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\u56db\u3001\u77e5\u8bc6\u9a71\u52a8\u63a7\u5236\u9762\u7684\u80fd\u529b\u3001\u610f\u56fe\u4e0e\u7ea6\u675f\u5efa\u6a21<\/strong><\/h2>\n\n\n\n

\u672c\u6587\u6240\u8bf4\u7684\u77e5\u8bc6\u9a71\u52a8\uff0c\u5e76\u4e0d\u662f\u6307\u7f51\u7edc\u4e2d\u5b58\u5728\u4e00\u4e2a\u96c6\u4e2d\u5f0f\u5168\u5c40\u77e5\u8bc6\u5e93\uff0c\u4e5f\u4e0d\u662f\u7b80\u5355\u628a\u5927\u6a21\u578b\u63a5\u5165\u63a7\u5236\u9762\uff0c\u800c\u662f\u6307\u80fd\u529b\u3001\u610f\u56fe\u3001\u7ea6\u675f\u3001\u8d44\u6e90\u72b6\u6001\u548c\u53ef\u4fe1\u5173\u7cfb\u80fd\u591f\u4ee5\u673a\u5668\u53ef\u5904\u7406\u7684\u5f62\u5f0f\u8fdb\u5165\u8c03\u5ea6\u4e0e\u63a7\u5236\u8fc7\u7a0b\u3002\u82e5\u201c\u77e5\u8bc6\u9a71\u52a8\u201d\u8981\u6210\u4e3a\u53ef\u64cd\u4f5c\u7684\u7f51\u7edc\u673a\u5236\uff0c\u5c31\u5fc5\u987b\u56de\u7b54\u7f51\u7edc\u9700\u8981\u77e5\u9053\u4ec0\u4e48\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u77e5\u8bc6\u5982\u4f55\u5f71\u54cd\u51b3\u7b56\u3002\u9762\u5411\u667a\u80fd\u4f53\u7f51\u7edc\uff0c\u6700\u5173\u952e\u7684\u77e5\u8bc6\u5e76\u975e\u5168\u5c40\u77e5\u8bc6\u5e93\uff0c\u800c\u662f\u80fd\u591f\u8fdb\u5165\u63a7\u5236\u9762\u548c\u8c03\u5ea6\u8fc7\u7a0b\u7684\u80fd\u529b\u3001\u610f\u56fe\u3001\u7ea6\u675f\u4e0e\u8d44\u6e90\u72b6\u6001\u3002
\u80fd\u529b\u63cf\u8ff0\u662f\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u5165\u53e3\u3002Agent Discovery \u7814\u7a76\u6307\u51fa\uff0c\u5927\u89c4\u6a21\u667a\u80fd\u4f53\u534f\u4f5c\u9700\u8981\u80fd\u529b\u8868\u793a\u3001\u8bed\u4e49\u5efa\u6a21\u3001\u53ef\u66f4\u65b0\u7d22\u5f15\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u641c\u7d22\u3001\u5019\u9009\u6392\u5e8f\u548c\u7ec4\u5408\u673a\u5236[6]\u3002\u8fd9\u610f\u5473\u7740\u667a\u80fd\u4f53\u8981\u53d1\u73b0\u7684\u4e0d\u518d\u662f\u67d0\u4e2a IP \u5730\u5740\uff0c\u800c\u662f\u5177\u6709\u7279\u5b9a\u6a21\u578b\u80fd\u529b\u3001\u5de5\u5177\u80fd\u529b\u3001\u6570\u636e\u8bbf\u95ee\u80fd\u529b\u6216\u6267\u884c\u80fd\u529b\u7684\u670d\u52a1\u8282\u70b9\u3002
\u610f\u56fe\u8868\u8fbe\u51b3\u5b9a\u6388\u6743\u3001\u8def\u7531\u548c\u4e00\u81f4\u6027\u7b56\u7565\u3002\u4e00\u6b21\u8bf7\u6c42\u662f\u8bfb\u64cd\u4f5c\u8fd8\u662f\u5199\u64cd\u4f5c\uff0c\u662f\u77ed\u67e5\u8be2\u8fd8\u662f\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\uff0c\u662f\u5355\u5de5\u5177\u8c03\u7528\u8fd8\u662f\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u662f\u53ef\u91cd\u8bd5\u4efb\u52a1\u8fd8\u662f\u4e0d\u53ef\u91cd\u590d\u6267\u884c\u4efb\u52a1\uff0c\u8fd9\u4e9b\u5dee\u5f02\u76f4\u63a5\u5f71\u54cd\u7f13\u5b58\u7b56\u7565\u3001\u5ba1\u6279\u8981\u6c42\u3001\u4e8b\u52a1\u673a\u5236\u548c\u5ba1\u8ba1\u7c92\u5ea6\u3002
\u7ea6\u675f\u6761\u4ef6\u51b3\u5b9a\u7cfb\u7edf\u53ef\u63a5\u53d7\u7684\u884c\u52a8\u8fb9\u754c\u3002\u667a\u80fd\u4f53\u4efb\u52a1\u53ef\u80fd\u53d7\u5230\u6570\u636e\u8de8\u57df\u9650\u5236\u3001\u9690\u79c1\u5408\u89c4\u8981\u6c42\u3001\u4eba\u5de5\u5ba1\u6279\u8981\u6c42\u3001\u9884\u7b97\u4e0a\u9650\u3001\u670d\u52a1\u7b49\u7ea7\u76ee\u6807\u548c\u7528\u6237\u7b56\u7565\u7ea6\u675f\u3002\u7f3a\u4e4f\u8fd9\u4e9b\u7ea6\u675f\uff0c\u8c03\u5ea6\u7cfb\u7edf\u53ea\u80fd\u4f9d\u8d56\u8d1f\u8f7d\u3001\u65f6\u5ef6\u6216\u6700\u77ed\u8def\u5f84\u7b49\u5c11\u6570\u6307\u6807\uff0c\u96be\u4ee5\u6ee1\u8db3\u884c\u52a8\u578b\u4efb\u52a1\u7684\u98ce\u9669\u63a7\u5236\u8981\u6c42\u3002
\u8d44\u6e90\u72b6\u6001\u4f7f\u77e5\u8bc6\u9a71\u52a8\u4ece\u8bed\u4e49\u5c42\u8fdb\u5165\u5de5\u7a0b\u5c42\u3002\u5bf9\u5927\u6a21\u578b\u670d\u52a1\u800c\u8a00\uff0c\u53ef\u7528 GPU\u3001\u663e\u5b58\u3001\u961f\u5217\u957f\u5ea6\u3001KV cache \u4f4d\u7f6e\u3001\u5e26\u5bbd\u3001\u5b58\u50a8\u548c\u5931\u8d25\u7387\u90fd\u4f1a\u5f71\u54cd\u8bf7\u6c42\u8def\u7531\uff1b\u5bf9\u667a\u80fd\u4f53\u4efb\u52a1\u800c\u8a00\uff0c\u5de5\u5177\u53ef\u7528\u6027\u3001\u63a5\u53e3\u9650\u989d\u3001\u5185\u5bb9\u6743\u9650\u548c\u72b6\u6001\u9501\u4e5f\u4f1a\u5f71\u54cd\u6267\u884c\u8def\u5f84\u3002\u77e5\u8bc6\u9a71\u52a8\u63a7\u5236\u9762\u9700\u8981\u628a\u8fd9\u4e9b\u4fe1\u606f\u8f6c\u5316\u4e3a\u53ef\u8ba1\u7b97\u3001\u53ef\u66f4\u65b0\u3001\u53ef\u9a8c\u8bc1\u7684\u51b3\u7b56\u8f93\u5165\u3002
KDN \u548c IBN \u4e3a\u8fd9\u4e00\u65b9\u5411\u63d0\u4f9b\u4e86\u91cd\u8981\u53c2\u7167\u3002KDN \u5c1d\u8bd5\u5c06\u7f51\u7edc\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u4e0e SDN \u63a7\u5236\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u4f18\u5316\u7f51\u7edc\u884c\u4e3a[13]\uff1bIBN \u5219\u5f3a\u8c03\u7528\u9ad8\u5c42\u76ee\u6807\u3001\u7b56\u7565\u548c\u7ea6\u675f\u8868\u8fbe\u7f51\u7edc\u610f\u56fe\uff0c\u800c\u4e0d\u662f\u66b4\u9732\u5e95\u5c42\u914d\u7f6e\u547d\u4ee4[14]\u3002IEN \u4e0e\u4e8c\u8005\u7684\u5dee\u5f02\u5728\u4e8e\uff0c\u5b83\u5e76\u4e0d\u53ea\u8ba8\u8bba\u63a7\u5236\u4f18\u5316\uff0c\u800c\u662f\u628a\u77e5\u8bc6\u9a71\u52a8\u653e\u5728\u5185\u5bb9\u3001\u53ef\u4fe1\u3001\u8d44\u6e90\u548c\u4ef7\u503c\u5173\u7cfb\u5171\u540c\u4f5c\u7528\u7684\u7f51\u7edc\u751f\u6001\u4e2d\u3002
\u56e0\u6b64\uff0c\u77e5\u8bc6\u9a71\u52a8\u63a7\u5236\u9762\u7684\u5b9e\u9645\u4ef7\u503c\u4e0d\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u96c6\u4e2d\u638c\u63e1\u5168\u90e8\u4fe1\u606f\u7684\u5168\u5c40\u5927\u8111\uff0c\u800c\u5728\u4e8e\u8ba9\u80fd\u529b\u3001\u610f\u56fe\u3001\u7ea6\u675f\u548c\u8d44\u6e90\u72b6\u6001\u80fd\u591f\u4ee5\u53ef\u8ba1\u7b97\u5f62\u5f0f\u53c2\u4e0e\u7f51\u7edc\u51b3\u7b56\u3002\u53ea\u6709\u5f53\u8fd9\u4e9b\u4fe1\u606f\u8fdb\u5165\u8c03\u5ea6\u8fc7\u7a0b\uff0c\u667a\u80fd\u4f53\u8bf7\u6c42\u624d\u53ef\u80fd\u88ab\u8def\u7531\u5230\u5408\u9002\u3001\u53ef\u4fe1\u3001\u6210\u672c\u53ef\u63a7\u4e14\u6743\u9650\u6e05\u6670\u7684\u534f\u4f5c\u8005\u3002<\/p>\n\n\n\n

\"\u667a\u80fd\u4f53\u7f51\u7edc\u7684\u4f53\u7cfb\u7ed3\u6784\u6311\u6218\u4e0e\u6f14\u8fdb\u8def\u5f84\u63d2\u56fe3\"<\/figure>\n\n\n\n

\u4e94\u3001\u9762\u5411\u59d4\u6258\u884c\u52a8\u7684\u8eab\u4efd\u6388\u6743\u4e0e\u53ef\u8ffd\u6eaf\u673a\u5236<\/strong><\/h2>\n\n\n\n

\u5728\u667a\u80fd\u4f53\u7f51\u7edc\u4e2d\uff0c\u8eab\u4efd\u9a8c\u8bc1\u548c\u6388\u6743\u4e0d\u518d\u662f\u4e00\u6b21\u6027\u767b\u5f55\u95ee\u9898\uff0c\u800c\u662f\u6301\u7eed\u5b58\u5728\u4e8e\u4efb\u52a1\u94fe\u8def\u4e2d\u7684\u59d4\u6258\u5173\u7cfb\u95ee\u9898\u3002\u4e00\u4e2a\u667a\u80fd\u4f53\u53ef\u80fd\u4ee3\u8868\u7528\u6237\u8c03\u7528\u5de5\u5177\uff0c\u5de5\u5177\u518d\u8c03\u7528\u4e0b\u6e38\u670d\u52a1\uff0c\u4e0b\u6e38\u670d\u52a1\u8fdb\u4e00\u6b65\u8bbf\u95ee\u5185\u5bb9\u3001\u7f13\u5b58\u6216\u6570\u636e\u5e93\u3002\u94fe\u8def\u4e2d\u7684\u6bcf\u4e00\u6b65\u90fd\u9700\u8981\u56de\u7b54\u8bf7\u6c42\u4e3b\u4f53\u662f\u8c01\uff0c\u6388\u6743\u4ece\u4f55\u800c\u6765\uff0c\u5141\u8bb8\u6267\u884c\u4f55\u79cd\u52a8\u4f5c\uff0c\u6267\u884c\u7ed3\u679c\u80fd\u5426\u88ab\u8ffd\u8e2a\u3002
DID Core \u63d0\u4f9b\u4e86\u53ef\u9a8c\u8bc1\u3001\u53bb\u4e2d\u5fc3\u5316\u8eab\u4efd\u6807\u8bc6\u7684\u53c2\u7167\uff0c\u4f46 DID \u672c\u8eab\u5e76\u4e0d\u7b49\u540c\u4e8e\u5b8c\u6574\u6388\u6743\u7cfb\u7edf[11]\u3002\u96f6\u4fe1\u4efb\u67b6\u6784\u5219\u5c06\u5b89\u5168\u9632\u62a4\u91cd\u70b9\u4ece\u9759\u6001\u8fb9\u754c\u8f6c\u5411\u7528\u6237\u3001\u8bbe\u5907\u3001\u5e94\u7528\u548c\u8d44\u6e90\u672c\u8eab\uff0c\u5f3a\u8c03\u8bbf\u95ee\u8bf7\u6c42\u9700\u8981\u6301\u7eed\u8bc4\u4f30\u548c\u52a8\u6001\u6388\u6743[12]\u3002\u8fd9\u4e9b\u65b9\u5411\u5171\u540c\u8bf4\u660e\uff0c\u667a\u80fd\u4f53\u7f51\u7edc\u4e2d\u7684\u53ef\u4fe1\u673a\u5236\u4e0d\u80fd\u53ea\u4f9d\u8d56\u201c\u5185\u7f51\u53ef\u4fe1\u201d\u6216\u201c\u5165\u53e3\u767b\u5f55\u201d\u3002
IEN \u76f8\u5173\u5185\u5bb9\u9274\u6388\u6743\u601d\u8def\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u8d34\u8fd1\u7f51\u7edc\u6d41\u7a0b\u7684\u4f8b\u5b50\u3002\u5185\u5bb9\u5728\u7f51\u7edc\u4e2d\u88ab\u7f13\u5b58\u3001\u8f6c\u53d1\u548c\u590d\u7528\u65f6\uff0c\u6388\u6743\u4e0d\u80fd\u53ea\u53d1\u751f\u5728\u5e94\u7528\u5165\u53e3\uff0c\u8fd8\u9700\u8981\u5d4c\u5165\u5185\u5bb9\u8bf7\u6c42\u3001\u7f13\u5b58\u547d\u4e2d\u3001\u6388\u6743\u67e5\u8be2\u3001\u5185\u5bb9\u8fd4\u56de\u548c\u5ba1\u8ba1\u8bb0\u5f55\u7b49\u73af\u8282[18]\u3002\u8fd9\u4e0e\u667a\u80fd\u4f53\u8bbf\u95ee\u7f13\u5b58\u6570\u636e\u3001\u590d\u7528\u4e0a\u4e0b\u6587\u6216\u8c03\u7528\u53d7\u4fdd\u62a4\u5de5\u5177\u7684\u573a\u666f\u9ad8\u5ea6\u76f8\u5173\u3002
\u4ee5\u529e\u516c\u667a\u80fd\u4f53\u8bfb\u53d6\u7f13\u5b58\u6587\u6863\u4e3a\u4f8b\uff0c\u7cfb\u7edf\u4e0d\u80fd\u53ea\u5224\u65ad\u8be5\u667a\u80fd\u4f53\u80fd\u5426\u8fde\u63a5\u7f13\u5b58\u8282\u70b9\uff0c\u8fd8\u9700\u8981\u5224\u65ad\u5176\u4ee3\u8868\u7684\u7528\u6237\u662f\u8c01\uff0c\u6587\u6863\u662f\u5426\u5141\u8bb8\u88ab\u8be5\u4efb\u52a1\u8bfb\u53d6\uff0c\u7f13\u5b58\u7248\u672c\u662f\u5426\u6709\u6548\uff0c\u540e\u7eed\u5de5\u5177\u8c03\u7528\u662f\u5426\u7ee7\u627f\u8be5\u6388\u6743\uff0c\u4ee5\u53ca\u6574\u4e2a\u94fe\u8def\u662f\u5426\u53ef\u88ab\u5ba1\u8ba1\u3002\u82e5\u5176\u4e2d\u4efb\u4e00\u73af\u8282\u7f3a\u5931\uff0c\u667a\u80fd\u4f53\u884c\u52a8\u5c31\u53ef\u80fd\u51fa\u73b0\u8d8a\u6743\u8bbf\u95ee\u3001\u4e0d\u53ef\u8ffd\u8e2a\u590d\u7528\u6216\u8d23\u4efb\u8fb9\u754c\u4e0d\u6e05\u3002
\u7531\u6b64\u53ef\u89c1\uff0c\u9762\u5411\u667a\u80fd\u4f53\u7f51\u7edc\u7684\u53ef\u4fe1\u673a\u5236\u9700\u8981\u4ece\u201c\u4e3b\u4f53\u8eab\u4efd\u201d\u6269\u5c55\u5230\u201c\u59d4\u6258\u94fe\u8def\u201d\uff0c\u4ece\u201c\u8bbf\u95ee\u63a7\u5236\u201d\u6269\u5c55\u5230\u201c\u5185\u5bb9\u4e0e\u884c\u52a8\u7684\u8054\u5408\u6388\u6743\u201d\uff0c\u4ece\u201c\u65e5\u5fd7\u8bb0\u5f55\u201d\u6269\u5c55\u5230\u201c\u8de8\u8282\u70b9\u53ef\u8ffd\u6eaf\u201d\u3002IEN \u7684\u610f\u4e49\u5728\u4e8e\u628a\u8fd9\u4e9b\u673a\u5236\u653e\u5165\u540c\u4e00\u7f51\u7edc\u751f\u6001\u6846\u67b6\u4e2d\u8ba8\u8bba\uff0c\u800c\u4e0d\u662f\u628a\u5b83\u4eec\u5206\u522b\u7559\u7ed9\u5e94\u7528\u3001\u5b89\u5168\u548c\u8fd0\u7ef4\u7cfb\u7edf\u5b64\u7acb\u5904\u7406\u3002<\/p>\n\n\n\n

\u516d\u3001\u8ba1\u7b97\u611f\u77e5\u8def\u7531\u4e0e\u7f13\u5b58\u534f\u540c\u8c03\u5ea6<\/strong><\/h2>\n\n\n\n

\u667a\u80fd\u4f53\u7f51\u7edc\u4e2d\u7684\u8bf7\u6c42\u8def\u7531\u5df2\u7ecf\u8d85\u8d8a\u4f20\u7edf\u8d1f\u8f7d\u5747\u8861\u3002\u7279\u522b\u662f\u5728\u5927\u6a21\u578b\u63a8\u7406\u670d\u52a1\u4e2d\uff0c\u8bf7\u6c42\u76ee\u6807\u8282\u70b9\u7684\u9009\u62e9\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u7f51\u7edc\u65f6\u5ef6\u548c\u5b9e\u4f8b\u8d1f\u8f7d\uff0c\u8fd8\u53d6\u51b3\u4e8e\u4e0a\u4e0b\u6587\u7f13\u5b58\u3001GPU \u961f\u5217\u3001\u663e\u5b58\u3001\u6a21\u578b\u90e8\u7f72\u3001\u5de5\u5177\u53ef\u7528\u6027\u548c\u670d\u52a1\u7b49\u7ea7\u76ee\u6807\u3002
\u4e00\u4e2a\u5178\u578b\u573a\u666f\u662f\u8fde\u7eed\u5bf9\u8bdd\u4e2d\u7684 KV cache \u590d\u7528\u3002\u82e5\u524d\u51e0\u8f6e\u5bf9\u8bdd\u4ea7\u751f\u7684 KV cache \u5b58\u50a8\u5728\u67d0\u4e2a\u8282\u70b9\uff0c\u800c\u540e\u7eed\u8bf7\u6c42\u88ab\u8def\u7531\u5230\u53e6\u4e00\u4e2a\u65e0\u76f8\u5173\u7f13\u5b58\u7684\u8282\u70b9\uff0c\u7cfb\u7edf\u5c06\u627f\u62c5\u91cd\u65b0\u52a0\u8f7d\u4e0a\u4e0b\u6587\u3001\u91cd\u590d\u8ba1\u7b97\u3001\u8de8\u8282\u70b9\u4f20\u8f93\u548c\u6392\u961f\u5ef6\u8fdf\u7b49\u591a\u91cd\u4ee3\u4ef7\u3002\u6b64\u65f6\uff0c\u8c03\u5ea6\u51b3\u7b56\u4e0d\u518d\u662f\u201c\u54ea\u4e2a\u8282\u70b9\u7a7a\u95f2\u201d\uff0c\u800c\u662f\u201c\u54ea\u4e2a\u8282\u70b9\u5728\u5ef6\u8fdf\u3001\u6210\u672c\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u548c\u8d44\u6e90\u5360\u7528\u4e4b\u95f4\u5f62\u6210\u6700\u4f18\u7ec4\u5408\u201d\u3002
Mooncake \u548c Helix \u5c55\u793a\u4e86\u5927\u6a21\u578b\u670d\u52a1\u7cfb\u7edf\u4e2d\u8ba1\u7b97\u3001\u7f13\u5b58\u4e0e\u7f51\u7edc\u7d27\u5bc6\u8026\u5408\u7684\u8d8b\u52bf\u3002Mooncake \u5c06 KV cache \u7f6e\u4e8e\u670d\u52a1\u67b6\u6784\u6838\u5fc3\uff0c\u901a\u8fc7\u5206\u79bb prefill \u4e0e decode \u5e76\u6784\u5efa KV cache \u4e2d\u5fc3\u5316\u8c03\u5ea6\u6765\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u670d\u52a1\u6548\u7387[16]\uff1bHelix \u5219\u5c06\u5f02\u6784 GPU \u4e0e\u7f51\u7edc\u8fde\u63a5\u7eb3\u5165\u7edf\u4e00\u5efa\u6a21\uff0c\u901a\u8fc7\u6700\u5927\u6d41\u601d\u60f3\u8054\u5408\u4f18\u5316\u6a21\u578b\u653e\u7f6e\u548c\u8bf7\u6c42\u8c03\u5ea6[17]\u3002
CATS \u5de5\u4f5c\u7ec4\u4e5f\u4ece\u7f51\u7edc\u6807\u51c6\u5316\u89d2\u5ea6\u63d0\u51fa\u4e86\u7c7b\u4f3c\u95ee\u9898\uff0c\u5373\u5728\u6d41\u91cf\u5f15\u5bfc\u65f6\u540c\u65f6\u8003\u8651\u7f51\u7edc\u72b6\u6001\u4e0e\u8ba1\u7b97\u670d\u52a1\u72b6\u6001\uff0c\u800c\u4e0d\u662f\u53ea\u6839\u636e\u9759\u6001\u5730\u5740\u6216\u8fde\u901a\u6027\u8fdb\u884c\u8f6c\u53d1[15]\u3002\u8fd9\u8868\u660e\u8ba1\u7b97\u611f\u77e5\u8def\u7531\u5df2\u7ecf\u6210\u4e3a\u672a\u6765\u7f51\u7edc\u548c\u4e91\u8fb9\u534f\u540c\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u660e\u786e\u7814\u7a76\u65b9\u5411\u3002
IEN \u76f8\u5173\u7f51\u5185\u8d44\u6e90\u8c03\u5ea6\u4e13\u5229\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u56de\u5e94\u4e86\u8fd9\u4e00\u95ee\u9898\u3002\u76f8\u5173\u65b9\u6848\u5c06 CPU\u3001\u5185\u5b58\u3001\u54cd\u5e94\u65f6\u5ef6\u3001\u6570\u636e\u4f20\u8f93\u65f6\u5ef6\u3001\u529f\u80fd\u51fd\u6570\u3001\u7a7a\u95f2\u7b97\u529b\u3001\u5b58\u50a8\u8d44\u6e90\u3001\u63a5\u53e3\u504f\u597d\u3001\u76f8\u90bb\u4e00\u8df3\u7f51\u7edc\u72b6\u6001\u4e0e\u7f51\u5185\u8d44\u6e90\u5206\u5e03\u72b6\u6001\u7b49\u56e0\u7d20\u7eb3\u5165\u8c03\u5ea6\u51b3\u7b56[19][20][21]\u3002\u8fd9\u4e9b\u673a\u5236\u672a\u5fc5\u76f4\u63a5\u7b49\u540c\u4e8e\u5f53\u524d LLM serving \u7cfb\u7edf\uff0c\u4f46\u5176\u5171\u540c\u601d\u60f3\u662f\u628a\u8d44\u6e90\u72b6\u6001\u548c\u8c03\u5ea6\u51b3\u7b56\u66f4\u6df1\u5730\u7eb3\u5165\u7f51\u7edc\u5185\u90e8\u3002
\u5bf9\u667a\u80fd\u4f53\u7f51\u7edc\u800c\u8a00\uff0c\u8ba1\u7b97\u611f\u77e5\u8def\u7531\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u7ed3\u5408\u4efb\u52a1\u8bed\u4e49\u3002\u6a21\u578b\u8c03\u7528\u3001\u5185\u5bb9\u8bbf\u95ee\u3001\u5de5\u5177\u6267\u884c\u548c\u72b6\u6001\u5199\u56de\u5206\u522b\u5bf9\u5e94\u4e0d\u540c\u7684\u8d44\u6e90\u6d88\u8017\u548c\u98ce\u9669\u7ea7\u522b\u3002\u82e5\u7f51\u7edc\u63a7\u5236\u9762\u65e0\u6cd5\u7406\u89e3\u4efb\u52a1\u8c03\u7528\u4e86\u4ec0\u4e48\u6a21\u578b\u3001\u8bbf\u95ee\u4e86\u4ec0\u4e48\u5185\u5bb9\u3001\u662f\u5426\u5b58\u5728\u53ef\u590d\u7528\u4e0a\u4e0b\u6587\u3001\u662f\u5426\u9700\u8981\u4e8b\u52a1\u4fdd\u8bc1\uff0c\u4ee5\u53ca\u6210\u672c\u5982\u4f55\u5f52\u56e0\uff0c\u667a\u80fd\u4f53\u534f\u4f5c\u5c31\u5f88\u96be\u505a\u5230\u53ef\u63a7\u3001\u53ef\u4fe1\u548c\u53ef\u8ba1\u91cf\u3002
\u56e0\u6b64\uff0c\u8d44\u6e90\u534f\u540c\u4e0d\u53ea\u662f\u7b97\u529b\u8c03\u5ea6\u95ee\u9898\uff0c\u800c\u662f\u4efb\u52a1\u610f\u56fe\u3001\u5185\u5bb9\u72b6\u6001\u3001\u7f13\u5b58\u4f4d\u7f6e\u3001\u670d\u52a1\u8d28\u91cf\u548c\u4ef7\u503c\u5f52\u56e0\u7684\u8054\u5408\u4f18\u5316\u95ee\u9898\u3002IEN \u7684\u8d44\u6e90\u5ea6\u91cf\u4e0e\u4ef7\u503c\u5bfc\u5411\u89c6\u89d2\u53ef\u4ee5\u4e3a\u8fd9\u4e00\u95ee\u9898\u63d0\u4f9b\u8f83\u5b8c\u6574\u7684\u7ec4\u7ec7\u6846\u67b6\u3002<\/p>\n\n\n\n

\u4e03\u3001\u7ed3\u8bed\uff1a\u4ece\u4f20\u8f93\u7f51\u7edc\u5230\u4efb\u52a1\u534f\u540c\u57fa\u7840\u8bbe\u65bd<\/strong><\/h2>\n\n\n\n

\u667a\u80fd\u4f53\u4e92\u8054\u7f51\u5e76\u975e\u7b80\u5355\u589e\u52a0\u66f4\u591a\u667a\u80fd\u4f53\uff0c\u5927\u6a21\u578b\u57fa\u7840\u8bbe\u65bd\u4e5f\u5e76\u975e\u5355\u7eaf\u5806\u53e0\u66f4\u591a GPU\u3002\u771f\u6b63\u7684\u4f53\u7cfb\u7ed3\u6784\u96be\u70b9\u5728\u4e8e\u4e2d\u95f4\u5c42\uff0c\u667a\u80fd\u4f53\u9700\u8981\u884c\u52a8\uff0c\u6a21\u578b\u9700\u8981\u8c03\u7528\uff0c\u5185\u5bb9\u9700\u8981\u6388\u6743\uff0c\u7f13\u5b58\u9700\u8981\u590d\u7528\uff0c\u8d44\u6e90\u9700\u8981\u8c03\u5ea6\uff0c\u72b6\u6001\u9700\u8981\u8ffd\u8e2a\uff0c\u6210\u672c\u548c\u8d23\u4efb\u9700\u8981\u5f52\u56e0\u3002<\/p>\n\n\n\n

\u8fd9\u4e9b\u95ee\u9898\u6b63\u5728\u63a8\u52a8\u7f51\u7edc\u62bd\u8c61\u53d1\u751f\u53d8\u5316\u3002\u7f51\u7edc\u5904\u7406\u7684\u5bf9\u8c61\u4e0d\u518d\u53ea\u662f\u6570\u636e\u5305\u548c\u5730\u5740\uff0c\u8fd8\u5305\u62ec\u5185\u5bb9\u3001\u80fd\u529b\u3001\u610f\u56fe\u3001\u72b6\u6001\u548c\u4efb\u52a1\u94fe\u8def\u3002\u7f51\u7edc\u4f18\u5316\u7684\u76ee\u6807\u4e0d\u518d\u53ea\u662f\u541e\u5410\u3001\u65f6\u5ef6\u548c\u53ef\u8fbe\u6027\uff0c\u8fd8\u5305\u62ec\u53ef\u4fe1\u3001\u5408\u89c4\u3001\u6210\u672c\u3001\u670d\u52a1\u7b49\u7ea7\u548c\u751f\u6001\u53ef\u6301\u7eed\u3002\u7f51\u7edc\u6cbb\u7406\u7684\u8fb9\u754c\u4e5f\u4e0d\u518d\u53ea\u662f\u8bbe\u5907\u7ba1\u7406\uff0c\u800c\u5ef6\u4f38\u5230\u59d4\u6258\u5173\u7cfb\u3001\u4ef7\u503c\u4ea4\u6362\u548c\u8d23\u4efb\u5ba1\u8ba1\u3002<\/p>\n\n\n\n

\u5df2\u6709\u7814\u7a76\u5206\u522b\u4ece\u4e0d\u540c\u4fa7\u9762\u56de\u5e94\u4e86\u8fd9\u4e00\u53d8\u5316\u3002DID \u548c\u96f6\u4fe1\u4efb\u5173\u6ce8\u8eab\u4efd\u4e0e\u8bbf\u95ee\u63a7\u5236\uff0cKDN \u548c IBN \u5173\u6ce8\u77e5\u8bc6\u4e0e\u610f\u56fe\u8fdb\u5165\u7f51\u7edc\u63a7\u5236\uff0cCATS \u5173\u6ce8\u8ba1\u7b97\u72b6\u6001\u611f\u77e5\u7684\u6d41\u91cf\u5f15\u5bfc\uff0cMooncake \u548c Helix \u5c55\u793a\u4e86\u5927\u6a21\u578b\u670d\u52a1\u4e2d\u7684\u7f13\u5b58\u4e0e\u8d44\u6e90\u8c03\u5ea6\uff0cInternet of Agents \u548c Agent Discovery \u5219\u8ba8\u8bba\u5927\u89c4\u6a21\u667a\u80fd\u4f53\u4e92\u8054\u548c\u80fd\u529b\u53d1\u73b0[5][6]\u3002<\/p>\n\n\n\n

IEN \u5bf9\u672c\u6587\u95ee\u9898\u7684\u542f\u53d1\u5728\u4e8e\uff0c\u5b83\u628a\u5185\u5bb9\u8bc6\u522b\u3001\u77e5\u8bc6\u9a71\u52a8\u3001\u53ef\u4fe1\u534f\u4f5c\u3001\u8d44\u6e90\u5ea6\u91cf\u548c\u4ef7\u503c\u5bfc\u5411\u653e\u5165\u540c\u4e00\u672a\u6765\u7f51\u7edc\u6846\u67b6\u4e2d\u3002\u82e5\u4ece\u667a\u80fd\u4f53\u7f51\u7edc\u89c6\u89d2\u91cd\u65b0\u7406\u89e3\uff0cIEN \u5e76\u4e0d\u662f\u8981\u66ff\u4ee3\u6240\u6709\u76f8\u5173\u6280\u672f\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u79cd\u8de8\u5c42\u95ee\u9898\u7ec4\u7ec7\u65b9\u6cd5\uff1a\u5c06\u5206\u6563\u5728\u5e94\u7528\u5c42\u3001\u5b89\u5168\u5c42\u3001\u63a7\u5236\u9762\u3001\u7b97\u529b\u5c42\u548c\u5185\u5bb9\u5c42\u7684\u95ee\u9898\uff0c\u91cd\u65b0\u7eb3\u5165\u7edf\u4e00\u7684\u7f51\u7edc\u751f\u6001\u7ed3\u6784\u3002<\/p>\n\n\n\n

\u56e0\u6b64\uff0c\u672a\u6765\u503c\u5f97\u8fdb\u4e00\u6b65\u5c55\u5f00\u7684\u65b9\u5411\u4e0d\u662f\u62bd\u8c61\u5730\u5ba3\u79f0\u201cAI \u9700\u8981\u65b0\u7f51\u7edc\u201d\uff0c\u800c\u662f\u56f4\u7ed5\u667a\u80fd\u4f53\u7f51\u7edc\u5efa\u7acb\u66f4\u5177\u4f53\u7684\u7814\u7a76\u95ee\u9898\uff1a\u5982\u4f55\u8868\u8fbe\u80fd\u529b\u548c\u610f\u56fe\uff0c\u5982\u4f55\u4f20\u9012\u53ef\u9a8c\u8bc1\u59d4\u6258\uff0c\u5982\u4f55\u5bf9\u5185\u5bb9\u548c\u7f13\u5b58\u8fdb\u884c\u6388\u6743\uff0c\u5982\u4f55\u8ba9\u8ba1\u7b97\u72b6\u6001\u53c2\u4e0e\u8def\u7531\uff0c\u5982\u4f55\u8bb0\u5f55\u4efb\u52a1\u56e0\u679c\u94fe\u8def\uff0c\u4ee5\u53ca\u5982\u4f55\u5f62\u6210\u53ef\u5ba1\u8ba1\u3001\u53ef\u8ba1\u91cf\u3001\u53ef\u6cbb\u7406\u7684\u534f\u4f5c\u751f\u6001\u3002<\/p>\n\n\n\n

\u5f53\u667a\u80fd\u4f53\u5f00\u59cb\u8de8\u7ec4\u7ec7\u3001\u8de8\u5e73\u53f0\u3001\u8de8\u8d44\u6e90\u57df\u6267\u884c\u4efb\u52a1\u65f6\uff0c\u7f51\u7edc\u5c06\u4e0d\u518d\u53ea\u662f\u8fde\u63a5\u7cfb\u7edf\u7684\u7ba1\u9053\uff0c\u800c\u4f1a\u6210\u4e3a\u667a\u80fd\u7cfb\u7edf\u53ef\u9760\u8fd0\u884c\u7684\u4efb\u52a1\u534f\u540c\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n\n\n\n

\u53c2\u8003\u8d44\u6599\u4e0e\u5ef6\u4f38\u9605\u8bfb<\/strong><\/h2>\n\n\n\n

[1] Meredith Ringel Morris et al., Position: Levels of AGI for Operationalizing Progress on the Path to AGI, ICML \/ PMLR, 2024. https:\/\/proceedings.mlr.press\/v235\/morris24b.html
[2] K. J. Kevin Feng, David W. McDonald, Amy X. Zhang, Levels of Autonomy for AI Agents, arXiv:2506.12469, 2025. https:\/\/arxiv.org\/abs\/2506.12469
[3] James Evans, Benjamin Bratton, Blaise Ag\u00fcera y Arcas, Agentic AI and the next intelligence explosion, Science, 2026, DOI: 10.1126\/science.aeg1895. https:\/\/www.science.org\/doi\/10.1126\/science.aeg1895
[4] Developing.dev, Turing Award Winner: Postgres, Disagreeing with Google, Future Problems | Mike Stonebraker, 2026. https:\/\/www.developing.dev\/p\/turing-award-winner-postgres-disagreeing
[5] Yuntao Wang et al., Internet of Agents: Fundamentals, Applications, and Challenges, IEEE Transactions on Cognitive Communications and Networking, 2025, DOI: 10.1109\/TCCN.2025.3623369; arXiv:2505.07176.
[6] Shaolong Guo, Yuntao Wang, Zhou Su, Yanghe Pan, Qinnan Hu, Tom H. Luan, Agent Discovery in Internet of Agents: Challenges and Solutions, IEEE Network, 2026; arXiv:2511.19113. https:\/\/arxiv.org\/abs\/2511.19113
[7] \u96f7\u51ef\u3001\u9ec4\u7855\u5eb7\u3001\u65b9\u4fca\u6770\u3001\u9ec4\u6d4e\u4e50\u3001\u8c22\u83b9\u83b9\u3001\u5f6d\u535a. Intelligent Eco Networking (IEN): Knowledge-Driven and Value-Oriented Future Internet Infrastructure. Journal of Applied Sciences, 2020. DOI: 10.3969\/j.issn.0255-8297.2020.01.012
[8] Lei Kai, Huang Shuokang, Huang Jiyue, Liu Huafang, Liu Jin. Intelligent Eco Networking (IEN) II: A Knowledge-Driven Future Internet Infrastructure for Value-Oriented Ecosystem. IEEE HotICN, 2019. https:\/\/ieeexplore.ieee.org\/abstract\/document\/9063217\/
[9] Shuokang Huang, Ruibiao Chen, Yu Li, Meimei Zhang, Kai Lei, Ting Xu, Xiquan Yu. Intelligent Eco Networking (IEN) III: A Shared In-network Computing Infrastructure towards Future Internet. IEEE HotICN, 2020. https:\/\/ieeexplore.ieee.org\/abstract\/document\/9350853\/
[10] ICNLab. \u667a\u80fd\u751f\u6001\u7f51\u7edc IEN 2022\uff1a\u9762\u5411 Web3.0 \u7684\u5185\u5bb9\u4e2d\u5fc3\u94fe\u7f51\u878d\u5408\u67b6\u6784, 2022. https:\/\/www.icnlab.cn\/?p=6505
[11] W3C DID Working Group. Decentralized Identifiers (DIDs) v1.0. W3C Recommendation, 2022. https:\/\/www.w3.org\/TR\/did-core\/
[12] Scott Rose, Oliver Borchert, Stu Mitchell, Sean Connelly. Zero Trust Architecture. NIST SP 800-207, 2020. https:\/\/doi.org\/10.6028\/NIST.SP.800-207
[13] Albert Mestres et al. Knowledge-Defined Networking. ACM SIGCOMM Computer Communication Review, 2017. https:\/\/doi.org\/10.1145\/3138808.3138810
[14] Alexander Clemm et al. Intent-Based Networking – Concepts and Definitions. RFC 9315, 2022. https:\/\/www.rfc-editor.org\/rfc\/rfc9315
[15] IETF CATS WG. A Framework for Computing-Aware Traffic Steering (CATS). Internet-Draft, 2026. https:\/\/datatracker.ietf.org\/doc\/draft-ietf-cats-framework\/
[16] Ruoyu Qin et al. Mooncake: A KVCache-centric Disaggregated Architecture for LLM Serving. arXiv:2407.00079, 2024. https:\/\/arxiv.org\/abs\/2407.00079
[17] Yixuan Mei, Yonghao Zhuang, Xupeng Miao, Juncheng Yang, Zhihao Jia, Rashmi Vinayak. Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow. ASPLOS 2025; arXiv:2406.01566. https:\/\/arxiv.org\/abs\/2406.01566
[18] \u96f7\u51ef\u3001\u9ec4\u7855\u5eb7. \u4e00\u79cd\u7f51\u7edc\u4e2d\u6570\u636e\u5185\u5bb9\u7684\u9274\u6388\u6743\u65b9\u6cd5\u548c\u8ba1\u7b97\u673a\u53ef\u8bfb\u5b58\u50a8\u4ecb\u8d28. WO2021223097A1, 2021.
[19] \u96f7\u51ef\u3001\u6c6a\u5efa\u5e73\u3001\u5218\u658c\u3001\u9ec4\u7855\u5eb7. \u4e00\u79cd\u7f51\u5185\u8d44\u6e90\u7684\u91cf\u7eb2\u6d4b\u91cf\u65b9\u6cd5\u3001\u7b97\u529b\u8c03\u5ea6\u65b9\u6cd5\u53ca\u5b58\u50a8\u4ecb\u8d28. CN112003660A, 2020.
[20] \u96f7\u51ef\u3001\u666f\u6653\u519b\u3001\u674e\u6e1d. \u4e00\u79cd\u5206\u5c42\u534f\u540c\u51b3\u7b56\u7684\u7f51\u5185\u8d44\u6e90\u8c03\u5ea6\u65b9\u6cd5\u53ca\u7cfb\u7edf\u3001\u5b58\u50a8\u4ecb\u8d28. CN112346854A, 2021.
[21] \u96f7\u51ef\u3001\u666f\u6653\u519b\u3001\u674e\u6e1d. \u4e00\u79cd\u534f\u8c03\u5206\u5e03\u5f0f\u7684\u7f51\u5185\u8d44\u6e90\u8c03\u5ea6\u65b9\u6cd5\u53ca\u7cfb\u7edf\u3001\u5b58\u50a8\u4ecb\u8d28. CN112153153A, 2020.<\/p>\n","protected":false},"excerpt":{"rendered":"

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