{"id":115504,"date":"2026-10-12T10:09:05","date_gmt":"2026-10-12T02:09:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115504.html"},"modified":"2026-10-12T10:09:05","modified_gmt":"2026-10-12T02:09:05","slug":"%e5%a4%a7%e5%8e%82-agent-%e9%9d%a2%e8%af%95%ef%bd%9c%e4%bb%80%e4%b9%88%e6%98%af-human-in-the-loop%ef%bc%9f%e7%94%a8%e4%b8%80%e4%b8%aa%e8%ae%a2%e7%a5%a8%e4%be%8b%e5%ad%90%e5%bd%bb%e5%ba%95%e8%ae%b2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115504.html","title":{"rendered":"\u5927\u5382 Agent \u9762\u8bd5\uff5c\u4ec0\u4e48\u662f Human-in-the-Loop\uff1f\u7528\u4e00\u4e2a\u8ba2\u7968\u4f8b\u5b50\u5f7b\u5e95\u8bb2\u660e\u767d"},"content":{"rendered":"<p>Human-in-the-Loop&#xff0c;\u7b80\u79f0 HITL&#xff0c;\u901a\u5e38\u8bd1\u4e3a\u201c\u4eba\u5728\u56de\u8def\u201d\u6216\u201c\u4eba\u673a\u534f\u540c\u95ed\u73af\u201d\u3002<\/p>\n<p>\u8fd9\u4e2a\u540d\u5b57\u542c\u8d77\u6765\u6709\u4e9b\u62bd\u8c61&#xff0c;\u5176\u5b9e\u5b83\u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u5f88\u5b9e\u9645\u7684\u95ee\u9898&#xff1a;<\/p>\n<p>AI \u53ef\u4ee5\u81ea\u5df1\u5b8c\u6210\u5f88\u591a\u6b65\u9aa4&#xff0c;\u4f46\u9047\u5230\u4fe1\u606f\u7f3a\u5931\u3001\u9700\u8981\u4e13\u4e1a\u5224\u65ad\u6216\u5fc5\u987b\u7531\u4eba\u505a\u51b3\u5b9a\u7684\u5730\u65b9&#xff0c;\u5e94\u8be5\u600e\u6837\u628a\u4eba\u63a5\u8fdb\u6765&#xff0c;\u5e76\u6839\u636e\u4eba\u7684\u53cd\u9988\u7ee7\u7eed\u5de5\u4f5c&#xff1f;<\/p>\n<p>\u672c\u6587\u7528\u4e00\u4e2a\u51fa\u5dee\u8ba2\u7968\u52a9\u624b\u7684\u4f8b\u5b50&#xff0c;\u4ece\u96f6\u8bb2\u6e05 HITL \u7684\u542b\u4e49\u3001\u53c2\u4e0e\u65b9\u5f0f\u3001\u8fd0\u884c\u8fc7\u7a0b\u3001\u9002\u7528\u573a\u666f&#xff0c;\u4ee5\u53ca\u5b83\u548c\u666e\u901a\u804a\u5929\u3001\u4eba\u5de5\u5ba1\u6279\u3001\u6a21\u578b\u8bad\u7ec3\u7684\u533a\u522b\u3002<\/p>\n<h3>\u4e00\u3001\u5148\u522b\u80cc\u5b9a\u4e49&#xff1a;\u60f3\u8c61\u4f60\u6709\u4e00\u4e2a\u4f1a\u529e\u4e8b\u7684\u5c0f\u52a9\u7406<\/h3>\n<p>\u4f60\u5bf9\u4e00\u4e2a\u51fa\u5dee\u52a9\u624b\u8bf4&#xff1a;<\/p>\n<p>\u5e2e\u6211\u5b89\u6392\u4e0b\u5468\u4e8c\u4ece\u4e0a\u6d77\u53bb\u5317\u4eac\u7684\u884c\u7a0b&#xff0c;\u4e0a\u5348\u51fa\u53d1&#xff0c;\u9884\u7b97 1500 \u5143\u4ee5\u5185\u3002<\/p>\n<p>\u5b83\u53ef\u4ee5\u81ea\u5df1\u5b8c\u6210\u4e0d\u5c11\u4e8b\u60c5&#xff1a;\u7406\u89e3\u65e5\u671f\u3001\u67e5\u8be2\u4ea4\u901a\u65b9\u6848\u3001\u6bd4\u8f83\u4ef7\u683c\u3001\u6574\u7406\u884c\u7a0b\u3002<\/p>\n<p>\u4f46\u67e5\u5230\u4e00\u534a&#xff0c;\u5b83\u53d1\u73b0\u4e86\u51e0\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4f60\u8bf4\u7684\u201c\u4e0a\u5348\u51fa\u53d1\u201d&#xff0c;\u80fd\u4e0d\u80fd\u63a5\u53d7\u65e9\u4e0a 6 \u70b9&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u4e00\u73ed\u822a\u73ed\u4ef7\u683c\u5408\u9002&#xff0c;\u4f46\u5230\u8fbe\u673a\u573a\u79bb\u4f1a\u8bae\u5730\u70b9\u5f88\u8fdc&#xff0c;\u4f60\u662f\u5426\u63a5\u53d7&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u6ca1\u6709\u7b26\u5408\u9884\u7b97\u7684\u65b9\u6848&#xff0c;\u662f\u63d0\u9ad8\u9884\u7b97&#xff0c;\u8fd8\u662f\u6539\u5750\u9ad8\u94c1&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u6700\u7ec8\u51c6\u5907\u4e0b\u5355\u65f6&#xff0c;\u662f\u5426\u5df2\u7ecf\u83b7\u5f97\u4e86\u9488\u5bf9\u8fd9\u6b21\u8d2d\u4e70\u7684\u6709\u6548\u6388\u6743&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u5b83\u4e0d\u95ee&#xff0c;\u5168\u90e8\u81ea\u5df1\u731c&#xff0c;\u5c31\u53ef\u80fd\u8ba2\u51fa\u4e00\u4e2a\u201c\u89c4\u5219\u4e0a\u4f3c\u4e4e\u7b26\u5408&#xff0c;\u5b9e\u9645\u4e0a\u4f60\u4e0d\u60f3\u8981\u201d\u7684\u884c\u7a0b\u3002<\/p>\n<p>\u5982\u679c\u6bcf\u70b9\u4e00\u4e0b\u641c\u7d22\u6309\u94ae\u90fd\u8981\u4f60\u6279\u51c6&#xff0c;\u4f60\u53c8\u4f1a\u89c9\u5f97&#xff1a;<\/p>\n<p>\u90a3\u6211\u8fd8\u4e0d\u5982\u81ea\u5df1\u8ba2\u3002<\/p>\n<p>HITL \u8981\u89e3\u51b3\u7684&#xff0c;\u5c31\u662f\u600e\u6837\u5728\u81ea\u52a8\u6267\u884c\u7684\u8fc7\u7a0b\u4e2d&#xff0c;\u628a\u771f\u6b63\u9700\u8981\u4eba\u7684\u73af\u8282\u4ea4\u7ed9\u4eba&#xff0c;\u5e76\u8ba9\u4eba\u7684\u51b3\u5b9a\u6709\u6548\u5730\u5f71\u54cd\u63a5\u4e0b\u6765\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u53ef\u4ee5\u5148\u8fd9\u6837\u7406\u89e3&#xff1a;AI \u8d1f\u8d23\u63a8\u8fdb\u4efb\u52a1&#xff0c;\u4eba\u5728\u4eba\u6709\u5fc5\u8981\u53c2\u4e0e\u7684\u8282\u70b9\u8865\u4fe1\u606f\u3001\u505a\u5224\u65ad\u3001\u6539\u65b9\u6848\u6216\u6388\u6743\u3002<\/p>\n<h3 style=\"background-color:transparent\">\u4e8c\u3001Human\u3001Loop&#xff0c;\u5230\u5e95\u5206\u522b\u6307\u4ec0\u4e48&#xff1f;<\/h3>\n<h4>1. 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Loop&#xff1a;\u4e0d\u662f\u6b7b\u5faa\u73af&#xff0c;\u800c\u662f\u53cd\u9988\u4f1a\u56de\u5230\u4efb\u52a1\u91cc<\/h4>\n<p>\u8fd9\u91cc\u7684\u201c\u56de\u8def\u201d&#xff0c;\u53ef\u4ee5\u7406\u89e3\u6210\u4e00\u4e2a\u53cd\u9988\u95ed\u73af\u3002<\/p>\n<p>\u4ee5\u8ba2\u7968\u4e3a\u4f8b&#xff1a;<\/p>\n<li>\n<p>Agent \u67e5\u51fa\u4e09\u4e2a\u65b9\u6848\u3002<\/p>\n<\/li>\n<li>\n<p>\u4eba\u8865\u5145&#xff1a;\u201c\u4e0d\u8981\u65e9\u4e8e 8 \u70b9\u51fa\u53d1\u3002\u201d<\/p>\n<\/li>\n<li>\n<p>\u7cfb\u7edf\u628a\u8fd9\u4e2a\u8981\u6c42\u66f4\u65b0\u4e3a\u4efb\u52a1\u7ea6\u675f\u3002<\/p>\n<\/li>\n<li>\n<p>Agent \u91cd\u65b0\u7b5b\u9009&#xff0c;\u7ed9\u51fa\u6ee1\u8db3\u65b0\u8981\u6c42\u7684\u65b9\u6848\u3002<\/p>\n<\/li>\n<p>\u4eba\u7684\u56de\u7b54\u6ca1\u6709\u505c\u7559\u5728\u804a\u5929\u8bb0\u5f55\u91cc&#xff0c;\u800c\u662f\u6539\u53d8\u4e86\u540e\u9762\u7684\u7b5b\u9009\u884c\u4e3a\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u201c\u8fdb\u5165\u56de\u8def\u201d\u7684\u5173\u952e\u3002<\/p>\n<p>\u5b83\u4e0d\u8981\u6c42\u4eba\u53c2\u4e0e\u6bcf\u4e00\u6b65&#xff0c;\u4e5f\u4e0d\u8981\u6c42\u5fc5\u987b\u53cd\u590d\u95ee\u5f88\u591a\u8f6e\u3002\u4e00\u6b21\u6709\u6548\u7684\u4eba\u7c7b\u8f93\u5165&#xff0c;\u4e5f\u53ef\u4ee5\u6784\u6210\u4efb\u52a1\u4e2d\u7684\u4e00\u4e2a HITL \u73af\u8282\u3002<\/p>\n<h3>\u4e09\u3001HITL \u4e0d\u53ea\u6709\u201c\u540c\u610f\u201d\u548c\u201c\u62d2\u7edd\u201d<\/h3>\n<p>\u5f88\u591a\u4eba\u7b2c\u4e00\u6b21\u63a5\u89e6 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\u7684\u5de5\u5177\u8c03\u7528 HITL \u4e2d\u95f4\u4ef6\u63d0\u4f9b\u6279\u51c6\u3001\u7f16\u8f91\u3001\u62d2\u7edd\u548c\u76f4\u63a5\u56de\u5e94\u7b49\u51b3\u7b56\u65b9\u5f0f&#xff0c;\u53ef\u4ee5\u652f\u6301\u5176\u4e2d\u4e00\u4e9b\u5177\u4f53\u4ea4\u4e92&#xff1b;\u66f4\u5b8c\u6574\u7684\u4e1a\u52a1\u53c2\u4e0e\u6d41\u7a0b\u4ecd\u9700\u8981\u5e94\u7528\u81ea\u5df1\u8bbe\u8ba1\u3002<\/p>\n<p>HITL \u7684\u5171\u540c\u70b9&#xff0c;\u662f\u4eba\u7684\u8f93\u5165\u4f1a\u5f71\u54cd\u4efb\u52a1\u5982\u4f55\u7ee7\u7eed&#xff1b;\u5177\u4f53\u8f93\u5165\u4e0d\u4e00\u5b9a\u662f\u4e00\u4e2a\u6279\u51c6\u6309\u94ae\u3002<\/p>\n<h3>\u56db\u3001\u4e00\u4e2a\u5b8c\u6574\u4f8b\u5b50&#xff1a;\u8ba2\u7968\u52a9\u624b\u600e\u6837\u8ba9\u4eba\u53c2\u4e0e&#xff1f;<\/h3>\n<p>\u4e0b\u9762\u5047\u8bbe\u6211\u4eec\u6b63\u5728\u8bbe\u8ba1\u4e00\u4e2a\u51fa\u5dee\u8ba2\u7968\u52a9\u624b\u3002\u7968\u4ef7\u3001\u65f6\u95f4\u548c\u9875\u9762\u5185\u5bb9\u5747\u4e3a\u6559\u5b66\u793a\u4f8b\u3002<\/p>\n<h4>\u7b2c\u4e00\u6b65&#xff1a;Agent \u5148\u5b8c\u6210\u80fd\u591f\u81ea\u4e3b\u5b8c\u6210\u7684\u5de5\u4f5c<\/h4>\n<p>\u7528\u6237\u8981\u6c42&#xff1a;<\/p>\n<p>\u4e0b\u5468\u4e8c\u4ece\u4e0a\u6d77\u53bb\u5317\u4eac&#xff0c;\u4e0a\u5348\u51fa\u53d1&#xff0c;\u9884\u7b97 1500 \u5143\u4ee5\u5185\u3002<\/p>\n<p>Agent \u53ef\u4ee5\u5148\u67e5\u8be2\u65b9\u6848&#xff0c;\u5e76\u6574\u7406\u51fa&#xff1a;<\/p>\n<table>\n<tbody>\n<tr>\u65b9\u6848\u51fa\u53d1\u65f6\u95f4\u4ef7\u683c\u4e3b\u8981\u7279\u70b9<\/tr>\n<tr>\n<td>A&#xff1a;\u98de\u673a<\/td>\n<td>07:00<\/td>\n<td>980 \u5143<\/td>\n<td>\u8d77\u98de\u65e9&#xff0c;\u9700\u8981\u8f83\u65e9\u5230\u673a\u573a<\/td>\n<\/tr>\n<tr>\n<td>B&#xff1a;\u98de\u673a<\/td>\n<td>10:00<\/td>\n<td>1380 \u5143<\/td>\n<td>\u51fa\u53d1\u8f83\u665a&#xff0c;\u4ef7\u683c\u63a5\u8fd1\u9884\u7b97\u4e0a\u9650<\/td>\n<\/tr>\n<tr>\n<td>C&#xff1a;\u9ad8\u94c1<\/td>\n<td>08:30<\/td>\n<td>660 \u5143<\/td>\n<td>\u4e58\u8f66\u65f6\u95f4\u8f83\u957f&#xff0c;\u9014\u4e2d\u53ef\u529e\u516c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u6b65\u9aa4\u4e0d\u5fc5\u56e0\u4e3a\u4f7f\u7528\u4e86 HITL&#xff0c;\u5c31\u5168\u90e8\u4ea4\u7ed9\u7528\u6237\u9010\u9879\u6307\u6325\u3002<\/p>\n<h4>\u7b2c\u4e8c\u6b65&#xff1a;\u5728\u4f1a\u5f71\u54cd\u9009\u62e9\u7684\u4f4d\u7f6e&#xff0c;\u63d0\u51fa\u6709\u4ef7\u503c\u7684\u95ee\u9898<\/h4>\n<p>Agent \u53ef\u4ee5\u95ee&#xff1a;<\/p>\n<p>\u4f60\u66f4\u770b\u91cd\u5c3d\u65e9\u5230\u8fbe&#xff0c;\u8fd8\u662f\u51cf\u5c11\u51fa\u884c\u8d39\u7528&#xff1f;\u5982\u679c\u6709\u5fc5\u987b\u5230\u8fbe\u7684\u65f6\u95f4&#xff0c;\u4e5f\u53ef\u4ee5\u544a\u8bc9\u6211\u3002<\/p>\n<p>\u7528\u6237\u56de\u7b54&#xff1a;<\/p>\n<p>\u4e0b\u5348 3 \u70b9\u524d\u5230\u4f1a\u8bae\u5730\u70b9\u5c31\u884c&#xff0c;\u6211\u66f4\u5e0c\u671b\u8def\u4e0a\u80fd\u529e\u516c\u3002<\/p>\n<p>\u8fd9\u4e2a\u56de\u7b54\u63d0\u4f9b\u4e86\u4e24\u4e2a\u4e0d\u540c\u5c42\u9762\u7684\u4fe1\u606f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u201c\u4e0b\u5348 3 \u70b9\u524d\u5230\u4f1a\u8bae\u5730\u70b9\u201d\u662f\u9700\u8981\u6ee1\u8db3\u7684\u65f6\u95f4\u6761\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u201c\u5e0c\u671b\u8def\u4e0a\u80fd\u529e\u516c\u201d\u662f\u65b9\u6848\u6392\u5e8f\u65f6\u9700\u8981\u8003\u8651\u7684\u504f\u597d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>Agent \u63a5\u4e0b\u6765\u5e94\u7ed3\u5408\u8f66\u7ad9\u5230\u4f1a\u8bae\u5730\u70b9\u7684\u4ea4\u901a\u65f6\u95f4&#xff0c;\u5224\u65ad\u9ad8\u94c1\u65b9\u6848\u662f\u5426\u6ee1\u8db3\u8981\u6c42&#xff0c;\u800c\u4e0d\u662f\u770b\u5230\u201c\u529e\u516c\u201d\u4e24\u4e2a\u5b57\u5c31\u76f4\u63a5\u9009\u9ad8\u94c1\u3002<\/p>\n<h4>\u7b2c\u4e09\u6b65&#xff1a;\u628a\u4eba\u7684\u8868\u8fbe\u8f6c\u6210\u53ef\u4ee5\u6267\u884c\u7684\u4efb\u52a1\u6761\u4ef6<\/h4>\n<p>\u7528\u6237\u8bf4\u4e86\u4e00\u53e5\u8bdd&#xff0c;\u540e\u53f0\u8fd8\u9700\u8981\u628a\u5b83\u53d8\u6210\u540e\u7eed\u6b65\u9aa4\u80fd\u4f7f\u7528\u7684\u72b6\u6001\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u7cfb\u7edf\u53ef\u4ee5\u4fdd\u5b58&#xff1a;<\/p>\n<table>\n<tbody>\n<tr>\u4fe1\u606f\u5728\u540e\u7eed\u4efb\u52a1\u4e2d\u7684\u4f5c\u7528<\/tr>\n<tr>\n<td>\u5230\u8fbe\u4f1a\u8bae\u5730\u70b9\u7684\u6700\u665a\u65f6\u95f4<\/td>\n<td>\u5224\u65ad\u65b9\u6848\u662f\u5426\u53ef\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u9014\u4e2d\u529e\u516c\u504f\u597d<\/td>\n<td>\u5728\u53ef\u884c\u65b9\u6848\u4e2d\u6392\u5e8f<\/td>\n<\/tr>\n<tr>\n<td>\u9884\u7b97\u4e0a\u9650<\/td>\n<td>\u68c0\u67e5\u603b\u4ef7\u662f\u5426\u7b26\u5408\u8981\u6c42<\/td>\n<\/tr>\n<tr>\n<td>\u5c1a\u672a\u83b7\u5f97\u8d2d\u4e70\u6388\u6743<\/td>\n<td>\u63a7\u5236\u80fd\u5426\u8fdb\u5165\u8d2d\u7968\u6267\u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u533a\u522b&#xff1a;<\/p>\n<p>\u201c\u6211\u559c\u6b22\u8fd9\u4e2a\u65b9\u6848\u201d\u4e0d\u4e00\u5b9a\u7b49\u4e8e\u201c\u8bf7\u7acb\u5373\u4ed8\u6b3e\u201d\u3002<\/p>\n<p>\u504f\u597d\u3001\u9009\u62e9\u548c\u6267\u884c\u6388\u6743\u5e94\u6839\u636e\u4e0a\u4e0b\u6587\u5206\u522b\u8bc6\u522b\u3002\u4fe1\u606f\u4e0d\u660e\u786e\u65f6&#xff0c;\u7cfb\u7edf\u9700\u8981\u628a\u5f85\u786e\u8ba4\u7684\u4e8b\u60c5\u8bf4\u6e05\u695a\u3002<\/p>\n<h4>\u7b2c\u56db\u6b65&#xff1a;\u5728\u786e\u5b9e\u9700\u8981\u4eba\u7684\u51b3\u5b9a\u65f6\u6682\u505c<\/h4>\n<p>\u5047\u8bbe\u7cfb\u7edf\u9009\u4e2d\u4e86\u7b26\u5408\u6761\u4ef6\u7684\u8f66\u6b21&#xff0c;\u5e76\u4e14\u8fd9\u6b21\u8d2d\u4e70\u5c1a\u672a\u5f97\u5230\u6709\u6548\u6388\u6743\u3002<\/p>\n<p>\u5b83\u5c55\u793a&#xff1a;<\/p>\n<p>\u5df2\u9009\u4e2d\u65b9\u6848 C&#xff1a;\u5468\u4e8c 08:30 \u51fa\u53d1&#xff0c;\u7968\u4ef7 660 \u5143&#xff0c;\u4e8c\u7b49\u5ea7\u3002\u9884\u8ba1\u5230\u4f1a\u8bae\u5730\u70b9\u7684\u65f6\u95f4\u6ee1\u8db3\u8981\u6c42\u3002\u662f\u5426\u6309\u5f53\u524d\u4e58\u8f66\u4eba\u3001\u8f66\u6b21\u3001\u5e2d\u522b\u548c\u4ef7\u683c\u63d0\u4ea4\u8d2d\u7968&#xff1f;<\/p>\n<p>\u6b64\u65f6&#xff0c;\u53d7\u8fd9\u9879\u51b3\u5b9a\u7ea6\u675f\u7684\u8d2d\u7968\u52a8\u4f5c\u5e94\u5904\u4e8e\u7b49\u5f85\u72b6\u6001\u3002<\/p>\n<p>\u4e0d\u662f\u4e00\u8fb9\u95ee\u7528\u6237&#xff0c;\u4e00\u8fb9\u5df2\u7ecf\u63d0\u4ea4\u4e86\u4ed8\u6b3e\u8bf7\u6c42\u3002<\/p>\n<h4>\u7b2c\u4e94\u6b65&#xff1a;\u6839\u636e\u53cd\u9988&#xff0c;\u8fdb\u5165\u4e0d\u540c\u5206\u652f<\/h4>\n<table>\n<tbody>\n<tr>\u7528\u6237\u53cd\u9988\u7cfb\u7edf\u63a5\u4e0b\u6765\u5e94\u8be5\u600e\u6837\u5904\u7406&#xff1f;<\/tr>\n<tr>\n<td>\u201c\u786e\u8ba4\u8d2d\u4e70\u201d<\/td>\n<td>\u6821\u9a8c\u5f53\u524d\u7968\u4ef7\u3001\u4f59\u7968\u548c\u6388\u6743\u540e\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u201c\u6539\u6210\u4e00\u7b49\u5ea7\u770b\u770b\u201d<\/td>\n<td>\u66f4\u65b0\u65b9\u6848&#xff0c;\u91cd\u65b0\u5c55\u793a\u53d8\u66f4\u5185\u5bb9<\/td>\n<\/tr>\n<tr>\n<td>\u201c\u5148\u522b\u4e70\u201d<\/td>\n<td>\u4fdd\u6301\u672a\u8d2d\u4e70&#xff0c;\u7b49\u5f85\u540e\u7eed\u6307\u4ee4\u6216\u7ed3\u675f\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u201c\u53d6\u6d88\u8fd9\u6b21\u884c\u7a0b\u201d<\/td>\n<td>\u7ed3\u675f\u5f53\u524d\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u4e00\u76f4\u672a\u56de\u590d<\/td>\n<td>\u4fdd\u6301\u7b49\u5f85\u6216\u6309\u4e1a\u52a1\u89c4\u5219\u8d85\u65f6\u7ed3\u675f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5982\u679c\u7528\u6237\u56de\u590d\u65f6\u7968\u4ef7\u5df2\u7ecf\u53d8\u5316&#xff0c;\u7cfb\u7edf\u9700\u8981\u6839\u636e\u539f\u6388\u6743\u8303\u56f4\u5224\u65ad\u662f\u5426\u8fd8\u80fd\u7ee7\u7eed\u3002\u4e0d\u80fd\u628a\u9488\u5bf9\u65e7\u65b9\u6848\u7684\u51b3\u5b9a&#xff0c;\u968f\u610f\u89e3\u91ca\u6210\u5bf9\u4efb\u4f55\u65b0\u65b9\u6848\u90fd\u6709\u6548\u3002<\/p>\n<p>\u4f60\u4f1a\u53d1\u73b0&#xff0c;\u8fd9\u4e2a\u5b8c\u6574\u8fc7\u7a0b\u91cc&#xff0c;\u4eba\u53c2\u4e0e\u4e86\u8865\u5145\u9700\u6c42\u3001\u8868\u8fbe\u504f\u597d\u548c\u786e\u8ba4\u8d2d\u4e70\u4e09\u4e2a\u73af\u8282&#xff0c;\u5176\u4ed6\u6b65\u9aa4\u4ecd\u7136\u7531 Agent \u63a8\u8fdb\u3002<\/p>\n<h3>\u4e94\u3001\u201c\u95ee\u4e86\u4e00\u53e5\u8bdd\u201d&#xff0c;\u5c31\u7b97\u5b9e\u73b0 HITL \u4e86\u5417&#xff1f;<\/h3>\n<p>\u4ece\u5e7f\u4e49\u7684\u4eba\u673a\u4ea4\u4e92\u6765\u770b&#xff0c;\u4eba\u5de5\u6f84\u6e05\u53ef\u4ee5\u6210\u4e3a HITL \u7684\u4e00\u90e8\u5206\u3002\u4f46\u5728\u4e00\u4e2a\u9700\u8981\u53ef\u9760\u8fd0\u884c\u7684 Agent \u7cfb\u7edf\u91cc&#xff0c;\u53ea\u5728\u56de\u7b54\u4e2d\u5199\u4e00\u53e5\u201c\u8bf7\u786e\u8ba4\u201d&#xff0c;\u8fd8\u4e0d\u591f\u3002<\/p>\n<p>\u53ef\u4ee5\u68c0\u67e5\u4e09\u4e2a\u65b9\u9762\u3002<\/p>\n<h4>1. \u771f\u7684\u5728\u7b49\u8fd9\u4e2a\u51b3\u5b9a\u5417&#xff1f;<\/h4>\n<p>\u5982\u679c\u9875\u9762\u5199\u7740\u201c\u7b49\u5f85\u786e\u8ba4\u201d&#xff0c;\u5de5\u5177\u5374\u5df2\u7ecf\u6267\u884c\u5b8c&#xff0c;\u4eba\u7684\u51b3\u5b9a\u5c31\u5931\u53bb\u4e86\u4f5c\u7528\u3002<\/p>\n<p>\u9700\u8981\u7b49\u5f85\u7684\u662f\u53d7\u8be5\u51b3\u5b9a\u7ea6\u675f\u7684\u6b65\u9aa4\u3002<\/p>\n<p>\u4e0e\u4e4b\u65e0\u5173\u3001\u5df2\u7ecf\u83b7\u51c6\u7684\u5176\u4ed6\u5de5\u4f5c&#xff0c;\u53ef\u4ee5\u6309\u7cfb\u7edf\u8bbe\u8ba1\u7ee7\u7eed\u8fdb\u884c&#xff0c;\u4e0d\u4e00\u5b9a\u8981\u51bb\u7ed3\u6574\u4e2a\u4efb\u52a1\u3002<\/p>\n<h4>2. \u56de\u590d\u80fd\u51c6\u786e\u56de\u5230\u539f\u6765\u7684\u4efb\u52a1\u5417&#xff1f;<\/h4>\n<p>\u7528\u6237\u53ef\u80fd\u540c\u65f6\u6709\u4e24\u4e2a\u8ba2\u7968\u4efb\u52a1&#xff0c;\u4e00\u4e2a\u53bb\u5317\u4eac&#xff0c;\u4e00\u4e2a\u53bb\u6df1\u5733\u3002<\/p>\n<p>\u4ed6\u70b9\u51fb\u5317\u4eac\u884c\u7a0b\u7684\u201c\u786e\u8ba4\u201d&#xff0c;\u7cfb\u7edf\u5e94\u8be5\u77e5\u9053\u8fd9\u6b21\u53cd\u9988\u5bf9\u5e94\u54ea\u4e00\u4e2a\u4efb\u52a1\u3001\u54ea\u4e00\u7248\u65b9\u6848\u3001\u54ea\u4e00\u4e2a\u5f85\u5904\u7406\u95ee\u9898\u3002<\/p>\n<p>\u5426\u5219\u201c\u540c\u610f\u201d\u53ea\u662f\u4e00\u4e2a\u6ca1\u6709\u660e\u786e\u5bf9\u8c61\u7684\u8bcd\u3002<\/p>\n<h4>3. \u4eba\u7684\u8f93\u5165\u771f\u7684\u6539\u53d8\u4e86\u540e\u7eed\u884c\u4e3a\u5417&#xff1f;<\/h4>\n<p>\u7528\u6237\u660e\u786e\u9009\u62e9\u9ad8\u94c1&#xff0c;Agent \u540e\u7eed\u5374\u4ecd\u7136\u6309\u7167\u98de\u673a\u65b9\u6848\u6267\u884c&#xff0c;\u5c31\u6ca1\u6709\u6b63\u786e\u843d\u5b9e\u53cd\u9988\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4e00\u4e2a\u5b9e\u7528\u7684\u5224\u65ad\u6807\u51c6\u662f&#xff1a;<\/p>\n<p>\u8be5\u7b49\u65f6\u80fd\u7b49\u4f4f&#xff0c;\u53cd\u9988\u80fd\u627e\u5230\u5bf9\u5e94\u4efb\u52a1&#xff0c;\u540e\u7eed\u6267\u884c\u53d7\u53cd\u9988\u7ea6\u675f\u3002<\/p>\n<h3>\u516d\u3001\u540e\u53f0\u53d1\u751f\u4e86\u4ec0\u4e48&#xff1f;\u7528\u201c\u6e38\u620f\u5b58\u6863\u201d\u7406\u89e3<\/h3>\n<p>\u7528\u6237\u53ef\u80fd\u4e00\u5206\u949f\u540e\u56de\u590d&#xff0c;\u4e5f\u53ef\u80fd\u7b2c\u4e8c\u5929\u624d\u56de\u6765\u3002<\/p>\n<p>\u7cfb\u7edf\u4e0d\u80fd\u628a\u201c\u7b49\u4eba\u56de\u590d\u201d\u7406\u89e3\u6210\u8ba9\u6a21\u578b\u4e00\u76f4\u751f\u6210\u5185\u5bb9&#xff0c;\u6216\u8005\u8ba9\u67d0\u4e2a\u7f51\u7edc\u8bf7\u6c42\u4e00\u76f4\u5361\u5728\u90a3\u91cc\u3002<\/p>\n<p>\u53ef\u4ee5\u628a\u5b83\u60f3\u6210\u6e38\u620f\u5b58\u6863&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5f53\u524d\u5173\u5361&#xff1a;\u4efb\u52a1\u8fdb\u884c\u5230\u54ea\u4e00\u6b65\u3002<\/p>\n<\/li>\n<li>\n<p>\u5df2\u6709\u9053\u5177&#xff1a;\u5df2\u7ecf\u67e5\u5230\u54ea\u4e9b\u8d44\u6599\u3001\u5f62\u6210\u4e86\u4ec0\u4e48\u65b9\u6848\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f85\u9009\u5267\u60c5&#xff1a;\u9700\u8981\u4eba\u56de\u7b54\u4ec0\u4e48\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u73a9\u5bb6\u9009\u62e9&#xff1a;\u4eba\u6700\u540e\u7ed9\u4e86\u4ec0\u4e48\u53cd\u9988\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u901a\u5e38&#xff0c;\u5e94\u7528\u4f1a\u628a\u8fd9\u4e9b\u5185\u5bb9\u4fdd\u5b58\u4e0b\u6765&#xff0c;\u5c06\u4efb\u52a1\u6807\u8bb0\u4e3a\u7b49\u5f85\u4eba\u5de5\u8f93\u5165\u3002<\/p>\n<p>\u7528\u6237\u63d0\u4ea4\u53cd\u9988\u540e&#xff0c;\u5e94\u7528\u627e\u5230\u5bf9\u5e94\u4efb\u52a1&#xff0c;\u9a8c\u8bc1\u53cd\u9988\u5e76\u66f4\u65b0\u72b6\u6001&#xff0c;\u518d\u5b89\u6392\u540e\u7eed\u6267\u884c\u3002<\/p>\n<p>LangGraph \u7684\u4e2d\u65ad\u673a\u5236\u5c31\u662f\u4e00\u79cd\u5b9e\u73b0\u65b9\u5f0f&#xff1a;\u901a\u8fc7\u68c0\u67e5\u70b9\u4fdd\u5b58\u6267\u884c\u72b6\u6001&#xff0c;\u518d\u901a\u8fc7\u6062\u590d\u8f93\u5165\u7ee7\u7eed\u8fd0\u884c\u3002<\/p>\n<p>\u8fd9\u91cc\u4fdd\u5b58\u7684\u662f\u5e94\u7528\u7684\u4efb\u52a1\u72b6\u6001&#xff0c;\u4e0d\u662f\u8981\u6c42\u628a\u6a21\u578b\u201c\u5927\u8111\u91cc\u7684\u6240\u6709\u60f3\u6cd5\u201d\u5b58\u4e0b\u6765\u3002<\/p>\n<h4 style=\"background-color:transparent\">\u7ee7\u7eed\u6267\u884c&#xff0c;\u662f\u5426\u610f\u5473\u7740\u4ece\u6682\u505c\u7684\u90a3\u4e00\u884c\u63a5\u7740\u8dd1&#xff1f;<\/h4>\n<p>\u4e0d\u4e00\u5b9a&#xff0c;\u8981\u770b\u6846\u67b6\u7684\u8fd0\u884c\u8bed\u4e49\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;LangGraph \u6587\u6863\u8bf4\u660e&#xff0c;\u6062\u590d\u540e\u5305\u542b\u4e2d\u65ad\u7684\u8282\u70b9\u4f1a\u4ece\u8282\u70b9\u5f00\u5934\u91cd\u65b0\u6267\u884c&#xff1b;\u4e2d\u65ad\u524d\u7684\u90e8\u5206\u4ee3\u7801\u53ef\u80fd\u518d\u6b21\u8fd0\u884c\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u6e38\u620f\u5b58\u6863\u53ea\u662f\u5e2e\u52a9\u7406\u89e3\u201c\u4fdd\u5b58\u8fdb\u5ea6\u201d\u7684\u7c7b\u6bd4&#xff0c;\u4e0d\u7b49\u4e8e\u6240\u6709\u4ee3\u7801\u90fd\u81ea\u52a8\u62e5\u6709\u7cbe\u786e\u5230\u67d0\u4e00\u884c\u7684\u6682\u505c\u6062\u590d\u80fd\u529b\u3002<\/p>\n<p>\u5728\u7cfb\u7edf\u8bbe\u8ba1\u5c42\u9762&#xff0c;\u53ef\u4ee5\u628a\u201c\u51c6\u5907\u65b9\u6848\u201d\u201c\u8bf7\u6c42\u4eba\u5de5\u8f93\u5165\u201d\u201c\u6267\u884c\u52a8\u4f5c\u201d\u5206\u6210\u804c\u8d23\u660e\u786e\u7684\u6b65\u9aa4&#xff0c;\u8ba9\u4eba\u5de5\u51b3\u5b9a\u4e0e\u5b9e\u9645\u52a8\u4f5c\u4e4b\u95f4\u7684\u5173\u7cfb\u66f4\u6e05\u695a\u3002<\/p>\n<h3>\u4e03\u3001\u5b83\u548c\u666e\u901a\u804a\u5929\u3001\u4eba\u5de5\u5ba1\u6279\u3001\u6a21\u578b\u8bad\u7ec3\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h3>\n<h4>1. HITL \u4e0e\u666e\u901a\u591a\u8f6e\u5bf9\u8bdd<\/h4>\n<p>\u591a\u8f6e\u5bf9\u8bdd\u63cf\u8ff0\u7684\u662f\u4ea4\u4e92\u5f62\u5f0f&#xff1a;\u4f60\u8bf4\u4e00\u53e5&#xff0c;\u7cfb\u7edf\u8bf4\u4e00\u53e5&#xff0c;\u53ef\u4ee5\u6709\u5f88\u591a\u8f6e\u3002<\/p>\n<p>HITL \u63cf\u8ff0\u7684\u662f\u4eba\u5bf9\u6d41\u7a0b\u7684\u4f5c\u7528&#xff1a;\u4eba\u7684\u8f93\u5165\u662f\u4e0d\u662f\u67d0\u4e2a\u5904\u7406\u73af\u8282\u9700\u8981\u7684\u53cd\u9988&#xff0c;\u5e76\u5f71\u54cd\u540e\u7eed\u5de5\u4f5c\u3002<\/p>\n<table>\n<tbody>\n<tr>\u60c5\u51b5\u5982\u4f55\u7406\u89e3<\/tr>\n<tr>\n<td>\u7528\u6237\u8fde\u7eed\u95ee\u4e09\u4e2a\u4e92\u4e0d\u76f8\u5173\u7684\u77e5\u8bc6\u95ee\u9898<\/td>\n<td>\u662f\u591a\u8f6e\u5bf9\u8bdd&#xff0c;\u4f46\u4e0d\u5fc5\u56e0\u6b64\u79f0\u4e3a\u4e00\u4e2a\u4e1a\u52a1 HITL \u6d41\u7a0b<\/td>\n<\/tr>\n<tr>\n<td>Agent \u7f3a\u5c11\u76ee\u7684\u5730&#xff0c;\u8bf7\u7528\u6237\u8865\u5145\u540e\u7ee7\u7eed\u67e5\u8be2<\/td>\n<td>\u6f84\u6e05\u5f0f HITL&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u5bf9\u8bdd\u5b8c\u6210<\/td>\n<\/tr>\n<tr>\n<td>\u5ba1\u6838\u5458\u5728\u540e\u53f0\u9875\u9762\u4fee\u6539\u62a5\u544a\u5e76\u653e\u884c<\/td>\n<td>\u662f HITL&#xff0c;\u4e0d\u4e00\u5b9a\u5b58\u5728\u804a\u5929\u754c\u9762<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u6237\u5728\u52a8\u4f5c\u5b8c\u6210\u540e\u6536\u5230\u4e00\u6761\u901a\u77e5<\/td>\n<td>\u901a\u77e5\u672c\u8eab\u4e0d\u6784\u6210\u8be5\u52a8\u4f5c\u7684\u4e8b\u524d\u4eba\u5de5\u63a7\u5236<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u591a\u8f6e\u5bf9\u8bdd\u662f\u201c\u600e\u4e48\u4ea4\u6d41\u201d&#xff0c;HITL \u5173\u5fc3\u201c\u4ea4\u6d41\u5982\u4f55\u53c2\u4e0e\u51b3\u7b56\u548c\u6267\u884c\u201d\u3002<\/p>\n<h4>2. HITL \u4e0e\u4eba\u5de5\u5ba1\u6279<\/h4>\n<p>\u4eba\u5de5\u5ba1\u6279\u91cd\u70b9\u89e3\u51b3\u201c\u8fd9\u4ef6\u4e8b\u662f\u5426\u83b7\u51c6\u6267\u884c\u201d\u3002<\/p>\n<p>HITL \u8fd8\u53ef\u4ee5\u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4fe1\u606f\u4e0d\u591f\u600e\u4e48\u529e&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u54ea\u4e2a\u65b9\u6848\u66f4\u7b26\u5408\u504f\u597d&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u679c\u9700\u8981\u600e\u6837\u4fee\u6539&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5f53\u524d\u95ee\u9898\u662f\u5426\u5e94\u8be5\u7531\u4eba\u5de5\u63a5\u7ba1&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u5728 Agent \u8fd0\u884c\u8fc7\u7a0b\u4e2d&#xff0c;\u4eba\u5de5\u5ba1\u6279\u662f HITL \u7684\u4e00\u79cd\u5e38\u89c1\u5b9e\u73b0\u3002<\/p>\n<p>\u53e6\u5916&#xff0c;HITL \u4e5f\u53ef\u4ee5\u7528\u4e8e\u56fa\u5b9a\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u63d0\u53d6\u53d1\u7968\u5b57\u6bb5&#xff0c;\u8d22\u52a1\u4eba\u5458\u4fee\u6b63\u540e\u518d\u5165\u8d26\u3002\u5b83\u4e0d\u4e00\u5b9a\u9700\u8981\u4e00\u4e2a\u4f1a\u81ea\u4e3b\u89c4\u5212\u7684 Agent\u3002<\/p>\n<h4>3. \u8fd0\u884c\u65f6 HITL \u4e0e\u6a21\u578b\u8bad\u7ec3<\/h4>\n<p>\u7528\u6237\u544a\u8bc9\u8ba2\u7968\u52a9\u624b\u201c\u4ee5\u540e\u4f18\u5148\u8003\u8651\u9ad8\u94c1\u201d&#xff0c;\u5e76\u4e0d\u610f\u5473\u7740\u6a21\u578b\u53c2\u6570\u5f53\u573a\u53d1\u751f\u4e86\u66f4\u65b0\u3002<\/p>\n<p>\u5f53\u524d\u7cfb\u7edf\u53ef\u80fd\u53ea\u662f\u66f4\u65b0\u4e86\u4efb\u52a1\u7ea6\u675f&#xff0c;\u6216\u8005\u5728\u7528\u6237\u5141\u8bb8\u7684\u60c5\u51b5\u4e0b\u4fdd\u5b58\u4e86\u4e00\u9879\u504f\u597d\u3002<\/p>\n<table>\n<tbody>\n<tr>\u573a\u666f\u4eba\u7684\u53cd\u9988\u4e3b\u8981\u7528\u4e8e\u4ec0\u4e48&#xff1f;\u662f\u5426\u5fc5\u7136\u66f4\u65b0\u6a21\u578b\u53c2\u6570&#xff1f;<\/tr>\n<tr>\n<td>\u5f53\u524d\u4efb\u52a1\u4e2d\u8865\u5145\u4fe1\u606f<\/td>\n<td>\u6539\u53d8\u8fd9\u6b21\u4efb\u52a1\u7684\u6761\u4ef6<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u5de5\u4fee\u6539\u5f85\u6267\u884c\u65b9\u6848<\/td>\n<td>\u6539\u53d8\u8fd9\u6b21\u64cd\u4f5c\u6216\u7ed3\u679c<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>\u4fdd\u5b58\u7528\u6237\u504f\u597d<\/td>\n<td>\u5f71\u54cd\u540e\u7eed\u68c0\u7d22\u6216\u4e0a\u4e0b\u6587<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u5de5\u6807\u6ce8\u3001\u504f\u597d\u8bc4\u5ba1\u8fdb\u5165\u8bad\u7ec3\u6d41\u7a0b<\/td>\n<td>\u4e3a\u540e\u7eed\u6a21\u578b\u4f18\u5316\u63d0\u4f9b\u6570\u636e<\/td>\n<td>\u7531\u5177\u4f53\u8bad\u7ec3\u6d41\u7a0b\u51b3\u5b9a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>HITL \u4e5f\u53ef\u4ee5\u51fa\u73b0\u5728\u6570\u636e\u6807\u6ce8\u3001\u4e3b\u52a8\u5b66\u4e60\u7b49\u673a\u5668\u5b66\u4e60\u73af\u8282\u3002\u672c\u6587\u8ba8\u8bba\u7684\u91cd\u70b9&#xff0c;\u662f Agent \u8fd0\u884c\u65f6\u7684\u4eba\u7c7b\u53c2\u4e0e\u3002<\/p>\n<p>\u6709\u4eba\u7684\u53cd\u9988&#xff0c;\u4e0d\u7b49\u4e8e\u5df2\u7ecf\u8fdb\u884c\u4e86\u6a21\u578b\u8bad\u7ec3&#xff1b;RLHF \u4e5f\u4e0d\u80fd\u76f4\u63a5\u5f53\u4f5c\u8fd0\u884c\u65f6 HITL \u7684\u540c\u4e49\u8bcd\u3002<\/p>\n<h3>\u516b\u3001\u52a0\u4e0a HITL&#xff0c;Agent \u5c31\u4e0d\u591f\u667a\u80fd\u4e86\u5417&#xff1f;<\/h3>\n<p>\u53ef\u4ee5\u4ece\u5de5\u4f5c\u5206\u5de5\u7684\u89d2\u5ea6\u770b\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<p>\u4e00\u4e2a\u9760\u8c31\u7684\u52a9\u7406&#xff0c;\u4f1a\u81ea\u5df1\u5b8c\u6210\u67e5\u8be2\u3001\u6574\u7406\u548c\u6bd4\u8f83&#xff1b;\u9047\u5230\u53ea\u80fd\u7531\u4f60\u51b3\u5b9a\u7684\u4e8b\u60c5&#xff0c;\u4e5f\u4f1a\u628a\u9009\u9879\u548c\u5f71\u54cd\u6574\u7406\u597d\u518d\u6765\u95ee\u3002<\/p>\n<p>\u4ed6\u4e0d\u4f1a\u56e0\u4e3a\u201c\u6ca1\u6709\u66ff\u4f60\u51b3\u5b9a\u4e2a\u4eba\u504f\u597d\u201d\u5c31\u663e\u5f97\u4e0d\u4e13\u4e1a\u3002<\/p>\n<p>Agent 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HITL&#xff1f;<\/h3>\n<p>\u53ef\u4ee5\u5148\u95ee\u4e09\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<li>\n<p>\u7ee7\u7eed\u6267\u884c\u6240\u9700\u7684\u4fe1\u606f&#xff0c;\u7cfb\u7edf\u662f\u5426\u786e\u5b9e\u62ff\u4e0d\u5230&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u8fd9\u4e2a\u51b3\u5b9a\u662f\u5426\u9700\u8981\u4eba\u7684\u504f\u597d\u3001\u4e13\u4e1a\u5224\u65ad\u6216\u6388\u6743&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u7b49\u5f85\u4eba\u7684\u6536\u76ca&#xff0c;\u662f\u5426\u5927\u4e8e\u7b49\u5f85\u6210\u672c&#xff1f;<\/p>\n<\/li>\n<table>\n<tbody>\n<tr>\u573a\u666f\u9002\u5408\u600e\u6837\u5f15\u5165\u4eba<\/tr>\n<tr>\n<td>\u5199\u4f5c\u52a9\u624b<\/td>\n<td>\u5148\u7ed9\u7ed3\u6784\u6216\u8349\u7a3f&#xff0c;\u8ba9\u7528\u6237\u8c03\u6574\u65b9\u5411<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u5206\u6790\u52a9\u624b<\/td>\n<td>\u8bf7\u4e1a\u52a1\u4eba\u5458\u786e\u8ba4\u201c\u6d3b\u8dc3\u7528\u6237\u201d\u7b49\u5173\u952e\u53e3\u5f84<\/td>\n<\/tr>\n<tr>\n<td>\u5ba2\u670d\u52a9\u624b<\/td>\n<td>\u590d\u6742\u4e89\u8bae\u8f6c\u7ed9\u6709\u5904\u7406\u6743\u9650\u7684\u5ba2\u670d<\/td>\n<\/tr>\n<tr>\n<td>\u7f16\u7a0b\u52a9\u624b<\/td>\n<td>\u5728\u9700\u8981\u4ea7\u54c1\u53d6\u820d\u65f6\u786e\u8ba4\u9700\u6c42&#xff0c;\u5728\u9002\u7528\u7b56\u7565\u4e0b\u5ba1\u9605\u53d8\u66f4<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u7ef4\u52a9\u624b<\/td>\n<td>\u5bf9\u9700\u8981\u4eba\u5de5\u51b3\u7b56\u7684\u5904\u7f6e\u65b9\u6848\u8fdb\u884c\u5ba1\u6838<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5e76\u4e0d\u662f\u6bcf\u4e2a\u4efb\u52a1\u90fd\u503c\u5f97\u8bbe\u7f6e\u4eba\u5de5\u8282\u70b9\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u683c\u5f0f\u8f6c\u6362\u89c4\u5219\u5df2\u7ecf\u660e\u786e\u3001\u64cd\u4f5c\u53ef\u9006\u4e14\u5df2\u83b7\u6388\u6743&#xff0c;\u518d\u53cd\u590d\u8ba9\u4eba\u786e\u8ba4&#xff0c;\u53ef\u80fd\u53ea\u4f1a\u589e\u52a0\u7b49\u5f85\u3002<\/p>\n<p>\u5bf9\u4e8e\u5fc5\u987b\u5373\u65f6\u54cd\u5e94\u7684\u6d41\u7a0b&#xff0c;\u4e5f\u5e94\u660e\u786e\u54ea\u4e9b\u52a8\u4f5c\u53ef\u4ee5\u6309\u9884\u8bbe\u89c4\u5219\u81ea\u52a8\u5b8c\u6210&#xff0c;\u54ea\u4e9b\u60c5\u51b5\u9700\u8981\u5347\u7ea7\u7ed9\u4eba\u5904\u7406\u3002<\/p>\n<p>\u4e0d\u80fd\u5047\u8bbe\u4eba\u968f\u65f6\u5728\u7ebf\u3001\u9a6c\u4e0a\u56de\u590d\u3002<\/p>\n<h3 style=\"background-color:transparent\">\u5341\u3001HITL \u80fd\u5e26\u6765\u4ec0\u4e48&#xff0c;\u53c8\u89e3\u51b3\u4e0d\u4e86\u4ec0\u4e48&#xff1f;<\/h3>\n<p>HITL 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HITL<\/h3>\n<p>Human-in-the-Loop \u662f\u628a\u4eba\u7684\u8f93\u5165\u3001\u5224\u65ad\u6216\u6388\u6743\u63a5\u5165\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u4e00\u79cd\u65b9\u5f0f\u3002\u5728 Agent 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