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\"\u4f01\u4e1a\u73a9\u4e0d\u8f6c\u9f99\u867e\uff0c\u662f\u4eba\u7684\u601d\u7ef4\u51fa\u9519\u4e86\"\/<\/div><\/figure>\n
\"\u4f01\u4e1a\u73a9\u4e0d\u8f6c\u9f99\u867e\uff0c\u662f\u4eba\u7684\u601d\u7ef4\u51fa\u9519\u4e86\"\/<\/div><\/figure>\n
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Gary\u7528\u817e\u8baf\u5185\u90e8\u7684\u4eb2\u8eab\u5b9e\u8df5\u4f50\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n

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\u8fc7\u53bb\u51e0\u5341\u5e74\u7684IT\u4fe1\u606f\u5316\u8fdb\u7a0b\uff0c\u65e0\u8bba\u662f\u5355\u4f53\u5e94\u7528\u3001\u5fae\u670d\u52a1\u8fd8\u662f\u5927\u6570\u636e\uff0c\u5176\u6838\u5fc3\u670d\u52a1\u7684\u5bf9\u8c61\u59cb\u7ec8\u662f\u201c\u4eba\u201d\u3002\u4f46\u6b63\u5982Gary\u6240\u8a00\uff0cAI Agent\u5e26\u6765\u7684\u662f\u4e00\u6b21\u771f\u6b63\u7684\u8303\u5f0f\u8f6c\u79fb\u2014\u2014\u5b83\u6539\u53d8\u4e86\u7528\u4e91\u7684\u4e3b\u4f53\uff1a<\/p>\n

\u8fc7\u53bb\u7684\u4e91\u90fd\u662f\u4eba\u4f7f\u7528\u7684\uff0c\u73b0\u5728\u7684\u4e91\uff0c\u662fAgent\u53bb\u4f7f\u7528\u7684\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u4f20\u7edf\u7684\u57fa\u7840\u8bbe\u65bd\u5df2\u7ecf\u65e0\u6cd5\u627f\u8f7dAgent\u7684\u9700\u6c42\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u817e\u8baf\u4e91\u63a8\u51fa\u4e86Agent Runtime\u3002<\/p>\n

\u5b83\u7684\u6838\u5fc3\u8bbe\u8ba1\u903b\u8f91\u975e\u5e38\u6e05\u6670\uff1a\u6d88\u706d\u5076\u7136\u590d\u6742\u5ea6\uff08Accidental Complexity\uff09\u3002<\/p>\n

\u5bf9\u4e8e\u5927\u6a21\u578b\u516c\u53f8\uff0c\u4ed6\u4eec\u53ea\u9700\u8981\u4e13\u6ce8\u628a\u6a21\u578b\u80fd\u529b\u505a\u5f3a\uff1b\u5bf9\u4e8e\u4f01\u4e1a\u5ba2\u6237\uff0c\u4ed6\u4eec\u53ea\u9700\u8981\u4e13\u6ce8\u81ea\u5df1\u7684\u4e1a\u52a1know-how\u3002\u81f3\u4e8eAgent\u600e\u4e48\u5728\u4e00\u4e2a\u5b89\u5168\u7684\u73af\u5883\u91cc\u8fd0\u884c\u3001\u72b6\u6001\u5982\u4f55\u4fdd\u5b58\u3001\u6743\u9650\u5982\u4f55\u7ba1\u63a7\u3001\u600e\u4e48\u8ddf\u7b2c\u4e09\u65b9\u7cfb\u7edf\u6253\u901a\u901a\u4fe1\uff0c\u8fd9\u4e9b\u5e9e\u5927\u4e14\u7e41\u6742\u7684\u810f\u6d3b\u7d2f\u6d3b\uff0c\u5168\u90e8\u4ea4\u7531\u817e\u8baf\u4e91Agent Runtime\u8fd9\u6837\u7684\u539f\u751f\u57fa\u7840\u8bbe\u65bd\u6765\u89e3\u51b3\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u4f53\u7cfb\u4e0b\uff0c\u817e\u8baf\u4e91\u6253\u9020\u4e86\u4e13\u95e8\u7684Agent\u7f51\u5173\u6765\u89e3\u51b3\u8fde\u63a5\u95ee\u9898\uff0c\u5e76\u8ba1\u5212\u5f00\u6e90Cube\u5b89\u5168\u6c99\u7bb1\u6280\u672f\uff0c\u4ece\u8ba1\u7b97\u3001\u7f51\u7edc\u3001\u5b58\u50a8\u5e95\u5ea7\u91cd\u65b0\u8bbe\u8ba1\uff0c\u4e3aAgent\u63d0\u4f9b\u4e00\u4e2a\u65e2\u80fd\u4fdd\u7559\u5de5\u4f5c\u72b6\u6001\uff0c\u53c8\u80fd\u5b89\u5168\u9694\u79bb\u7684\u4e13\u5c5e\u8fd0\u884c\u73af\u5883\u3002<\/p>\n

\u4f46\u5728\u8fd9\u4e2a\u73af\u8282\u4e5f\u5b58\u5728\u7740\u4e00\u4e2a\u5b89\u5168\u8ba4\u77e5\u8bef\u533a\u3002<\/p>\n

\u56e0\u4e3a\u4e00\u63d0\u5230Agent\u62e5\u6709\u81ea\u4e3b\u64cd\u4f5c\u6743\u9650\uff0c\u5f88\u591a\u4f01\u4e1a\u7684\u5b89\u5168\u90e8\u95e8\u5c31\u5982\u4e34\u5927\u654c\uff1a\u6570\u636e\u6cc4\u9732\u600e\u4e48\u529e\uff1f\u5b83\u4e71\u64cd\u4f5c\u5220\u5e93\u4e86\u600e\u4e48\u529e\uff1f<\/p>\n

\u8fd9\u79cd\u62c5\u5fe7\u5f88\u6b63\u5e38\uff0c\u4f46\u5982\u679c\u56e0\u4e3a\u8fd9\u79cd\u62c5\u5fe7\u5c31\u62d2\u7eddAgent\uff0c\u90a3\u5c31\u5927\u9519\u7279\u9519\u4e86\u3002\u963f\u5c9b\u8ba4\u4e3a\uff0c\u8fd9\u5c31\u50cf15\u5e74\u524d\u7535\u5546\u521a\u5174\u8d77\u65f6\uff0c\u5927\u5bb6\u90fd\u5728\u8d28\u7591\u201c\u90ae\u8d2d\u9760\u8c31\u5417\u201d\u3001\u201c\u652f\u4ed8\u5b89\u5168\u5417\u201d\u4e00\u6837\u3002<\/p>\n

\u65b0\u6280\u672f\u7684\u51fa\u73b0\uff0c\u5fc5\u7136\u4f1a\u51b2\u51fb\u539f\u6709\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4f46\u540c\u65f6\u4e5f\u4e00\u5b9a\u4f1a\u50ac\u751f\u51fa\u9002\u5e94\u65b0\u65f6\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u963f\u5c9b\u6307\u51fa\uff1a<\/p>\n

\u5728\u79fb\u52a8\u4e92\u8054\u7f51\u65f6\u4ee3\uff0c\u6211\u4eec\u5b55\u80b2\u51fa\u4e86\u624b\u673a\u4e00\u952e\u767b\u5f55\u3001\u5fae\u4fe1\u652f\u4ed8\u3001\u652f\u4ed8\u5b9d\u8fd9\u6837\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u624d\u6709\u4e86\u540e\u6765\u7684\u5916\u5356\u3001\u6253\u8f66\u548c\u7535\u5546\u751f\u6001\u3002<\/p>\n

Agent\u65f6\u4ee3\u4e5f\u4e00\u6837\u3002\u4eca\u5929\u5927\u5bb6\u89c9\u5f97\u5b89\u5168\u662f\u963b\u788d\uff0c\u4f46\u672a\u6765\u4e00\u5e74\uff0c\u6211\u4eec\u4e00\u5b9a\u4f1a\u770b\u5230\u4e13\u5c5e\u4e8eAgent\u8eab\u4efd\u8ba4\u8bc1\u3001\u6743\u9650\u59d4\u6258\u7684\u201c\u65f6\u4ee3\u652f\u4ed8\u5b9d\u201d\u51fa\u73b0\u3002<\/p>\n

Gary\u5bf9\u6b64\u4e5f\u8865\u5145\u9053\uff1a<\/p>\n

\u672a\u6765\u667a\u80fd\u4f53\u751a\u81f3\u53ef\u80fd\u4f1a\u5728\u6cd5\u5f8b\u6216\u8005\u4e8b\u5b9e\u4e0a\u62e5\u6709\u67d0\u79cd\u7c7b\u4f3c\u4e8e\u4f01\u4e1a\u6cd5\u4eba\u7684\u5730\u4f4d\u548c\u6743\u9650\u3002\u6211\u4eec\u8981\u505a\u7684\u662f\u6784\u5efaAgent\u65f6\u4ee3\u7684\u5b89\u5168\u6c99\u7bb1\u548c\u6388\u6743\u4f53\u7cfb\uff0c\u800c\u4e0d\u662f\u56e0\u4e3a\u5bb3\u6015\u5c31\u505c\u6ede\u4e0d\u524d\u3002<\/p>\n

\u817e\u8baf\u4e91Agent Runtime\u7684\u6838\u5fc3\u8bbe\u8ba1\uff0c\u6b63\u662f\u4ece\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u5c42\u9762\uff0c\u4e3aAgent\u6784\u5efa\u4e86\u8fd9\u5957\u539f\u751f\u7684\u5b89\u5168\u4f53\u7cfb\uff0c\u901a\u8fc7Cube\u5b89\u5168\u6c99\u7bb1\u7684\u5168\u9694\u79bb\u8fd0\u884c\u73af\u5883\u3001\u7cbe\u7ec6\u5316\u7684\u6743\u9650\u7ba1\u63a7\u673a\u5236\u3001\u5168\u94fe\u8def\u7684\u64cd\u4f5c\u8f68\u8ff9\u53ef\u8ffd\u6eaf\u80fd\u529b\uff0c\u4ece\u6839\u6e90\u4e0a\u89e3\u51b3\u4f01\u4e1a\u5bf9Agent\u5b89\u5168\u7684\u6838\u5fc3\u987e\u8651\uff0c\u8ba9\u4f01\u4e1a\u65e0\u9700\u518d\u56e0\u5b89\u5168\u62c5\u5fe7\u800c\u9650\u5236Agent\u80fd\u529b\u7684\u91ca\u653e\u3002<\/p>\n

\u800c\u817e\u8baf\u4e91\u8fd9\u79cd\u539f\u751f\u57fa\u7840\u8bbe\u65bd\u7684\u80fd\u529b\uff0c\u5728\u4e0eMiniMax\u7684\u6df1\u5ea6\u6807\u6746\u5408\u4f5c\u4e2d\uff0c\u5c55\u73b0\u5f97\u6dcb\u6f13\u5c3d\u81f4\u3002<\/p>\n

\u719f\u6089\u5927\u6a21\u578b\u53d1\u5c55\u7684\u4eba\u90fd\u77e5\u9053\uff0c\u51b3\u5b9aAgent\u80fd\u529b\u5929\u82b1\u677f\u7684\u5173\u952e\u6280\u672f\u4e4b\u4e00\uff0c\u662fAgentic RL\u3002\u8fd9\u4e0e\u8fc7\u53bb\u7b80\u5355\u7684\u4e00\u95ee\u4e00\u7b54\u5f0f\u8bad\u7ec3\u4e0d\u540c\uff0cAgentic RL\u9700\u8981\u8ba9\u6a21\u578b\u5728\u4e00\u4e2a\u771f\u5b9e\u7684\u6c99\u76d2\u73af\u5883\u4e2d\uff08\u6bd4\u5982Mac\u7cfb\u7edf\u5199iOS\u4ee3\u7801\uff0c\u6216\u8005Windows\u7cfb\u7edf\u64cd\u4f5c\u684c\u9762\uff09\u53bb\u81ea\u4e3b\u63a2\u7d22\u3001\u8bd5\u9519\u5e76\u83b7\u5f97\u5956\u52b1\u3002<\/p>\n

\u8fd9\u5bf9\u5e95\u5c42Infra\u63d0\u51fa\u4e86\u6781\u5176\u82db\u523b\u7684\u8981\u6c42\u3002<\/p>\n

\u963f\u5c9b\u900f\u9732\uff0c\u4e3a\u4e86\u8986\u76d6\u8db3\u591f\u591a\u7684\u573a\u666f\uff0cMiniMax\u53ef\u80fd\u9700\u8981\u540c\u65f6\u62c9\u8d77\u5341\u4e07\u751a\u81f3\u51e0\u5341\u4e07\u7ea7\u522b\u7684\u6c99\u76d2\u3002\u8fd9\u4e9b\u6c99\u76d2\u91cc\u8dd1\u7740\u4e0d\u540c\u7684\u64cd\u4f5c\u7cfb\u7edf\u955c\u50cf\uff0c\u5b83\u4eec\u5fc5\u987b\u5728\u79d2\u7ea7\u542f\u52a8\uff0c\u800c\u4e14\u73af\u5883\u5fc5\u987b\u9ad8\u5ea6\u7a33\u5b9a\u3001\u652f\u6301\u968f\u65f6\u5feb\u7167\u4fdd\u5b58\uff1a<\/p>\n

\u4e00\u5f00\u59cb\u6211\u4eec\u7528\u4f20\u7edf\u7684K8s\u53bb\u8dd1\uff0c\u53d1\u73b0\u6839\u672c\u4e0d\u884c\uff0c\u51e0\u4e07\u4e2a\u5e76\u53d1\u77ac\u95f4\u5c31\u628aK8s\u7684Master\u8282\u70b9\u62c9\u57ae\u4e86\u3002<\/p>\n

\u4f20\u7edf\u7684Infra\u5de5\u7a0b\u5e08\u9762\u5bf9\u8fd9\u79cd\u9700\u6c42\uff0c\u7b2c\u4e00\u53cd\u5e94\u5f80\u5f80\u662f\u201c\u4f60\u80fd\u4e0d\u80fd\u5c11\u62c9\u4e00\u70b9\uff1f\u201d<\/p>\n

\u4f46\u5728AI\u7684\u8fdb\u5316\u901f\u5ea6\u9762\u524d\uff0c\u59a5\u534f\u610f\u5473\u7740\u843d\u540e\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u5173\u952e\u8282\u70b9\uff0c\u817e\u8baf\u4e91\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u5b9a\u5236\u5316\u52a0\u901f\u4e0e\u5e95\u5c42\u91cd\u6784\u80fd\u529b\u3002<\/p>\n

\u4e3a\u4e86\u652f\u6491MiniMax\u5e9e\u5927\u7684\u5e76\u53d1\u9700\u6c42\uff0c\u817e\u8baf\u4e91\u629b\u5f03\u4e86\u4fee\u4fee\u8865\u8865\u7684\u601d\u8def\uff0c\u9488\u5bf9Agentic RL\u573a\u666f\u5c06\u8ba1\u7b97\u548c\u5b58\u50a8\u8fdb\u884c\u4e86\u5168\u9762\u91cd\u5851\uff1a<\/p>\n

\u6b63\u662f\u5728\u8fd9\u79cd\u771f\u6b63Agent-centric\u7684\u6781\u901f\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u652f\u6491\u4e0b\uff0cMiniMax\u5f97\u4ee5\u5b9e\u73b0\u6a21\u578b\u80fd\u529b\u7684\u6708\u7ea7\u522b\u5feb\u901f\u8fed\u4ee3\uff0c\u5e76\u5728\u590d\u6742\u4eba\u8bbe\u4fdd\u6301\u3001\u957f\u7a0b\u4efb\u52a1\u6267\u884c\u4e0a\u8fbe\u5230\u4e86\u6bd4\u80a9\u751a\u81f3\u8d85\u8d8a\u56fd\u9645\u9876\u5c16\u6a21\u578b\u7684\u6c34\u5e73\u3002<\/p>\n

Gary\u8fd9\u6837\u603b\u7ed3\u4e0eMiniMax\u7684\u5408\u4f5c\uff1a<\/p>\n

\u6211\u4eec\u4e0d\u662f\u6bd4\u522b\u4eba\u66f4\u806a\u660e\uff0c\u800c\u662f\u6211\u4eec\u771f\u6b63\u8ba4\u8bc6\u5230\u4e86\u8fd9\u662f\u65f6\u4ee3\u7684\u8303\u5f0f\u8f6c\u79fb\uff0c\u5e76\u4e14\u8ba4\u771f\u5730\u53bb\u91cd\u6784\u5b83\u3002<\/p>\n

\u4ece\u4f1a\u804a\u5929\u7684\u5de5\u5177\uff0c\u5230\u80fd\u5e72\u6d3b\u7684\u751f\u4ea7\u529b\uff1b\u4ece\u4e2a\u4eba\u684c\u9762\u7684Demo\uff0c\u5230\u5343\u884c\u767e\u4e1a\u7684\u5927\u89c4\u6a21\u843d\u5730\u3002Agent\u6b63\u5728\u4ee5\u4e0d\u53ef\u9006\u7684\u59ff\u6001\u91cd\u5851\u8fd9\u4e2a\u4e16\u754c\u3002<\/p>\n

\u963f\u5c9b\u9884\u6d4b\uff0c\u5728\u672a\u6765\u4e00\u5e74\uff0cToken\u7684\u6210\u672c\u5c06\u5448\u6307\u6570\u7ea7\u4e0b\u964d\uff0c\u6211\u4eec\u5c06\u770b\u5230\u5168\u6a21\u6001\u7684Agent\u5728\u4fbf\u643a\u8bbe\u5907\u4e2d\u5b9e\u65f6\u4e92\u52a8\uff0c\u5e76\u4e14\u5177\u5907\u81ea\u4e3b\u8fdb\u5316\u3001\u81ea\u5df1\u7f16\u5199Skill\u7684\u80fd\u529b\u3002<\/p>\n

\u5728\u8fd9\u6837\u4e00\u4e2a\u8fd1\u4e4e\u79d1\u5e7b\u7684\u73b0\u5b9e\u9762\u524d\uff0c\u4f01\u4e1a\u548c\u666e\u901a\u5f00\u53d1\u8005\u8be5\u5982\u4f55\u81ea\u5904\uff1f<\/p>\n

\u4e24\u4f4d\u884c\u4e1a\u524d\u6cbf\u7684\u63a2\u7d22\u8005\u7ed9\u51fa\u4e86\u6700\u6734\u7d20\u4e5f\u6700\u6838\u5fc3\u7684\u5efa\u8bae\uff1a<\/p>\n

\u7b2c\u4e00\uff0c\u7834\u9664Agent\u4e0e\u6211\u65e0\u5173\u7684\u504f\u89c1\u3002<\/p>\n

\u65e0\u8bba\u4f60\u662f\u505a\u524d\u7aef\u3001\u540e\u7aef\u3001\u4ea7\u54c1\u8fd8\u662f\u884c\u653f\uff0c\u53ea\u8981\u4f60\u7684\u5de5\u4f5c\u4e2d\u6709\u91cd\u590d\u6027\u7684\u5185\u5bb9\uff0cAgent\u5c31\u4e00\u5b9a\u80fd\u4e3a\u4f60\u63d0\u6548\u3002\u4e0d\u8981\u56e0\u4e3a\u4e00\u5f00\u59cb\u7528\u4e0d\u597d\uff0c\u5c31\u89c9\u5f97\u662f\u5c97\u4f4d\u4e0d\u5339\u914d\u6216\u8005AI\u592a\u7b28\u3002\u575a\u5b9a\u5730\u76f8\u4fe1\u5b83\uff0c\u662f\u843d\u5730\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u5efa\u7acbAI Native\u7684\u5de5\u4f5c\u6a21\u5f0f\uff0c\u628aAgent\u7684\u4ef7\u503c\u7528\u900f\u3002<\/p>\n

Gary\u5206\u4eab\u4e86\u4ed6\u81ea\u5df1\u7684\u4e00\u79cd\u65b0\u578b\u7126\u8651\u75c7\uff1a<\/p>\n

\u6211\u53d1\u73b0\u6211\u7684Token\u6839\u672c\u7528\u4e0d\u5b8c\u3002\u6211\u7684Agent\u4e0d\u9700\u8981\u5403\u996d\uff0c\u53ea\u9700\u8981\u4e00\u53f0\u7535\u8111\u548cToken\u5c31\u80fd\u5e72\u6d3b\uff0c\u4f46\u6211\u5c45\u7136\u6ca1\u6709\u8ba9\u5b83\u65f6\u523b\u8fd0\u884c\u8d77\u6765\u66ff\u6211\u6253\u5de5\uff0c\u8fd9\u8bf4\u660e\u6211\u81ea\u5df1\u7684\u5de5\u4f5c\u6a21\u5f0f\u8fd8\u4e0d\u662fAI Native\u7684\u3002<\/p>\n

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\n

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