{"id":27812,"date":"2025-10-30T09:03:04","date_gmt":"2025-10-30T01:03:04","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27812"},"modified":"2025-10-30T09:04:09","modified_gmt":"2025-10-30T01:04:09","slug":"%e4%b8%80%e6%96%87%e8%ae%b2%e9%80%8fai-agent%e5%bc%80%e5%8f%91%e4%b8%ad%e7%9a%84human-in-the-loop","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/30\/27812\/","title":{"rendered":"\u4e00\u6587\u8bb2\u900fAI Agent\u5f00\u53d1\u4e2d\u7684human-in-the-loop"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u6211\u4eec\u5fc5\u987b\u8c28\u614e\u5730\u9009\u62e9\uff0c\u628a\u54ea\u4e9b\u4fe1\u606f\u653e\u5230\u5e8f\u5217\u5316\u7684\u6570\u636e\u4e4b\u4e2d\uff0c\u54ea\u4e9b\u4e0d\u653e\u3002\u901a\u5e38\u6765\u8bf4\uff0c\u5e94\u8be5\u53ea\u5e8f\u5217\u5316\u90a3\u4e9b\u5fc5\u8981\u7684\u3001\u52a8\u6001\u7684\u6570\u636e\uff0c\u800c\u5176\u4ed6\u4fe1\u606f\u53ef\u4ee5\u5c3d\u91cf\u4fdd\u7559\u5728\u4ee3\u7801\u4e2d\u3002\u4ee5\u540e\u6709\u673a\u4f1a\u4e86\u6211\u4eec\u518d\u4ed4\u7ec6\u5c55\u5f00\u8fd9\u4e2a\u8bdd\u9898\u3002<\/div>\n
\n
\n

\u524d\u6bb5\u65f6\u95f4\u786e\u5b9e\u6709\u70b9\u5fd9\uff0c\u597d\u4e45\u6ca1\u6709\u53d1\u6587\u4e86\u3002\u4e0d\u8fc7\u6700\u8fd1\u6709\u597d\u591aAI\u6280\u672f\u65b9\u9762\u7684\u60f3\u6cd5\u8981\u8ddf\u5927\u5bb6\u5206\u4eab:-)<\/p>\n

\u4eca\u5929\u6211\u4eec\u4e3b\u8981\u804a\u4e00\u804a\u5728AI Agent\u5f00\u53d1\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u4e00\u4e2a\u7279\u6027\uff1ahuman-in-the-loop\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u9700\u8981human-in-the-loop\uff1f<\/h3>\n

\u6211\u4eec\u5728\u4ee5\u524d\u7684\u6587\u7ae0\u4e2d\u66fe\u7ecf\u8ba8\u8bba\u8fc7\u5728AI Agent\u5f00\u53d1\u4e2d\u786e\u5b9a\u6027\u548c\u81ea\u4e3b\u6027\u7684\u5173\u7cfb\u95ee\u9898\u3002\u81ea\u4e3b\u6027\u5e26\u6765\u667a\u80fd\u7684\u884c\u4e3a\u548c\u65b0\u7684\u53ef\u80fd\u6027\uff0c\u4f46\u8f6f\u4ef6\u7684\u4ea4\u4ed8\u9700\u8981\u4e3a\u5ba2\u6237\u63d0\u4f9b\u786e\u5b9a\u6027\u3002\u8fd9\u4e24\u8005\u53ef\u4ee5\u8bf4\u662f\u4e00\u5bf9\u77db\u76fe\u3002<\/p>\n

\u4e8e\u662f\uff0c\u5728Agent\u7684\u6267\u884c\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4eba\u5de5\u786e\u8ba4\uff0c\u5c31\u6210\u4e86\u6d88\u9664\u4e0d\u786e\u5b9a\u6027\u7684\u4e00\u79cd\u601d\u8def\u3002\u60f3\u8c61\u4e00\u4e2a\u505a\u81ea\u52a8\u5316\u8fd0\u7ef4\u7684Agent\uff0c\u5b83\u5728\u51b3\u5b9a\u5f80\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u4e00\u4e2a\u670d\u52a1\u4e4b\u524d\uff0c\u5f88\u53ef\u80fd\u9700\u8981\u83b7\u5f97\u7ba1\u7406\u5458\u7684\u6838\u51c6\u624d\u80fd\u7ee7\u7eed\u8fd0\u884c\u3002\u518d\u60f3\u8c61\u4e00\u4e2a\u505a\u5ba2\u6237\u5173\u7cfb\u7ef4\u62a4\u7684Agent\uff0c\u5b83\u81ea\u52a8\u9605\u8bfb\u4e86\u5ba2\u6237\u90ae\u4ef6\uff0c\u7136\u540e\u64b0\u5199\u4e86\u4e00\u5c01\u56de\u590d\u90ae\u4ef6\uff0c\u8fd9\u4e2a\u65f6\u5019\u5b83\u5728\u771f\u6b63\u53d1\u9001\u8fd9\u5c01\u90ae\u4ef6\u4e4b\u524d\uff0c\u53ef\u80fd\u4e5f\u9700\u8981\u5148\u7ecf\u8fc7\u4eba\u5de5\u5ba1\u6838\u624d\u80fd\u53d1\u9001\u3002\u800c\u4e14\uff0c\u5ba1\u6838\u4eba\u5458\u5982\u679c\u89c9\u5f97\u90ae\u4ef6\u5185\u5bb9\u6709\u6b20\u59a5\u7684\u5730\u65b9\uff0c\u53ef\u80fd\u8fd8\u4f1a\u7ed9\u51fa\u5177\u4f53\u7684\u4fee\u6539\u5efa\u8bae\u3002Agent\u5c31\u53ef\u4ee5\u6839\u636e\u4eba\u7c7b\u5efa\u8bae\u5bf9\u90ae\u4ef6\u5185\u5bb9\u8fdb\u884c\u4fee\u6539\uff0c\u7136\u540e\u518d\u7ee7\u7eed\u6267\u884c\u3002<\/p>\n

AI\u7684\u4ea7\u54c1\u5f62\u5f0f\u65e9\u5df2\u4e0d\u518d\u5c40\u9650\u4e8echat\u5f0f\u7684\u4e00\u95ee\u4e00\u7b54\u3002\u5f88\u591aAgent\u53ef\u4ee5\u957f\u65f6\u95f4\u8fd0\u884c\uff0c\u6bd4\u5982\uff0c\u5728\u8fde\u7eed\u8fd0\u884c\u51e0\u5206\u949f\u751a\u81f3\u51e0\u5c0f\u65f6\u540e\u5411\u4eba\u7c7b\u4ea4\u4ed8\u7ed3\u679c\u3002\u5728\u4f01\u4e1a\u73af\u5883\u4e0b\uff0c\u4f60\u53ef\u4ee5\u628a\u8fd9\u79cd\u65b0\u578b\u7684AI Agent\u60f3\u8c61\u6210\u4e00\u4e2a\u6570\u5b57\u5458\u5de5\u3002\u5b83\u5728\u4e1a\u52a1\u6c34\u5e73\u4e0a\u53ef\u80fd\u53ea\u6709\u5b9e\u4e60\u751f\u7684\u6c34\u5e73\uff0c\u4f46\u660e\u663e\u7684\u4f18\u52bf\u5c31\u662f\u4e0d\u6015\u7d2f\uff0c\u53ef\u4ee5\u4e0d\u7720\u4e0d\u4f11\u5730\u5e72\u7740\u91cd\u590d\u6027\u7684\u5de5\u4f5c\u3002<\/p>\n

\u5f53\u7136\uff0c\u5b83\u5728\u884c\u4e3a\u65b9\u5f0f\u4e0a\u4e5f\u8ddf\u5b9e\u4e60\u751f\u7c7b\u4f3c\u3002\u60f3\u8c61\u516c\u53f8\u91cc\u6765\u4e86\u4e00\u540d\u5b9e\u4e60\u751f\uff0c\u9886\u5bfc\u8ba9\u4f60\u5e26\u7740\u4ed6\u5e72\u6d3b\u3002\u4e8e\u662f\u4f60\u4ea4\u7ed9\u4e86\u4ed6\u4e00\u9879\u4efb\u52a1\uff0c\u4ed6\u5c31\u8dd1\u5230\u65c1\u8fb9\u9ed8\u9ed8\u5730\u53bb\u5e72\u4e86\u3002\u5728\u5e72\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ed6\u78b0\u5230\u4e86\u4e00\u4e2a\u68d8\u624b\u7684\u95ee\u9898\uff0c\u5361\u4f4f\u4e86\u3002\u4ed6\u5c31\u4f1a\u6765\u627e\u4f60\u8bf7\u6559\uff0c\u8fd9\u4e2a\u60c5\u51b5\u5e94\u8be5\u600e\u4e48\u5904\u7406\u3002\u8fd9\u4e2a\u65f6\u5019\uff0c\u4f60\u53ea\u9700\u8981\u7ed9\u4ed6\u4e00\u4e9b\u6307\u5bfc\uff0c\u4ed6\u5c31\u53c8\u91cd\u65b0\u6295\u5165\u5230\u5de5\u4f5c\u4e2d\u53bb\u4e86\u3002\u4f60\u8981\u505a\u7684\uff0c\u53ea\u662f\u63d0\u4f9b\u5fc5\u8981\u7684\u6307\u5bfc\uff0c\u800c\u4e0d\u7528\u4eb2\u81ea\u52a8\u624b\u53bb\u5b8c\u6210\u6240\u6709\u7684\u4e8b\u60c5\uff0c\u8d1f\u62c5\u679c\u7136\u51cf\u8f7b\u4e86\u4e0d\u5c11\u554a\u3002\u5982\u679c\u8fd9\u540d\u5b9e\u4e60\u751f\u662f\u4e00\u4e2a\u865a\u62df\u7684AI Agent\u5462\uff1f\u90a3\u4e48\uff0c\u5b83\u4e3b\u52a8\u6765\u627e\u4f60\u63d0\u4f9b\u6307\u5bfc\uff0c\u5c31\u662f\u4e00\u79cdhuman-in-the-loop\u3002\u4f5c\u4e3a\u4e00\u540d\u865a\u62df\u7684\u201c\u5b9e\u4e60\u751f\u201d\uff0c\u8fd9\u4e2aAI Agent\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u5982\u679c\u78b0\u5230\u68d8\u624b\u7684\u95ee\u9898\uff0c\u6216\u8005\u5f85\u51b3\u65ad\u7684\u95ee\u9898\uff0c\u5b83\u5c31\u4f1a\u505c\u4e0b\u6765\uff0c\u7136\u540e\u901a\u8fc7\u5404\u79cd\u6e20\u9053\uff08\u6bd4\u5982IM\u3001\u90ae\u4ef6\uff09\u6765\u627e\u4f60\u3002\u7b49\u5230\u4f60\u6709\u7a7a\u4e86\uff0c\u56de\u590d\u5b83\u4e00\u4e0b\uff0c\u5e76\u63d0\u4f9b\u5fc5\u8981\u7684\u5904\u7406\u6307\u4ee4\uff0c\u5b83\u5c31\u7ee7\u7eed\u5e72\u6d3b\u513f\u53bb\u4e86\u3002<\/p>\n

\u4ece\u62bd\u8c61\u5c42\u9762\u6765\u770b\uff0c\u5728\u8fd9\u6837\u7684\u4e00\u4e2a\u5904\u7406\u8fc7\u7a0b\u4e2d\uff0c\u4eba\u7c7b\u88abAI Agent\u7275\u6d89\u5176\u4e2d\uff0c\u6210\u4e3a\u4e86Agent\u4e3a\u4e86\u5b8c\u6210\u5176\u81ea\u4e3b\u64cd\u4f5c\u7684\u5176\u4e2d\u4e00\u73af\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u673a\u5236\u79f0\u4e3ahuman-in-the-loop\u3002\u4eba\u7c7b\u5728\u63d0\u4f9b\u6838\u51c6\u6216\u8005\u6307\u5bfc\u610f\u89c1\u7684\u65f6\u5019\uff0c\u6211\u4eec\u4e00\u65b9\u9762\u53ef\u4ee5\u770b\u505a\u662f\uff0c\u4eba\u7c7b\u4e3aAI Agent\u7684\u8fd0\u884c\u63d0\u4f9b\u4e86\u66f4\u5177\u4f53\u3001\u66f4\u51c6\u786e\u7684\u4e0a\u4e0b\u6587\uff1b\u53e6\u4e00\u65b9\u9762\u4e5f\u53ef\u4ee5\u770b\u505a\u662f\uff0cAI\u628a\u4eba\u5f53\u505a\u4e86\u201c\u5de5\u5177\u201d\uff0c\u5b83\u5728\u5fc5\u8981\u7684\u65f6\u5019\uff08\u901a\u5e38\u662f\u6bd4\u8f83\u96be\u5904\u7406\u7684\u65f6\u5019\uff09\uff0c\u628a\u4eba\u7c7b\u5f53\u505a\u4e00\u4e2a\u5de5\u5177\u6765\u8c03\u7528\u4e86\uff08\u800c\u4e14\u8fd9\u4e2a\u5de5\u5177\u76f8\u5f53\u667a\u80fd\u548c\u6743\u5a01\uff09\u3002<\/p>\n

\u8ddf\u5b9e\u73b0\u6709\u5173\u7684\u6280\u672f\u56e0\u7d20<\/h3>\n

\u73b0\u5728\uff0c\u6211\u4eec\u6765\u601d\u8003\u4e00\u4e0b\uff0c\u5982\u4f55\u5728\u6280\u672f\u5c42\u9762\u6765\u5b9e\u73b0\u8fd9\u79cdhuman-in-the-loop\u7684\u673a\u5236\u3002\u6709\u54ea\u4e9b\u5173\u952e\u7684\u6280\u672f\u56e0\u7d20\u9700\u8981\u8003\u8651\uff1f<\/p>\n

\u6839\u636e\u4e0a\u4e00\u8282\u7684\u63cf\u8ff0\uff0cAI Agent\u9700\u8981\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u201c\u505c\u4e0b\u6765\u201d\uff0c\u7136\u540e\u5728\u8ddf\u4eba\u7c7b\u5b8c\u6210\u4ea4\u4e92\u540e\uff0c\u518d\u7ee7\u7eed\u8fd0\u884c\u3002\u6709\u4eba\u53ef\u80fd\u4f1a\u8bf4\uff0c\u5f88\u591a\u7f16\u7a0b\u8bed\u8a00\u90fd\u6709await\u7684\u673a\u5236\uff0c\u662f\u4e0d\u662f\u7528await\u5c31\u80fd\u5b9e\u73b0\u201c\u505c\u4e0b\u6765\u518d\u7ee7\u7eed\u8fd0\u884c\u201d\u7684\u6548\u679c\uff1f<\/p>\n

\u8fd9\u5f53\u7136\u4e0d\u662f\u95ee\u9898\u7684\u5168\u90e8\u3002\u6211\u4eec\u9700\u8981\u5230\u771f\u6b63\u7684\u751f\u4ea7\u73af\u5883\u4e2d\u53bb\u8003\u8651\u8fd9\u4e2a\u95ee\u9898\u3002\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u6709\u4e00\u4e9b\u590d\u6742\u7684\u7cfb\u7edf\u67b6\u6784\u65b9\u9762\u7684\u56e0\u7d20\u9700\u8981\u8003\u8651\u3002\u5176\u4e2d\u6709\u4e24\u4e2a\u56e0\u7d20\uff0c\u5bf9\u4e8e\u5982\u4f55\u5b9e\u73b0human-in-the-loop\u6709\u5173\u952e\u7684\u5f71\u54cd\uff1a<\/p>\n

    \n
  • \u7b2c\u4e00\u4e2a\u662f\u5206\u5e03\u5f0f\u3002<\/li>\n
  • \u7b2c\u4e8c\u4e2a\u662f\u7528\u6237\u548cAI Agent\u4e4b\u95f4\u7684\u901a\u9053\u6027\u8d28\u3002<\/li>\n<\/ul>\n

    \u6211\u4eec\u5148\u6765\u8ba8\u8bba\u7b2c\u4e00\u4e2a\u56e0\u7d20\u2014\u2014\u201c\u5206\u5e03\u5f0f\u201d\u67b6\u6784\u7684\u5f71\u54cd\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u751f\u4ea7\u73af\u5883\u90fd\u4e0d\u6b62\u4e00\u53f0\u670d\u52a1\u5668\uff0c\u5f88\u53ef\u80fd\u662f\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u673a\u5668\u8282\u70b9\u7684Agent\u96c6\u7fa4\u3002\u5982\u4e0b\u56fe\uff0c\u5de6\u8fb9\u662fserver\u7aef\uff0c\u53f3\u8fb9\u662fclient\u7aef\u3002<\/p>\n

    \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

    \u4ece\u4e0a\u56fe\u6211\u4eec\u53d1\u73b0\uff0c\u4e00\u4e2ahuman-in-the-loop\u4ea4\u4e92\u662f\u7531server\u7aef\u4e3b\u52a8\u53d1\u8d77\u7684\u3002\u8fd9\u8ddf\u4f20\u7edf\u7684\u4e92\u8054\u7f51\u5e94\u7528\u5f00\u53d1\u4e0d\u592a\u4e00\u6837\u3002<\/p>\n

    \u5047\u8bbe\u4e00\u4e2aAI Agent\u8fd0\u884c\u5728\u8282\u70b9A\u4e0a\u3002\u5b83\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u53d1\u751f\u4e86\u67d0\u79cd\u7279\u6b8a\u4e8b\u4ef6\uff0c\u4e8e\u662f\u53d1\u8d77\u4e86\u4e00\u4e2ahuman-in-the-loop\u7684\u4ea4\u4e92\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u901a\u8fc7\u67d0\u79cd\u901a\u9053\u5411client\u7aef\u53d1\u9001request\uff0c\u8bf7\u6c42\u4eba\u7c7b\u7684\u4ecb\u5165\u3002\u5047\u8bbe\u7528\u6237\u6536\u5230\u4e86\u6765\u81eaAgent\u7684\u8fd9\u4e2a\u8bf7\u6c42\uff0c\u5e76\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u53cd\u9988 (feedback) \u3002\u63a5\u4e0b\u6765\uff0cclient\u7aef\u9700\u8981\u628a\u8fd9\u4e2afeedback\u53d1\u9001\u56deserver\u7aef\u3002\u7531\u4e8eserver\u7aef\u6709\u591a\u4e2a\u670d\u52a1\u5668\u8282\u70b9\uff0c\u4e00\u822c\u6765\u8bf4\uff0c\u6765\u81eaclient\u7aef\u7684\u7f51\u7edc\u8bf7\u6c42\u4f1a\u88ab\u968f\u673a\u5206\u914d\u5230\u67d0\u4e2a\u670d\u52a1\u5668\u8282\u70b9\u4e0a\u3002\u8fd9\u6837\u5c31\u4f1a\u5bfc\u81f4\uff0c\u6765\u81eaclient\u7684feedback\u4fe1\u606f\uff0c\u672a\u5fc5\u4f1a\u843d\u5728\u5f53\u521d\u53d1\u8d77human-in-the-loop\u8bf7\u6c42\u7684\u8282\u70b9A\u4e0a\uff1b\u540c\u65f6\uff0c\u8282\u70b9A\u7531\u4e8e\u6536\u4e0d\u5230feedback\u800c\u6ca1\u6cd5\u628ahuman-in-the-loop\u7ee7\u7eed\u4e0b\u53bb\u3002<\/p>\n

    \u4e4b\u6240\u4ee5\u4f1a\u51fa\u73b0\u4e0a\u9762\u7684\u95ee\u9898\uff0c\u9664\u4e86\u5206\u5e03\u5f0f\u96c6\u7fa4\u5e26\u6765\u7684\u5f71\u54cd\u4e4b\u5916\uff0c\u8fd8\u6709\u4e00\u4e2a\u539f\u56e0\u662f\uff0c\u7528\u6237\u548cAI Agent\u4e4b\u95f4\u7684\u901a\u4fe1\u901a\u9053\u6ca1\u6709\u80fd\u591f\u505a\u5230\u4f1a\u8bdd\u4fdd\u6301 (session sticky) \u3002\u6839\u636e\u573a\u666f\u548c\u8fd0\u884c\u73af\u5883\u7684\u4e0d\u540c\uff0c\u7528\u6237\u548cAI Agent\u4e4b\u95f4\u7684\u901a\u9053\u6027\u8d28\u53ef\u80fd\u5448\u73b0\u5f88\u5927\u7684\u5dee\u5f02\u3002\u4e0b\u9762\u662f\u51e0\u79cd\u5178\u578b\u7684\u60c5\u51b5\uff1a<\/p>\n

      \n
    • \u7b2c\u4e00\u79cd\u60c5\u51b5\uff0cclient\u7aef\u548cserver\u7aef\u4e4b\u95f4\u4f7f\u7528HTTP\u534f\u8bae\u901a\u4fe1\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8bf7\u6c42\u5fc5\u987b\u7531client\u7aef\u4e3b\u52a8\u53d1\u8d77\uff0cserver\u7aef\u624d\u80fd\u591f\u6267\u884c\u5e76\u505a\u51fa\u54cd\u5e94\u3002\u663e\u7136\u8fd9\u79cd\u60c5\u51b5\u662f\u6ca1\u6cd5\u652f\u6301\u4e0a\u56fe\u4e2dAI Agent\u4e3b\u52a8\u5411client\u7aef\u53d1\u8d77\u8bf7\u6c42\u7684\u3002<\/li>\n
    • \u7b2c\u4e8c\u79cd\u60c5\u51b5\uff0cclient\u7aef\u548cserver\u7aef\u4e4b\u95f4\u4f7f\u7528\u67d0\u79cd\u957f\u8fde\u63a5\u8fdb\u884c\u901a\u4fe1\uff08\u6bd4\u5982WebSocket\uff09\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4e0d\u7ba1\u662fclient\u7aef\u8fd8\u662fserver\u7aef\uff0c\u90fd\u53ef\u4ee5\u968f\u65f6\u5411\u5bf9\u65b9\u4e3b\u52a8\u53d1\u8d77\u8bf7\u6c42\u3002\u800c\u4e14\uff0c\u5728\u4e0a\u56fe\u4e2dclient\u7aef\u53d1\u56deserver\u7aef\u7684feedback\uff0c\u4ecd\u7136\u4f1a\u6cbf\u7740\u957f\u8fde\u63a5\u53d1\u5230\u8282\u70b9A\u3002\u7528\u6237\u548cAI Agent\u4e4b\u95f4\uff0c\u5f88\u5bb9\u6613\u5728\u4e00\u6761\u957f\u8fde\u63a5\u4e0a\u505a\u5230\u4f1a\u8bdd\u4fdd\u6301\uff0c\u4e5f\u5c31\u6bd4\u8f83\u5bb9\u6613\u652f\u6301human-in-the-loop\u8fd9\u79cd\u7531Agent\u4e3b\u52a8\u53d1\u8d77\u7684\u4ea4\u4e92\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u8fd9\u79cd\u60c5\u51b5\u4e0b\u7684human-in-the-loop\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n

      \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

      \u9488\u5bf9\u4ee5\u4e0a\u4e24\u79cd\u60c5\u51b5\uff0c\u8fd8\u6709\u4e00\u4e9b\u6280\u672f\u5b9e\u73b0\u4e0a\u9700\u8981\u6ce8\u610f\u7684\u5730\u65b9\u3002<\/p>\n

      \u9996\u5148\u5bf9\u4e8e\u7b2c\u4e00\u79cd\u60c5\u51b5\uff0c\u6211\u4eec\u5728AI\u5e94\u7528\u5f00\u53d1\u4e2d\u7ecf\u5e38\u4f7f\u7528\u7684SSE\u6280\u672f (Server-Sent Events) \uff0c\u5b83\u5c5e\u4e8eHTTP\u534f\u8bae\uff0c\u4e5f\u5177\u5907\u4e00\u5b9a\u7684\u300cserver push\u300d\u7684\u80fd\u529b\uff0c\u4f46\u4ecd\u7136\u652f\u6301\u4e0d\u4e86\u8ba9AI Agent\u4e3b\u52a8\u53d1\u8d77\u8bf7\u6c42\u3002\u539f\u56e0\u5728\u4e8e\uff0cSSE\u4f9d\u8d56client\u7aef\u5148\u5efa\u7acb\u8d77\u540cserver\u7aef\u7684\u8fde\u63a5\u4e4b\u540e\uff0cserver\u7aef\u624d\u80fd\u5411\u8fd9\u4e2a\u8fde\u63a5\u8fdb\u884cpush\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cSSE\u672c\u8d28\u4e0a\u5176\u5b9e\u8fd8\u662f\u7531client\u4e3b\u52a8\u53d1\u8d77\u4ea4\u4e92\u7684\uff0c\u7528\u4e8e\u5b9e\u73b0\u4e00\u4e9b\u6d41\u5f0f\u7684\u6548\u679c\uff0c\u4f46server\u7aef\u4e0d\u80fd\u968f\u65f6\u53d1\u8d77\u4e00\u4e2a\u4ea4\u4e92\uff08\u81f3\u5c11\u5728\u4e00\u4e2a\u5e38\u89c4\u7684\u5b9e\u73b0\u4e2d\u662f\u8fd9\u6837\u7684\uff09\u3002<\/p>\n

      \u8fd8\u6709\u4e00\u4e2a\u9700\u8981\u6ce8\u610f\u7684\u5730\u65b9\u662f\uff0cAgent\u96c6\u7fa4\u5916\u9762\u53ef\u80fd\u5b58\u5728\u4e00\u4e2a\u7f51\u5173\uff0c\u6240\u6709client\u90fd\u901a\u8fc7\u8fd9\u4e2a\u7f51\u5173\u4e0e\u540e\u9762\u7684server\u5efa\u7acb\u8fde\u63a5\u3002\u8fd9\u65f6\u5019\uff0c\u8981\u5b9e\u73b0server\u4e3b\u52a8\u53d1\u8d77\u4ea4\u4e92\u5e76\u4e14\u505a\u5230\u4f1a\u8bdd\u4fdd\u6301\uff0c\u9996\u5148\u8981\u6c42client\u548c\u7f51\u5173\u4e4b\u95f4\u662f\u67d0\u79cd\u957f\u8fde\u63a5\uff0c\u5176\u6b21\u8fd8\u8981\u6c42\u7f51\u5173\u5177\u5907\u4f1a\u8bdd\u4fdd\u6301\u7684\u80fd\u529b\uff0c\u6709\u80fd\u529b\u5c06server\u4e3b\u52a8\u53d1\u8d77\u7684request\u548c\u6765\u81eaclient\u7684feedback\u4fdd\u6301\u5728\u4e00\u4e2a\u4f1a\u8bdd\u5185\u3002\u8fd9\u6837\uff0c\u6574\u4e2ahuman-in-the-loop\u7684\u6d41\u7a0b\u624d\u80fd\u7531\u8282\u70b9A\u6765\u5168\u90e8\u5b8c\u6210\u3002<\/p>\n

      \u4e0d\u7ba1\u600e\u4e48\u8bf4\uff0c\u5728\u4ee5\u4e0a\u8fd9\u4e24\u79cd\u60c5\u51b5\u4e0b\uff0c\u7528\u6237\u548cAI Agent\u4e4b\u95f4\u7684\u901a\u4fe1\u901a\u9053\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd8\u662f\u53ef\u63a7\u7684\u3002\u4f46\u8fd8\u6709\u7b2c\u4e09\u79cd\u60c5\u51b5\uff0c\u8fd9\u4e2a\u901a\u9053\u662f\u7531\u7b2c\u4e09\u65b9\u63d0\u4f9b\u7684\uff0c\u5b83\u7684\u6027\u8d28\u662f\u5f00\u53d1\u4eba\u5458\u63a7\u5236\u4e0d\u4e86\u7684\u3002\u5982\u4e0b\u56fe\uff1a<\/p>\n

      \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

        \n
      • \u7b2c\u4e09\u79cd\u60c5\u51b5\uff0cclient\u7aef\u548cserver\u7aef\u4e4b\u95f4\u901a\u8fc7\u67d0\u79cd\u5f02\u6b65\u901a\u4fe1\u7f51\u7edc\u8fdb\u884c\u901a\u4fe1\u3002\u8fd9\u79cd\u901a\u4fe1\u7f51\u7edc\uff0c\u4e00\u822c\u6765\u8bf4\u662f\u7531\u7b2c\u4e09\u65b9\u63d0\u4f9b\u7684\u3002\u6bd4\u5982\u8bf4\uff0c\u7528\u6237\u53ef\u80fd\u901a\u8fc7IM\u7a97\u53e3\u8ddfAgent\u8fdb\u884c\u4ea4\u4e92\u3002\u8fd9\u65f6\u5019\uff0cclient\u7aef\u548cserver\u7aef\u4e4b\u95f4\u81ea\u7136\u5efa\u7acb\u4e0d\u8d77\u957f\u8fde\u63a5\u3002\u8282\u70b9A\u53d1\u8d77\u7684human-in-the-loop\u7684request\uff0c\u5176\u5bf9\u5e94\u7684feedback\u4e5f\u5927\u6982\u7387\u65e0\u6cd5\u4fdd\u8bc1\u4ecd\u7136\u7531\u8282\u70b9A\u63a5\u6536\u5230\u3002<\/li>\n<\/ul>\n

        \u8003\u8651\u5230\u4ee5\u4e0a\u8fd9\u4e9b\u56e0\u7d20\uff0c\u670d\u52a1\u7aef\u5bf9\u4e8ehuman-in-the-loop\u7684\u5b9e\u73b0\uff0c\u5c31\u9700\u8981\u4e0d\u540c\u7684\u6280\u672f\u65b9\u6848\u3002<\/p>\n

        \u4e24\u79cd\u6280\u672f\u65b9\u6848<\/h3>\n

        \u6211\u4eec\u628a\u524d\u9762\u51e0\u79cd\u60c5\u51b5\u5206\u6210\u4e24\u7c7b\uff1a<\/p>\n

          \n
        • \uff081\uff09client\u7aef\u548cserver\u7aef\u4e4b\u95f4\u5177\u5907\u957f\u8fde\u63a5\u7684\u6761\u4ef6\uff0c\u4e14\u80fd\u591f\u505a\u5230\u4f1a\u8bdd\u4fdd\u6301\u7684\u3002\u4e3b\u8981\u662f\u7b2c\u4e8c\u79cd\u60c5\u51b5\u3002<\/li>\n
        • \uff082\uff09client\u7aef\u548cserver\u7aef\u4e4b\u95f4\u65e0\u6cd5\u4fdd\u6301\u4f1a\u8bdd\u7684\u3002\u5305\u62ec\u7b2c\u4e00\u79cd\u60c5\u51b5\u548c\u7b2c\u4e09\u79cd\u60c5\u51b5\u3002<\/li>\n<\/ul>\n

          \u5bf9\u4e8e\uff081\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u957f\u8fde\u63a5\u548c\u4f1a\u8bdd\u4fdd\u6301\u7684\u4f18\u52bf\uff0c\u8ba9server\u7aef\u7684\u4e00\u4e2a\u8282\u70b9\u5b8c\u6210human-in-the-loop\u7684\u6574\u4e2a\u4ea4\u4e92\u8fc7\u7a0b\u3002\u8fd9\u6837server\u7aef\u7684\u5b9e\u73b0\u5c31\u4f1a\u7b80\u5355\u5f88\u591a\u3002\u4ee5Python\u8bed\u8a00\u4e3a\u4f8b\uff0chuman-in-the-loop\u7684\u673a\u5236\u53ef\u4ee5\u8fd9\u6837\u5b9e\u73b0\uff1a<\/p>\n

            \n
          • Agent\u901a\u8fc7\u957f\u8fde\u63a5\u5411\u7528\u6237\u53d1\u9001\u4e00\u4e2a\u4ea4\u4e92\u8bf7\u6c42\u3002<\/li>\n
          • Agent\u4f7f\u7528await\u673a\u5236\u7b49\u5f85\u5728\u4e00\u4e2afuture\u5bf9\u8c61\u4e0a\uff0c\u5373\uff0c\u7b49\u5f85client\u7aef\u54cd\u5e94\u3002<\/li>\n
          • \u7528\u6237\u5904\u7406\u8fd9\u4e2a\u8bf7\u6c42\uff0c\u7ed9\u51fa\u6838\u51c6\u6216\u6307\u5bfc\u610f\u89c1\uff0cclient\u7aef\u4ee5feedback\u7684\u5f62\u5f0f\uff0c\u901a\u8fc7\u957f\u8fde\u63a5\u53d1\u56de\u7ed9Agent\u6240\u5728\u7684server\u8282\u70b9\u3002<\/li>\n
          • server\u8282\u70b9\u7684\u4e0a\u5c42\u4ee3\u7801\u4e3a\u524d\u9762\u7684future\u5bf9\u8c61\u8bbe\u7f6e\u7ed3\u679c\u3002<\/li>\n
          • Agent\u4ece\u7b49\u5f85future\u5bf9\u8c61\u7684\u72b6\u6001\u4e2d\u6062\u590d\uff0c\u5e76\u4ecefuture\u5bf9\u8c61\u4e2d\u62ff\u5230\u7528\u6237\u7684feedback\u3002<\/li>\n
          • Agent\u57fa\u4e8e\u7528\u6237\u7684feedback\u7ee7\u7eed\u6267\u884c\u3002\u4e00\u4e2ahuman-in-the-loop\u7684\u8fc7\u7a0b\u7ed3\u675f\u3002<\/li>\n<\/ul>\n

            \u5f53\u7136\uff0c\u8fd9\u79cd\u5b9e\u73b0\u65b9\u5f0f\u5bf9\u4e8e\u57fa\u7840\u8bbe\u65bd\u5b58\u5728\u6bd4\u8f83\u9ad8\u7684\u8981\u6c42\uff0c\u7ef4\u62a4\u957f\u8fde\u63a5\u548c\u4fdd\u6301\u4f1a\u8bdd\uff0c\u901a\u5e38\u4e0d\u662f\u90a3\u4e48\u5bb9\u6613\u7684\u4e8b\u3002\u800c\u4e14\uff0c\u7cfb\u7edf\u672c\u8eab\u7ef4\u6301\u957f\u8fde\u63a5\u4e5f\u662f\u6709\u6210\u672c\u7684\u3002<\/p>\n

            \u5bf9\u4e8e\uff082\uff09\uff0cclient\u7aef\u548cserver\u7aef\u65e0\u6cd5\u4fdd\u6301\u4f1a\u8bdd\uff0c\u6765\u81ea\u7528\u6237\u7684feedback\u53ef\u80fd\u843d\u5728\u4efb\u610fserver\u8282\u70b9\u4e0a\u3002\u8fd9\u65f6\u53ea\u6709\u4e00\u79cd\u529e\u6cd5\uff1a\u5bf9Agent\u7684\u6574\u4e2a\u8fd0\u884c\u72b6\u6001\u8fdb\u884c\u5e8f\u5217\u5316\u3001\u6301\u4e45\u5316\u3001\u53cd\u5e8f\u5217\u5316\u3002\u6574\u4e2a\u6280\u672f\u5904\u7406\u6d41\u7a0b\u8f83\u590d\u6742\uff0c\u5982\u4e0b\uff1a<\/p>\n

              \n
            • Agent\u5411\u7528\u6237\u53d1\u9001\u4e00\u4e2a\u4ea4\u4e92\u8bf7\u6c42\u3002<\/li>\n
            • Agent\u5c06\u5185\u90e8\u8fd0\u884c\u72b6\u6001\u8fdb\u884c\u5e8f\u5217\u5316\uff0c\u5e76\u505c\u6b62\u8fd0\u884c\u3002<\/li>\n
            • server\u8282\u70b9\u7684\u4e0a\u5c42\u4ee3\u7801\u5c06Agent\u5e8f\u5217\u5316\u540e\u7684\u6570\u636e\u5b58\u5165DB\uff0c\u5b8c\u6210\u6301\u4e45\u5316\u3002\u540c\u65f6\uff0c\u5df2\u7ecf\u505c\u6b62\u7684Agent\u5b9e\u4f8b\uff0c\u4e0d\u518d\u9700\u8981\u4fdd\u6301\u5728\u5185\u5b58\u4e2d\u3002<\/li>\n
            • \u7528\u6237\u5904\u7406\u8fd9\u4e2a\u8bf7\u6c42\uff0c\u7ed9\u51fa\u6838\u51c6\u6216\u6307\u5bfc\u610f\u89c1\uff0cclient\u7aef\u4ee5feedback\u7684\u5f62\u5f0f\uff0c\u53d1\u56de\u5230server\u7aef\u4efb\u610f\u4e00\u4e2a\u8282\u70b9\u4e0a\u3002<\/li>\n
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