{"id":880,"date":"2026-01-12T09:56:13","date_gmt":"2026-01-12T01:56:13","guid":{"rendered":"https:\/\/www.ndnlab.com\/?p=880"},"modified":"2026-01-12T09:56:22","modified_gmt":"2026-01-12T01:56:22","slug":"intent-driven-network-management-with-multi-agent-llms-the-confucius-framework","status":"publish","type":"post","link":"https:\/\/www.ndnlab.com\/?p=880","title":{"rendered":"Intent-Driven Network Management with Multi-Agent LLMs-The Confucius Framework"},"content":{"rendered":"\n

SIGCOMM ’25: ACM SIGCOMM 2025 Conference September 8 – 11, 2025<\/em> Coimbra, Portugal<\/em><\/p>\n\n\n\n

\u7814\u7a76\u80cc\u666f\u4e0e\u8d85\u5927\u89c4\u6a21\u7f51\u7edc\u7ba1\u7406\u7684\u75db\u70b9<\/h2>\n\n\n\n

\u5728\u73b0\u4ee3\u4e92\u8054\u7f51\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u8d85\u5927\u89c4\u6a21\u7f51\u7edc\uff08Hyper-scale networks\uff09\u7684\u7ba1\u7406\u662f\u4e00\u9879\u6781\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u6d89\u53ca\u6d41\u91cf\u5de5\u7a0b\u3001\u8bbe\u5907\u914d\u7f6e\u548c\u6545\u969c\u81ea\u52a8\u8bca\u65ad\u7b49\u591a\u4e2a\u590d\u6742\u9886\u57df <\/sup>\u3002Meta \u5728\u6587\u4e2d\u6307\u51fa\uff0c\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u76f4\u63a5\u5e94\u7528\u9762\u4e34\u4e09\u5927\u75db\u70b9\uff1a\u9996\u5148\uff0c\u4efb\u52a1\u590d\u6742\u5ea6\u6781\u9ad8\uff0c\u5f80\u5f80\u9700\u8981\u8de8\u8d8a\u591a\u4e2a\u6b65\u9aa4\uff0c\u5355\u6b65 LLM \u96be\u4ee5\u76f4\u63a5\u751f\u6210\u53ef\u9760\u7ed3\u679c <\/sup><\/sup><\/sup><\/sup>\uff1b\u5176\u6b21\uff0c\u5de5\u5177\u94fe\u9ad8\u5ea6\u788e\u7247\u5316\uff0cMeta \u5185\u90e8\u62e5\u6709\u6570\u767e\u4e2a\u4e13\u7528\u7684 API \u548c\u5de5\u5177\uff0c\u638c\u63e1\u8fd9\u4e9b\u5de5\u5177\u7684\u8f93\u5165\u89c4\u8303\u9700\u8981\u6df1\u539a\u7684\u9886\u57df\u77e5\u8bc6 <\/sup>\uff1b\u6700\u540e\uff0c\u7f51\u7edc\u64cd\u4f5c\u5bf9\u5b89\u5168\u6027\u548c\u51c6\u786e\u6027\u6709\u8fd1\u4e4e\u82db\u523b\u7684\u8981\u6c42\uff0c\u4efb\u4f55\u7531 LLM \u5e7b\u89c9\u5f15\u8d77\u7684\u914d\u7f6e\u9519\u8bef\u90fd\u53ef\u80fd\u5bfc\u81f4\u5927\u89c4\u6a21\u670d\u52a1\u4e2d\u65ad <\/sup>\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0cMeta \u5f00\u53d1\u4e86 Confucius\uff08\u5b54\u5b50\uff09<\/strong> \u6846\u67b6 <\/sup>\u3002\u8be5\u6846\u67b6\u7684\u6838\u5fc3\u601d\u8def\u4e0d\u518d\u662f\u8ba9\u4e00\u4e2a\u5927\u6a21\u578b\u5b8c\u6210\u6240\u6709\u5de5\u4f5c\uff0c\u800c\u662f\u901a\u8fc7\u201c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u201d\u5c06\u590d\u6742\u7684\u7ba1\u7406\u610f\u56fe\u62c6\u89e3\u4e3a\u4e00\u7cfb\u5217\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1 <\/sup>\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u964d\u4f4e\u5355\u4e2a\u6a21\u578b\u7684\u63a8\u7406\u538b\u529b\uff0c\u8fd8\u80fd\u66f4\u597d\u5730\u96c6\u6210\u73b0\u6709\u7684\u4e13\u5bb6\u7ecf\u9a8c\u548c\u6210\u719f\u7684\u5de5\u5177\u94fe <\/sup><\/sup><\/sup><\/sup>\u3002\u5728\u8fc7\u53bb\u7684\u4e24\u5e74\u91cc\uff0cConfucius \u5df2\u652f\u6301\u4e86\u8d85\u8fc7 60 \u4e2a\u751f\u4ea7\u7ea7\u5e94\u7528\uff0c\u6db5\u76d6\u4e86\u4ece\u62d3\u6251\u8bbe\u8ba1\u5230\u5bb9\u91cf\u89c4\u5212\u518d\u5230\u6545\u969c\u8bca\u65ad\u7684\u5168\u751f\u547d\u5468\u671f <\/sup><\/sup><\/sup><\/sup>\u3002<\/p>\n\n\n\n

Confucius \u6838\u5fc3\u67b6\u6784\u4e0e\u591a\u667a\u80fd\u4f53\u534f\u540c\u903b\u8f91<\/h2>\n\n\n\n

Confucius \u7684\u67b6\u6784\u8bbe\u8ba1\u91c7\u7528\u4e86\u201c\u5206\u800c\u6cbb\u4e4b\u201d\u7684\u7b56\u7565\u3002\u5176\u6700\u6838\u5fc3\u7684\u521b\u65b0\u662f\u5c06\u7f51\u7edc\u7ba1\u7406\u5de5\u4f5c\u6d41\u5efa\u6a21\u4e3a \u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09<\/strong> <\/sup><\/sup><\/sup><\/sup>\u3002\u5f53\u7528\u6237\u8f93\u5165\u81ea\u7136\u8bed\u8a00\u610f\u56fe\uff08\u4f8b\u5982\uff1a\u201c\u5206\u6790\u5982\u679c\u67d0\u6761\u5149\u7f06\u4e2d\u65ad\u5bf9 backbone \u7684\u5f71\u54cd\u201d\uff09\u65f6\uff0c\u89c4\u5212\u667a\u80fd\u4f53\uff08Planning Agent\uff09\u4f1a\u5c06\u6b64\u610f\u56fe\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u903b\u8f91\u8282\u70b9\uff0c\u6bcf\u4e2a\u8282\u70b9\u4ee3\u8868\u4e00\u4e2a\u5177\u4f53\u7684\u5b50\u4efb\u52a1\uff0c\u5982\u63d0\u53d6\u5f53\u524d\u62d3\u6251\u3001\u9884\u6d4b\u6d41\u91cf\u6ce2\u52a8\u3001\u8fd0\u884c\u6a21\u62df\u5668\u7b49 <\/sup><\/sup><\/sup><\/sup>\u3002\u901a\u8fc7 DAG \u7ed3\u6784\uff0c\u7cfb\u7edf\u53ef\u4ee5\u6e05\u6670\u5730\u5b9a\u4e49\u4efb\u52a1\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u652f\u6301\u5e76\u884c\u6267\u884c\u548c\u4e2d\u9014\u7684\u4eba\u5de5\u5e72\u9884 <\/sup><\/sup><\/sup><\/sup>\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u5b9e\u73b0\u9ad8\u5ea6\u7684\u62bd\u8c61\u4e0e\u590d\u7528\uff0cConfucius \u5f15\u5165\u4e86\u540d\u4e3a Analect\uff08\u8bba\u8bed\u5355\u5143\uff09<\/strong> \u7684\u8f7b\u91cf\u7ea7\u5305\u88c5\u5668 \u3002\u6bcf\u4e2a Analect \u90fd\u662f\u4e00\u4e2a\u5f3a\u7c7b\u578b\u7684\u6267\u884c\u5355\u5143\uff0c\u5177\u6709\u5b9a\u4e49\u7684\u8f93\u5165\u8f93\u51fa\u6a21\u5f0f\uff08\u57fa\u4e8e Pydantic\uff09\u548c\u5177\u4f53\u7684\u6267\u884c\u903b\u8f91 \u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u50cf\u642d\u79ef\u6728\u4e00\u6837\uff0c\u5feb\u901f\u5c06\u73b0\u6709\u7684 Python \u670d\u52a1\u6216 API \u5c01\u88c5\u4e3a LLM \u53ef\u8c03\u7528\u7684\u6280\u80fd\u3002\u6b64\u5916\uff0c\u7cfb\u7edf\u8fd8\u8bbe\u8ba1\u4e86 Ensemble\uff08\u96c6\u6210\uff09\u673a\u5236\uff0c\u901a\u8fc7\u7ed3\u5408\u591a\u4e2a\u4e0d\u540c\u57fa\u7840\u6a21\u578b\uff08\u5982 Llama\u3001Claude\u3001Gemini\uff09\u7684\u8f93\u51fa\u8fdb\u884c\u81ea\u4e00\u81f4\u6027\u6821\u9a8c\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u51b3\u7b56\u7684\u65b9\u5dee\u548c\u9519\u8bef\u7387 \u3002<\/p>\n\n\n

\n
\"Intent-Driven<\/figure>\n<\/div>\n\n\n
\"Intent-Driven<\/figure>\n\n\n\n

\u9886\u57df\u8bed\u8a00\u6865\u63a5\u4e0e\u5206\u5c42\u5b58\u50a8\u673a\u5236<\/h3>\n\n\n\n

Confucius \u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u5b83\u4e0d\u76f4\u63a5\u751f\u6210\u4f4e\u7ea7\u7684 CLI \u6307\u4ee4\uff0c\u800c\u662f\u901a\u8fc7 \u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff08DSL\uff09<\/strong> \u4f5c\u4e3a\u4e2d\u95f4\u6865\u6881 <\/sup><\/sup><\/sup><\/sup>\u3002\u8bba\u6587\u8bc6\u522b\u4e86\u7f51\u7edc\u9886\u57df\u6700\u5e38\u7528\u7684\u4e09\u79cd DSL\uff1a\u7528\u4e8e\u62d3\u6251\u56fe\u4fee\u6539\u7684 TML\u3001\u7528\u4e8e\u7f51\u7edc\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u67e5\u8be2\u7684 ODS\uff0c\u4ee5\u53ca\u7528\u4e8e\u7f51\u7edc\u6570\u636e\u6a21\u578b\u5b9a\u4e49\u7684 Robotron <\/sup><\/sup><\/sup><\/sup>\u3002\u901a\u8fc7\u5185\u7f6e\u7684 Translator \u6a21\u5757\uff0cLLM \u53ea\u9700\u751f\u6210\u9ad8\u5c42\u7684 DSL \u4ee3\u7801\uff0c\u518d\u7531\u5404\u9886\u57df\u7684\u4e13\u7528\u7f16\u8bd1\u5668\u8f6c\u5316\u4e3a\u7269\u7406\u914d\u7f6e <\/sup><\/sup><\/sup><\/sup>\u3002\u8fd9\u79cd\u201c\u4ee3\u7801\u5373\u63a8\u7406\u201d\u7684\u65b9\u5f0f\u4e0d\u4ec5\u4fbf\u4e8e\u4eba\u7c7b\u5ba1\u8ba1\uff0c\u8fd8\u80fd\u5229\u7528\u73b0\u6709\u7684\u7f16\u8bd1\u5668\u8fdb\u884c\u8bed\u6cd5\u9a8c\u8bc1 <\/sup>\u3002<\/p>\n\n\n\n

\u5728\u5b58\u50a8\u7ba1\u7406\u65b9\u9762\uff0cConfucius \u533a\u5206\u4e86\u957f\u77ed\u671f\u8bb0\u5fc6\u3002\u77ed\u671f\u8bb0\u5fc6<\/strong> \u4f7f\u7528\u6d88\u606f\u6811\u7ed3\u6784\uff0c\u5b8c\u6574\u8bb0\u5f55\u4e86\u591a\u8f6e\u5bf9\u8bdd\u548c\u5404\u667a\u80fd\u4f53\u95f4\u7684\u4ea4\u4e92\u4e0a\u4e0b\u6587 <\/sup><\/sup><\/sup><\/sup>\u3002\u957f\u671f\u8bb0\u5fc6<\/strong> \u5219\u5229\u7528 \u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong> \u6280\u672f <\/sup>\u3002\u9762\u5bf9 Meta \u5185\u90e8\u6570\u4ee5\u767e\u4e07\u8ba1\u7684\u7f51\u7edc\u6570\u636e\u6a21\u578b\u548c\u6280\u672f\u6587\u6863\uff0cConfucius \u6784\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5411\u91cf\u6570\u636e\u5e93\u7684\u5927\u89c4\u6a21\u7d22\u5f15\u7cfb\u7edf <\/sup><\/sup><\/sup><\/sup>\u3002\u901a\u8fc7\u6df7\u5408\u68c0\u7d22\uff08Hybrid RAG\uff09\u548c\u67e5\u8be2\u8f6c\u6362\u6280\u672f\uff0cLLM \u53ef\u4ee5\u5728\u6beb\u79d2\u7ea7\u4ece\u6d77\u91cf\u6587\u6863\u4e2d\u63d0\u53d6\u51fa\u4e0e\u5f53\u524d\u64cd\u4f5c\u6700\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u5728\u4e0d\u589e\u52a0 Token \u6210\u672c\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u4e86\u5904\u7406\u590d\u6742\u3001\u957f\u5468\u671f\u4efb\u52a1\u7684\u80fd\u529b <\/sup>\u3002<\/p>\n\n\n\n

\"Intent-Driven<\/figure>\n\n\n\n

\u751f\u4ea7\u5b9e\u8df5\u8bc4\u4f30\u4e0e\u5b89\u5168\u6027\u6821\u9a8c<\/h3>\n\n\n\n

\u5728\u957f\u8fbe\u4e24\u5e74\u7684\u751f\u4ea7\u8fd0\u884c\u4e2d\uff0cConfucius \u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u5de5\u4e1a\u4ef7\u503c\u3002\u8bc4\u4f30\u6570\u636e\u663e\u793a\uff0c\u8be5\u6846\u67b6\u5e73\u5747\u6bcf\u5468\u4e3a\u6bcf\u4f4d\u5e94\u7528\u5f00\u53d1\u8005\u8282\u7701\u4e86\u7ea6 17 \u4e2a\u5de5\u7a0b\u5e08\u5c0f\u65f6<\/strong> <\/sup>\u3002\u5728 DSL \u8f6c\u6362\u7b49\u5173\u952e\u6307\u6807\u4e0a\uff0cConfucius \u76f8\u6bd4\u4e8e\u7eaf\u57fa\u7840\u6a21\u578b\uff0c\u51c6\u786e\u7387\u63d0\u5347\u4e86\u9ad8\u8fbe 21% \u81f3 35%<\/strong> <\/sup><\/sup><\/sup><\/sup>\u3002\u8fd9\u79cd\u63d0\u5347\u4e3b\u8981\u5f52\u529f\u4e8e\u5176\u9886\u57df\u611f\u77e5\u7684 Prompt \u5de5\u7a0b\u548c\u591a\u6a21\u578b\u96c6\u6210\u7b56\u7565 <\/sup><\/sup><\/sup><\/sup>\u3002\u6b64\u5916\uff0cRAG \u6a21\u5757\u5728\u5904\u7406\u6570\u767e\u4e07\u4e2a\u5411\u91cf\u7684\u77e5\u8bc6\u5e93\u67e5\u8be2\u65f6\uff0c\u5176\u51c6\u786e\u6027\u4e5f\u8fdc\u4f18\u4e8e\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u5fae\u8c03\uff08Fine-tuned\uff09\u540e\u7684\u5355\u4e00\u6a21\u578b <\/sup>\u3002<\/p>\n\n\n\n

\u5b89\u5168\u6027\u662f Confucius \u8bbe\u8ba1\u4e2d\u7684\u91cd\u4e2d\u4e4b\u91cd\u3002\u7cfb\u7edf\u96c6\u6210\u4e86\u591a\u91cd\u9a8c\u8bc1\u673a\u5236\uff1a\u5305\u62ec\u5bf9\u751f\u6210\u7684 DSL \u8fdb\u884c\u8bed\u6cd5\u89e3\u6790\uff08Built-in Parser\uff09\u3001\u5728\u5b9e\u9645\u4e0b\u53d1\u524d\u8fdb\u884c API \u6a21\u62df\u8fd0\u884c\uff08Dry run\uff09\uff0c\u4ee5\u53ca\u9488\u5bf9\u62d3\u6251\u4fee\u6539\u7684\u56fe\u9a8c\u8bc1\u5668 <\/sup>\u3002\u6b64\u5916\uff0c\u8003\u8651\u5230\u9690\u79c1\u5408\u89c4\uff0cConfucius \u5f15\u5165\u4e86\u9884\u5904\u7406\u8131\u654f\u6b65\u9aa4\uff0c\u4f1a\u81ea\u52a8\u8bc6\u522b\u5e76\u66ff\u6362\u8bf7\u6c42\u4e2d\u7684 IP \u5730\u5740\u3001\u7528\u6237\u540d\u7b49\u654f\u611f\u4fe1\u606f\uff08PII\uff09\uff0c\u5e76\u5728\u6a21\u578b\u56de\u590d\u540e\u8fd8\u539f\uff0c\u786e\u4fdd\u6570\u636e\u4e0d\u4f1a\u6cc4\u9732\u7ed9\u7b2c\u4e09\u65b9 LLM \u63d0\u4f9b\u5546 <\/sup>\u3002\u8fd9\u79cd\u5168\u65b9\u4f4d\u7684\u5b89\u5168\u9632\u62a4\u7f51\uff0c\u4f7f\u5f97 AI \u80fd\u591f\u5b89\u5168\u5730\u4ecb\u5165\u751f\u4ea7\u7f51\u7edc\u7684\u6838\u5fc3\u53d8\u66f4\u6d41\u7a0b\u3002<\/p>\n\n\n

\n
\"Intent-Driven<\/figure>\n<\/div>\n\n\n
\"Intent-Driven<\/figure>\n\n\n\n
\"Intent-Driven<\/figure>\n\n\n\n

\u603b\u7ed3\u4e0e\u9488\u5bf9\u201c\u5927\u5c0f\u6a21\u578b + RL\u201d\u534f\u540c\u7684\u521b\u65b0\u601d\u8003<\/h3>\n\n\n\n

\u7efc\u4e0a\u6240\u8ff0\uff0cConfucius \u63d0\u4f9b\u4e86\u4e00\u4e2a LLM \u843d\u5730\u5de5\u4e1a\u7f51\u7edc\u7684\u7ecf\u5178\u8303\u5f0f\uff1a\u4ee5\u5927\u6a21\u578b\u4e3a\u610f\u56fe\u5f15\u64ce\uff0c\u4ee5\u591a\u667a\u80fd\u4f53\u4e3a\u6267\u884c\u903b\u8f91\uff0c\u4ee5 DSL \u4e3a\u5b89\u5168\u8fb9\u754c\u3002\u7ed3\u5408\u60a8\u4e4b\u524d\u5173\u4e8e \u201c\u5927\u5c0f\u6a21\u578b\u534f\u540c + \u5f3a\u5316\u5b66\u4e60\u201d<\/strong> \u7684\u521b\u65b0\u70b9\uff0cConfucius \u7684\u7ecf\u9a8c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5ef6\u4f38\uff1a<\/p>\n\n\n\n

    \n
  1. \u5206\u5c42\u95ed\u73af\u4f18\u5316<\/strong>\uff1a\u53ef\u4ee5\u5c06 Confucius \u4f5c\u4e3a\u201c\u6162\u601d\u8003\u201d\u5c42\uff08\u9ad8\u5c42\u610f\u56fe\u4e0e DAG \u89c4\u5212\uff09\uff0c\u800c\u5c06\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09Agent \u4f5c\u4e3a\u201c\u5feb\u601d\u8003\u201d\u5c42\uff08\u5e95\u5c42\u5b9e\u65f6\u8c03\u4f18\uff09\u3002LLM \u8d1f\u8d23\u5b9a\u4e49 RL \u7684\u5956\u52b1\u51fd\u6570\uff08Reward\uff09\u548c\u63a2\u7d22\u8fb9\u754c\uff0cRL \u5219\u5728 LLM \u7ed9\u51fa\u7684\u5b89\u5168\u6846\u67b6\u5185\u8fdb\u884c\u6beb\u79d2\u7ea7\u7684\u6d41\u91cf\u63a7\u5236\u3002<\/li>\n\n\n\n
  2. \u6a21\u578b\u84b8\u998f\u4e0e\u90e8\u7f72<\/strong>\uff1aConfucius \u76ee\u524d\u4e3b\u8981\u8fd0\u884c\u5728\u4e91\u7aef\u5927\u6a21\u578b\u4e0a\uff0c\u4f46\u5bf9\u4e8e\u7f51\u7edc\u8fb9\u7f18\uff08Edge\uff09\u6216\u4ea4\u6362\u673a\u5185\u90e8\uff0c\u53ef\u4ee5\u5229\u7528 LLM \u751f\u6210\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u6765\u84b8\u998f\u5c0f\u578b\u4e13\u4e1a\u5316\u6a21\u578b\uff08SLM\uff09\uff0c\u4f7f\u5176\u5177\u5907\u7279\u5b9a\u534f\u8bae\u7684\u5feb\u901f\u89e3\u6790\u80fd\u529b\u3002<\/li>\n\n\n\n
  3. \u81ea\u4e3b\u5b66\u4e60\u7684\u81ea\u52a8\u5316\u6d41\u7a0b<\/strong>\uff1a\u672a\u6765\u7684\u521b\u65b0\u70b9\u53ef\u4ee5\u5728\u4e8e\u8ba9 LLM \u81ea\u52a8\u89c2\u5bdf RL \u8bad\u7ec3\u7684\u6548\u679c\uff0c\u901a\u8fc7\u5206\u6790\u8bad\u7ec3\u66f2\u7ebf\u81ea\u52a8\u4fee\u6539\u7f51\u7edc DSL \u914d\u7f6e\u6216\u62d3\u6251\u7ed3\u6784\uff0c\u5f62\u6210\u4e00\u4e2a\u201cLLM \u6307\u6325\u3001SLM \u6267\u884c\u3001RL \u6301\u7eed\u8fdb\u5316\u201d\u7684\u5b8c\u5168\u81ea\u6cbb\u7f51\u7edc\u4f53\u7cfb\u3002<\/li>\n<\/ol>\n\n\n\n

    <\/p>\n","protected":false},"excerpt":{"rendered":"

    SIGCOMM ’25: ACM SIGCOMM 2025 Conference September 8 – 11, 2025 Coimbra, Portugal \u7814\u7a76\u80cc\u666f\u4e0e\u8d85\u5927\u89c4\u6a21\u7f51\u7edc\u7ba1\u7406\u7684\u75db\u70b9 \u5728\u73b0\u4ee3\u4e92\u8054\u7f51\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u8d85\u5927\u89c4\u6a21\u7f51\u7edc\uff08Hyper-scale networks\uff09\u7684\u7ba1\u7406\u662f\u4e00\u9879\u6781\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u6d89\u53ca\u6d41\u91cf\u5de5\u7a0b\u3001\u8bbe\u5907\u914d\u7f6e\u548c\u6545\u969c\u81ea\u52a8\u8bca\u65ad\u7b49\u591a\u4e2a\u590d\u6742\u9886\u57df \u3002Meta \u5728\u6587\u4e2d\u6307\u51fa\uff0c\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u76f4\u63a5\u5e94\u7528\u9762\u4e34\u4e09 … \u7ee7\u7eed\u9605\u8bfb →<\/span><\/a><\/p>\n","protected":false},"author":5,"featured_media":881,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17,5,6],"tags":[13],"class_list":["post-880","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-17","category-rengongzhineng","category-weilaiwangluo","tag-13"],"_links":{"self":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/880","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=880"}],"version-history":[{"count":1,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/880\/revisions"}],"predecessor-version":[{"id":888,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/880\/revisions\/888"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/media\/881"}],"wp:attachment":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=880"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=880"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=880"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}