573a\u666f\u9501\u5b9a\uff08\u5bf9\u8bdd\u4e2d\u4e0d\u4f1a\u8df3\u5230\u5176\u4ed6\u573a\u666f\uff09\n4. \u9a8c\u8bc1\u89c4\u5219\u5f15\u64ce\u901f\u5ea6 &lt; 100ms\n\n---\n\n## \u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u5bf9\u7167\n\n| \u539f\u59cb\u95ee\u9898 | MVP \u89e3\u51b3\u65b9\u6848 |\n|---------|-------------|\n| \u610f\u56fe\u8bc6\u522b\u8df3\u573a\u666f | \u573a\u666f\u9501\u5b9a\u673a\u5236 (`scene_locked` + \u663e\u5f0f\u5207\u6362\u68c0\u6d4b) |\n| \u6d88\u606f\u5408\u5e76\u7f3a\u5931 | MVP \u6682\u4e0d\u5b9e\u73b0\uff08\u9700\u8981 WebSocket\/\u957f\u8fde\u63a5\uff0c\u540e\u7eed\u6269\u5c55\uff09 |\n| \u540c\u573a\u666f\u8df3\u6b65\u9aa4 | \u663e\u5f0f `step_index` + \u89c4\u5219\u5f15\u64ce\u987a\u5e8f\u6267\u884c |\n| \u8de8\u573a\u666f\u8df3\u8f6c | \u573a\u666f\u5207\u6362\u767d\u540d\u5355\u6821\u9a8c |\n| \u6a21\u578b\u54cd\u5e94\u6162 | \u6a21\u578b\u5206\u7ea7(qwen3.6-flash+qwen3.7-plus) + \u89c4\u5219\u5f15\u64ce\u66ff\u4ee3 LLM \u5224\u65ad |\n| \u5a49\u62d2\u6b21\u6570\u5224\u65ad\u8017\u65f6 | \u89c4\u5219\u5f15\u64ce\u8ba1\u6570 &lt; 1ms (\u539f 5-7s) |\n<\/code><\/pre>\n<p>\u751f\u6210\u6d4b\u8bd5\u7528\u4f8b\u5982\u4e0b\u3002<\/p>\n<pre><code class=\"language-markdown\"># \u67d0\u5171\u4eab\u5145\u7535\u5b9d\u667a\u80fd\u5ba2\u670d MVP \u6d4b\u8bd5\u7528\u4f8b\n\n&gt; \u57fa\u4e8e `0-C\u7aef\u667a\u80fd\u5ba2\u670d\u95ee\u9898\u6536\u96c6.docx` \u4e2d\u8bb0\u5f55\u7684\u95ee\u9898\uff0c\u7ed3\u5408\u5f53\u524d\u9ad8\u4ee3\u7801 MVP\uff08LangChain + FastAPI\uff09\u5b9e\u73b0\u8bbe\u8ba1\u3002\n&gt; \u5f53\u524d MVP \u805a\u7126\u5206\u652f\uff1a**\u65e0\u6cd5\u5145\u7535 \u2192 \u5df2\u56de\u4ed3 \u2192 \u7535\u91cf\u6b63\u5e38\u635f\u8017**\u3002\n\n---\n\n## \u4e00\u3001\u95ee\u9898\u6e05\u5355\u4e0e\u6d4b\u8bd5\u6620\u5c04\n\n| \u5e8f\u53f7 | \u539f\u59cb\u95ee\u9898 | MVP \u89e3\u51b3\u65b9\u6848 | \u5bf9\u5e94\u6d4b\u8bd5\u7528\u4f8b |\n|------|---------|-------------|-------------|\n| 1 | **\u8df3\u573a\u666f**\uff1a\u804a\u5b9d\u6545\u969c\u65f6\u7b2c n \u8f6e\u89e6\u53d1\u8ba1\u8d39\u5f02\u8bae\uff0c\u5bfc\u81f4\u573a\u666f\u65e0\u6cd5\u7ee7\u7eed | `scene_locked` + \u663e\u5f0f\u5207\u6362\u68c0\u6d4b | TC-01, TC-02 |\n| 2 | **\u540c\u573a\u666f\u8df3\u6b65\u9aa4**\uff1aA \u573a\u666f\u4ece\u7b2c 1 \u6b65\u8df3\u5230\u7b2c 3 \u6b65 | `step_index` + \u89c4\u5219\u5f15\u64ce\u987a\u5e8f\u6267\u884c | TC-03 |\n| 3 | **\u6d41\u7a0b\u56fa\u5316**\uff1a\u786e\u8ba4\u89e3\u51b3\u65b9\u6848\u65f6\u6a21\u578b\u65e0\u6cd5\u7406\u89e3\u901a\u7528\u4e1a\u52a1\u95ee\u9898 | \u573a\u666f\u9501\u5b9a\u5185\u7ee7\u7eed\u5f53\u524d\u573a\u666f\u5904\u7406 | TC-04 |\n| 4 | **\u6a21\u578b\u901f\u5ea6\u6162**\uff1a\u5e73\u5747 15s | \u610f\u56fe qwen3.6-flash + \u534f\u5546 qwen3.7-plus + \u89c4\u5219\u5f15\u64ce\u66ff\u4ee3 LLM \u5224\u65ad | TC-05, TC-06 |\n| 5 | **\u5a49\u62d2\u8ba1\u6570\u667a\u80fd\u4f53\u8017\u65f6 5-7s** | \u89c4\u5219\u5f15\u64ce\u8ba1\u6570 `&lt;1ms` | TC-06 |\n| 6 | **SOP \u56de\u9000**\uff1a\u672a\u6309 SOP \u5411\u4e0b\u8d70\uff0c\u56de\u9000\u5230\u4e4b\u524d\u6d41\u7a0b | \u4f1a\u8bdd\u72b6\u6001\u6301\u7eed\u524d\u8fdb\uff0c\u4e0d\u53cd\u8f6c `step_index` | TC-07 |\n| 7 | **\u786e\u8ba4\u7ed3\u679c\u8bc6\u522b\u4e0d\u51c6\u786e**\uff1a\u7528\u6237\u786e\u8ba4\u540e AI \u56de\u590d\u4e0d\u51c6\u786e | \u534f\u5546\u667a\u80fd\u4f53\u7ed3\u6784\u5316\u8f93\u51fa + \u89c4\u5219\u52a8\u4f5c\u7ec4\u88c5 | TC-08, TC-09 |\n| 8 | **\u6d88\u606f\u5408\u5e76**\uff1a\u7528\u6237\u8fde\u7eed\u53d1\u9001\u591a\u6761\u91cd\u590d\u6d88\u606f | MVP \u9636\u6bb5\u5355\u8f6e\u8bf7\u6c42\u5904\u7406\uff08\u540e\u7eed\u6269\u5c55\uff09 | TC-10\uff08\u517c\u5bb9\u6027\u9a8c\u8bc1\uff09 |\n\n---\n\n## \u4e8c\u3001\u6d4b\u8bd5\u73af\u5883\n\n- **\u670d\u52a1\u5730\u5740**\uff1a`http:\/\/localhost:9000`\n- **\u63a5\u53e3**\uff1a`POST \/api\/v1\/chat`\n- **\u6d4b\u8bd5\u8ba2\u5355**\uff1a`ORDER_001`\uff08\u5df2\u5b8c\u6210\u3001\u5df2\u56de\u4ed3\u3001\u7535\u91cf\u6b63\u5e38\u3001\u672a\u8d85\u671f\u3001\u4f7f\u7528 2.5H\uff09\n- **\u9884\u671f\u7b56\u7565**\uff1a`\u6709\u64cd\u4f5c_\u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c`\n\n---\n\n## \u4e09\u3001\u6d4b\u8bd5\u7528\u4f8b\u8be6\u60c5\n\n### TC-01 \u8df3\u573a\u666f\u9632\u62a4\uff1a\u6545\u969c\u573a\u666f\u5185\u8bf4\u8ba1\u8d39\u5f02\u8bae\u76f8\u5173\u8bdd\u672f\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 1\u30013\uff08\u8df3\u573a\u666f\u3001\u573a\u666f\u9519\u4e71\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u65b0\u4f1a\u8bdd\uff0c\u5df2\u8fdb\u5165 DEVICE_FAULT \u573a\u666f\u4e14 `scene_locked=true`\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u4f60\u4eec\u4e71\u6263\u8d39\uff0c\u6211\u8981\u6295\u8bc9\u9000\u6b3e`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u7b2c 2 \u8f6e `session_state.current_scene` \u4ecd\u4e3a `DEVICE_FAULT`\n- `session_state.scene_locked` \u4ecd\u4e3a `true`\n- \u4e0d\u4f1a\u5207\u6362\u5230\u8ba1\u8d39\u5f02\u8bae\u573a\u666f\n- `handoff_required` \u89c6\u534f\u5546\u7ed3\u679c\u53ef\u80fd\u4e3a `true`\uff08\u7528\u6237\u60c5\u7eea\u6fc0\u70c8\uff09\n\n---\n\n### TC-02 \u663e\u5f0f\u5207\u6362\u573a\u666f\uff1a\u7528\u6237\u660e\u786e\u8981\u5207\u6362\u8ba2\u5355\/\u95ee\u9898\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 1\uff08\u8df3\u573a\u666f\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u5df2\u5728 DEVICE_FAULT \u573a\u666f\u9501\u5b9a\u4e2d\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u6362\u4e2a\u95ee\u9898\uff0c\u6211\u60f3\u95ee\u53e6\u4e00\u4e2a\u8ba2\u5355`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u7b2c 2 \u8f6e `session_state.scene_locked` \u53d8\u4e3a `false`\n- `session_state.current_scene` \u53ef\u80fd\u88ab\u91cd\u7f6e\n- \u610f\u56fe\u8bc6\u522b\u8fd4\u56de\u975e CONTINUE_CURRENT_SCENE\n\n---\n\n### TC-03 \u540c\u573a\u666f\u4e0d\u8df3\u6b65\u9aa4\uff1a\u6309\u5a49\u62d2 \u2192 \u64cd\u4f5c \u2192 \u786e\u8ba4\u987a\u5e8f\u6267\u884c\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 2\uff08\u540c\u573a\u666f\u8df3\u6b65\u9aa4\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u65b0\u4f1a\u8bdd\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u4e0d\u63a5\u53d7`\n3. \u53d1\u9001\uff1a`\u540c\u610f`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u7b2c 1 \u8f6e\uff1a`replyStage=\u9996\u6b21\u5a49\u62d2`\uff0c`action=none`\n- \u7b2c 2 \u8f6e\uff1a`replyStage=\u64cd\u4f5c\u5efa\u8bae`\uff0c`action=pending_refund`\n- \u7b2c 3 \u8f6e\uff1a`replyStage=\u63a5\u53d7\u611f\u8c22`\uff0c`action=refund`\uff0c`actionStatus=CONFIRMED`\n- \u4e0d\u4f1a\u51fa\u73b0\u4ece\u5a49\u62d2\u76f4\u63a5\u8df3\u5230\u63a5\u53d7\u611f\u8c22\u7684\u60c5\u51b5\n\n---\n\n### TC-04 \u6d41\u7a0b\u56fa\u5316\uff1a\u534f\u5546\u4e2d\u95ee\u901a\u7528\u4e1a\u52a1\u95ee\u9898\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 4\uff08\u6d41\u7a0b\u56fa\u5316\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u5df2\u5728 DEVICE_FAULT \u573a\u666f\u5e76\u5df2\u5b8c\u6210\u9996\u6b21\u5a49\u62d2\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u8fd9\u4e2a\u8ba2\u5355\u8fd8\u6536\u8d39\u5417\uff1f`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u7b2c 2 \u8f6e\u4ecd\u505c\u7559\u5728 DEVICE_FAULT \u573a\u666f\n- \u534f\u5546\u667a\u80fd\u4f53\u6839\u636e\u5f53\u524d\u4e0a\u4e0b\u6587\u7ed9\u51fa\u56de\u5e94\uff08\u53ef\u80fd\u7ee7\u7eed\u5a49\u62d2\u6216\u89e3\u91ca\u6536\u8d39\u89c4\u5219\uff09\n- \u4e0d\u8131\u79bb\u5f53\u524d SOP \u6d41\u7a0b\n\n---\n\n### TC-05 \u6a21\u578b\u54cd\u5e94\u901f\u5ea6\uff1a\u9996\u54cd\u603b\u8017\u65f6 &lt; 10s\uff0c\u89c4\u5219\u5f15\u64ce &lt; 100ms\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 5\uff08\u6a21\u578b\u901f\u5ea6\u6162\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u65b0\u4f1a\u8bdd\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u8bb0\u5f55\u670d\u52a1\u7aef\u65e5\u5fd7\u4e2d\u7684 `[\u573a\u666f\u5904\u7406] \u89c4\u5219\u5f15\u64ce\u8017\u65f6` \u548c `[Chat] \u54cd\u5e94\u5b8c\u6210\uff0c\u8017\u65f6`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u89c4\u5219\u5f15\u64ce\u8017\u65f6 `&lt; 100ms`\n- \u603b\u54cd\u5e94\u8017\u65f6 `&lt; 10s`\uff08MVP \u9636\u6bb5\u76ee\u6807\uff0c\u540e\u7eed\u53ef\u4f18\u5316\u534f\u5546 prompt \u8fdb\u4e00\u6b65\u964d\u4f4e\uff09\n\n---\n\n### TC-06 \u5a49\u62d2\u8ba1\u6570\u8017\u65f6\uff1a\u89c4\u5219\u5f15\u64ce\u8ba1\u6570\u4e0d\u8c03\u7528 LLM\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 6\uff08\u5a49\u62d2\u8ba1\u6570\u667a\u80fd\u4f53 5-7s\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u65b0\u4f1a\u8bdd\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u4e0d\u63a5\u53d7`\n3. \u67e5\u770b `session_state.rejection_count` \u548c\u65e5\u5fd7\u4e2d\u89c4\u5219\u5f15\u64ce\u8017\u65f6\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- `rejection_count` \u6b63\u786e\u9012\u589e\uff08\u7b2c 2 \u8f6e\u540e = 1\uff09\n- \u89c4\u5219\u5f15\u64ce\u8017\u65f6 `&lt; 1ms`\n- \u5a49\u62d2\u8ba1\u6570\u4e0d\u89e6\u53d1 LLM \u8c03\u7528\n\n---\n\n### TC-07 SOP \u4e0d\u56de\u9000\uff1a\u91cd\u590d\u53d1\u9001\u4e0d\u63a5\u53d7\u4e0d\u4f1a\u56de\u5230\u9996\u6b21\u5a49\u62d2\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 7\uff08SOP \u56de\u9000\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u65b0\u4f1a\u8bdd\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u4e0d\u63a5\u53d7`\n3. \u53d1\u9001\uff1a`\u8fd8\u662f\u4e0d\u63a5\u53d7`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u7b2c 2 \u8f6e\uff1a`replyStage=\u64cd\u4f5c\u5efa\u8bae`\n- \u7b2c 3 \u8f6e\uff1a\u4e0d\u4f1a\u56de\u9000\u5230 `\u9996\u6b21\u5a49\u62d2`\uff0c\u5e94\u7ee7\u7eed\u64cd\u4f5c\u5efa\u8bae\u6216\u89e6\u53d1\u8f6c\u4eba\u5de5\n- `step_index` \u5355\u8c03\u9012\u589e\u6216\u4fdd\u6301\uff0c\u4e0d\u4f1a\u51cf\u5c0f\n\n---\n\n### TC-08 \u7528\u6237\u63a5\u53d7\u786e\u8ba4\u8bc6\u522b\u51c6\u786e\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 8\uff08\u786e\u8ba4\u7ed3\u679c\u8bc6\u522b\u4e0d\u51c6\u786e\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u5df2\u8fdb\u5165\u64cd\u4f5c\u5efa\u8bae\u9636\u6bb5\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u4e0d\u63a5\u53d7`\n3. \u53d1\u9001\uff1a`\u597d\u7684\uff0c\u540c\u610f`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u7b2c 3 \u8f6e `replyStage=\u63a5\u53d7\u611f\u8c22`\n- `action=refund`\n- `action_payload.actionStatus=CONFIRMED`\n- \u56de\u590d\u4e0d\u662f\u64cd\u4f5c\u5efa\u8bae\u6216\u5a49\u62d2\n\n---\n\n### TC-09 \u7528\u6237\u62d2\u7edd\u786e\u8ba4\u8bc6\u522b\u51c6\u786e\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 8\uff08\u786e\u8ba4\u7ed3\u679c\u8bc6\u522b\u4e0d\u51c6\u786e\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u5df2\u8fdb\u5165\u64cd\u4f5c\u5efa\u8bae\u9636\u6bb5\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u53d1\u9001\uff1a`\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\uff0c\u8ba2\u5355 `ORDER_001`\n2. \u53d1\u9001\uff1a`\u4e0d\u63a5\u53d7`\n3. \u53d1\u9001\uff1a`\u8fd8\u662f\u4e0d\u540c\u610f`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u7b2c 3 \u8f6e `replyStage` \u4e3a `\u8f6c\u4eba\u5de5` \u6216\u7ee7\u7eed\u534f\u5546\n- `handoff_required=true` \u6216\u7ee7\u7eed\u63d0\u4f9b\u5176\u4ed6\u65b9\u6848\n- \u4e0d\u9519\u8bef\u5730\u8bc6\u522b\u4e3a\u63a5\u53d7\n\n---\n\n### TC-10 \u6d88\u606f\u5408\u5e76\u517c\u5bb9\u6027\uff1a\u8fde\u7eed\u5feb\u901f\u53d1\u9001\u591a\u6761\u6d88\u606f\n\n**\u95ee\u9898\u8986\u76d6**\uff1a\u95ee\u9898 2\uff08\u6d88\u606f\u5408\u5e76\uff09\n\n**\u524d\u7f6e\u6761\u4ef6**\uff1a\u65b0\u4f1a\u8bdd\n\n**\u6d4b\u8bd5\u6b65\u9aa4**\uff1a\n1. \u5feb\u901f\u8fde\u7eed\u53d1\u9001 3 \u6761\uff1a\n   - `\u6211\u7684\u5145\u7535\u5b9d\u5145\u4e0d\u4e86\u7535`\n   - `\u5145\u4e0d\u4e86\u7535`\n   - `\u600e\u4e48\u529e`\n\n**\u9884\u671f\u8f93\u51fa**\uff1a\n- \u6bcf\u6761\u6d88\u606f\u72ec\u7acb\u5904\u7406\uff08MVP \u9636\u6bb5\uff09\n- \u7b2c 1 \u6761\u5efa\u7acb DEVICE_FAULT \u573a\u666f\n- \u540e\u7eed\u6d88\u606f\u5728\u573a\u666f\u9501\u5b9a\u4e0b\u7ee7\u7eed\u5f53\u524d\u573a\u666f\n- \u4e0d\u8df3\u573a\u666f\u3001\u4e0d\u91cd\u590d\u521b\u5efa\u65b0\u4f1a\u8bdd\n\n---\n\n## \u56db\u3001\u6267\u884c\u8bb0\u5f55\n\n\u6267\u884c\u65f6\u95f4\uff1a2026-06-22  \n\u6267\u884c\u4eba\uff1a\u81ea\u52a8\u5316\u6d4b\u8bd5\u811a\u672c `smart-cs\/test_cases_runner.py`  \n\u670d\u52a1\u7aef\uff1a`http:\/\/localhost:9000`\uff0c\u6a21\u578b `qwen3.6-flash` + `qwen3.7-plus`\n\n| \u7528\u4f8b\u7f16\u53f7 | \u5b9e\u9645\u7ed3\u679c | \u662f\u5426\u901a\u8fc7 | \u5907\u6ce8 |\n|---------|---------|---------|------|\n| TC-01 | \u7b2c2\u8f6e `current_scene=DEVICE_FAULT`\uff0c`scene_locked=true`\uff0c\u672a\u8df3\u8f6c\u5230 BILLING_ISSUE\uff1b\u547d\u4e2d\u8f6c\u4eba\u5de5\u5173\u952e\u8bcd\u540e `action=transfer_human` | PASS | \u573a\u666f\u9501\u5b9a\u6709\u6548 |\n| TC-02 | \u7b2c2\u8f6e\u8bc6\u522b\u4e3a `EXPLICIT_SWITCH`\uff0c`scene_locked=false`\uff0c`current_scene=` \u88ab\u6e05\u7a7a\uff0c\u8fd4\u56de &quot;\u597d\u7684\uff0c\u60a8\u60f3\u54a8\u8be2\u4ec0\u4e48\u65b0\u95ee\u9898\u6216\u67e5\u8be2\u54ea\u4e2a\u8ba2\u5355\uff1f&quot; | PASS | \u6b64\u524d\u5b58\u5728 bug\uff1a\u663e\u5f0f\u5207\u6362\u672a\u89e3\u9501\u573a\u666f\uff1b\u5df2\u4fee\u590d |\n| TC-03 | \u7b2c1\u8f6e `action=none`\uff1b\u7b2c2\u8f6e `action=pending_refund`\uff1b\u7b2c3\u8f6e `action=refund`\uff0c`actionStatus=CONFIRMED`\uff0c\u672a\u8df3\u6b65\u9aa4 | PASS | SOP \u987a\u5e8f\u6267\u884c\u6b63\u786e |\n| TC-04 | \u7b2c2\u8f6e\u4ecd\u505c\u7559\u5728 `DEVICE_FAULT`\uff0c`scene_locked=true`\uff0c\u534f\u5546\u667a\u80fd\u4f53\u7ee7\u7eed\u5f53\u524d\u6d41\u7a0b\u56de\u5e94 | PASS | \u6d41\u7a0b\u672a\u88ab\u901a\u7528\u95ee\u9898\u6253\u65ad |\n| TC-05 | \u89c4\u5219\u5f15\u64ce\u8017\u65f6 0.0-0.1ms\uff1b\u9996\u54cd\u603b\u8017\u65f6 4.4-6.6s | PASS | \u8fdc\u4f4e\u4e8e\u539f 15s\uff0c\u4e5f\u4f4e\u4e8e\u6d4b\u8bd5\u9608\u503c 10s |\n| TC-06 | \u7b2c2\u8f6e `rejection_count=1`\uff0c`action=pending_refund`\uff1b\u89c4\u5219\u5f15\u64ce\u8017\u65f6 0.0ms\uff0c\u672a\u8c03\u7528 LLM \u8ba1\u6570 | PASS | \u5a49\u62d2\u8ba1\u6570\u4ece 5-7s \u964d\u81f3 &lt;1ms |\n| TC-07 | \u7b2c2\u8f6e `action=pending_refund`\uff1b\u7b2c3\u8f6e `action=transfer_human`\uff0c\u672a\u56de\u9000\u5230 `none` | PASS | step_index \u5355\u8c03\u524d\u8fdb |\n| TC-08 | \u7b2c3\u8f6e `action=refund`\uff0c`actionStatus=CONFIRMED`\uff0c`replyStage=\u63a5\u53d7\u611f\u8c22` | PASS | \u63a5\u53d7\u8bc6\u522b\u51c6\u786e |\n| TC-09 | \u7b2c3\u8f6e `action=transfer_human`\uff0c\u672a\u9519\u8bef\u8bc6\u522b\u4e3a\u63a5\u53d7 | PASS | \u62d2\u7edd\u8bc6\u522b\u51c6\u786e |\n| TC-10 | 3 \u6761\u8fde\u7eed\u6d88\u606f\u5747\u4fdd\u6301\u5728 `DEVICE_FAULT` \u573a\u666f\uff0c`scene_locked=true`\uff0c\u672a\u91cd\u590d\u521b\u5efa\u573a\u666f | PASS | MVP \u9636\u6bb5\u6309\u5355\u8f6e\u72ec\u7acb\u5904\u7406\uff0c\u4e0d\u8df3\u573a\u666f |\n\n### \u5173\u952e\u5b9e\u6d4b\u6570\u636e\uff08\u6765\u81ea\u670d\u52a1\u7aef\u65e5\u5fd7\uff09\n\n```\n\u89c4\u5219\u5f15\u64ce\u8017\u65f6: 0.0~0.1ms\n\u534f\u5546\u667a\u80fd\u4f53\u8017\u65f6: 3975~6643ms\n\u610f\u56fe\u8bc6\u522b\u8017\u65f6: 400~500ms\n[Chat] \u54cd\u5e94\u5b8c\u6210\uff0c\u8017\u65f6: 4432~6643ms\n```\n\n### \u4fee\u590d\u8bb0\u5f55\n\n- **TC-02 \u4fee\u590d**\uff1a\u539f\u5b9e\u73b0\u4e2d\u610f\u56fe\u8bc6\u522b\u68c0\u6d4b\u5230 &quot;\u6362\u4e2a\u95ee\u9898\/\u53e6\u4e00\u4e2a\u8ba2\u5355&quot; \u7b49\u663e\u5f0f\u5207\u6362\u5173\u952e\u8bcd\u540e\uff0c\u4ec5\u8d70 LLM \u5206\u7c7b\uff0c\u672a\u771f\u6b63\u89e3\u9501\u573a\u666f\u3002\u5df2\u5728\u4ee5\u4e0b\u6587\u4ef6\u4e2d\u4fee\u590d\uff1a\n  - `code\/app\/prompts\/intent_prompt.py`\uff1a\u65b0\u589e `EXPLICIT_SWITCH` \u610f\u56fe\u6807\u7b7e\u4e0e\u5224\u65ad\u89c4\u5219\n  - `code\/app\/core\/intent_recognizer.py`\uff1a\u9501\u5b9a\u72b6\u6001\u4e0b\u547d\u4e2d\u663e\u5f0f\u5207\u6362\u5173\u952e\u8bcd\u8fd4\u56de `EXPLICIT_SWITCH`\n  - `code\/app\/core\/scene_router.py`\uff1a\u5904\u7406 `EXPLICIT_SWITCH` \u8fd4\u56de\u5207\u6362\u5f15\u5bfc\u8bdd\u672f\n  - `code\/app\/main.py`\uff1a\u6536\u5230 `EXPLICIT_SWITCH` \u65f6\u89e3\u9501 `scene_locked`\u3001\u6e05\u7a7a `current_scene`\n\n---\n\n## \u4e94\u3001\u7ed3\u8bba\n\n\u672c\u6b21\u6d4b\u8bd5\u8986\u76d6 `0-C\u7aef\u667a\u80fd\u5ba2\u670d\u95ee\u9898\u6536\u96c6.docx` \u4e2d\u8bb0\u5f55\u7684 8 \u7c7b\u6838\u5fc3\u95ee\u9898\uff0c\u5e76\u5728\u5f53\u524d\u9ad8\u4ee3\u7801 MVP \u4e0a\u5168\u90e8\u9a8c\u8bc1\u901a\u8fc7\uff0810\/10\uff09\u3002\n\n1. **\u8df3\u573a\u666f\/\u573a\u666f\u9519\u4e71\u95ee\u9898**\uff1a`scene_locked` + `CONTINUE_CURRENT_SCENE` \u673a\u5236\u6709\u6548\u907f\u514d\u6545\u969c\u573a\u666f\u88ab\u8ba1\u8d39\u5f02\u8bae\u7b49\u6d88\u606f\u5e26\u504f\uff1b\u663e\u5f0f\u5207\u6362\u5173\u952e\u8bcd\u53ef\u6b63\u786e\u89e3\u9501\u573a\u666f\u3002\n2. **\u540c\u573a\u666f\u8df3\u6b65\u9aa4\u95ee\u9898**\uff1a`step_index` \u7531\u534f\u5546\u667a\u80fd\u4f53\u7684\u7ed3\u6784\u5316\u8f93\u51fa `replyStage` \u9a71\u52a8\uff0c\u5b9e\u6d4b\u6309 \u9996\u6b21\u5a49\u62d2 \u2192 \u64cd\u4f5c\u5efa\u8bae \u2192 \u63a5\u53d7\u611f\u8c22 \u987a\u5e8f\u6267\u884c\uff0c\u65e0\u8df3\u6b65\u3002\n3. **\u6d41\u7a0b\u56fa\u5316\u95ee\u9898**\uff1a\u5728\u9501\u5b9a\u573a\u666f\u5185\u8be2\u95ee\u901a\u7528\u4e1a\u52a1\u95ee\u9898\uff0c\u7cfb\u7edf\u7ee7\u7eed\u5f53\u524d SOP \u6d41\u7a0b\uff0c\u672a\u8131\u79bb\u3002\n4. **\u6a21\u578b\u901f\u5ea6\u95ee\u9898**\uff1a\u603b\u54cd\u5e94\u8017\u65f6\u4ece\u539f\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u7ea6 15s \u964d\u81f3 4.4-6.6s\uff1b\u89c4\u5219\u5f15\u64ce &lt;0.1ms\u3002\n5. **\u5a49\u62d2\u8ba1\u6570\u8017\u65f6\u95ee\u9898**\uff1a\u5a49\u62d2\u8ba1\u6570\u7531\u89c4\u5219\u5f15\u64ce\u5b8c\u6210\uff0c\u8017\u65f6 &lt;1ms\uff0c\u4e0d\u518d\u8c03\u7528 LLM\u3002\n6. **SOP \u56de\u9000\u95ee\u9898**\uff1a\u91cd\u590d&quot;\u4e0d\u63a5\u53d7&quot;\u672a\u56de\u9000\u5230\u9996\u6b21\u5a49\u62d2\uff0c\u800c\u662f\u7ee7\u7eed\u64cd\u4f5c\u5efa\u8bae\u6216\u89e6\u53d1\u8f6c\u4eba\u5de5\u3002\n7. **\u786e\u8ba4\u7ed3\u679c\u8bc6\u522b\u95ee\u9898**\uff1a\u63a5\u53d7\/\u62d2\u7edd\u786e\u8ba4\u5747\u901a\u8fc7\u7ed3\u6784\u5316 JSON \u8f93\u51fa + \u89c4\u5219\u52a8\u4f5c\u6620\u5c04\u51c6\u786e\u8bc6\u522b\u3002\n8. **\u6d88\u606f\u5408\u5e76\u95ee\u9898**\uff1aMVP \u9636\u6bb5\u6309\u5355\u8f6e\u72ec\u7acb\u5904\u7406\uff0c\u8fde\u7eed\u591a\u6761\u6d88\u606f\u4e0d\u4f1a\u5bfc\u81f4\u573a\u666f\u4e71\u8df3\u3002\n\n**\u603b\u4f53\u7ed3\u8bba**\uff1a\u4e4b\u524d\u63d0\u5230\u7684\u95ee\u9898\u5747\u5df2\u88ab\u5f53\u524d\u9ad8\u4ee3\u7801 MVP \u4fee\u590d\u6216\u5f97\u5230\u6709\u6548\u63a7\u5236\u3002\n<\/code><\/pre>\n<p>\u751f\u6210Spec\u9700\u6c42\u6587\u4ef6\u5982\u4e0b\u3002<\/p>\n<pre><code class=\"language-markdown\"># \u67d0\u5171\u4eab\u5145\u7535\u5b9d C\u7aef\u667a\u80fd\u5ba2\u670d - \u9ad8\u4ee3\u7801 MVP \u5b9e\u73b0 Spec\n\n## \u4e00\u3001\u9879\u76ee\u6982\u8ff0\n\n### 1.1 \u80cc\u666f\n\n\u57fa\u4e8e `2-0-\u9ad8\u4ee3\u7801\u6539\u9020-spec\u9700\u6c42\u6587\u4ef6.md` \u7684\u8bbe\u8ba1\u65b9\u6848\uff0c\u5b8c\u6210\u4e86\u9ad8\u4ee3\u7801 MVP \u7684\u843d\u5730\u5b9e\u73b0\u3002MVP \u805a\u7126\u4e8e&quot;\u65e0\u6cd5\u5145\u7535-\u5df2\u56de\u4ed3-\u7535\u91cf\u6b63\u5e38\u635f\u8017&quot;\u8fd9\u4e00\u9ad8\u9891\u573a\u666f\uff0c\u9a8c\u8bc1\u9ad8\u4ee3\u7801\u67b6\u6784\u76f8\u8f83\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u5728\u72b6\u6001\u7ba1\u7406\u3001\u54cd\u5e94\u901f\u5ea6\u548c\u6d41\u7a0b\u63a7\u5236\u65b9\u9762\u7684\u6838\u5fc3\u4f18\u52bf\u3002\n\n### 1.2 MVP \u5b9e\u73b0\u8303\u56f4\n\n| \u6a21\u5757 | \u89c4\u5212\uff08Spec\uff09 | MVP \u5b9e\u73b0 |\n|------|-------------|---------|\n| \u6d88\u606f\u5408\u5e76\u5c42 | 10s \u7a97\u53e3\u5408\u5e76 | \u274c \u6682\u672a\u5b9e\u73b0\uff08\u76f4\u63a5\u900f\u4f20\uff09 |\n| \u610f\u56fe\u8bc6\u522b | LLM \u5206\u7c7b + \u573a\u666f\u9501\u5b9a | \u2705 qwen3.6-flash + \u5173\u952e\u8bcd\u89c4\u5219 |\n| \u573a\u666f\u8def\u7531\u5668 | \u591a\u573a\u666f\u5206\u53d1 | \u2705 \u652f\u6301\u65e0\u6cd5\u5145\u7535\u573a\u666f + \u515c\u5e95 |\n| \u5de5\u4f5c\u6d41\u5f15\u64ce | \u901a\u7528\u6b65\u9aa4\u5f15\u64ce | \u2705 \u573a\u666f\u5185\u7f6e\u6d41\u7a0b\uff08\u67e5\u5355\u2192\u89c4\u5219\u2192\u534f\u5546\u2192\u56de\u590d\uff09 |\n| \u89c4\u5219\u5f15\u64ce | \u786e\u5b9a\u6027\u903b\u8f91 | \u2705 \u5b8c\u6574\u5206\u652f\u8def\u7531\uff0c&lt; 1ms |\n| \u534f\u5546\u667a\u80fd\u4f53 | LLM \u591a\u8f6e\u63a8\u7406 | \u2705 qwen3.7-plus + 9 \u79cd\u7b56\u7565 |\n| \u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406 | Redis + PostgreSQL | \u2705 \u5185\u5b58\u7ba1\u7406 + TTL \u81ea\u52a8\u6e05\u7406 |\n| \u8ba2\u5355\u670d\u52a1 | \u771f\u5b9e API \u5bf9\u63a5 | \u26a0\ufe0f Mock 5 \u4e2a\u5178\u578b\u8ba2\u5355 |\n| \u524d\u7aef\u9875\u9762 | \u6d4b\u8bd5 Demo | \u2705 \u5355\u9875 HTML \u5bf9\u8bdd UI |\n| \u90e8\u7f72 | Docker + K8s | \u2705 \u963f\u91cc\u4e91 AgentRun \u5e73\u53f0 |\n\n### 1.3 \u6280\u672f\u6808\n\n| \u5c42\u6b21 | \u6280\u672f\u65b9\u6848 |\n|------|---------|\n| \u8fd0\u884c\u65f6 | Python 3.12 \/ FastAPI 0.115 |\n| LLM \u8c03\u7528 | LangChain + ChatOpenAI\uff08DashScope \u517c\u5bb9\u6a21\u5f0f\uff09 |\n| \u610f\u56fe\u6a21\u578b | qwen3.6-flash\uff08\u8f7b\u91cf\u5feb\u901f\uff09 |\n| \u534f\u5546\u6a21\u578b | qwen3.7-plus\uff08\u590d\u6742\u63a8\u7406\uff09 |\n| \u72b6\u6001\u7ba1\u7406 | \u5185\u5b58\u5b57\u5178 + \u7ebf\u7a0b\u9501 + TTL \u6e05\u7406\u7ebf\u7a0b |\n| \u90e8\u7f72\u5e73\u53f0 | \u963f\u91cc\u4e91 AgentRun\uff08Serverless Devs + agentrun \u7ec4\u4ef6\uff09 |\n| \u524d\u7aef | \u7eaf HTML\/JS \u5355\u9875\u9762\uff08AgentRun \u9759\u6001\u6587\u4ef6\u6258\u7ba1\uff09 |\n\n---\n\n## \u4e8c\u3001\u7cfb\u7edf\u67b6\u6784\n\n### 2.1 \u8fd0\u884c\u65f6\u67b6\u6784\n\n```\n\u7528\u6237\u6d88\u606f \u2192 [FastAPI \/api\/v1\/chat]\n                    \u2193\n         [\u610f\u56fe\u8bc6\u522b\u5668 IntentRecognizer]\n            \u251c\u2500\u2500 \u89c4\u52191: \u8f6c\u4eba\u5de5\u5173\u952e\u8bcd\uff08\u6700\u9ad8\u4f18\u5148\u7ea7\uff09\n            \u251c\u2500\u2500 \u89c4\u52192: \u573a\u666f\u9501\u5b9a\u68c0\u67e5 + \u663e\u5f0f\u5207\u6362\u68c0\u6d4b\n            \u2514\u2500\u2500 \u89c4\u52193: qwen3.6-flash LLM \u5206\u7c7b\n                    \u2193\n         [\u573a\u666f\u8def\u7531\u5668 SceneRouter]\n            \u251c\u2500\u2500 DEVICE_FAULT \/ CONTINUE \u2192 \u65e0\u6cd5\u5145\u7535\u573a\u666f\u5904\u7406\u5668\n            \u251c\u2500\u2500 TRANSFER_HUMAN \u2192 \u8f6c\u4eba\u5de5\n            \u251c\u2500\u2500 EXPLICIT_SWITCH \u2192 \u89e3\u9501\u573a\u666f\n            \u2514\u2500\u2500 \u5176\u4ed6 \u2192 \u515c\u5e95\u8bdd\u672f\n                    \u2193\n         [\u65e0\u6cd5\u5145\u7535\u573a\u666f\u5904\u7406\u5668 charging_fault]\n            \u251c\u2500\u2500 1. \u67e5\u8be2\u8ba2\u5355\uff08Mock OrderService\uff09\n            \u251c\u2500\u2500 2. \u89c4\u5219\u5f15\u64ce\u8def\u7531\uff08&lt; 1ms \u7eaf\u89c4\u5219\uff09\n            \u251c\u2500\u2500 3. \u534f\u5546\u667a\u80fd\u4f53\u63a8\u7406\uff08qwen3.7-plus\uff09\n            \u251c\u2500\u2500 4. \u52a8\u4f5c Payload \u7ec4\u88c5\n            \u251c\u2500\u2500 5. \u8bdd\u672f\u6a21\u677f\u586b\u5145\n            \u2514\u2500\u2500 6. \u66f4\u65b0\u4f1a\u8bdd\u72b6\u6001\n                    \u2193\n         [ChatResponse] \u2192 \u524d\u7aef\u5c55\u793a\n```\n\n### 2.2 \u4ee3\u7801\u7ed3\u6784\n\n```\nsmart-cs\/\n\u251c\u2500\u2500 code\/                          # \u90e8\u7f72\u5305\uff08\u4e0a\u4f20\u5230 AgentRun\uff09\n\u2502   \u251c\u2500\u2500 app\/\n\u2502   \u2502   \u251c\u2500\u2500 main.py               # FastAPI \u5165\u53e3 + \u8def\u7531\u5b9a\u4e49\n\u2502   \u2502   \u251c\u2500\u2500 config.py             # \u73af\u5883\u53d8\u91cf\u914d\u7f6e\u7ba1\u7406\n\u2502   \u2502   \u251c\u2500\u2500 models\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 session.py        # SessionState \/ ChatRequest \/ ChatResponse\n\u2502   \u2502   \u251c\u2500\u2500 core\/\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 intent_recognizer.py   # \u4e09\u5c42\u610f\u56fe\u8bc6\u522b\uff08\u5173\u952e\u8bcd + \u9501\u5b9a + LLM\uff09\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 scene_router.py        # \u573a\u666f\u8def\u7531\u5206\u53d1\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 state_manager.py       # \u5185\u5b58\u4f1a\u8bdd\u7ba1\u7406\u5668\uff08\u7ebf\u7a0b\u5b89\u5168 + TTL\uff09\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 rule_engine.py         # \u7eaf\u89c4\u5219\u8def\u7531\u5f15\u64ce\uff0820+ \u5206\u652f\uff09\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 negotiation_agent.py   # \u534f\u5546\u667a\u80fd\u4f53\uff08LangChain\uff09\n\u2502   \u2502   \u251c\u2500\u2500 scenes\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 charging_fault.py      # \u65e0\u6cd5\u5145\u7535\u573a\u666f\u5b8c\u6574\u5b9e\u73b0\n\u2502   \u2502   \u251c\u2500\u2500 services\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 order_service.py       # Mock \u8ba2\u5355\u67e5\u8be2\n\u2502   \u2502   \u2514\u2500\u2500 prompts\/\n\u2502   \u2502       \u251c\u2500\u2500 intent_prompt.py       # \u610f\u56fe\u8bc6\u522b Prompt\n\u2502   \u2502       \u2514\u2500\u2500 negotiation_prompt.py  # \u534f\u5546\u667a\u80fd\u4f53 Prompt\uff08317\u884c\uff09\n\u2502   \u251c\u2500\u2500 frontend\/\n\u2502   \u2502   \u2514\u2500\u2500 index.html            # \u524d\u7aef\u6d4b\u8bd5\u9875\u9762\n\u2502   \u251c\u2500\u2500 startup.sh                # AgentRun \u542f\u52a8\u811a\u672c\n\u2502   \u2514\u2500\u2500 requirements.txt          # Python \u4f9d\u8d56\u6e05\u5355\n\u251c\u2500\u2500 s.yaml                        # Serverless Devs \u90e8\u7f72\u914d\u7f6e\n\u251c\u2500\u2500 .env.example                  # \u73af\u5883\u53d8\u91cf\u6a21\u677f\n\u251c\u2500\u2500 Dockerfile                    # Docker \u6784\u5efa\u6587\u4ef6\uff08\u5907\u7528\uff09\n\u2514\u2500\u2500 deploy.py                     # FC \u90e8\u7f72\u811a\u672c\uff08\u5df2\u5f03\u7528\uff0c\u6539\u7528 AgentRun\uff09\n```\n\n---\n\n## \u4e09\u3001\u6838\u5fc3\u6a21\u5757\u5b9e\u73b0\n\n### 3.1 \u610f\u56fe\u8bc6\u522b\u5668\uff08IntentRecognizer\uff09\n\n**\u4e09\u5c42\u8bc6\u522b\u7b56\u7565**\uff08\u4f18\u5148\u7ea7\u4ece\u9ad8\u5230\u4f4e\uff09\uff1a\n\n| \u5c42\u7ea7 | \u7b56\u7565 | \u65b9\u6cd5 | \u8017\u65f6 |\n|------|------|------|------|\n| \u89c4\u52191 | \u8f6c\u4eba\u5de5\u5173\u952e\u8bcd | \u5173\u952e\u8bcd\u5217\u8868\u5339\u914d | &lt; 1ms |\n| \u89c4\u52192 | \u573a\u666f\u9501\u5b9a + \u663e\u5f0f\u5207\u6362 | \u5173\u952e\u8bcd\u5217\u8868 + \u72b6\u6001\u5224\u65ad | &lt; 1ms |\n| \u89c4\u52193 | LLM \u5206\u7c7b | qwen3.6-flash | 500-1500ms |\n\n**\u610f\u56fe\u6807\u7b7e\u4f53\u7cfb**\uff1a\n- `DEVICE_FAULT` - \u5145\u7535\u5b9d\u6545\u969c\n- `BILLING_ISSUE` - \u8ba1\u8d39\u95ee\u9898\uff08MVP \u8f6c\u4eba\u5de5\uff09\n- `TRANSFER_HUMAN` - \u8f6c\u4eba\u5de5\n- `GENERAL_QA` - \u901a\u7528\u95ee\u9898\n- `EXPLICIT_SWITCH` - \u7528\u6237\u663e\u5f0f\u5207\u6362\u573a\u666f\n- `CONTINUE_CURRENT_SCENE` - \u7ee7\u7eed\u5f53\u524d\u573a\u666f\uff08\u573a\u666f\u9501\u5b9a\u65f6\uff09\n\n**\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56**\uff1a\n- qwen3.6-flash \u5bf9 system message \u652f\u6301\u4e0d\u7a33\u5b9a\uff0c\u5408\u5e76\u4e3a\u5355\u6761 HumanMessage\n- \u5f3a\u5236 JSON \u683c\u5f0f\u8f93\u51fa\uff1a`response_format: {&quot;type&quot;: &quot;json_object&quot;}`\n- \u5fc5\u987b\u7981\u7528 thinking \u6a21\u5f0f\uff1a`enable_thinking: false`\n- LLM \u5931\u8d25\u65f6\u964d\u7ea7\u4e3a\u5173\u952e\u8bcd\u5339\u914d\n\n### 3.2 \u89c4\u5219\u5f15\u64ce\uff08RuleEngine\uff09\n\n**\u5b8c\u6574\u5b9e\u73b0\u7684\u5206\u652f\u8def\u7531**\uff0820+ \u8def\u5f84\uff0c&lt; 1ms\uff09\uff1a\n\n```\n\u8ba2\u5355\u72b6\u6001\u5224\u65ad\n\u251c\u2500\u2500 \u5df2\u9000\u6b3e \u2192 \u76f4\u63a5\u5a49\u62d2\n\u251c\u2500\u2500 \u9000\u6b3e\u5ba1\u6838\u4e2d \u2192 \u76f4\u63a5\u5a49\u62d2\n\u251c\u2500\u2500 \u5df2\u53d6\u6d88 \u2192 \u76f4\u63a5\u5a49\u62d2\n\u2514\u2500\u2500 \u5176\u4ed6 \u2192 \u662f\u5426\u5df2\u56de\u4ed3\uff1f\n    \u251c\u2500\u2500 \u672a\u56de\u4ed3 \u2192 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5\n    \u2514\u2500\u2500 \u5df2\u56de\u4ed3 \u2192 \u7535\u91cf\u662f\u5426\u6b63\u5e38\uff1f\n        \u251c\u2500\u2500 \u6545\u969c \u2192 \u76f4\u63a5\u9000\u6b3e\n        \u2514\u2500\u2500 \u6b63\u5e38 \u2192 \u662f\u5426\u98ce\u9669\u7528\u6237\uff1f\n            \u251c\u2500\u2500 \u98ce\u9669\u7528\u6237 \u2192 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5\n            \u2514\u2500\u2500 \u975e\u98ce\u9669 \u2192 \u662f\u5426\u8d85\u671f\uff1f\n                \u251c\u2500\u2500 \u8d85\u671f &gt; 30\u5929 \u2192 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5\n                \u251c\u2500\u2500 \u8d85\u671f \u2264 30\u5929 \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                \u2514\u2500\u2500 \u672a\u8d85\u671f \u2192 \u6309\u4f7f\u7528\u65f6\u957f\u5206\u7ea7\n                    \u251c\u2500\u2500 &gt; 24h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                    \u251c\u2500\u2500 4-24h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                    \u251c\u2500\u2500 1-4h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                    \u2514\u2500\u2500 &lt; 1h \u2192 \u5df2\u8865\u5238\uff1f\u4e09\u6b21\u5a49\u62d2\/\u4e24\u6b21\u5a49\u62d2\u540e\u53d1\u5238\n```\n\n**\u8f93\u51fa\u7ed3\u6784**\uff1a\u6bcf\u6761\u8def\u5f84\u751f\u6210 `RoutingResult`\uff0c\u5305\u542b\uff1a\n- `scene_key`\uff1a\u7ec6\u5206\u573a\u666f\u6807\u8bc6\n- `operation_mode`\uff1a\u6709\u8ba2\u5355\u64cd\u4f5c \/ \u65e0\u8ba2\u5355\u64cd\u4f5c\n- `negotiation_policy`\uff1a\u534f\u5546\u7b56\u7565\u540d\u79f0\n- `proposed_action_text`\uff1a\u5019\u9009\u52a8\u4f5c JSON\n- `decision_reason`\uff1a\u51b3\u7b56\u4f9d\u636e\n\n### 3.3 \u534f\u5546\u667a\u80fd\u4f53\uff08NegotiationAgent\uff09\n\n**\u652f\u6301\u7684\u534f\u5546\u7b56\u7565\uff089 \u79cd\uff09**\uff1a\n\n| \u7b56\u7565 | \u9002\u7528\u573a\u666f |\n|------|---------|\n| \u65e0\u64cd\u4f5c_\u76f4\u63a5\u5a49\u62d2 | \u5df2\u9000\u6b3e\/\u5df2\u53d6\u6d88\u8ba2\u5355 |\n| \u65e0\u64cd\u4f5c_\u4e00\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 | - |\n| \u65e0\u64cd\u4f5c_\u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 | \u98ce\u9669\u7528\u6237 \/ \u672a\u56de\u4ed3 \/ \u8d85\u671f30\u5929\u5916 |\n| \u65e0\u64cd\u4f5c_\u4e09\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 | &lt; 1h \u5df2\u8865\u5238 |\n| \u6709\u64cd\u4f5c_\u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c | \u8d85\u671f30\u5929\u5185 \/ \u6309\u65f6\u957f\u5206\u7ea7 |\n| \u6709\u64cd\u4f5c_\u4e24\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c | &lt; 1h \u672a\u8865\u5238 |\n| \u6709\u64cd\u4f5c_\u76f4\u63a5\u64cd\u4f5c\u5e76\u56de\u590d\u65e0\u9700\u8f6c\u4eba\u5de5 | \u5145\u7535\u6545\u969c |\n| \u6709\u64cd\u4f5c_\u76f4\u63a5\u64cd\u4f5c\u540e\u5a49\u62d2 | - |\n| \u6709\u64cd\u4f5c_\u76f4\u63a5\u6267\u884c\u540e\u4e00\u6b21\u5a49\u62d2\u8f6c\u4eba\u5de5 | - |\n\n**\u5019\u9009\u52a8\u4f5c\u7c7b\u578b**\uff1a\n- `CHANGE_PRICE` - \u6539\u4ef7\uff08\u6536\u53d6 N \u5206\u949f\u8d39\u7528\uff09\n- `PARTIAL_REFUND_ORDER` - \u90e8\u5206\u9000\u6b3e\n- `ISSUE_COUPON` - \u53d1\u653e\u4f18\u60e0\u5238\n- `REFUND_ORDER` - \u5168\u989d\u9000\u6b3e\n- `CANCEL_ORDER` - \u53d6\u6d88\u8ba2\u5355\n\n**\u8f93\u51fa\u7ed3\u6784**\uff08\u7ed3\u6784\u5316 JSON\uff09\uff1a\n```json\n{\n  &quot;replyStage&quot;: &quot;\u9996\u6b21\u5a49\u62d2 | \u64cd\u4f5c\u5efa\u8bae | \u63a5\u53d7\u611f\u8c22 | \u8f6c\u4eba\u5de5 | ...&quot;,\n  &quot;newContextSummary&quot;: &quot;\u56fa\u5b9a\u683c\u5f0f\u4e0a\u4e0b\u6587\u6458\u8981&quot;,\n  &quot;newPendingActionText&quot;: &quot;\u5f85\u786e\u8ba4\u52a8\u4f5c JSON&quot;,\n  &quot;actionType&quot;: &quot;CHANGE_PRICE | REFUND_ORDER | ...&quot;,\n  &quot;actionStatus&quot;: &quot;PENDING_CONFIRMATION | CONFIRMED | \u7a7a&quot;,\n  &quot;actionPayload&quot;: &quot;\u52a8\u4f5c\u8be6\u60c5 JSON&quot;,\n  &quot;handoffRequired&quot;: false,\n  &quot;handoffReason&quot;: &quot;&quot;\n}\n```\n\n### 3.4 \u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406\uff08StateManager\uff09\n\n**\u6838\u5fc3\u7279\u6027**\uff1a\n- **\u7ebf\u7a0b\u5b89\u5168**\uff1a\u6240\u6709\u64cd\u4f5c\u52a0 `threading.Lock()`\n- **TTL \u81ea\u52a8\u6e05\u7406**\uff1a\u540e\u53f0\u5b88\u62a4\u7ebf\u7a0b\u6bcf 60s \u626b\u63cf\uff0c\u8fc7\u671f\u4f1a\u8bdd\uff08\u9ed8\u8ba4 30min\uff09\u81ea\u52a8\u5220\u9664\n- **\u5bf9\u8bdd\u5386\u53f2**\uff1a\u4fdd\u7559\u6700\u8fd1 10 \u8f6e\uff0820 \u6761\u6d88\u606f\uff09\n- **\u573a\u666f\u9501\u5b9a**\uff1a\u8fdb\u5165\u573a\u666f\u540e\u9501\u5b9a\uff0c\u9632\u6b62\u610f\u56fe\u8df3\u573a\u666f\n\n**SessionState \u6838\u5fc3\u5b57\u6bb5**\uff1a\n```python\nsession_id \/ user_id           # \u6807\u8bc6\ncurrent_scene \/ scene_locked   # \u573a\u666f\u7ba1\u7406\nscene_key                      # \u7ec6\u5206\u573a\u666f\ncontext_summary               # LLM \u7ef4\u62a4\u7684\u4e0a\u4e0b\u6587\u6458\u8981\npending_action_text           # \u5f85\u786e\u8ba4\u52a8\u4f5c\nrejection_count               # \u5a49\u62d2\u8ba1\u6570\norder_id \/ order_info         # \u8ba2\u5355\u7f13\u5b58\nhistory                       # \u5bf9\u8bdd\u5386\u53f2\n```\n\n---\n\n## \u56db\u3001API \u63a5\u53e3\n\n### 4.1 \u5bf9\u8bdd\u63a5\u53e3\n\n```\nPOST \/api\/v1\/chat\nRequest:\n{\n  &quot;session_id&quot;: &quot;string&quot;,\n  &quot;user_id&quot;: &quot;string&quot;,\n  &quot;message&quot;: &quot;string&quot;,\n  &quot;order_id&quot;: &quot;string (\u53ef\u9009)&quot;\n}\n\nResponse:\n{\n  &quot;reply&quot;: &quot;\u5ba2\u670d\u56de\u590d&quot;,\n  &quot;action&quot;: &quot;none | refund | transfer_human | change_price | issue_coupon | pending_*&quot;,\n  &quot;action_payload&quot;: { ... },\n  &quot;session_state&quot;: {\n    &quot;session_id&quot;: &quot;string&quot;,\n    &quot;current_scene&quot;: &quot;DEVICE_FAULT&quot;,\n    &quot;scene_key&quot;: &quot;\u65e0\u6cd5\u5145\u7535_\u5df2\u5f52\u8fd8\u7535\u91cf\u6b63\u5e38_1H4H_\u5df2\u5b8c\u6210&quot;,\n    &quot;scene_locked&quot;: true,\n    &quot;rejection_count&quot;: 1,\n    &quot;context_summary&quot;: &quot;...&quot;\n  },\n  &quot;handoff_required&quot;: false,\n  &quot;handoff_reason&quot;: &quot;&quot;\n}\n```\n\n### 4.2 \u4f1a\u8bdd\u7ba1\u7406\u63a5\u53e3\n\n```\nGET  \/api\/v1\/session\/{session_id}       # \u67e5\u8be2\u4f1a\u8bdd\u72b6\u6001\nPOST \/api\/v1\/session\/{session_id}\/reset  # \u91cd\u7f6e\u4f1a\u8bdd\nGET  \/health                            # \u5065\u5eb7\u68c0\u67e5\n```\n\n---\n\n## \u4e94\u3001\u90e8\u7f72\u65b9\u6848 - \u963f\u91cc\u4e91 AgentRun\n\n### 5.1 \u90e8\u7f72\u67b6\u6784\n\n```\n\u672c\u5730\u4ee3\u7801\n  \u251c\u2500\u2500 s.yaml\uff08Serverless Devs \u914d\u7f6e\uff09\n  \u2514\u2500\u2500 code\/\uff08\u542b\u5e94\u7528\u4ee3\u7801 + \u9884\u5b89\u88c5\u4f9d\u8d56 \u2248 70MB\uff09\n        \u2193 s deploy\n\u963f\u91cc\u4e91 AgentRun \u5e73\u53f0\n  \u251c\u2500\u2500 Agent Runtime: smart-cs-mvp\n  \u251c\u2500\u2500 \u8fd0\u884c\u65f6: Python 3.12\n  \u251c\u2500\u2500 \u8d44\u6e90: 1 vCPU \/ 2GB \u5185\u5b58\n  \u2514\u2500\u2500 Endpoint: production\uff08\u516c\u7f51\u53ef\u8bbf\u95ee\uff09\n```\n\n### 5.2 \u5173\u952e\u914d\u7f6e\uff08s.yaml\uff09\n\n```yaml\nedition: 3.0.0\nname: smart-cs-mvp\naccess: default\n\nvars:\n  region: cn-hangzhou\n\nresources:\n  smart-cs:\n    component: agentrun\n    props:\n      region: ${vars.region}\n      agent:\n        name: smart-cs-mvp\n        description: &quot;\u67d0\u5171\u4eab\u5145\u7535\u5b9d\u667a\u80fd\u5ba2\u670d MVP - LangChain + FastAPI&quot;\n\n        code:\n          src: .\/code\n          language: python3.12\n          command:\n            - bash\n            - startup.sh\n\n        cpu: 1.0\n        memory: 2048\n        port: 9000\n        instanceConcurrency: 10\n\n        environmentVariables:\n          DASHSCOPE_API_KEY: ${env(DASHSCOPE_API_KEY)}\n          DASHSCOPE_BASE_URL: &quot;https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1&quot;\n          INTENT_MODEL: &quot;qwen3.6-flash&quot;\n          NEGOTIATION_MODEL: &quot;qwen3.7-plus&quot;\n          ENABLE_THINKING: &quot;false&quot;\n          SESSION_TTL_MINUTES: &quot;30&quot;\n\n        healthCheckConfiguration:\n          httpGetUrl: \/health\n          initialDelaySeconds: 10\n          periodSeconds: 10\n          timeoutSeconds: 3          # \u4e0a\u9650 3 \u79d2\uff0c\u4e0d\u53ef\u8d85\u8fc7\n          failureThreshold: 5\n          successThreshold: 1\n\n        internetAccess: true          # \u5fc5\u987b\u663e\u5f0f\u542f\u7528\n\n        endpoints:\n          - name: production\n            description: &quot;Production endpoint&quot;\n```\n\n### 5.3 \u90e8\u7f72\u5de5\u5177\u94fe\n\n| \u5de5\u5177 | \u7248\u672c | \u7528\u9014 |\n|------|------|------|\n| Serverless Devs (`s`) | 3.1.10 | \u90e8\u7f72 CLI |\n| agentrun \u7ec4\u4ef6 | latest | AgentRun \u5e73\u53f0\u9002\u914d |\n| npm + node | \u6700\u65b0 | s CLI \u8fd0\u884c\u65f6 |\n\n**\u90e8\u7f72\u547d\u4ee4**\uff1a\n```bash\ncd smart-cs\nexport DASHSCOPE_API_KEY=sk-xxx\ns deploy -y\n```\n\n### 5.4 \u4f9d\u8d56\u6253\u5305\u7b56\u7565\n\nAgentRun \u7684 Python 3.12 \u8fd0\u884c\u65f6 **\u4e0d\u9884\u88c5** \u7b2c\u4e09\u65b9\u5305\u3002\u5fc5\u987b\u5c06\u4f9d\u8d56\u9884\u5b89\u88c5\u5230 `code\/` \u76ee\u5f55\uff0c\u968f\u4ee3\u7801\u4e00\u8d77\u4e0a\u4f20\uff1a\n\n```bash\npip install --target code\/ -r code\/requirements.txt\n```\n\n\u6700\u7ec8\u90e8\u7f72\u5305\u7ea6 **70MB**\uff0c\u5305\u542b FastAPI\u3001LangChain\u3001DashScope SDK \u7b49\u5168\u90e8\u4f9d\u8d56\u3002\n\n### 5.5 \u542f\u52a8\u811a\u672c\uff08startup.sh\uff09\n\n```bash\n#!\/bin\/bash\nset -e\nexport PYTHONPATH=\/code:$PYTHONPATH\ncd \/code\nexec python3 -m uvicorn app.main:app --host 0.0.0.0 --port 9000 --workers 1\n```\n\n### 5.6 \u7aef\u70b9\u8bbf\u95ee\n\n\u90e8\u7f72\u6210\u529f\u540e\u7684 endpoint URL \u683c\u5f0f\uff1a\n```\nhttps:\/\/{account_id}.agentrun-data.{region}.aliyuncs.com\/agent-runtimes\/{name}\/endpoints\/{endpoint_name}\/invocations\n```\n\n**\u5f53\u524d\u751f\u4ea7\u5730\u5740**\uff1a\n```\nhttps:\/\/1579117411562324.agentrun-data.cn-hangzhou.aliyuncs.com\/agent-runtimes\/smart-cs-mvp\/endpoints\/production\/invocations\n```\n\n**\u8def\u5f84\u8f6c\u53d1\u89c4\u5219**\uff1a\n- `{endpoint}\/health` \u2192 \u5e94\u7528\u6536\u5230 `\/health`\n- `{endpoint}\/api\/v1\/chat` \u2192 \u5e94\u7528\u6536\u5230 `\/api\/v1\/chat`\n- `{endpoint}\/` \u2192 \u5e94\u7528\u6536\u5230 `\/`\uff08\u524d\u7aef\u9875\u9762\uff09\n\n### 5.7 \u524d\u7aef\u9875\u9762\u96c6\u6210\n\n\u524d\u7aef HTML \u9875\u9762\u76f4\u63a5\u901a\u8fc7 AgentRun \u7aef\u70b9\u8bbf\u95ee\uff08FastAPI StaticFiles \u6302\u8f7d\u5728 `\/` \u8def\u5f84\uff09\u3002\n\n\u524d\u7aef `API_BASE` \u914d\u7f6e\u903b\u8f91\uff1a\n- \u672c\u5730\u5f00\u53d1\uff08localhost\uff09\uff1a\u4f7f\u7528 `window.location.origin`\n- \u7ebf\u4e0a\u8bbf\u95ee\uff1a\u4f7f\u7528 AgentRun endpoint URL\n\n---\n\n## \u516d\u3001AgentRun \u90e8\u7f72\u8e29\u5751\u8bb0\u5f55\n\n### 6.1 AgentRun \u2260 FC\uff08\u51fd\u6570\u8ba1\u7b97\uff09\n\n| \u5bf9\u6bd4\u9879 | FC\uff08\u51fd\u6570\u8ba1\u7b97\uff09 | AgentRun |\n|--------|-------------|----------|\n| \u7ec4\u4ef6 | `fc3` | `agentrun` |\n| \u914d\u7f6e\u5c42\u7ea7 | `services` &gt; `function` | `resources` &gt; `agent` |\n| \u90e8\u7f72\u5de5\u5177 | FC SDK \/ s CLI | Serverless Devs + agentrun \u7ec4\u4ef6 |\n| \u8fd0\u884c\u65f6 | custom.debian11 | python3.12 (\u5185\u7f6e) |\n| \u542f\u52a8\u65b9\u5f0f | bootstrap \u811a\u672c | \u81ea\u5b9a\u4e49 command |\n| \u7aef\u70b9\u683c\u5f0f | `{func}.{region}.fcapp.run` | `{id}.agentrun-data.{region}.aliyuncs.com\/...` |\n\n**\u6559\u8bad**\uff1a\u4f7f\u7528\u963f\u91cc\u4e91 FC SDK \u90e8\u7f72\u7684\u5e94\u7528\u4e0d\u4f1a\u51fa\u73b0\u5728 AgentRun \u63a7\u5236\u53f0\u3002\u4e24\u8005\u662f\u72ec\u7acb\u5e73\u53f0\u3002\n\n### 6.2 NetworkConfiguration \u5fc5\u987b\u663e\u5f0f\u58f0\u660e\n\n**\u9519\u8bef\u4fe1\u606f**\uff1a\n```\nNetworkConfiguration is required\n```\n\n**\u539f\u56e0**\uff1aAgentRun \u4ee3\u7801\u6a21\u5f0f\u8981\u6c42\u5728 s.yaml \u4e2d\u663e\u5f0f\u542f\u7528\u7f51\u7edc\u8bbf\u95ee\uff0c\u5426\u5219\u90e8\u7f72\u5931\u8d25\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u5728 agent \u914d\u7f6e\u4e2d\u6dfb\u52a0\uff1a\n```yaml\ninternetAccess: true\n```\n\n### 6.3 \u5065\u5eb7\u68c0\u67e5 timeoutSeconds \u4e0a\u9650\u4e3a 3 \u79d2\n\n**\u9519\u8bef\u4fe1\u606f**\uff1a\n```\nTimeoutSeconds must be at most 3\n```\n\n**\u539f\u56e0**\uff1aAgentRun \u5e73\u53f0\u9650\u5236\u5065\u5eb7\u68c0\u67e5\u8d85\u65f6\u65f6\u95f4\u6700\u5927 3 \u79d2\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\n```yaml\nhealthCheckConfiguration:\n  timeoutSeconds: 3   # \u4e0d\u80fd\u8d85\u8fc7 3\n```\n\n### 6.4 Python \u4f9d\u8d56\u5fc5\u987b\u9884\u5b89\u88c5\u5230\u4ee3\u7801\u5305\n\n**\u9519\u8bef\u73b0\u8c61**\uff1a\u90e8\u7f72\u6210\u529f\u4f46\u8c03\u7528\u62a5 `ModuleNotFoundError: No module named &#x27;uvicorn&#x27;`\n\n**\u539f\u56e0**\uff1aAgentRun \u7684 python3.12 \u8fd0\u884c\u65f6\u53ea\u6709\u6807\u51c6\u5e93\uff0c\u4e0d\u9884\u88c5\u4efb\u4f55\u7b2c\u4e09\u65b9\u5305\u3002startup.sh \u4e2d `pip install` \u53ef\u80fd\u56e0\u7f51\u7edc\u8d85\u65f6\u6216\u51b7\u542f\u52a8\u9650\u5236\u5931\u8d25\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u5728\u672c\u5730\u9884\u5b89\u88c5\u4f9d\u8d56\u5230 code\/ \u76ee\u5f55\uff1a\n```bash\npip install --target code\/ -r code\/requirements.txt\n```\n\n**\u6ce8\u610f\u4e8b\u9879**\uff1a\n- \u672c\u5730 Python \u7248\u672c\u5dee\u5f02\u53ef\u80fd\u5bfc\u81f4\u7f16\u8bd1\u5305\u4e0d\u517c\u5bb9\uff0c\u4f46\u7eaf Python \u5305\uff08\u5982 LangChain\uff09\u65e0\u6b64\u95ee\u9898\n- \u90e8\u7f72\u5305\u4f1a\u589e\u5927\u5230 ~70MB\uff0c\u4e0a\u4f20\u8017\u65f6\u7ea6 30 \u79d2\n- \u9700\u8bbe\u7f6e `PYTHONPATH=\/code:$PYTHONPATH` \u786e\u4fdd\u6a21\u5757\u53ef\u627e\u5230\n\n### 6.5 Qwen3 \u7cfb\u5217\u6a21\u578b\u5fc5\u987b\u7981\u7528 thinking \u6a21\u5f0f\n\n**\u9519\u8bef\u73b0\u8c61**\uff1aLLM \u8c03\u7528\u540e\u8fd4\u56de\u7a7a\u5b57\u7b26\u4e32\u6216 JSON \u89e3\u6790\u5931\u8d25\n\n**\u539f\u56e0**\uff1aQwen3 \u7cfb\u5217\u6a21\u578b\u9ed8\u8ba4\u542f\u7528 thinking \u6a21\u5f0f\uff0c\u4f1a\u4ea7\u751f\u989d\u5916\u7684&quot;\u601d\u8003\u8fc7\u7a0b&quot;\u8f93\u51fa\uff0c\u5e72\u6270 JSON \u89e3\u6790\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\n```python\nChatOpenAI(\n    extra_body={&quot;enable_thinking&quot;: False},\n    model_kwargs={&quot;response_format&quot;: {&quot;type&quot;: &quot;json_object&quot;}},\n)\n```\n\n\u73af\u5883\u53d8\u91cf\u914d\u7f6e\uff1a`ENABLE_THINKING=false`\n\n### 6.6 Qwen3 \u6a21\u578b System Message \u517c\u5bb9\u6027\u95ee\u9898\n\n**\u9519\u8bef\u73b0\u8c61**\uff1a\u4f7f\u7528 SystemMessage + HumanMessage \u7ec4\u5408\u65f6\uff0c\u6a21\u578b\u8f93\u51fa\u4e0d\u7a33\u5b9a\u6216\u5ffd\u7565 System Prompt\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u5c06 System Prompt \u4e0e User Prompt \u5408\u5e76\u4e3a\u5355\u6761 HumanMessage\uff1a\n```python\ncombined_prompt = f&quot;{SYSTEM_PROMPT}nn{USER_PROMPT}&quot;\nmessages = [HumanMessage(content=combined_prompt)]\n```\n\n### 6.7 \u524d\u7aef\u9759\u6001\u6587\u4ef6\u8def\u5f84\u5728 AgentRun \u4e2d\u7684\u5904\u7406\n\n**\u9519\u8bef\u73b0\u8c61**\uff1a\u524d\u7aef\u76ee\u5f55\u5728 `smart-cs\/frontend\/` \u4f46\u4ee3\u7801\u53ea\u4e0a\u4f20 `code\/`\uff0c\u5bfc\u81f4 AgentRun \u4e0a\u8bbf\u95ee\u6839\u8def\u5f84 404\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\n1. \u5c06 `frontend\/` \u590d\u5236\u5230 `code\/frontend\/` \u4e2d\u968f\u4ee3\u7801\u4e0a\u4f20\n2. \u4fee\u6b63 `main.py` \u4e2d\u7684\u8def\u5f84\u67e5\u627e\u903b\u8f91\uff0c\u4f18\u5148\u67e5\u627e `code\/frontend\/`\uff1a\n```python\n_frontend_dir = Path(__file__).resolve().parent.parent \/ &quot;frontend&quot;\nif not _frontend_dir.exists():\n    _frontend_dir = Path(__file__).resolve().parent.parent.parent \/ &quot;frontend&quot;\n```\n\n### 6.8 \u90e8\u7f72\u5305\u5927\u5c0f\u4f18\u5316\u5efa\u8bae\n\n\u5f53\u524d\u90e8\u7f72\u5305 ~70MB\u3002\u5982\u9700\u4f18\u5316\uff1a\n- \u6392\u9664 `__pycache__`\u3001`.dist-info`\u3001`tests\/` \u76ee\u5f55\n- \u4f7f\u7528 `--no-deps` \u5bf9\u5df2\u6ee1\u8db3\u7684\u5305\u8df3\u8fc7\u91cd\u590d\u5b89\u88c5\n- \u8003\u8651\u62c6\u5206\u6838\u5fc3\u4f9d\u8d56\u548c\u53ef\u9009\u4f9d\u8d56\n\n---\n\n## \u4e03\u3001\u6027\u80fd\u8868\u73b0\n\n| \u6307\u6807 | \u89c4\u5212\u76ee\u6807 | MVP \u5b9e\u9645 |\n|------|---------|---------|\n| \u610f\u56fe\u8bc6\u522b\u8017\u65f6 | \u2264 2s | 500-1500ms\uff08qwen3.6-flash\uff09 |\n| \u89c4\u5219\u5f15\u64ce\u8017\u65f6 | &lt; 100ms | &lt; 1ms |\n| \u534f\u5546\u63a8\u7406\u8017\u65f6 | \u2264 8s | 1500-3000ms\uff08qwen3.7-plus\uff09 |\n| \u7aef\u5230\u7aef\u54cd\u5e94 | \u2264 5s | 2000-5000ms |\n| \u573a\u666f\u9501\u5b9a\u51c6\u786e\u7387 | \u2265 95% | ~98%\uff08\u5173\u952e\u8bcd + LLM \u53cc\u4fdd\u9669\uff09 |\n\n---\n\n## \u516b\u3001\u6d4b\u8bd5\u6570\u636e\n\n### 8.1 Mock \u8ba2\u5355\n\n| \u8ba2\u5355\u53f7 | \u573a\u666f\u8986\u76d6 | \u9884\u671f\u8def\u7531 |\n|--------|---------|---------|\n| ORDER_001 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u672a\u8d85\u671f\/2.5H\/\u5df2\u5b8c\u6210 | 1H-4H \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c |\n| ORDER_002 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u672a\u8d85\u671f\/0.5H\/\u5df2\u5b8c\u6210\/\u672a\u8865\u5238 | &lt; 1H \u4e24\u6b21\u5a49\u62d2\u540e\u53d1\u5238 |\n| ORDER_003 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u5df2\u8d85\u671f15\u5929\/\u5f85\u4ed8\u6b3e | \u8d85\u671f30\u5929\u5185 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c |\n| ORDER_004 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u98ce\u9669\u7528\u6237 | \u98ce\u9669\u7528\u6237 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 |\n| ORDER_005 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u672a\u8d85\u671f\/6H\/\u5f85\u4ed8\u6b3e | 4H-24H \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c |\n\n### 8.2 \u6d4b\u8bd5\u5165\u53e3\n\n- **\u524d\u7aef\u9875\u9762**\uff1a`{endpoint}\/`\n- **API \u76f4\u8c03**\uff1a`POST {endpoint}\/api\/v1\/chat`\n- **\u5065\u5eb7\u68c0\u67e5**\uff1a`GET {endpoint}\/health`\n\n---\n\n## \u4e5d\u3001\u540e\u7eed\u8fed\u4ee3\u65b9\u5411\n\n### 9.1 \u77ed\u671f\u4f18\u5316\n\n- [ ] \u6d88\u606f\u5408\u5e76\u5c42\u5b9e\u73b0\uff0810s \u7a97\u53e3 + 200\u5b57\u9608\u503c\uff09\n- [ ] \u5bf9\u63a5\u771f\u5b9e\u8ba2\u5355\u67e5\u8be2 API\uff08\u66ff\u6362 Mock\uff09\n- [ ] \u589e\u52a0\u66f4\u591a\u552e\u540e\u573a\u666f\uff08\u8ba1\u8d39\u5f02\u8bae\u3001\u9000\u6b3e\u7b49\uff09\n- [ ] Redis \u66ff\u4ee3\u5185\u5b58\u5b58\u50a8\uff08\u652f\u6301\u591a\u5b9e\u4f8b\u90e8\u7f72\uff09\n\n### 9.2 \u4e2d\u671f\u6f14\u8fdb\n\n- [ ] \u6d41\u5f0f\u54cd\u5e94\u652f\u6301\uff08SSE\uff09\n- [ ] \u5bf9\u8bdd\u65e5\u5fd7\u6301\u4e45\u5316\uff08PostgreSQL \/ \u65e5\u5fd7\u670d\u52a1\uff09\n- [ ] \u6a21\u578b\u964d\u7ea7\u673a\u5236\uff08qwen3.7-plus \u2192 qwen3.6-flash \u2192 \u9884\u8bbe\u8bdd\u672f\uff09\n- [ ] \u5e76\u53d1\u538b\u6d4b\u4e0e\u6027\u80fd\u4f18\u5316\n- [ ] \u7070\u5ea6\u53d1\u5e03 + A\/B \u6d4b\u8bd5\u80fd\u529b\n\n### 9.3 \u957f\u671f\u76ee\u6807\n\n- [ ] \u901a\u7528\u573a\u666f\u5de5\u4f5c\u6d41\u5f15\u64ce\uff08\u53ef\u914d\u7f6e\u6b65\u9aa4\u7f16\u6392\uff09\n- [ ] \u7ba1\u7406\u540e\u53f0\uff08\u573a\u666f\u914d\u7f6e \/ \u7b56\u7565\u7ba1\u7406 \/ \u76d1\u63a7\u770b\u677f\uff09\n- [ ] CI\/CD Pipeline\uff08Harness \u96c6\u6210\uff09\n- [ ] \u591a\u79df\u6237\u652f\u6301\n\n---\n\n## \u5341\u3001\u51ed\u8bc1\u4e0e\u73af\u5883\u4fe1\u606f\n\n| \u914d\u7f6e\u9879 | \u503c |\n|--------|-----|\n| \u963f\u91cc\u4e91 Account ID | 1579XXXXXXXXXXX |\n| AgentRun Region | cn-hangzhou |\n| Agent Runtime Name | smart-cs-mvp |\n| Agent Runtime ID | eca0bc12-8d01-46a8-aec8-b8f0b6e4e0c6 |\n| Endpoint Name | production |\n| DashScope API Key | sk-88544fXXXXXXXXXXXXXXXXXXe8ae |\n| \u516c\u7f51\u8bbf\u95ee\u5730\u5740 | https:\/\/1579XXXXXXXXXXX.agentrun-data.cn-hangzhou.aliyuncs.com\/agent-runtimes\/smart-cs-mvp\/endpoints\/production\/invocations |\n<\/code><\/pre>\n<p>\u7ecf\u8fc7\u51e0\u8f6e\u9700\u6c42\u66f4\u65b0\u7684\u4ea4\u4e92\uff0c\u751f\u6210\u66f4\u65b0\u540e\u7248\u672c\u7684Spec\u9700\u6c42\u6587\u4ef6\u5982\u4e0b\u3002<\/p>\n<pre><code class=\"language-markdown\"># \u67d0\u5171\u4eab\u5145\u7535\u5b9d C\u7aef\u667a\u80fd\u5ba2\u670d - \u9ad8\u4ee3\u7801 MVP \u5b9e\u73b0 Spec\uff08v3.3\uff09\n\n## \u4e00\u3001\u9879\u76ee\u6982\u8ff0\n\n### 1.1 \u80cc\u666f\n\n\u57fa\u4e8e `2-0-\u9ad8\u4ee3\u7801\u6539\u9020-spec\u9700\u6c42\u6587\u4ef6.md` \u7684\u8bbe\u8ba1\u65b9\u6848\uff0c\u5b8c\u6210\u4e86\u9ad8\u4ee3\u7801 MVP \u7684\u843d\u5730\u5b9e\u73b0\u3002MVP \u805a\u7126\u4e8e&quot;\u65e0\u6cd5\u5145\u7535-\u5df2\u56de\u4ed3-\u7535\u91cf\u6b63\u5e38\u635f\u8017&quot;\u8fd9\u4e00\u9ad8\u9891\u573a\u666f\uff0c\u9a8c\u8bc1\u9ad8\u4ee3\u7801\u67b6\u6784\u76f8\u8f83\u4f4e\u4ee3\u7801\u5de5\u4f5c\u6d41\u5728\u72b6\u6001\u7ba1\u7406\u3001\u54cd\u5e94\u901f\u5ea6\u548c\u6d41\u7a0b\u63a7\u5236\u65b9\u9762\u7684\u6838\u5fc3\u4f18\u52bf\u3002\n\n### 1.2 \u7248\u672c\u53d8\u66f4\uff08v3.2 \u2192 v3.3\uff09\n\n| \u53d8\u66f4\u9879 | v3.2 | v3.3 |\n|--------|------|------|\n| \u573a\u666f\u9501\u5b9a\u610f\u56fe\u8bc6\u522b | \u8df3\u8fc7 LLM\uff0c\u76f4\u63a5 CONTINUE_CURRENT_SCENE | \u2705 \u4ecd\u8c03 LLM \u5206\u7c7b\uff0c\u68c0\u6d4b\u9690\u5f0f\u5207\u6362 |\n| \u9690\u5f0f\u573a\u666f\u5207\u6362 | \u274c \u4e0d\u652f\u6301\uff08\u9501\u5b9a\u540e\u65e0\u6cd5\u8df3\u51fa\uff09 | \u2705 LLM \u5224\u65ad\u610f\u56fe\u4e0d\u540c \u2192 IMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5 |\n| \u610f\u56fe\u6807\u7b7e\u4f53\u7cfb | 6 \u79cd | 7 \u79cd\uff08\u65b0\u589e IMPLICIT_SWITCH\uff09 |\n| \u573a\u666f\u9501\u5b9a\u5185\u7eed\u8f6e\u8017\u65f6 | ~0ms\uff08\u8df3\u8fc7 LLM\uff09 | +500-1500ms\uff08\u8c03 LLM \u786e\u8ba4\u610f\u56fe\uff09 |\n\n### 1.3 MVP \u5b9e\u73b0\u8303\u56f4\n\n| \u6a21\u5757 | \u89c4\u5212\uff08Spec\uff09 | MVP \u5b9e\u73b0 |\n|------|-------------|---------|\n| \u6d88\u606f\u5408\u5e76\u5c42 | 10s \u7a97\u53e3\u5408\u5e76 | \u2705 \u81ea\u9002\u5e94\u7f13\u51b2\u7a97\u53e3\uff08quiet=5s \/ window=3s \/ 200\u5b57\uff09 |\n| \u610f\u56fe\u8bc6\u522b | LLM \u5206\u7c7b + \u573a\u666f\u9501\u5b9a | \u2705 qwen3.6-flash + \u5173\u952e\u8bcd\u89c4\u5219 + \u9690\u5f0f\u5207\u6362\u68c0\u6d4b |\n| \u573a\u666f\u8def\u7531\u5668 | \u591a\u573a\u666f\u5206\u53d1 | \u2705 \u652f\u6301\u65e0\u6cd5\u5145\u7535\u573a\u666f + \u9690\u5f0f\u5207\u6362\u8f6c\u4eba\u5de5 + \u515c\u5e95 |\n| \u5de5\u4f5c\u6d41\u5f15\u64ce | \u901a\u7528\u6b65\u9aa4\u5f15\u64ce | \u2705 \u573a\u666f\u5185\u7f6e\u6d41\u7a0b\uff08\u67e5\u5355\u2192\u89c4\u5219\u2192\u534f\u5546\u2192\u56de\u590d\uff09 |\n| \u89c4\u5219\u5f15\u64ce | \u786e\u5b9a\u6027\u903b\u8f91 | \u2705 \u5b8c\u6574\u5206\u652f\u8def\u7531\uff0c&lt; 1ms |\n| \u534f\u5546\u667a\u80fd\u4f53 | LLM \u591a\u8f6e\u63a8\u7406 | \u2705 qwen3.7-plus + 9 \u79cd\u7b56\u7565 |\n| \u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406 | Redis + PostgreSQL | \u2705 \u5185\u5b58\u7ba1\u7406 + TTL \u81ea\u52a8\u6e05\u7406 |\n| \u8ba2\u5355\u670d\u52a1 | \u771f\u5b9e API \u5bf9\u63a5 | \u26a0\ufe0f Mock 5 \u4e2a\u5178\u578b\u8ba2\u5355 |\n| \u524d\u7aef\u9875\u9762 | \u6d4b\u8bd5 Demo | \u2705 \u5355\u9875 HTML \u5bf9\u8bdd UI |\n| \u90e8\u7f72 | Docker + K8s | \u2705 \u963f\u91cc\u4e91 AgentRun \u5e73\u53f0 |\n\n### 1.4 \u6280\u672f\u6808\n\n| \u5c42\u6b21 | \u6280\u672f\u65b9\u6848 |\n|------|---------|\n| \u8fd0\u884c\u65f6 | Python 3.12 \/ FastAPI 0.115 |\n| LLM \u8c03\u7528 | LangChain + ChatOpenAI\uff08DashScope \u517c\u5bb9\u6a21\u5f0f\uff09 |\n| \u610f\u56fe\u6a21\u578b | qwen3.6-flash\uff08\u8f7b\u91cf\u5feb\u901f\uff09 |\n| \u534f\u5546\u6a21\u578b | qwen3.7-plus\uff08\u590d\u6742\u63a8\u7406\uff0cmax_tokens=600\uff09 |\n| \u72b6\u6001\u7ba1\u7406 | \u5185\u5b58\u5b57\u5178 + \u7ebf\u7a0b\u9501 + TTL \u6e05\u7406\u7ebf\u7a0b |\n| \u6d88\u606f\u5408\u5e76 | asyncio.Event + asyncio.Lock\uff08\u81ea\u9002\u5e94\u7a97\u53e3\uff09 |\n| \u90e8\u7f72\u5e73\u53f0 | \u963f\u91cc\u4e91 AgentRun\uff08Serverless Devs + agentrun \u7ec4\u4ef6\uff09 |\n| \u524d\u7aef | \u7eaf HTML\/JS \u5355\u9875\u9762\uff08AgentRun \u9759\u6001\u6587\u4ef6\u6258\u7ba1\uff09 |\n\n---\n\n## \u4e8c\u3001\u7cfb\u7edf\u67b6\u6784\n\n### 2.1 \u8fd0\u884c\u65f6\u67b6\u6784\n\n```\n\u7528\u6237\u6d88\u606f \u2192 [FastAPI \/api\/v1\/chat]\n                    \u2193\n         [\u6d88\u606f\u5408\u5e76\u5c42 MessageBuffer]\n            \u251c\u2500\u2500 \u9996\u6761\u6d88\u606f: hold \u8fde\u63a5\uff0c\u542f\u52a8 quiet_period(5s) \u5b9a\u65f6\u5668\n            \u251c\u2500\u2500 \u540e\u7eed\u6d88\u606f: \u8ffd\u52a0\u5230\u7f13\u51b2\u533a\uff0c\u8fd4\u56de &quot;buffered&quot;\uff0c\u91cd\u7f6e window(3s)\n            \u251c\u2500\u2500 \u5b57\u6570\u9608\u503c(\u2265200\u5b57): \u7acb\u5373\u5408\u5e76\u89e6\u53d1\n            \u2514\u2500\u2500 \u5b9a\u65f6\u5668\u5230\u671f: \u5408\u5e76\u6240\u6709\u6d88\u606f\u4e3a\u4e00\u6761\n                    \u2193\n         [\u610f\u56fe\u8bc6\u522b\u5668 IntentRecognizer]\n            \u251c\u2500\u2500 \u89c4\u52191: \u8f6c\u4eba\u5de5\u5173\u952e\u8bcd\uff08\u6700\u9ad8\u4f18\u5148\u7ea7\uff09\n            \u251c\u2500\u2500 \u89c4\u52192: \u573a\u666f\u9501\u5b9a \u2192 \u663e\u5f0f\u5207\u6362\u68c0\u6d4b \u2192 LLM\u5206\u7c7b\u786e\u8ba4\/\u9690\u5f0f\u5207\u6362 [CHANGED]\n            \u2514\u2500\u2500 \u89c4\u52193: qwen3.6-flash LLM \u5206\u7c7b\uff08\u9996\u8f6e\uff09\n                    \u2193\n         [\u573a\u666f\u8def\u7531\u5668 SceneRouter]\n            \u251c\u2500\u2500 DEVICE_FAULT \/ CONTINUE \u2192 \u65e0\u6cd5\u5145\u7535\u573a\u666f\u5904\u7406\u5668\n            \u251c\u2500\u2500 IMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5\uff08\u975e\u5145\u7535\u573a\u666f\uff09 [NEW]\n            \u251c\u2500\u2500 TRANSFER_HUMAN \u2192 \u8f6c\u4eba\u5de5\n            \u251c\u2500\u2500 EXPLICIT_SWITCH \u2192 \u89e3\u9501\u573a\u666f\n            \u2514\u2500\u2500 \u5176\u4ed6 \u2192 \u515c\u5e95\u8bdd\u672f\n                    \u2193\n         [\u65e0\u6cd5\u5145\u7535\u573a\u666f\u5904\u7406\u5668 charging_fault]\n            \u251c\u2500\u2500 1. \u67e5\u8be2\u8ba2\u5355\uff08Mock OrderService\uff09\n            \u251c\u2500\u2500 2. \u89c4\u5219\u5f15\u64ce\u8def\u7531\uff08&lt; 1ms \u7eaf\u89c4\u5219\uff09\n            \u251c\u2500\u2500 3. \u534f\u5546\u667a\u80fd\u4f53\u63a8\u7406\uff08qwen3.7-plus\uff09\n            \u251c\u2500\u2500 4. \u52a8\u4f5c Payload \u7ec4\u88c5\n            \u251c\u2500\u2500 5. \u8bdd\u672f\u6a21\u677f\u586b\u5145\n            \u2514\u2500\u2500 6. \u66f4\u65b0\u4f1a\u8bdd\u72b6\u6001\n                    \u2193\n         [ChatResponse] \u2192 \u524d\u7aef\u5c55\u793a\n```\n\n### 2.2 \u4ee3\u7801\u7ed3\u6784\n\n```\nsmart-cs\/\n\u251c\u2500\u2500 code\/                          # \u90e8\u7f72\u5305\uff08\u4e0a\u4f20\u5230 AgentRun\uff09\n\u2502   \u251c\u2500\u2500 app\/\n\u2502   \u2502   \u251c\u2500\u2500 main.py               # FastAPI \u5165\u53e3 + \u8def\u7531\u5b9a\u4e49\uff08\u542b\u5207\u6362\u89e3\u9501\u903b\u8f91\uff09\n\u2502   \u2502   \u251c\u2500\u2500 config.py             # \u73af\u5883\u53d8\u91cf\u914d\u7f6e\u7ba1\u7406\n\u2502   \u2502   \u251c\u2500\u2500 models\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 session.py        # SessionState \/ ChatRequest \/ ChatResponse\n\u2502   \u2502   \u251c\u2500\u2500 core\/\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 message_buffer.py      # \u6d88\u606f\u5408\u5e76\u5c42\uff08\u81ea\u9002\u5e94\u7a97\u53e3\uff09\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 intent_recognizer.py   # \u610f\u56fe\u8bc6\u522b\uff08\u5173\u952e\u8bcd + \u9501\u5b9aLLM\u786e\u8ba4 + LLM\uff09[CHANGED]\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 scene_router.py        # \u573a\u666f\u8def\u7531\u5206\u53d1\uff08\u542bIMPLICIT_SWITCH\uff09[CHANGED]\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 state_manager.py       # \u5185\u5b58\u4f1a\u8bdd\u7ba1\u7406\u5668\uff08\u7ebf\u7a0b\u5b89\u5168 + TTL\uff09\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 rule_engine.py         # \u7eaf\u89c4\u5219\u8def\u7531\u5f15\u64ce\uff0820+ \u5206\u652f\uff09\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 negotiation_agent.py   # \u534f\u5546\u667a\u80fd\u4f53\uff08LangChain\uff09\n\u2502   \u2502   \u251c\u2500\u2500 scenes\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 charging_fault.py      # \u65e0\u6cd5\u5145\u7535\u573a\u666f\u5b8c\u6574\u5b9e\u73b0\n\u2502   \u2502   \u251c\u2500\u2500 services\/\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 order_service.py       # Mock \u8ba2\u5355\u67e5\u8be2\n\u2502   \u2502   \u2514\u2500\u2500 prompts\/\n\u2502   \u2502       \u251c\u2500\u2500 intent_prompt.py       # \u610f\u56fe\u8bc6\u522b Prompt\n\u2502   \u2502       \u2514\u2500\u2500 negotiation_prompt.py  # \u534f\u5546\u667a\u80fd\u4f53 Prompt\uff08317\u884c\uff09\n\u2502   \u251c\u2500\u2500 frontend\/\n\u2502   \u2502   \u2514\u2500\u2500 index.html            # \u524d\u7aef\u6d4b\u8bd5\u9875\u9762\n\u2502   \u251c\u2500\u2500 startup.sh                # AgentRun \u542f\u52a8\u811a\u672c\n\u2502   \u2514\u2500\u2500 requirements.txt          # Python \u4f9d\u8d56\u6e05\u5355\n\u251c\u2500\u2500 s.yaml                        # Serverless Devs \u90e8\u7f72\u914d\u7f6e\n\u251c\u2500\u2500 .env.example                  # \u73af\u5883\u53d8\u91cf\u6a21\u677f\n\u251c\u2500\u2500 Dockerfile                    # Docker \u6784\u5efa\u6587\u4ef6\uff08\u5907\u7528\uff09\n\u2514\u2500\u2500 deploy.py                     # FC \u90e8\u7f72\u811a\u672c\uff08\u5df2\u5f03\u7528\uff0c\u6539\u7528 AgentRun\uff09\n```\n\n---\n\n## \u4e09\u3001\u6838\u5fc3\u6a21\u5757\u5b9e\u73b0\n\n### 3.1 \u6d88\u606f\u5408\u5e76\u5c42\uff08MessageBuffer\uff09\n\n**\u89e3\u51b3\u95ee\u9898**\uff1a\u7528\u6237\u5728 IM \u4e2d\u4e60\u60ef\u8fde\u7eed\u53d1\u9001\u591a\u6761\u77ed\u6d88\u606f\uff0c\u9010\u6761\u5904\u7406\u4f1a\u5bfc\u81f4\u591a\u6b21 LLM \u8c03\u7528\u3001\u610f\u56fe\u8bc6\u522b\u4e0d\u51c6\u3001\u591a\u6b21\u673a\u5668\u4eba\u56de\u590d\u3002\n\n**\u81ea\u9002\u5e94\u7f13\u51b2\u7b56\u7565**\uff1a\n\n| \u9636\u6bb5 | \u884c\u4e3a | \u53c2\u6570 |\n|------|------|------|\n| \u9996\u6761\u6d88\u606f\u5230\u8fbe | hold HTTP \u8fde\u63a5\uff0c\u542f\u52a8 quiet_period \u5b9a\u65f6\u5668 | 5s |\n| quiet_period \u5185\u65e0\u65b0\u6d88\u606f | \u89c6\u4e3a\u5355\u6761\u6d88\u606f\uff0cflush \u89e6\u53d1\u5904\u7406 | - |\n| \u6709\u65b0\u6d88\u606f\u5230\u8fbe | \u8fdb\u5165\u591a\u6d88\u606f\u6a21\u5f0f\uff0c\u91cd\u7f6e\u4e3a\u5b8c\u6574 window \u5b9a\u65f6\u5668 | 3s |\n| \u5b8c\u6574\u7a97\u53e3\u5185\u518d\u6709\u65b0\u6d88\u606f | \u518d\u6b21\u91cd\u7f6e window \u5b9a\u65f6\u5668 | 3s |\n| \u603b\u5b57\u6570 \u2265 \u9608\u503c | \u7acb\u5373 flush\uff0c\u4e0d\u7b49\u7a97\u53e3 | 200\u5b57 |\n\n**\u6838\u5fc3\u5b9e\u73b0\u8981\u70b9**\uff1a\n- **asyncio.Event** \u7528\u4e8e\u9996\u6761\u6d88\u606f\u7b49\u5f85\u8005\u548c\u5b9a\u65f6\u5668\/\u5b57\u6570\u89e6\u53d1\u4e4b\u95f4\u7684\u901a\u4fe1\n- **asyncio.Lock** \u4fdd\u62a4\u7f13\u51b2\u533a\u5e76\u53d1\u4fee\u6539\n- **\u9501\u5916 await** \u6a21\u5f0f\uff1a\u907f\u514d\u5728\u6301\u9501\u65f6 await \u5bfc\u81f4\u6b7b\u9501\n- **\u53cc\u91cd\u5904\u7406\u9632\u62a4**\uff1a\u5b57\u6570\u9608\u503c\u89e6\u53d1\u65f6\u8fd4\u56de buffered \u7ed9\u89e6\u53d1\u8005\uff0c\u7531\u9996\u6761\u6d88\u606f\u7684\u7b49\u5f85\u8005\u7edf\u4e00\u5904\u7406\n\n**\u914d\u7f6e\u53c2\u6570**\uff1a\n```python\nBUFFER_QUIET_PERIOD = 5.0    # \u9996\u6761\u6d88\u606f\u7b49\u5f85\u671f\uff08\u79d2\uff09\nBUFFER_WINDOW_SECONDS = 3.0  # \u591a\u6d88\u606f\u7a97\u53e3\uff08\u79d2\uff09\nBUFFER_MAX_CHARS = 200       # \u5b57\u6570\u9608\u503c\uff08\u7acb\u5373\u89e6\u53d1\uff09\n```\n\n**\u524d\u7aef\u5904\u7406**\uff1a\n- \u540e\u7eed\u6d88\u606f\u6536\u5230 `action=&quot;buffered&quot;` \u65f6\u663e\u793a&quot;\u6d88\u606f\u5df2\u7f13\u51b2&quot;\u72b6\u6001\n- \u9996\u6761\u6d88\u606f\u7684 HTTP \u8fde\u63a5 hold \u76f4\u5230\u6700\u7ec8\u7ed3\u679c\u8fd4\u56de\n\n### 3.2 \u610f\u56fe\u8bc6\u522b\u5668\uff08IntentRecognizer\uff09[CHANGED in v3.3]\n\n**\u56db\u5c42\u8bc6\u522b\u7b56\u7565**\uff08\u4f18\u5148\u7ea7\u4ece\u9ad8\u5230\u4f4e\uff09\uff1a\n\n| \u5c42\u7ea7 | \u7b56\u7565 | \u65b9\u6cd5 | \u8017\u65f6 |\n|------|------|------|------|\n| \u89c4\u52191 | \u8f6c\u4eba\u5de5\u5173\u952e\u8bcd | \u5173\u952e\u8bcd\u5217\u8868\u5339\u914d | &lt; 1ms |\n| \u89c4\u52192a | \u663e\u5f0f\u5207\u6362\u5173\u952e\u8bcd | \u5173\u952e\u8bcd\u5217\u8868\u5339\u914d\uff08\u573a\u666f\u9501\u5b9a\u65f6\uff09 | &lt; 1ms |\n| \u89c4\u52192b | \u573a\u666f\u9501\u5b9a LLM \u786e\u8ba4 | qwen3.6-flash \u5206\u7c7b \u2192 \u6bd4\u5bf9\u5f53\u524d\u573a\u666f [NEW] | 500-1500ms |\n| \u89c4\u52193 | LLM \u5206\u7c7b\uff08\u9996\u8f6e\uff09 | qwen3.6-flash | 500-1500ms |\n\n**v3.3 \u573a\u666f\u9501\u5b9a\u6d41\u7a0b\u53d8\u66f4**\uff1a\n\n```\n\u573a\u666f\u5df2\u9501\u5b9a\u65f6\u6536\u5230\u65b0\u6d88\u606f\n        \u2193\n   \u662f\u5426\u547d\u4e2d\u8f6c\u4eba\u5de5\u5173\u952e\u8bcd\uff1f \u2500\u2500\u2192 \u662f \u2192 TRANSFER_HUMAN\n        \u2193 \u5426\n   \u662f\u5426\u547d\u4e2d\u663e\u5f0f\u5207\u6362\u5173\u952e\u8bcd\uff1f \u2500\u2500\u2192 \u662f \u2192 EXPLICIT_SWITCH\n        \u2193 \u5426\n   \u8c03\u7528 LLM \u5206\u7c7b\u7528\u6237\u6d88\u606f           \u2190 [v3.3 \u65b0\u589e]\n        \u2193\n   LLM \u610f\u56fe == \u5f53\u524d\u9501\u5b9a\u573a\u666f\uff1f\n        \u251c\u2500\u2500 \u662f \u2192 CONTINUE_CURRENT_SCENE\uff08\u7ee7\u7eed\u5f53\u524d\u573a\u666f\uff09\n        \u2514\u2500\u2500 \u5426 \u2192 IMPLICIT_SWITCH\uff08\u9690\u5f0f\u5207\u6362\uff0c\u8f6c\u4eba\u5de5\uff09 \u2190 [v3.3 \u65b0\u589e]\n```\n\n**v3.2 vs v3.3 \u5bf9\u6bd4**\uff1a\n\n| \u884c\u4e3a | v3.2 | v3.3 |\n|------|------|------|\n| \u573a\u666f\u9501\u5b9a + \u540c\u573a\u666f\u6d88\u606f | \u76f4\u63a5 CONTINUE\uff08\u8df3\u8fc7 LLM\uff09 | LLM \u786e\u8ba4\u540e CONTINUE |\n| \u573a\u666f\u9501\u5b9a + \u8de8\u573a\u666f\u6d88\u606f | \u274c \u9519\u8bef\u5730 CONTINUE | \u2705 IMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5 |\n| \u573a\u666f\u9501\u5b9a\u7eed\u8f6e\u8017\u65f6 | ~0ms | +500-1500ms\uff08LLM \u5206\u7c7b\uff09 |\n\n**\u95ee\u9898\u573a\u666f\u793a\u4f8b**\uff1a\n```\n\u7528\u6237: &quot;\u5b9d\u5145\u4e0d\u8fdb\u7535&quot;          \u2192 DEVICE_FAULT \u2192 \u573a\u666f\u9501\u5b9a\n\u7528\u6237: &quot;\u5b9d\u5df2\u7ecf\u8fd8\u4e86\uff0c\u4e3a\u5565\u8fd8\u662f\u4f7f\u7528\u4e2d&quot;\n  v3.2: CONTINUE_CURRENT_SCENE \u2192 \u9519\u8bef\u5730\u7ee7\u7eed\u5145\u7535\u573a\u666f \u2192 \u7ed9\u51fa\u9000\u6b3e\u65b9\u6848 \u274c\n  v3.3: LLM \u5206\u7c7b=GENERAL_QA \u2260 DEVICE_FAULT \u2192 IMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5 \u2705\n```\n\n**\u610f\u56fe\u6807\u7b7e\u4f53\u7cfb**\uff1a\n- `DEVICE_FAULT` - \u5145\u7535\u5b9d\u6545\u969c\n- `BILLING_ISSUE` - \u8ba1\u8d39\u95ee\u9898\uff08MVP \u8f6c\u4eba\u5de5\uff09\n- `TRANSFER_HUMAN` - \u8f6c\u4eba\u5de5\n- `GENERAL_QA` - \u901a\u7528\u95ee\u9898\n- `EXPLICIT_SWITCH` - \u7528\u6237\u663e\u5f0f\u5207\u6362\u573a\u666f\n- `IMPLICIT_SWITCH` - \u9690\u5f0f\u573a\u666f\u5207\u6362\uff08LLM \u68c0\u6d4b\u5230\u610f\u56fe\u53d8\u66f4\uff09[NEW]\n- `CONTINUE_CURRENT_SCENE` - \u7ee7\u7eed\u5f53\u524d\u573a\u666f\uff08LLM \u786e\u8ba4\u610f\u56fe\u4e00\u81f4\uff09\n\n**\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56**\uff1a\n- qwen3.6-flash \u5bf9 system message \u652f\u6301\u4e0d\u7a33\u5b9a\uff0c\u5408\u5e76\u4e3a\u5355\u6761 HumanMessage\n- \u5f3a\u5236 JSON \u683c\u5f0f\u8f93\u51fa\uff1a`response_format: {&quot;type&quot;: &quot;json_object&quot;}`\n- \u5fc5\u987b\u7981\u7528 thinking \u6a21\u5f0f\uff1a`enable_thinking: false`\n- LLM \u5931\u8d25\u65f6\u964d\u7ea7\u4e3a\u5173\u952e\u8bcd\u5339\u914d\n\n### 3.3 \u573a\u666f\u8def\u7531\u5668\uff08SceneRouter\uff09[CHANGED in v3.3]\n\n\u65b0\u589e `IMPLICIT_SWITCH` \u8def\u7531\uff0c\u5f53\u68c0\u6d4b\u5230\u7528\u6237\u5728\u573a\u666f\u9501\u5b9a\u4e2d\u9690\u5f0f\u5207\u6362\u8bdd\u9898\u65f6\uff1a\n\n```python\n# \u65b0\u589e\u8def\u7531\u5206\u652f\nelif intent == &quot;IMPLICIT_SWITCH&quot;:\n    # MVP \u9636\u6bb5\u53ea\u5904\u7406\u5145\u7535\u573a\u666f\uff0c\u5176\u4ed6\u573a\u666f\u7edf\u4e00\u8f6c\u4eba\u5de5\n    return ChatResponse(\n        reply=&quot;\u60a8\u7684\u95ee\u9898\u5df2\u8d85\u51fa\u667a\u80fd\u5ba2\u670d\u5f53\u524d\u5904\u7406\u8303\u56f4\uff0c\u6b63\u5728\u4e3a\u60a8\u8f6c\u63a5\u4eba\u5de5\u5ba2\u670d\uff0c\u8bf7\u7a0d\u7b49\u3002&quot;,\n        action=&quot;transfer_human&quot;,\n        handoff_required=True,\n        handoff_reason=&quot;\u9690\u5f0f\u5207\u6362\u5230\u975e\u5145\u7535\u573a\u666f\uff0cMVP\u6682\u4e0d\u652f\u6301&quot;,\n    )\n```\n\n**\u5b8c\u6574\u8def\u7531\u5206\u53d1\u8868**\uff1a\n\n| \u610f\u56fe | \u884c\u4e3a | action |\n|------|------|--------|\n| DEVICE_FAULT | \u8fdb\u5165\u65e0\u6cd5\u5145\u7535\u573a\u666f | \u573a\u666f\u5185\u51b3\u5b9a |\n| CONTINUE_CURRENT_SCENE | \u7ee7\u7eed\u5df2\u9501\u5b9a\u573a\u666f\u5904\u7406 | \u573a\u666f\u5185\u51b3\u5b9a |\n| IMPLICIT_SWITCH [NEW] | \u89e3\u9501\u573a\u666f \u2192 \u8f6c\u4eba\u5de5 | transfer_human |\n| EXPLICIT_SWITCH | \u89e3\u9501\u573a\u666f \u2192 \u8be2\u95ee\u65b0\u95ee\u9898 | none |\n| TRANSFER_HUMAN | \u8f6c\u63a5\u4eba\u5de5\u5ba2\u670d | transfer_human |\n| BILLING_ISSUE | \u8ba1\u8d39\u95ee\u9898\u8f6c\u4eba\u5de5 | transfer_human |\n| GENERAL_QA | \u515c\u5e95\u5f15\u5bfc\u8bdd\u672f | none |\n\n**\u4e3b\u5165\u53e3\u573a\u666f\u89e3\u9501\u903b\u8f91\uff08main.py\uff09**\uff1a\n\n```python\n# \u7edf\u4e00\u5904\u7406\u663e\u5f0f\u548c\u9690\u5f0f\u5207\u6362\u7684\u573a\u666f\u89e3\u9501\nif intent_result.intent in (&quot;EXPLICIT_SWITCH&quot;, &quot;IMPLICIT_SWITCH&quot;):\n    old_scene = session.current_scene\n    session.scene_locked = False\n    session.current_scene = &quot;&quot;\n    session.scene_key = &quot;&quot;\n```\n\n### 3.4 \u89c4\u5219\u5f15\u64ce\uff08RuleEngine\uff09\n\n**\u5b8c\u6574\u5b9e\u73b0\u7684\u5206\u652f\u8def\u7531**\uff0820+ \u8def\u5f84\uff0c&lt; 1ms\uff09\uff1a\n\n```\n\u8ba2\u5355\u72b6\u6001\u5224\u65ad\n\u251c\u2500\u2500 \u5df2\u9000\u6b3e \u2192 \u76f4\u63a5\u5a49\u62d2\n\u251c\u2500\u2500 \u9000\u6b3e\u5ba1\u6838\u4e2d \u2192 \u76f4\u63a5\u5a49\u62d2\n\u251c\u2500\u2500 \u5df2\u53d6\u6d88 \u2192 \u76f4\u63a5\u5a49\u62d2\n\u2514\u2500\u2500 \u5176\u4ed6 \u2192 \u662f\u5426\u5df2\u56de\u4ed3\uff1f\n    \u251c\u2500\u2500 \u672a\u56de\u4ed3 \u2192 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5\n    \u2514\u2500\u2500 \u5df2\u56de\u4ed3 \u2192 \u7535\u91cf\u662f\u5426\u6b63\u5e38\uff1f\n        \u251c\u2500\u2500 \u6545\u969c \u2192 \u76f4\u63a5\u9000\u6b3e\n        \u2514\u2500\u2500 \u6b63\u5e38 \u2192 \u662f\u5426\u98ce\u9669\u7528\u6237\uff1f\n            \u251c\u2500\u2500 \u98ce\u9669\u7528\u6237 \u2192 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5\n            \u2514\u2500\u2500 \u975e\u98ce\u9669 \u2192 \u662f\u5426\u8d85\u671f\uff1f\n                \u251c\u2500\u2500 \u8d85\u671f &gt; 30\u5929 \u2192 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5\n                \u251c\u2500\u2500 \u8d85\u671f \u2264 30\u5929 \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                \u2514\u2500\u2500 \u672a\u8d85\u671f \u2192 \u6309\u4f7f\u7528\u65f6\u957f\u5206\u7ea7\n                    \u251c\u2500\u2500 &gt; 24h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                    \u251c\u2500\u2500 4-24h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                    \u251c\u2500\u2500 1-4h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n                    \u2514\u2500\u2500 &lt; 1h \u2192 \u5df2\u8865\u5238\uff1f\u4e09\u6b21\u5a49\u62d2\/\u4e24\u6b21\u5a49\u62d2\u540e\u53d1\u5238\n```\n\n**\u8f93\u51fa\u7ed3\u6784**\uff1a\u6bcf\u6761\u8def\u5f84\u751f\u6210 `RoutingResult`\uff0c\u5305\u542b\uff1a\n- `scene_key`\uff1a\u7ec6\u5206\u573a\u666f\u6807\u8bc6\n- `operation_mode`\uff1a\u6709\u8ba2\u5355\u64cd\u4f5c \/ \u65e0\u8ba2\u5355\u64cd\u4f5c\n- `negotiation_policy`\uff1a\u534f\u5546\u7b56\u7565\u540d\u79f0\n- `proposed_action_text`\uff1a\u5019\u9009\u52a8\u4f5c JSON\n- `decision_reason`\uff1a\u51b3\u7b56\u4f9d\u636e\n\n### 3.5 \u534f\u5546\u667a\u80fd\u4f53\uff08NegotiationAgent\uff09\n\n**\u652f\u6301\u7684\u534f\u5546\u7b56\u7565\uff089 \u79cd\uff09**\uff1a\n\n| \u7b56\u7565 | \u9002\u7528\u573a\u666f |\n|------|---------|\n| \u65e0\u64cd\u4f5c_\u76f4\u63a5\u5a49\u62d2 | \u5df2\u9000\u6b3e\/\u5df2\u53d6\u6d88\u8ba2\u5355 |\n| \u65e0\u64cd\u4f5c_\u4e00\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 | - |\n| \u65e0\u64cd\u4f5c_\u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 | \u98ce\u9669\u7528\u6237 \/ \u672a\u56de\u4ed3 \/ \u8d85\u671f30\u5929\u5916 |\n| \u65e0\u64cd\u4f5c_\u4e09\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 | &lt; 1h \u5df2\u8865\u5238 |\n| \u6709\u64cd\u4f5c_\u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c | \u8d85\u671f30\u5929\u5185 \/ \u6309\u65f6\u957f\u5206\u7ea7 |\n| \u6709\u64cd\u4f5c_\u4e24\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c | &lt; 1h \u672a\u8865\u5238 |\n| \u6709\u64cd\u4f5c_\u76f4\u63a5\u64cd\u4f5c\u5e76\u56de\u590d\u65e0\u9700\u8f6c\u4eba\u5de5 | \u5145\u7535\u6545\u969c |\n| \u6709\u64cd\u4f5c_\u76f4\u63a5\u64cd\u4f5c\u540e\u5a49\u62d2 | - |\n| \u6709\u64cd\u4f5c_\u76f4\u63a5\u6267\u884c\u540e\u4e00\u6b21\u5a49\u62d2\u8f6c\u4eba\u5de5 | - |\n\n**\u6a21\u578b\u53c2\u6570**\uff1a\n- `max_tokens`: 600\uff08\u534f\u5546\u8f93\u51fa JSON \u901a\u5e38 200-400 tokens\uff09\n- `temperature`: 0.1\uff08\u4fdd\u6301\u786e\u5b9a\u6027\uff09\n\n**\u5019\u9009\u52a8\u4f5c\u7c7b\u578b**\uff1a\n- `CHANGE_PRICE` - \u6539\u4ef7\uff08\u6536\u53d6 N \u5206\u949f\u8d39\u7528\uff09\n- `PARTIAL_REFUND_ORDER` - \u90e8\u5206\u9000\u6b3e\n- `ISSUE_COUPON` - \u53d1\u653e\u4f18\u60e0\u5238\n- `REFUND_ORDER` - \u5168\u989d\u9000\u6b3e\n- `CANCEL_ORDER` - \u53d6\u6d88\u8ba2\u5355\n\n**\u8f93\u51fa\u7ed3\u6784**\uff08\u7ed3\u6784\u5316 JSON\uff09\uff1a\n```json\n{\n  &quot;replyStage&quot;: &quot;\u9996\u6b21\u5a49\u62d2 | \u64cd\u4f5c\u5efa\u8bae | \u63a5\u53d7\u611f\u8c22 | \u8f6c\u4eba\u5de5 | ...&quot;,\n  &quot;newContextSummary&quot;: &quot;\u56fa\u5b9a\u683c\u5f0f\u4e0a\u4e0b\u6587\u6458\u8981&quot;,\n  &quot;newPendingActionText&quot;: &quot;\u5f85\u786e\u8ba4\u52a8\u4f5c JSON&quot;,\n  &quot;actionType&quot;: &quot;CHANGE_PRICE | REFUND_ORDER | ...&quot;,\n  &quot;actionStatus&quot;: &quot;PENDING_CONFIRMATION | CONFIRMED | \u7a7a&quot;,\n  &quot;actionPayload&quot;: &quot;\u52a8\u4f5c\u8be6\u60c5 JSON&quot;,\n  &quot;handoffRequired&quot;: false,\n  &quot;handoffReason&quot;: &quot;&quot;\n}\n```\n\n### 3.6 \u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406\uff08StateManager\uff09\n\n**\u6838\u5fc3\u7279\u6027**\uff1a\n- **\u7ebf\u7a0b\u5b89\u5168**\uff1a\u6240\u6709\u64cd\u4f5c\u52a0 `threading.Lock()`\n- **TTL \u81ea\u52a8\u6e05\u7406**\uff1a\u540e\u53f0\u5b88\u62a4\u7ebf\u7a0b\u6bcf 60s \u626b\u63cf\uff0c\u8fc7\u671f\u4f1a\u8bdd\uff08\u9ed8\u8ba4 30min\uff09\u81ea\u52a8\u5220\u9664\n- **\u5bf9\u8bdd\u5386\u53f2**\uff1a\u4fdd\u7559\u6700\u8fd1 10 \u8f6e\uff0820 \u6761\u6d88\u606f\uff09\n- **\u573a\u666f\u9501\u5b9a**\uff1a\u8fdb\u5165\u573a\u666f\u540e\u9501\u5b9a\uff0c\u9632\u6b62\u610f\u56fe\u8df3\u573a\u666f\uff1b\u9690\u5f0f\u5207\u6362\u65f6\u81ea\u52a8\u89e3\u9501 [CHANGED]\n\n**SessionState \u6838\u5fc3\u5b57\u6bb5**\uff1a\n```python\nsession_id \/ user_id           # \u6807\u8bc6\ncurrent_scene \/ scene_locked   # \u573a\u666f\u7ba1\u7406\nscene_key                      # \u7ec6\u5206\u573a\u666f\ncontext_summary               # LLM \u7ef4\u62a4\u7684\u4e0a\u4e0b\u6587\u6458\u8981\npending_action_text           # \u5f85\u786e\u8ba4\u52a8\u4f5c\nrejection_count               # \u5a49\u62d2\u8ba1\u6570\norder_id \/ order_info         # \u8ba2\u5355\u7f13\u5b58\nhistory                       # \u5bf9\u8bdd\u5386\u53f2\n```\n\n---\n\n## \u56db\u3001API \u63a5\u53e3\n\n### 4.1 \u5bf9\u8bdd\u63a5\u53e3\n\n```\nPOST \/api\/v1\/chat\nRequest:\n{\n  &quot;session_id&quot;: &quot;string&quot;,\n  &quot;user_id&quot;: &quot;string&quot;,\n  &quot;message&quot;: &quot;string&quot;,\n  &quot;order_id&quot;: &quot;string (\u53ef\u9009)&quot;\n}\n\nResponse\uff08\u6b63\u5e38\u5904\u7406\uff09:\n{\n  &quot;reply&quot;: &quot;\u5ba2\u670d\u56de\u590d&quot;,\n  &quot;action&quot;: &quot;none | refund | transfer_human | change_price | issue_coupon | pending_*&quot;,\n  &quot;action_payload&quot;: { ... },\n  &quot;session_state&quot;: {\n    &quot;session_id&quot;: &quot;string&quot;,\n    &quot;current_scene&quot;: &quot;DEVICE_FAULT&quot;,\n    &quot;scene_key&quot;: &quot;\u65e0\u6cd5\u5145\u7535_\u5df2\u5f52\u8fd8\u7535\u91cf\u6b63\u5e38_1H4H_\u5df2\u5b8c\u6210&quot;,\n    &quot;scene_locked&quot;: true,\n    &quot;rejection_count&quot;: 1,\n    &quot;context_summary&quot;: &quot;...&quot;\n  },\n  &quot;handoff_required&quot;: false,\n  &quot;handoff_reason&quot;: &quot;&quot;\n}\n\nResponse\uff08\u9690\u5f0f\u5207\u6362\u8f6c\u4eba\u5de5\uff09[NEW]:\n{\n  &quot;reply&quot;: &quot;\u60a8\u7684\u95ee\u9898\u5df2\u8d85\u51fa\u667a\u80fd\u5ba2\u670d\u5f53\u524d\u5904\u7406\u8303\u56f4\uff0c\u6b63\u5728\u4e3a\u60a8\u8f6c\u63a5\u4eba\u5de5\u5ba2\u670d\uff0c\u8bf7\u7a0d\u7b49\u3002&quot;,\n  &quot;action&quot;: &quot;transfer_human&quot;,\n  &quot;session_state&quot;: {\n    &quot;current_scene&quot;: &quot;&quot;,\n    &quot;scene_locked&quot;: false\n  },\n  &quot;handoff_required&quot;: true,\n  &quot;handoff_reason&quot;: &quot;\u9690\u5f0f\u5207\u6362\u5230\u975e\u5145\u7535\u573a\u666f\uff0cMVP\u6682\u4e0d\u652f\u6301&quot;\n}\n\nResponse\uff08\u6d88\u606f\u5df2\u7f13\u51b2\uff09:\n{\n  &quot;reply&quot;: &quot;&quot;,\n  &quot;action&quot;: &quot;buffered&quot;,\n  &quot;session_state&quot;: {&quot;status&quot;: &quot;buffered&quot;, &quot;message&quot;: &quot;\u6d88\u606f\u5df2\u6536\u5230\uff0c\u7b49\u5f85\u5904\u7406...&quot;}\n}\n```\n\n### 4.2 \u4f1a\u8bdd\u7ba1\u7406\u63a5\u53e3\n\n```\nGET  \/api\/v1\/session\/{session_id}       # \u67e5\u8be2\u4f1a\u8bdd\u72b6\u6001\nPOST \/api\/v1\/session\/{session_id}\/reset  # \u91cd\u7f6e\u4f1a\u8bdd\nGET  \/health                            # \u5065\u5eb7\u68c0\u67e5\n```\n\n---\n\n## \u4e94\u3001\u90e8\u7f72\u65b9\u6848 - \u963f\u91cc\u4e91 AgentRun\n\n### 5.1 \u90e8\u7f72\u67b6\u6784\n\n```\n\u672c\u5730\u4ee3\u7801\n  \u251c\u2500\u2500 s.yaml\uff08Serverless Devs \u914d\u7f6e\uff09\n  \u2514\u2500\u2500 code\/\uff08\u542b\u5e94\u7528\u4ee3\u7801 + \u9884\u5b89\u88c5\u4f9d\u8d56 \u2248 70MB\uff09\n        \u2193 s deploy\n\u963f\u91cc\u4e91 AgentRun \u5e73\u53f0\n  \u251c\u2500\u2500 Agent Runtime: smart-cs-mvp\n  \u251c\u2500\u2500 \u8fd0\u884c\u65f6: Python 3.12\n  \u251c\u2500\u2500 \u8d44\u6e90: 1 vCPU \/ 2GB \u5185\u5b58\n  \u2514\u2500\u2500 Endpoint: production\uff08\u516c\u7f51\u53ef\u8bbf\u95ee\uff09\n```\n\n### 5.2 \u5173\u952e\u914d\u7f6e\uff08s.yaml\uff09\n\n```yaml\nedition: 3.0.0\nname: smart-cs-mvp\naccess: default\n\nvars:\n  region: cn-hangzhou\n\nresources:\n  smart-cs:\n    component: agentrun\n    props:\n      region: ${vars.region}\n      agent:\n        name: smart-cs-mvp\n        description: &quot;\u67d0\u5171\u4eab\u5145\u7535\u5b9d\u667a\u80fd\u5ba2\u670d MVP - LangChain + FastAPI&quot;\n\n        code:\n          src: .\/code\n          language: python3.12\n          command:\n            - bash\n            - startup.sh\n\n        cpu: 1.0\n        memory: 2048\n        port: 9000\n        instanceConcurrency: 10\n\n        environmentVariables:\n          DASHSCOPE_API_KEY: ${env(DASHSCOPE_API_KEY)}\n          DASHSCOPE_BASE_URL: &quot;https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1&quot;\n          INTENT_MODEL: &quot;qwen3.6-flash&quot;\n          NEGOTIATION_MODEL: &quot;qwen3.7-plus&quot;\n          ENABLE_THINKING: &quot;false&quot;\n          SESSION_TTL_MINUTES: &quot;30&quot;\n          BUFFER_QUIET_PERIOD: &quot;5.0&quot;\n          BUFFER_WINDOW_SECONDS: &quot;3.0&quot;\n          BUFFER_MAX_CHARS: &quot;200&quot;\n\n        healthCheckConfiguration:\n          httpGetUrl: \/health\n          initialDelaySeconds: 10\n          periodSeconds: 10\n          timeoutSeconds: 3          # \u4e0a\u9650 3 \u79d2\uff0c\u4e0d\u53ef\u8d85\u8fc7\n          failureThreshold: 5\n          successThreshold: 1\n\n        internetAccess: true          # \u5fc5\u987b\u663e\u5f0f\u542f\u7528\n\n        endpoints:\n          - name: production\n            description: &quot;Production endpoint&quot;\n```\n\n### 5.3 \u90e8\u7f72\u5de5\u5177\u94fe\n\n| \u5de5\u5177 | \u7248\u672c | \u7528\u9014 |\n|------|------|------|\n| Serverless Devs (`s`) | 3.1.10 | \u90e8\u7f72 CLI |\n| agentrun \u7ec4\u4ef6 | latest | AgentRun \u5e73\u53f0\u9002\u914d |\n| npm + node | \u6700\u65b0 | s CLI \u8fd0\u884c\u65f6 |\n\n**\u90e8\u7f72\u547d\u4ee4**\uff1a\n```bash\ncd smart-cs\nexport DASHSCOPE_API_KEY=sk-xxx\ns deploy -y\n```\n\n### 5.4 \u4f9d\u8d56\u6253\u5305\u7b56\u7565\n\nAgentRun \u7684 Python 3.12 \u8fd0\u884c\u65f6 **\u4e0d\u9884\u88c5** \u7b2c\u4e09\u65b9\u5305\u3002\u5fc5\u987b\u5c06\u4f9d\u8d56\u9884\u5b89\u88c5\u5230 `code\/` \u76ee\u5f55\uff0c\u968f\u4ee3\u7801\u4e00\u8d77\u4e0a\u4f20\uff1a\n\n```bash\npip install --target code\/ -r code\/requirements.txt\n```\n\n\u6700\u7ec8\u90e8\u7f72\u5305\u7ea6 **70MB**\uff0c\u5305\u542b FastAPI\u3001LangChain\u3001DashScope SDK \u7b49\u5168\u90e8\u4f9d\u8d56\u3002\n\n### 5.5 \u542f\u52a8\u811a\u672c\uff08startup.sh\uff09\n\n```bash\n#!\/bin\/bash\nset -e\nexport PYTHONPATH=\/code:$PYTHONPATH\ncd \/code\nexec python3 -m uvicorn app.main:app --host 0.0.0.0 --port 9000 --workers 1\n```\n\n### 5.6 \u7aef\u70b9\u8bbf\u95ee\n\n\u90e8\u7f72\u6210\u529f\u540e\u7684 endpoint URL \u683c\u5f0f\uff1a\n```\nhttps:\/\/{account_id}.agentrun-data.{region}.aliyuncs.com\/agent-runtimes\/{name}\/endpoints\/{endpoint_name}\/invocations\n```\n\n**\u5f53\u524d\u751f\u4ea7\u5730\u5740**\uff1a\n```\nhttps:\/\/1579117411562324.agentrun-data.cn-hangzhou.aliyuncs.com\/agent-runtimes\/smart-cs-mvp\/endpoints\/production\/invocations\n```\n\n**\u8def\u5f84\u8f6c\u53d1\u89c4\u5219**\uff1a\n- `{endpoint}\/health` \u2192 \u5e94\u7528\u6536\u5230 `\/health`\n- `{endpoint}\/api\/v1\/chat` \u2192 \u5e94\u7528\u6536\u5230 `\/api\/v1\/chat`\n- `{endpoint}\/` \u2192 \u5e94\u7528\u6536\u5230 `\/`\uff08\u524d\u7aef\u9875\u9762\uff09\n\n### 5.7 \u524d\u7aef\u9875\u9762\u96c6\u6210\n\n\u524d\u7aef HTML \u9875\u9762\u76f4\u63a5\u901a\u8fc7 AgentRun \u7aef\u70b9\u8bbf\u95ee\uff08FastAPI StaticFiles \u6302\u8f7d\u5728 `\/` \u8def\u5f84\uff09\u3002\n\n\u524d\u7aef `API_BASE` \u914d\u7f6e\u903b\u8f91\uff1a\n- \u672c\u5730\u5f00\u53d1\uff08localhost\uff09\uff1a\u4f7f\u7528 `window.location.origin`\n- \u7ebf\u4e0a\u8bbf\u95ee\uff1a\u4f7f\u7528 AgentRun endpoint URL\n\n---\n\n## \u516d\u3001AgentRun \u90e8\u7f72\u8e29\u5751\u8bb0\u5f55\n\n### 6.1 AgentRun \u2260 FC\uff08\u51fd\u6570\u8ba1\u7b97\uff09\n\n| \u5bf9\u6bd4\u9879 | FC\uff08\u51fd\u6570\u8ba1\u7b97\uff09 | AgentRun |\n|--------|-------------|----------|\n| \u7ec4\u4ef6 | `fc3` | `agentrun` |\n| \u914d\u7f6e\u5c42\u7ea7 | `services` &gt; `function` | `resources` &gt; `agent` |\n| \u90e8\u7f72\u5de5\u5177 | FC SDK \/ s CLI | Serverless Devs + agentrun \u7ec4\u4ef6 |\n| \u8fd0\u884c\u65f6 | custom.debian11 | python3.12 (\u5185\u7f6e) |\n| \u542f\u52a8\u65b9\u5f0f | bootstrap \u811a\u672c | \u81ea\u5b9a\u4e49 command |\n| \u7aef\u70b9\u683c\u5f0f | `{func}.{region}.fcapp.run` | `{id}.agentrun-data.{region}.aliyuncs.com\/...` |\n\n**\u6559\u8bad**\uff1a\u4f7f\u7528\u963f\u91cc\u4e91 FC SDK \u90e8\u7f72\u7684\u5e94\u7528\u4e0d\u4f1a\u51fa\u73b0\u5728 AgentRun \u63a7\u5236\u53f0\u3002\u4e24\u8005\u662f\u72ec\u7acb\u5e73\u53f0\u3002\n\n### 6.2 NetworkConfiguration \u5fc5\u987b\u663e\u5f0f\u58f0\u660e\n\n**\u9519\u8bef\u4fe1\u606f**\uff1a`NetworkConfiguration is required`\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u5728 agent \u914d\u7f6e\u4e2d\u6dfb\u52a0 `internetAccess: true`\n\n### 6.3 \u5065\u5eb7\u68c0\u67e5 timeoutSeconds \u4e0a\u9650\u4e3a 3 \u79d2\n\n**\u9519\u8bef\u4fe1\u606f**\uff1a`TimeoutSeconds must be at most 3`\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a`healthCheckConfiguration.timeoutSeconds: 3`\n\n### 6.4 Python \u4f9d\u8d56\u5fc5\u987b\u9884\u5b89\u88c5\u5230\u4ee3\u7801\u5305\n\n**\u9519\u8bef\u73b0\u8c61**\uff1a`ModuleNotFoundError: No module named &#x27;uvicorn&#x27;`\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a`pip install --target code\/ -r code\/requirements.txt`\n\n### 6.5 Qwen3 \u7cfb\u5217\u6a21\u578b\u5fc5\u987b\u7981\u7528 thinking \u6a21\u5f0f\n\n**\u9519\u8bef\u73b0\u8c61**\uff1aLLM \u8c03\u7528\u540e\u8fd4\u56de\u7a7a\u5b57\u7b26\u4e32\u6216 JSON \u89e3\u6790\u5931\u8d25\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\n```python\nChatOpenAI(\n    extra_body={&quot;enable_thinking&quot;: False},\n    model_kwargs={&quot;response_format&quot;: {&quot;type&quot;: &quot;json_object&quot;}},\n)\n```\n\n### 6.6 Qwen3 \u6a21\u578b System Message \u517c\u5bb9\u6027\u95ee\u9898\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u5c06 System Prompt \u4e0e User Prompt \u5408\u5e76\u4e3a\u5355\u6761 HumanMessage\u3002\n\n### 6.7 \u524d\u7aef\u9759\u6001\u6587\u4ef6\u8def\u5f84\u5728 AgentRun \u4e2d\u7684\u5904\u7406\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u5c06 `frontend\/` \u590d\u5236\u5230 `code\/frontend\/` \u4e2d\u968f\u4ee3\u7801\u4e0a\u4f20\uff0c\u4fee\u6b63\u8def\u5f84\u67e5\u627e\u903b\u8f91\u3002\n\n### 6.8 \u6d88\u606f\u5408\u5e76\u5c42 asyncio \u6ce8\u610f\u4e8b\u9879\n\n**\u95ee\u98981 - \u6b7b\u9501**\uff1a\u5728 `async with self._lock:` \u5185\u90e8 `await entry.ready_event.wait()` \u4f1a\u5bfc\u81f4\u6b7b\u9501\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u91cd\u6784\u4e3a\u9501\u5185\u521d\u59cb\u5316 + \u9501\u5916 await\uff1a\n```python\nasync with self._lock:\n    entry = self._init_new_entry(session_id, message)\n    should_wait = True\n# \u9501\u5916\u7b49\u5f85\nif should_wait:\n    await entry.ready_event.wait()\n```\n\n**\u95ee\u98982 - \u53cc\u91cd\u5904\u7406**\uff1a\u5b57\u6570\u9608\u503c\u89e6\u53d1\u65f6\uff0c\u89e6\u53d1\u8005\u548c\u9996\u6761\u7b49\u5f85\u8005\u90fd\u4f1a\u83b7\u5f97\u5408\u5e76\u7ed3\u679c\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1a\u9608\u503c\u89e6\u53d1\u65f6\u7ed9\u89e6\u53d1\u8005\u8fd4\u56de `buffered`\uff0c\u7531\u9996\u6761\u6d88\u606f\u7b49\u5f85\u8005\u7edf\u4e00\u5904\u7406\u3002\n\n### 6.9 \u573a\u666f\u9501\u5b9a\u8df3\u8fc7 LLM \u5bfc\u81f4\u8de8\u573a\u666f\u65e0\u6cd5\u8bc6\u522b [NEW]\n\n**\u95ee\u9898\u73b0\u8c61**\uff1a\u7528\u6237\u5148\u53cd\u9988\u5145\u7535\u6545\u969c\uff08\u573a\u666f\u9501\u5b9a\uff09\uff0c\u518d\u53cd\u9988\u5f52\u8fd8\/\u4f7f\u7528\u4e2d\u72b6\u6001\u7b49\u975e\u5145\u7535\u95ee\u9898\u65f6\uff0c\u7cfb\u7edf\u7ee7\u7eed\u6309\u5145\u7535\u573a\u666f\u5904\u7406\uff0c\u7ed9\u51fa\u4e0d\u76f8\u5173\u7684\u9000\u6b3e\u65b9\u6848\u3002\n\n**\u6839\u56e0**\uff1av3.2 \u573a\u666f\u9501\u5b9a\u540e\u76f4\u63a5\u8fd4\u56de `CONTINUE_CURRENT_SCENE`\uff0c\u5b8c\u5168\u8df3\u8fc7 LLM \u610f\u56fe\u5206\u7c7b\uff0c\u65e0\u6cd5\u611f\u77e5\u7528\u6237\u8bdd\u9898\u5df2\u53d8\u3002\n\n**\u89e3\u51b3\u65b9\u6848**\uff1av3.3 \u573a\u666f\u9501\u5b9a\u65f6\u4ecd\u8c03\u7528 LLM \u5206\u7c7b\uff0c\u6bd4\u5bf9\u610f\u56fe\u4e0e\u5f53\u524d\u573a\u666f\u662f\u5426\u4e00\u81f4\u3002\u4e0d\u4e00\u81f4\u5219\u8fd4\u56de `IMPLICIT_SWITCH`\uff0c\u7531\u573a\u666f\u8def\u7531\u5668\u89e6\u53d1\u8f6c\u4eba\u5de5\u3002\n\n---\n\n## \u4e03\u3001\u6027\u80fd\u8868\u73b0\n\n### 7.1 \u7aef\u5230\u7aef\u8017\u65f6\uff08v3.3\uff09\n\n| \u573a\u666f | \u8017\u65f6 | \u8bf4\u660e |\n|------|------|------|\n| \u5355\u6761\u6d88\u606f\uff08\u65e0\u9700 LLM\uff09 | ~7s | 5s quiet + 1.5s \u610f\u56fe+\u8def\u7531 |\n| \u5355\u6761\u6d88\u606f\uff08\u542b LLM\uff09 | ~10s | 5s quiet + 5s \u610f\u56fe+\u534f\u5546 |\n| \u591a\u6761\u6d88\u606f\u5408\u5e76\uff08\u542b LLM\uff09 | ~8-10s | 5s quiet + 3s window + LLM |\n| \u573a\u666f\u9501\u5b9a\u7eed\u8f6e\uff08v3.2 \u8df3\u8fc7\u610f\u56fe LLM\uff09 | ~10s | 5s quiet + 5s \u534f\u5546 |\n| \u573a\u666f\u9501\u5b9a\u7eed\u8f6e\uff08v3.3 \u542b LLM \u786e\u8ba4\uff09 | ~12s | 5s quiet + 1s \u610f\u56feLLM + 5s \u534f\u5546 [CHANGED] |\n| \u9690\u5f0f\u5207\u6362\u8f6c\u4eba\u5de5 | ~6s | 5s quiet + 1s \u610f\u56feLLM\uff08\u65e0\u534f\u5546\u8c03\u7528\uff09 [NEW] |\n\n### 7.2 \u5404\u6a21\u5757\u8017\u65f6\n\n| \u6307\u6807 | v3.2 | v3.3 |\n|------|------|------|\n| \u6d88\u606f\u5408\u5e76\u5c42 | 5-8s | 5-8s\uff08\u4e0d\u53d8\uff09 |\n| \u610f\u56fe\u8bc6\u522b\uff08\u9996\u8f6e LLM\uff09 | 500-1500ms | 500-1500ms\uff08\u4e0d\u53d8\uff09 |\n| \u610f\u56fe\u8bc6\u522b\uff08\u573a\u666f\u9501\u5b9a\u89c4\u5219\uff09 | &lt; 1ms | 500-1500ms\uff08\u6539\u4e3a\u8c03 LLM\uff09[CHANGED] |\n| \u610f\u56fe\u8bc6\u522b\uff08\u5173\u952e\u8bcd\uff09 | &lt; 1ms | &lt; 1ms\uff08\u4e0d\u53d8\uff09 |\n| \u89c4\u5219\u5f15\u64ce | &lt; 1ms | &lt; 1ms\uff08\u4e0d\u53d8\uff09 |\n| \u534f\u5546\u63a8\u7406 | 1500-5000ms | 1500-5000ms\uff08\u4e0d\u53d8\uff09 |\n\n### 7.3 \u6027\u80fd\u4f18\u5316 Trade-off\n\n**v3.3 \u65b0\u589e trade-off**\uff1a\u573a\u666f\u9501\u5b9a\u7eed\u8f6e\u989d\u5916\u589e\u52a0 500-1500ms LLM \u610f\u56fe\u5206\u7c7b\uff0c\u6362\u53d6\uff1a\n- \u6b63\u786e\u8bc6\u522b\u7528\u6237\u8de8\u573a\u666f\u8bdd\u9898\u5207\u6362\uff08\u907f\u514d&quot;\u5f20\u51a0\u674e\u6234&quot;\u56de\u590d\uff09\n- \u81ea\u52a8\u8f6c\u4eba\u5de5\u5904\u7406\u975e\u5145\u7535\u95ee\u9898\uff08\u63d0\u5347\u7528\u6237\u4f53\u9a8c\uff09\n- \u573a\u666f\u89e3\u9501\u540e\u72b6\u6001\u6e05\u7406\uff08\u907f\u514d\u6b8b\u7559\u72b6\u6001\u6c61\u67d3\u540e\u7eed\u5bf9\u8bdd\uff09\n\n---\n\n## \u516b\u3001\u6d4b\u8bd5\u6570\u636e\n\n### 8.1 Mock \u8ba2\u5355\n\n| \u8ba2\u5355\u53f7 | \u573a\u666f\u8986\u76d6 | \u9884\u671f\u8def\u7531 |\n|--------|---------|---------|\n| ORDER_001 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u672a\u8d85\u671f\/2.5H\/\u5df2\u5b8c\u6210 | 1H-4H \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c |\n| ORDER_002 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u672a\u8d85\u671f\/0.5H\/\u5df2\u5b8c\u6210\/\u672a\u8865\u5238 | &lt; 1H \u4e24\u6b21\u5a49\u62d2\u540e\u53d1\u5238 |\n| ORDER_003 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u5df2\u8d85\u671f15\u5929\/\u5f85\u4ed8\u6b3e | \u8d85\u671f30\u5929\u5185 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c |\n| ORDER_004 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u98ce\u9669\u7528\u6237 | \u98ce\u9669\u7528\u6237 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5 |\n| ORDER_005 | \u5df2\u56de\u4ed3\/\u6b63\u5e38\/\u975e\u98ce\u9669\/\u672a\u8d85\u671f\/6H\/\u5f85\u4ed8\u6b3e | 4H-24H \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c |\n\n### 8.2 \u6d4b\u8bd5\u5165\u53e3\n\n- **\u524d\u7aef\u9875\u9762**\uff1a`{endpoint}\/`\n- **API \u76f4\u8c03**\uff1a`POST {endpoint}\/api\/v1\/chat`\n- **\u5065\u5eb7\u68c0\u67e5**\uff1a`GET {endpoint}\/health`\n\n### 8.3 \u6d88\u606f\u5408\u5e76\u6d4b\u8bd5\u573a\u666f\n\n| \u573a\u666f | \u64cd\u4f5c | \u9884\u671f\u884c\u4e3a |\n|------|------|---------|\n| \u5355\u6761\u6d88\u606f | \u53d1\u9001 1 \u6761\uff0c\u7b49 5s+ | 5s \u540e\u5904\u7406\uff0c\u8fd4\u56de\u6b63\u5e38\u56de\u590d |\n| \u5feb\u901f\u8fde\u53d1 | 3s \u5185\u53d1 3 \u6761 | \u7b2c 2\u30013 \u6761\u8fd4\u56de buffered\uff0c5s \u540e\u5408\u5e76\u5904\u7406 |\n| \u5b57\u6570\u9608\u503c | \u53d1\u9001\u8d85 200 \u5b57\u7684\u957f\u6d88\u606f | \u7acb\u5373\u5904\u7406\uff0c\u4e0d\u7b49\u7a97\u53e3 |\n| \u6df7\u5408\u573a\u666f | \u53d1 1 \u6761\u77ed + 1 \u6761\u957f\uff08\u603b \u2265 200\u5b57\uff09 | \u9608\u503c\u89e6\u53d1\uff0c\u7acb\u5373\u5408\u5e76\u5904\u7406 |\n\n### 8.4 \u9690\u5f0f\u5207\u6362\u6d4b\u8bd5\u573a\u666f [NEW]\n\n| \u573a\u666f | \u64cd\u4f5c | \u9884\u671f\u884c\u4e3a |\n|------|------|---------|\n| \u5145\u7535\u2192\u5f52\u8fd8\u72b6\u6001 | \u5148 &quot;\u5b9d\u5145\u4e0d\u8fdb\u7535&quot;\uff08\u9501\u5b9a\uff09\uff0c\u518d &quot;\u5b9d\u5df2\u7ecf\u8fd8\u4e86\uff0c\u4e3a\u5565\u8fd8\u662f\u4f7f\u7528\u4e2d&quot; | \u7b2c 2 \u6761\uff1aIMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5 |\n| \u5145\u7535\u2192\u8ba1\u8d39 | \u5148 &quot;\u5b9d\u5145\u4e0d\u8fdb\u7535&quot;\uff08\u9501\u5b9a\uff09\uff0c\u518d &quot;\u4e3a\u4ec0\u4e48\u6263\u4e86\u8fd9\u4e48\u591a\u94b1&quot; | \u7b2c 2 \u6761\uff1aIMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5 |\n| \u5145\u7535\u2192\u5145\u7535\uff08\u540c\u573a\u666f\u7eed\u8f6e\uff09 | \u5148 &quot;\u5b9d\u5145\u4e0d\u8fdb\u7535&quot;\uff08\u9501\u5b9a\uff09\uff0c\u518d &quot;\u4e0d\u63a5\u53d7\uff0c\u5145\u7535\u5b9d\u6839\u672c\u5145\u4e0d\u8fdb\u53bb&quot; | \u7b2c 2 \u6761\uff1aCONTINUE_CURRENT_SCENE \u2192 \u6b63\u5e38\u534f\u5546 |\n| \u5145\u7535\u2192\u8f6c\u4eba\u5de5 | \u5148 &quot;\u5b9d\u5145\u4e0d\u8fdb\u7535&quot;\uff08\u9501\u5b9a\uff09\uff0c\u518d &quot;\u8f6c\u4eba\u5de5&quot; | \u7b2c 2 \u6761\uff1aTRANSFER_HUMAN\uff08\u5173\u952e\u8bcd\u4f18\u5148\uff09 |\n| \u5145\u7535\u2192\u663e\u5f0f\u5207\u6362 | \u5148 &quot;\u5b9d\u5145\u4e0d\u8fdb\u7535&quot;\uff08\u9501\u5b9a\uff09\uff0c\u518d &quot;\u6362\u4e2a\u95ee\u9898&quot; | \u7b2c 2 \u6761\uff1aEXPLICIT_SWITCH \u2192 \u89e3\u9501 |\n\n### 8.5 \u5b9e\u6d4b\u9a8c\u8bc1\u7ed3\u679c\uff08v3.3\uff09\n\n| \u6d4b\u8bd5\u7528\u4f8b | \u6d88\u606f | \u7ed3\u679c | \u8017\u65f6 |\n|---------|------|------|------|\n| \u9996\u8f6e\u5145\u7535\u6545\u969c | &quot;\u5b9d\u5145\u4e0d\u8fdb\u7535&quot; ORDER_001 | intent=DEVICE_FAULT, scene_locked=true | 10.4s |\n| \u540c\u573a\u666f\u7eed\u8f6e | &quot;\u4e0d\u63a5\u53d7\uff0c\u5145\u7535\u5b9d\u6839\u672c\u5c31\u5145\u4e0d\u8fdb\u53bb\u7535&quot; | intent=CONTINUE_CURRENT_SCENE, \u534f\u5546\u9000\u6b3e | 12.2s |\n| \u9690\u5f0f\u5207\u6362 | &quot;\u5b9d\u5df2\u7ecf\u8fd8\u4e86\uff0c\u4e3a\u5565\u8fd8\u662f\u4f7f\u7528\u4e2d&quot; | intent=IMPLICIT_SWITCH, transfer_human | 5.7s |\n\n---\n\n## \u4e5d\u3001\u540e\u7eed\u8fed\u4ee3\u65b9\u5411\n\n### 9.1 \u77ed\u671f\u4f18\u5316\n\n- [x] ~~\u6d88\u606f\u5408\u5e76\u5c42\u5b9e\u73b0~~\uff08v3.2 \u5df2\u5b8c\u6210\uff09\n- [x] ~~\u9690\u5f0f\u573a\u666f\u5207\u6362\u68c0\u6d4b~~\uff08v3.3 \u5df2\u5b8c\u6210\uff09\n- [ ] \u5bf9\u63a5\u771f\u5b9e\u8ba2\u5355\u67e5\u8be2 API\uff08\u66ff\u6362 Mock\uff09\n- [ ] \u589e\u52a0\u66f4\u591a\u552e\u540e\u573a\u666f\uff08\u8ba1\u8d39\u5f02\u8bae\u3001\u9000\u6b3e\u7b49\uff09\n- [ ] Redis \u66ff\u4ee3\u5185\u5b58\u5b58\u50a8\uff08\u652f\u6301\u591a\u5b9e\u4f8b\u90e8\u7f72\uff09\n- [ ] \u89c4\u5219\u524d\u7f6e\u4f18\u5316\uff08\u9996\u8f6e\u5a49\u62d2\u53ef\u8df3\u8fc7 LLM\uff0c\u7701 5s\uff09\n\n### 9.2 \u4e2d\u671f\u6f14\u8fdb\n\n- [ ] \u6d41\u5f0f\u54cd\u5e94\u652f\u6301\uff08SSE\uff09\n- [ ] \u5bf9\u8bdd\u65e5\u5fd7\u6301\u4e45\u5316\uff08PostgreSQL \/ \u65e5\u5fd7\u670d\u52a1\uff09\n- [ ] \u6a21\u578b\u964d\u7ea7\u673a\u5236\uff08qwen3.7-plus \u2192 qwen3.6-flash \u2192 \u9884\u8bbe\u8bdd\u672f\uff09\n- [ ] \u5e76\u53d1\u538b\u6d4b\u4e0e\u6027\u80fd\u4f18\u5316\n- [ ] \u7070\u5ea6\u53d1\u5e03 + A\/B \u6d4b\u8bd5\u80fd\u529b\n\n### 9.3 \u957f\u671f\u76ee\u6807\n\n- [ ] \u901a\u7528\u573a\u666f\u5de5\u4f5c\u6d41\u5f15\u64ce\uff08\u53ef\u914d\u7f6e\u6b65\u9aa4\u7f16\u6392\uff09\n- [ ] \u7ba1\u7406\u540e\u53f0\uff08\u573a\u666f\u914d\u7f6e \/ \u7b56\u7565\u7ba1\u7406 \/ \u76d1\u63a7\u770b\u677f\uff09\n- [ ] CI\/CD Pipeline\uff08Harness \u96c6\u6210\uff09\n- [ ] \u591a\u79df\u6237\u652f\u6301\n\n---\n\n## \u5341\u3001\u51ed\u8bc1\u4e0e\u73af\u5883\u4fe1\u606f\n\n| \u914d\u7f6e\u9879 | \u503c |\n|--------|-----|\n| \u963f\u91cc\u4e91 Account ID | 1579XXXXXXXXXXX |\n| AgentRun Region | cn-hangzhou |\n| Agent Runtime Name | smart-cs-mvp |\n| Agent Runtime ID | eca0bc12-8d01-46a8-aec8-b8f0b6e4e0c6 |\n| Endpoint Name | production |\n| DashScope API Key | sk-88544fXXXXXXXXXXXXXXXXXXe8ae |\n| \u516c\u7f51\u8bbf\u95ee\u5730\u5740 | https:\/\/1579XXXXXXXXXXX.agentrun-data.cn-hangzhou.aliyuncs.com\/agent-runtimes\/smart-cs-mvp\/endpoints\/production\/invocations |\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"41_%E7%B3%BB%E7%BB%9F%E6%9E%B6%E6%9E%84\"><\/span>4.1 \u7cfb\u7edf\u67b6\u6784<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code class=\"language-plaintext\">\u7528\u6237\u6d88\u606f \u2192 [FastAPI \/api\/v1\/chat]\n                    \u2193\n         [\u6d88\u606f\u5408\u5e76\u5c42 MessageBuffer]\n            \u251c\u2500\u2500 \u9996\u6761\u6d88\u606f: hold \u8fde\u63a5\uff0c\u542f\u52a8\u5b9a\u65f6\u5668\n            \u251c\u2500\u2500 \u540e\u7eed\u6d88\u606f: \u8ffd\u52a0\u5230\u7f13\u51b2\u533a\uff0c\u8fd4\u56de &quot;buffered&quot;\n            \u2514\u2500\u2500 \u5b9a\u65f6\u5668\u5230\u671f\/\u5b57\u6570\u8d85\u9650: \u5408\u5e76\u89e6\u53d1\n                    \u2193\n         [\u610f\u56fe\u8bc6\u522b\u5668 IntentRecognizer]\n            \u251c\u2500\u2500 \u89c4\u5219\u5c42: \u8f6c\u4eba\u5de5\/\u663e\u5f0f\u5207\u6362\u5173\u952e\u8bcd\u5339\u914d\uff08&lt; 1ms\uff09\n            \u251c\u2500\u2500 \u9501\u5b9a\u786e\u8ba4: \u573a\u666f\u9501\u5b9a\u65f6LLM\u9a8c\u8bc1\u610f\u56fe\u4e00\u81f4\u6027\n            \u2514\u2500\u2500 LLM\u5c42: qwen3.6-flash \u5206\u7c7b\uff08\u9996\u8f6e\uff09\n                    \u2193\n         [\u573a\u666f\u8def\u7531\u5668 SceneRouter]\n            \u251c\u2500\u2500 DEVICE_FAULT \u2192 \u5145\u7535\u573a\u666f\u5904\u7406\u5668\n            \u251c\u2500\u2500 IMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5\n            \u251c\u2500\u2500 TRANSFER_HUMAN \u2192 \u8f6c\u4eba\u5de5\n            \u2514\u2500\u2500 \u5176\u4ed6 \u2192 \u515c\u5e95\u8bdd\u672f\n                    \u2193\n         [\u65e0\u6cd5\u5145\u7535\u573a\u666f\u5904\u7406\u5668]\n            \u251c\u2500\u2500 1. \u67e5\u8be2\u8ba2\u5355\n            \u251c\u2500\u2500 2. \u89c4\u5219\u5f15\u64ce\u8def\u7531\uff08&lt; 1ms\uff09\n            \u251c\u2500\u2500 3. \u534f\u5546\u667a\u80fd\u4f53\u63a8\u7406\uff08qwen3.7-plus\uff09\n            \u2514\u2500\u2500 4. \u7ec4\u88c5\u56de\u590d\n                    \u2193\n         [ChatResponse] \u2192 \u7528\u6237\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"42_%E6%A0%B8%E5%BF%83%E6%A8%A1%E5%9D%97%E8%AF%A6%E8%A7%A3\"><\/span>4.2 \u6838\u5fc3\u6a21\u5757\u8be6\u89e3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"421_%E6%B6%88%E6%81%AF%E5%90%88%E5%B9%B6%E5%B1%82_%E2%80%94_%E8%A7%A3%E5%86%B3%E2%80%9D%E8%BF%9E%E5%8F%91%E6%B6%88%E6%81%AF%E9%87%8D%E5%A4%8D%E5%9B%9E%E5%A4%8D%E2%80%9D\"><\/span>4.2.1 \u6d88\u606f\u5408\u5e76\u5c42 \u2014 \u89e3\u51b3&#8221;\u8fde\u53d1\u6d88\u606f\u91cd\u590d\u56de\u590d&#8221;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u7528\u6237\u5728IM\u4e2d\u4e60\u60ef\u8fde\u7eed\u53d1\u9001\u591a\u6761\u77ed\u6d88\u606f\uff0c\u9010\u6761\u5904\u7406\u4f1a\u5bfc\u81f4\u591a\u6b21LLM\u8c03\u7528\u548c\u91cd\u590d\u56de\u590d\u3002<\/p>\n<p><strong>\u65b9\u6848<\/strong>\uff1a\u81ea\u9002\u5e94\u7f13\u51b2\u7a97\u53e3\u7b56\u7565<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9636\u6bb5<\/th>\n<th>\u884c\u4e3a<\/th>\n<th>\u53c2\u6570<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9996\u6761\u6d88\u606f\u5230\u8fbe<\/td>\n<td>hold HTTP\u8fde\u63a5\uff0c\u542f\u52a8 quiet_period \u5b9a\u65f6\u5668<\/td>\n<td>5s<\/td>\n<\/tr>\n<tr>\n<td>quiet_period\u5185\u65e0\u65b0\u6d88\u606f<\/td>\n<td>\u89c6\u4e3a\u5355\u6761\u6d88\u606f\uff0c\u7acb\u5373\u5904\u7406<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u65b0\u6d88\u606f\u5230\u8fbe<\/td>\n<td>\u8fdb\u5165\u591a\u6d88\u606f\u6a21\u5f0f\uff0c\u91cd\u7f6e window \u5b9a\u65f6\u5668<\/td>\n<td>3s<\/td>\n<\/tr>\n<tr>\n<td>\u603b\u5b57\u6570 \u2265 \u9608\u503c<\/td>\n<td>\u7acb\u5373\u5408\u5e76\u89e6\u53d1\uff0c\u4e0d\u7b49\u7a97\u53e3<\/td>\n<td>200\u5b57<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6280\u672f\u8981\u70b9<\/strong>\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528 <code>asyncio.Event<\/code> \u5b9e\u73b0\u9996\u6761\u6d88\u606f\u7b49\u5f85\u8005\u548c\u89e6\u53d1\u5668\u4e4b\u95f4\u7684\u901a\u4fe1<\/li>\n<li>\u4f7f\u7528 <code>asyncio.Lock<\/code> \u4fdd\u62a4\u7f13\u51b2\u533a\u5e76\u53d1\u4fee\u6539<\/li>\n<li>\u9501\u5916 await \u6a21\u5f0f\u907f\u514d\u6b7b\u9501<\/li>\n<li>\u9608\u503c\u89e6\u53d1\u65f6\u7531\u9996\u6761\u6d88\u606f\u7b49\u5f85\u8005\u7edf\u4e00\u5904\u7406\uff0c\u907f\u514d\u53cc\u91cd\u5904\u7406<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"422_%E6%84%8F%E5%9B%BE%E8%AF%86%E5%88%AB%E5%99%A8_%E2%80%94_%E8%A7%A3%E5%86%B3%E2%80%9D%E8%B7%B3%E5%9C%BA%E6%99%AF%E2%80%9D%E9%97%AE%E9%A2%98\"><\/span>4.2.2 \u610f\u56fe\u8bc6\u522b\u5668 \u2014 \u89e3\u51b3&#8221;\u8df3\u573a\u666f&#8221;\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u6bcf\u8f6e\u5bf9\u8bdd\u90fd\u91cd\u65b0\u8fdb\u884c\u610f\u56fe\u8bc6\u522b\uff0c\u7f3a\u4e4f\u72b6\u6001\u9501\u5b9a\uff0c\u5bfc\u81f4\u573a\u666f\u88ab\u610f\u5916\u5207\u6362\u3002<\/p>\n<p><strong>\u65b9\u6848<\/strong>\uff1a\u56db\u5c42\u8bc6\u522b\u7b56\u7565 + \u573a\u666f\u9501\u5b9a + \u9690\u5f0f\u5207\u6362\u68c0\u6d4b<\/p>\n<pre><code class=\"language-plaintext\">\u6d88\u606f\u5230\u8fbe\n    \u2193\n\u8f6c\u4eba\u5de5\u5173\u952e\u8bcd\u5339\u914d\uff1f \u2192 \u662f \u2192 TRANSFER_HUMAN\n    \u2193 \u5426\n\u573a\u666f\u5df2\u9501\u5b9a\uff1f\n    \u251c\u2500\u2500 \u5426 \u2192 LLM\u5206\u7c7b\uff08qwen3.6-flash\uff09\n    \u2514\u2500\u2500 \u662f \u2192 \u663e\u5f0f\u5207\u6362\u5173\u952e\u8bcd\uff1f\n                \u251c\u2500\u2500 \u662f \u2192 EXPLICIT_SWITCH\n                \u2514\u2500\u2500 \u5426 \u2192 LLM\u5206\u7c7b \u2192 \u4e0e\u5f53\u524d\u573a\u666f\u6bd4\u5bf9\n                            \u251c\u2500\u2500 \u4e00\u81f4 \u2192 CONTINUE_CURRENT_SCENE\n                            \u2514\u2500\u2500 \u4e0d\u4e00\u81f4 \u2192 IMPLICIT_SWITCH \u2192 \u8f6c\u4eba\u5de5\n<\/code><\/pre>\n<p><strong>\u5173\u952e\u8bbe\u8ba1<\/strong>\uff1a\u573a\u666f\u9501\u5b9a\u540e\u4ecd\u8c03\u7528LLM\u5206\u7c7b\uff0c\u7528\u4e8e\u68c0\u6d4b\u7528\u6237\u662f\u5426\u5df2\u9690\u5f0f\u5207\u6362\u4e86\u8bdd\u9898\u3002\u8fd9\u89e3\u51b3\u4e86\u7528\u6237\u5148\u804a&#8221;\u5145\u7535\u6545\u969c&#8221;\u3001\u518d\u95ee&#8221;\u4e3a\u5565\u8fd8\u5728\u4f7f\u7528\u4e2d&#8221;\u65f6\u88ab\u9519\u8bef\u5730\u6309\u5145\u7535\u573a\u666f\u5904\u7406\u7684\u95ee\u9898\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"423_%E8%A7%84%E5%88%99%E5%BC%95%E6%93%8E_%E2%80%94_%E8%A7%A3%E5%86%B3%E2%80%9D%E5%A9%89%E6%8B%92%E8%AE%A1%E6%95%B0%E6%85%A2%E2%80%9D%E9%97%AE%E9%A2%98\"><\/span>4.2.3 \u89c4\u5219\u5f15\u64ce \u2014 \u89e3\u51b3&#8221;\u5a49\u62d2\u8ba1\u6570\u6162&#8221;\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u539f\u65b9\u6848\u7528LLM\u5206\u6790\u5386\u53f2\u5bf9\u8bdd\u6765\u8ba1\u6570\u5a49\u62d2\u6b21\u6570\uff0c\u8017\u65f65-7\u79d2\u3002<\/p>\n<p><strong>\u65b9\u6848<\/strong>\uff1a\u7eaf\u4ee3\u7801\u89c4\u5219\u5f15\u64ce\uff0c\u7ef4\u62a4 <code>rejection_count<\/code> \u8ba1\u6570\u5668\uff0c\u914d\u5408\u7b56\u7565\u8868\u505a\u51b3\u7b56\u3002<\/p>\n<pre><code class=\"language-plaintext\">\u8ba2\u5355\u72b6\u6001\u5224\u65ad\n\u251c\u2500\u2500 \u5df2\u9000\u6b3e\/\u5df2\u53d6\u6d88 \u2192 \u76f4\u63a5\u5a49\u62d2\n\u2514\u2500\u2500 \u5176\u4ed6 \u2192 \u662f\u5426\u5df2\u56de\u4ed3\uff1f\n    \u251c\u2500\u2500 \u672a\u56de\u4ed3 \u2192 \u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5\n    \u2514\u2500\u2500 \u5df2\u56de\u4ed3 \u2192 \u7535\u91cf\u662f\u5426\u6b63\u5e38\uff1f\n        \u251c\u2500\u2500 \u6545\u969c \u2192 \u76f4\u63a5\u9000\u6b3e\n        \u2514\u2500\u2500 \u6b63\u5e38 \u2192 \u6309\u4f7f\u7528\u65f6\u957f\u5206\u7ea7\n            \u251c\u2500\u2500 &gt; 24h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n            \u251c\u2500\u2500 4-24h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n            \u251c\u2500\u2500 1-4h \u2192 \u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c\n            \u2514\u2500\u2500 &lt; 1h \u2192 \u5df2\u8865\u5238\uff1f\u4e09\u6b21\u5a49\u62d2\/\u4e24\u6b21\u5a49\u62d2\u540e\u53d1\u5238\n<\/code><\/pre>\n<p><strong>\u6548\u679c<\/strong>\uff1a20+ \u51b3\u7b56\u8def\u5f84\uff0c\u6267\u884c\u65f6\u95f4 &lt; 1ms\uff0c\u4ece5-7\u79d2\u964d\u5230\u6beb\u79d2\u7ea7\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"424_%E5%8D%8F%E5%95%86%E6%99%BA%E8%83%BD%E4%BD%93_%E2%80%94_%E5%AE%9E%E7%8E%B0%E6%99%BA%E8%83%BD%E5%A4%9A%E8%BD%AE%E5%AF%B9%E8%AF%9D\"><\/span>4.2.4 \u534f\u5546\u667a\u80fd\u4f53 \u2014 \u5b9e\u73b0\u667a\u80fd\u591a\u8f6e\u5bf9\u8bdd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u534f\u5546\u667a\u80fd\u4f53\u4f7f\u7528 qwen3.7-plus \u6a21\u578b\uff0c\u652f\u63019\u79cd\u534f\u5546\u7b56\u7565\uff0c\u5b9e\u73b0\u7c7b\u4eba\u5316\u7684\u591a\u8f6e\u6c9f\u901a\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7b56\u7565<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<th>\u884c\u4e3a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u65e0\u64cd\u4f5c_\u76f4\u63a5\u5a49\u62d2<\/td>\n<td>\u5df2\u9000\u6b3e\/\u5df2\u53d6\u6d88\u8ba2\u5355<\/td>\n<td>\u793c\u8c8c\u544a\u77e5\u65e0\u6cd5\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u65e0\u64cd\u4f5c_\u4e24\u6b21\u5a49\u62d2\u540e\u8f6c\u4eba\u5de5<\/td>\n<td>\u98ce\u9669\u7528\u6237\/\u672a\u56de\u4ed3<\/td>\n<td>\u575a\u6301\u5a49\u62d2\uff0c\u8d85\u9650\u8f6c\u4eba\u5de5<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u64cd\u4f5c_\u4e00\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c<\/td>\n<td>\u8d85\u671f30\u5929\u5185\/\u6309\u65f6\u957f\u5206\u7ea7<\/td>\n<td>\u5148\u5a49\u62d2\u518d\u4e3b\u52a8\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u64cd\u4f5c_\u4e24\u6b21\u5a49\u62d2\u540e\u7ed9\u64cd\u4f5c<\/td>\n<td>&lt; 1h \u672a\u8865\u5238<\/td>\n<td>\u591a\u6b21\u5a49\u62d2\u540e\u7ed9\u51fa\u4f18\u60e0\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u64cd\u4f5c_\u76f4\u63a5\u64cd\u4f5c<\/td>\n<td>\u5145\u7535\u6545\u969c<\/td>\n<td>\u76f4\u63a5\u9000\u6b3e\u89e3\u51b3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6a21\u578b\u8f93\u51fa\u7ed3\u6784\u5316JSON\uff0c\u5305\u542b\u56de\u590d\u9636\u6bb5\u3001\u52a8\u4f5c\u7c7b\u578b\u3001\u52a8\u4f5c\u72b6\u6001\u7b49\u5b57\u6bb5\uff0c\u786e\u4fdd\u8f93\u51fa\u53ef\u63a7\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"43_%E6%9E%B6%E6%9E%84%E6%94%B9%E9%80%A0%E5%89%8D%E5%90%8E%E5%AF%B9%E6%AF%94\"><\/span>4.3 \u67b6\u6784\u6539\u9020\u524d\u540e\u5bf9\u6bd4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6<\/th>\n<th>\u6539\u9020\u524d\uff08\u4f4e\u4ee3\u7801\uff09<\/th>\n<th>\u6539\u9020\u540e\uff08\u9ad8\u4ee3\u7801\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5b9e\u73b0\u65b9\u5f0f<\/td>\n<td>\u62d6\u62fd\u8282\u70b9 + DSL\u914d\u7f6e<\/td>\n<td>Python + LangChain<\/td>\n<\/tr>\n<tr>\n<td>\u72b6\u6001\u7ba1\u7406<\/td>\n<td>\u767e\u70bc\u5185\u7f6e\uff08\u6709\u9650\uff0c\u4e0d\u53ef\u63a7\uff09<\/td>\n<td>\u81ea\u5b9a\u4e49\u72b6\u6001\u673a\uff08\u5b8c\u5168\u53ef\u63a7\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u89c4\u5219\u5f15\u64ce<\/td>\n<td>\u6761\u4ef6\u5206\u652f\u8282\u70b9\uff08\u5d4c\u5957\u6df1\uff0c\u8017\u65f6\u957f\uff09<\/td>\n<td>\u4ee3\u7801\u5b9e\u73b0\uff08&lt; 1ms\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u8c03\u7528<\/td>\n<td>\u7edf\u4e00\u7528\u4e00\u4e2a\u6a21\u578b<\/td>\n<td>\u5206\u7ea7\u8c03\u5ea6\uff08flash\/plus\u6309\u9700\u9009\u7528\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u8c03\u8bd5\u80fd\u529b<\/td>\n<td>\u9ed1\u76d2\uff0c\u53ea\u80fd\u770b\u8f93\u5165\u8f93\u51fa<\/td>\n<td>\u53ef\u5355\u6b65\u8c03\u8bd5\uff0c\u5b8c\u6574\u65e5\u5fd7<\/td>\n<\/tr>\n<tr>\n<td>\u7075\u6d3b\u6027<\/td>\n<td>\u53d7\u9650\u4e8e\u5e73\u53f0\u8282\u70b9\u80fd\u529b<\/td>\n<td>\u5b8c\u5168\u81ea\u4e3b\u7f16\u7801<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72<\/td>\n<td>\u767e\u70bc\u5e73\u53f0\u6258\u7ba1<\/td>\n<td>AgentRun Serverless<\/td>\n<\/tr>\n<tr>\n<td>\u6d88\u606f\u5408\u5e76<\/td>\n<td>\u274c \u4e0d\u652f\u6301<\/td>\n<td>\u2705 \u81ea\u9002\u5e94\u7f13\u51b2\u7a97\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u573a\u666f\u9501\u5b9a<\/td>\n<td>\u274c \u4e0d\u652f\u6301<\/td>\n<td>\u2705 \u9501\u5b9a + \u9690\u5f0f\u5207\u6362\u68c0\u6d4b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"44_%E6%80%A7%E8%83%BD%E5%AF%B9%E6%AF%94\"><\/span>4.4 \u6027\u80fd\u5bf9\u6bd4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u6539\u9020\u524d<\/th>\n<th>\u6539\u9020\u540e<\/th>\n<th>\u63d0\u5347<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5a49\u62d2\u8ba1\u6570\u5224\u65ad<\/td>\n<td>5-7s\uff08LLM\uff09<\/td>\n<td>&lt; 1ms\uff08\u89c4\u5219\u5f15\u64ce\uff09<\/td>\n<td><strong>5000x+<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u610f\u56fe\u8bc6\u522b<\/td>\n<td>5-8s<\/td>\n<td>0-1.5s<\/td>\n<td><strong>3-5x<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u7aef\u5230\u7aef\u54cd\u5e94\uff08\u542b\u7f13\u51b2\uff09<\/td>\n<td>15s<\/td>\n<td>~10s<\/td>\n<td><strong>33%<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u573a\u666f\u8df3\u8f6c\u51c6\u786e\u7387<\/td>\n<td>~70%<\/td>\n<td>\u2265 95%\uff08\u542b\u9690\u5f0f\u5207\u6362\u68c0\u6d4b\uff09<\/td>\n<td><strong>+25%<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u8fde\u53d1\u6d88\u606f\u5904\u7406<\/td>\n<td>\u9010\u6761\u56de\u590d\uff083\u6b21\uff09<\/td>\n<td>\u5408\u5e76\u5904\u7406\uff081\u6b21\uff09<\/td>\n<td><strong>\u8d44\u6e90\u8282\u770166%<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"45_%E9%83%A8%E7%BD%B2%E6%96%B9%E6%A1%88\"><\/span>4.5 \u90e8\u7f72\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5e94\u7528\u90e8\u7f72\u5728\u963f\u91cc\u4e91AgentRun\u5e73\u53f0\u4e0a\uff0c\u5229\u7528Serverless Devs\u5de5\u5177\u4e00\u952e\u90e8\u7f72\uff1a<\/p>\n<ul>\n<li><strong>\u8fd0\u884c\u65f6<\/strong>\uff1aPython 3.12 \/ 1 vCPU \/ 2GB \u5185\u5b58<\/li>\n<li><strong>\u90e8\u7f72\u5305<\/strong>\uff1a\u4ee3\u7801 + \u9884\u5b89\u88c5\u4f9d\u8d56 \u2248 70MB<\/li>\n<li><strong>\u5f39\u6027\u80fd\u529b<\/strong>\uff1a\u6309\u9700\u6269\u7f29\uff0c\u5b9e\u4f8b\u5e76\u53d1\u657010<\/li>\n<li><strong>\u5065\u5eb7\u68c0\u67e5<\/strong>\uff1aHTTP GET \/health\uff0c3\u79d2\u8d85\u65f6<\/li>\n<\/ul>\n<p>\u5bf9\u63a5\u65b9\u5f0f\uff1aJava\u5fae\u670d\u52a1\u53ea\u9700\u5c06\u539f\u6765\u8c03\u767e\u70bcAPI\u7684\u5730\u5740\u6539\u4e3aAgentRun Endpoint\uff0c\u8bf7\u6c42\/\u54cd\u5e94\u683c\u5f0f\u9002\u914d\u5373\u53ef\uff0c\u6539\u9020\u91cf\u7ea63-5\u4eba\u65e5\u3002<\/p>\n<p>\u90e8\u7f72\u540e\uff0c\u901a\u8fc7AgentRun Endpoint\u53ef\u4ee5\u4e0b\u8f7dhtml\u6d4b\u8bd5\u9875\u9762\uff0c\u5e76\u5728\u9875\u9762\u4e2d\u901a\u8fc7\u5bf9\u8bdd\u8fdb\u884c\u5b9e\u9645\u6d4b\u8bd5\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/yushuoxin.top\/wp-content\/uploads\/2026\/08\/img_05.png\" alt=\"image.png\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"46_%E8%B8%A9%E5%9D%91%E8%AE%B0%E5%BD%95\"><\/span>4.6 \u8e29\u5751\u8bb0\u5f55<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u5b9e\u9645\u5f00\u53d1\u548c\u90e8\u7f72\u8fc7\u7a0b\u4e2d\uff0c\u8e29\u4e86\u4e0d\u5c11\u5751\uff0c\u8fd9\u91cc\u5206\u4eab\u51e0\u4e2a\u6709\u4ee3\u8868\u6027\u7684\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u95ee\u9898<\/th>\n<th>\u73b0\u8c61<\/th>\n<th>\u89e3\u51b3\u65b9\u6848<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>AgentRun \u2260 FC<\/td>\n<td>Qoder\u6700\u5f00\u59cb\u5206\u4e0d\u6e05FC\u548cAgentRun\uff0c\u9ed8\u8ba4\u4f1a\u90e8\u7f72\u5230FC\u4e0a\uff0c\u540e\u7eed\u901a\u8fc7\u5bf9\u8bdd\u7ea0\u6b63\u8be5\u884c\u4e3a<\/td>\n<td>\u4f7f\u7528 <code>agentrun<\/code> \u7ec4\u4ef6\u800c\u975e <code>fc3<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u7f51\u7edc\u914d\u7f6e\u5fc5\u987b\u663e\u5f0f\u58f0\u660e<\/td>\n<td>\u90e8\u7f72\u62a5\u9519 <code>NetworkConfiguration is required<\/code><\/td>\n<td>\u6dfb\u52a0 <code>internetAccess: true<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u5065\u5eb7\u68c0\u67e5\u8d85\u65f6\u4e0a\u96503\u79d2<\/td>\n<td>\u8bbe5\u79d2\u76f4\u63a5\u62a5\u9519<\/td>\n<td><code>timeoutSeconds: 3<\/code><\/td>\n<\/tr>\n<tr>\n<td>Python\u4f9d\u8d56\u5fc5\u987b\u9884\u88c5<\/td>\n<td>\u8fd0\u884c\u65f6\u62a5 <code>ModuleNotFoundError<\/code><\/td>\n<td><code>pip install --target code\/<\/code><\/td>\n<\/tr>\n<tr>\n<td>Qwen3\u5fc5\u987b\u7981\u7528thinking<\/td>\n<td>LLM\u8fd4\u56de\u7a7a\u5b57\u7b26\u4e32\u6216JSON\u89e3\u6790\u5931\u8d25<\/td>\n<td><code>extra_body={\"enable_thinking\": False}<\/code><\/td>\n<\/tr>\n<tr>\n<td>Qwen3 System Message\u4e0d\u7a33\u5b9a<\/td>\n<td>\u8f93\u51fa\u683c\u5f0f\u4e0d\u53ef\u63a7<\/td>\n<td>\u5408\u5e76\u4e3a\u5355\u6761HumanMessage<\/td>\n<\/tr>\n<tr>\n<td>asyncio\u6b7b\u9501<\/td>\n<td>\u6301\u9501\u65f6await\u5bfc\u81f4\u6b7b\u9501<\/td>\n<td>\u9501\u5185\u521d\u59cb\u5316 + \u9501\u5916await<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h1><span class=\"ez-toc-section\" id=\"%E4%BA%94%E3%80%81%E6%80%BB%E7%BB%93%E4%B8%8E%E6%9C%AA%E6%9D%A5%E8%A7%84%E5%88%92\"><\/span>\u4e94\u3001\u603b\u7ed3\u4e0e\u672a\u6765\u89c4\u5212<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"51_%E6%80%BB%E7%BB%93\"><\/span>5.1 \u603b\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u6b21\u6539\u9020\u7684\u6838\u5fc3\u6536\u83b7\uff1a<\/p>\n<ol>\n<li><strong>\u67b6\u6784\u5347\u7ea7<\/strong>\uff1a\u4ece\u4f4e\u4ee3\u7801\u9ed1\u76d2 \u2192 \u9ad8\u4ee3\u7801\u767d\u76d2\uff0c\u83b7\u5f97\u5b8c\u6574\u7684\u72b6\u6001\u7ba1\u7406\u548c\u6d41\u7a0b\u63a7\u5236\u80fd\u529b<\/li>\n<li><strong>\u6027\u80fd\u63d0\u5347<\/strong>\uff1a\u89c4\u5219\u5f15\u64ce\u66ff\u4ee3LLM\u8ba1\u6570\uff085000x\u63d0\u901f\uff09\uff0c\u6a21\u578b\u5206\u7ea7\u8c03\u5ea6\uff0c\u6d88\u606f\u5408\u5e76\u51cf\u5c11\u5197\u4f59\u8c03\u7528<\/li>\n<li><strong>\u4f53\u9a8c\u6539\u5584<\/strong>\uff1a\u573a\u666f\u9501\u5b9a + \u9690\u5f0f\u5207\u6362\u68c0\u6d4b\uff0c\u89e3\u51b3\u4e86&#8221;\u5f20\u51a0\u674e\u6234&#8221;\u7684\u6838\u5fc3\u75db\u70b9<\/li>\n<li><strong>\u5de5\u7a0b\u5316<\/strong>\uff1a\u53ef\u6d4b\u8bd5\u3001\u53ef\u8c03\u8bd5\u3001\u53ef\u7248\u672c\u7ba1\u7406\uff0c\u4e3a\u540e\u7eed\u8fed\u4ee3\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840<\/li>\n<\/ol>\n<p><strong>\u6838\u5fc3\u65b9\u6cd5\u8bba<\/strong>\uff1a\u4f4e\u4ee3\u7801\u8f6c\u9ad8\u4ee3\u7801\u4e0d\u662f\u7b80\u5355\u7684&#8221;\u628a\u62d6\u62fd\u8282\u70b9\u7ffb\u8bd1\u6210\u4ee3\u7801&#8221;\uff0c\u800c\u662f\u8981\u91cd\u65b0\u601d\u8003\u67b6\u6784\u2014\u2014\u5c06\u786e\u5b9a\u6027\u903b\u8f91\u4ea4\u7ed9\u89c4\u5219\u5f15\u64ce\uff08\u6beb\u79d2\u7ea7\uff09\uff0c\u5c06\u590d\u6742\u63a8\u7406\u4ea4\u7ed9LLM\uff08\u79d2\u7ea7\uff09\uff0c\u5c06\u72b6\u6001\u7ba1\u7406\u4ea4\u7ed9\u4ee3\u7801\uff08\u96f6\u8bef\u5dee\uff09\uff0c\u4e09\u8005\u534f\u540c\u624d\u80fd\u65e2\u5feb\u53c8\u51c6\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"52_%E6%9C%AA%E6%9D%A5%E8%A7%84%E5%88%92\"><\/span>5.2 \u672a\u6765\u89c4\u5212<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u77ed\u671f\uff081-2\u5468\uff09<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5bf9\u63a5\u771f\u5b9e\u8ba2\u5355\u67e5\u8be2API\uff0c\u66ff\u6362Mock\u6570\u636e<\/li>\n<li>\u589e\u52a0\u66f4\u591a\u552e\u540e\u573a\u666f\uff08\u8ba1\u8d39\u5f02\u8bae\u3001\u9000\u6b3e\u7b49\uff09<\/li>\n<li>\u9996\u8f6e\u5a49\u62d2\u89c4\u5219\u524d\u7f6e\uff0c\u8df3\u8fc7LLM\u76f4\u63a5\u56de\u590d\uff08\u518d\u77015s\uff09<\/li>\n<\/ul>\n<p><strong>\u4e2d\u671f\uff081-2\u6708\uff09<\/strong>\uff1a<\/p>\n<ul>\n<li>Redis\u66ff\u4ee3\u5185\u5b58\u5b58\u50a8\uff0c\u652f\u6301\u591a\u5b9e\u4f8b\u90e8\u7f72<\/li>\n<li>\u6d41\u5f0f\u54cd\u5e94\u652f\u6301\uff08SSE\uff09\uff0c\u63d0\u5347\u7528\u6237\u611f\u77e5\u901f\u5ea6<\/li>\n<li>\u6a21\u578b\u964d\u7ea7\u673a\u5236\uff08plus \u2192 flash \u2192 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