{"id":2606,"date":"2025-03-15T13:43:09","date_gmt":"2025-03-15T05:43:09","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2606"},"modified":"2025-03-15T13:43:09","modified_gmt":"2025-03-15T05:43:09","slug":"202503-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-blockagents-towards-byzantine-robust-llm-based-multi-agent-coordination-via-blockchain","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202503-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-blockagents-towards-byzantine-robust-llm-based-multi-agent-coordination-via-blockchain\/","title":{"rendered":"202503 \u8bba\u6587\u7814\u8bfb-BlockAgents: Towards Byzantine-Robust LLM-Based Multi-Agent Coordination via Blockchain"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aBei Chen, Gaolei Li, XiLin, Zheng Wang, Jianhua Li<br>\u6765\u6e90\uff1a2024 ACM-TURC<br>\u5355\u4f4d\uff1a\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66<br>\u65f6\u95f4\uff1a2024\u5e74<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<p>\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u590d\u6742\u4efb\u52a1\uff08\u5982\u95ee\u9898\u89e3\u51b3\u3001\u89c4\u5212\uff09\u4e2d\u8868\u73b0\u51fa\u663e\u8457\u6f5c\u529b\uff0c\u4f46\u5176\u5b89\u5168\u6027\u9762\u4e34\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u534f\u4f5c\u8fc7\u7a0b\u4e2d\u5bb9\u6613\u53d7\u5230\u62dc\u5360\u5ead\u653b\u51fb\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8eLLM\u7684\u591a\u4ee3\u7406\u7cfb\u7edf,\u901a\u8fc7\u5171\u540c\u8ba8\u8bba\u548c\u4ea4\u4e92\u5f0f\u63a8\u7406\u7ed9\u5b9a\u7684\u95ee\u9898\uff0c\u65b9\u6cd5\u6709role-playing\u548cmulti-agent debate\u7b49\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u6ca1\u6709\u8003\u8651\u8bc4\u4f30\u8fc7\u7a0b\u7684\u53ef\u4fe1\u5ea6\u95ee\u9898\u3002<br>\u4e0e\u6b64\u540c\u65f6\uff0c\u533a\u5757\u94fe\u5728\u62b5\u6297\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u62dc\u5360\u5ead\u653b\u51fb\u9887\u6709\u6210\u6548\uff0c\u5982Pos\u5171\u8bc6\u7b97\u6cd5\u6765\u9694\u7edd\u62dc\u5360\u5ead\u8282\u70b9\uff0c\u4f46\u76ee\u524d\u6ca1\u6709\u5173\u4e8e\u901a\u8fc7\u533a\u5757\u94fe\u65b9\u6cd5\u589e\u5f3a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5b89\u5168\u6027\u7684\u7814\u7a76<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bba\u6587\u8d21\u732e<\/h2>\n\n\n\n<p>1.\u63d0\u51fa\u4e86BlockAgents\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u901a\u8fc7\u5c06\u533a\u5757\u94fe\u96c6\u6210\u5230\u89d2\u8272\u5206\u914d\u3001\u63d0\u6848\u58f0\u660e\u3001\u8bc4\u4f30\u548c\u51b3\u7b56\u7684\u7edf\u4e00\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u5b9e\u73b0\u4e86\u62dc\u5360\u5ead\u5f0f\u7684\u5065\u58ee\u548c\u53ef\u5ba1\u8ba1\u7684\u591a\u4ee3\u7406\u534f\u8c03\u3002<br>2.\u63d0\u51fa\u4e86\u4e00\u79cd\u7ed3\u5408\u57fa\u4e8e\u6743\u76ca\u7684\u77ff\u5de5\u6307\u5b9a\u548c\u591a\u8f6e\u8fa9\u8bba\u5f0f\u6295\u7968\u7684\u601d\u60f3\u8bc1\u660e\uff08PoT\uff09\u5171\u8bc6\u673a\u5236\u3002<br>3.\u4e3a\u6bcf\u4e2a\u8bc4\u4f30\u8005\u8bbe\u8ba1\u4e86\u4e00\u79cd\u57fa\u4e8e\u591a\u6307\u6807\u63d0\u793a\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u901a\u8fc7\u8003\u8651\u591a\u4e2a\u7ef4\u5ea6\u5bf9\u6bcf\u4e2a\u63d0\u6848\u8fdb\u884c\u8bc4\u5206\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u5730\u533a\u5206\u4e86\u6709\u6548\u548c\u5f02\u5e38\u7b54\u6848\uff0c\u4ece\u800c\u9632\u6b62\u6076\u610f\u4ee3\u7406\u83b7\u5f97\u5956\u52b1\u3002<br>4.\u5b9e\u9a8c\u8868\u660e\uff0cBlockAgents\u5177\u6709\u62dc\u5360\u5ead\u5f0f\u7684\u9c81\u68d2\u6027\uff0c\u56e0\u4e3a\u5b83\u5c06\u4e2d\u6bd2\u653b\u51fb\u5bf9\u51c6\u786e\u6027\u7684\u5e72\u6270\u964d\u4f4e\u52303%\u4ee5\u4e0b\uff0c\u5e76\u5c06\u540e\u95e8\u653b\u51fb\u7684\u6210\u529f\u7387\u964d\u4f4e\u52305%\u4ee5\u4e0b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5\u8bbe\u8ba1<\/h2>\n\n\n\n<p>\u8bba\u6587\u6838\u5fc3\u65b9\u6cd5\u6846\u67b6\u4e3b\u8981\u901a\u8fc7\u56db\u4e2a\u90e8\u5206\u5b9e\u73b0\uff0c\u5206\u522b\u662fThreat Model\uff08\u5a01\u80c1\u6a21\u578b\uff09\u3001BlockAgents\u67b6\u6784\u3001Proof-of-Thought\u5171\u8bc6\u673a\u5236\u3001\u591a\u6307\u6807\u63d0\u793a\u8bc4\u4f30\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"842\" height=\"537\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-52.png\" alt=\"\" class=\"wp-image-2607\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-52.png 842w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-52-300x191.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-52-768x490.png 768w\" sizes=\"auto, (max-width: 842px) 100vw, 842px\" \/><\/figure>\n\n\n\n<p><strong><em>1.\u5a01\u80c1\u6a21\u578b<\/em><\/strong><br>\u6076\u610f\u653b\u51fb\u5206\u4e3a\u4e2d\u6bd2\u653b\u51fb\u548c\u540e\u95e8\u653b\u51fb\uff0c\u6846\u67b6\u5b9a\u4e49\u5a01\u80c1\u6a21\u578b\u6765\u6a21\u62df\u771f\u5b9e\u653b\u51fb\uff0c\u5047\u8bbe\u7cfb\u7edf\u4e2d\u667a\u80fd\u4f53\u603b\u6570\u4e3aN\uff0c\u653b\u51fb\u8005\u6700\u591a\u53ef\u64cd\u63a7N\/3\u7684\u667a\u80fd\u4f53\uff0c\u5b9e\u65bd\u6bd2\u5316\u653b\u51fb\uff08\u5982\u7be1\u6539\u8f93\u51fa\uff09\u6216\u540e\u95e8\u653b\u51fb\uff08\u5982\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\u63d2\u5165\u6076\u610f\u5185\u5bb9\uff09\u3002<\/p>\n\n\n\n<p><strong><em>2.BlockAgents \u67b6\u6784<\/em><\/strong><br>BlockAgents \u6846\u67b6\u7684\u6838\u5fc3\u5728\u4e8e\u5c06\u533a\u5757\u94fe\u6280\u672f\u5f15\u5165\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u6838\u5fc3\u7684\u534f\u4f5c\u6d41\u7a0b\u5206\u4e3a\u56db\u4e2a\u6b65\u9aa4\uff1a<strong>\u89d2\u8272\u5206\u914d\u3001\u63d0\u6848\u9648\u8ff0\u3001\u8bc4\u4f30\u3001\u51b3\u7b56<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-53-1024x292.png\" alt=\"\" class=\"wp-image-2608\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-53-1024x292.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-53-300x86.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-53-768x219.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-53.png 1510w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong><em>3.PoT\u5171\u8bc6\u673a\u5236<\/em><\/strong><br>BlockAgents\u6839\u636e\u4ee3\u7406\u4eba\u7684\u8d21\u732e\u7ed9\u4e88\u5956\u52b1\u3002\u6b64\u5916\uff0cBlockAgents\u5728\u89d2\u8272\u5206\u914d\u9636\u6bb5\u5f15\u5165\u4e86\u77ff\u5de5\u5206\u914d\uff0c\u5728\u8bc4\u4f30\u9636\u6bb5\u5f15\u5165\u4e86\u591a\u8f6e\u6295\u7968\u673a\u5236\u3002\u8282\u70b9\u89d2\u8272\u5206\u4e3a\u5de5\u4eba\u548c\u77ff\u5de5\uff0c\u5171\u8bc6\u673a\u5236\u7684\u57fa\u7840\u7531\u8282\u70b9\u7684\u6743\u76ca\u51b3\u5b9a\uff0c\u4e3b\u8981\u90e8\u5206\u5206\u4e3a\u5956\u52b1\u673a\u5236\u548cPoS\u7684\u77ff\u5de5\u6307\u5b9a\u3002<br><strong>\u5956\u52b1\u673a\u5236\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"263\" height=\"146\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-54.png\" alt=\"\" class=\"wp-image-2609\" style=\"width:236px;height:auto\"\/><\/figure>\n\n\n\n<p>\u5de5\u4eba\u5956\u52b1\u57fa\u4e8e\u65b9\u6848\u7684\u8bc4\u4f30\u5f97\u5206score\u51fd\u6570\uff0c\u77ff\u5de5\u5956\u52b1\u57fa\u4e8e\u8fa9\u8bba\u7684\u8f6e\u6570\uff0c\u8f6e\u6570\u8d8a\u591a\uff0c\u8fa9\u8bba\u8d8a\u56f0\u96be\uff0c\u5956\u52b1\u8d8a\u591a\uff0c\u6bcf\u4e2a\u4ee3\u7406Ai\u7684\u6743\u76ca\u5728\u6700\u7ec8\u51b3\u7b56\u65f6\u5019\u7531\u77ff\u5de5Mj\u5206\u914d\u7684\u5956\u52b1\u8fdb\u884c\u66f4\u65b0\u3002<br><strong>PoS\u7684\u77ff\u5de5\u6307\u5b9a\uff1a<\/strong><br>\u5728\u89d2\u8272\u5206\u914d\u9636\u6bb5\uff0c\u5177\u6709\u6700\u9ad8\u6743\u76ca\u7684\u8282\u70b9\u88ab\u6307\u5b9a\u4e3a\u521d\u59cb\u77ff\u5de5\uff0c\u6709\u6548\u7684\u963b\u6b62\u6076\u610f\u8282\u70b9\u53c2\u4e0e\u6316\u77ff\u3002<\/p>\n\n\n\n<p><strong><em>4.\u591a\u6307\u6807\u63d0\u793a\u8bc4\u4f30<\/em><\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u7ef4\u8bc4\u4f30\u63d0\u793a\uff0c\u53ef\u4ee5\u81ea\u52a8\u5bf9\u591a\u4e2a\u7b54\u6848\u8fdb\u884c\u8bc4\u5206\u3002\u8bc4\u4f30\u7ef4\u5ea6\u4e3b\u8981\u5206\u4e3a\u4e09\u90e8\u5206<br>\u2022\u4e8b\u5b9e\u4e00\u81f4\u6027\uff1a\u65b9\u6848\u662f\u5426\u4e0e\u4e8b\u5b9e\u76f8\u7b26\u3002<br>\u2022\u5197\u4f59\u6027\uff1a\u65b9\u6848\u4e2d\u662f\u5426\u5b58\u5728\u4e0d\u5fc5\u8981\u7684\u5185\u5bb9\u3002<br>\u2022\u4e0a\u4e0b\u6587\u56e0\u679c\u76f8\u5173\u6027\uff1a\u65b9\u6848\u7684\u903b\u8f91\u662f\u5426\u8fde\u8d2f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6846\u67b6\u5b9e\u9a8c<\/h2>\n\n\n\n<p><strong><em>\u5b9e\u9a8c\u8bbe\u7f6e\uff1a<\/em><\/strong><br><strong>\u6a21\u578b\u8bbe\u7f6e\uff1a<\/strong>\u91c7\u7528GPT-3.5-Turbo\u4f5c\u4e3a\u4ee3\u7406\u7684LLM<br><strong>\u667a\u80fd\u4f53\u6570\u91cf\uff1a<\/strong>N=10\uff085\u4e2a\u5de5\u4eba\uff0c5\u4e2a\u77ff\u5de5\uff09\uff0c\u8fa9\u8bba\u8f6e\u6570R=2<br><strong>\u6570\u636e\u96c6\u8bc4\u4f30\uff1a<\/strong>GSM8K\u3001MATH\u3001MMLU<br><strong>\u653b\u51fb\u8bbe\u7f6e\uff1a<\/strong>\u6076\u610f\u667a\u80fd\u4f53\u6570\u91cf\u4e3a2\uff0c\u540e\u95e8\u653b\u51fb\u5728\u8f93\u5165\u542b\u201c2024\u201d\u65f6\u89e6\u53d1\uff0c\u63d2\u5165\u975e\u6cd5\u5185\u5bb9\u3002<br><strong>Baselines\uff1a<\/strong>MAD\u548cSampling-and-Voting\u6846\u67b6\u65b9\u6cd5<br><strong>\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u9488\u5bf9\u4e0d\u540c\u653b\u51fb\uff0c\u4e0d\u540c\u8bc4\u4f30\u65b9\u6cd5<br>\u2022\u4e2d\u6bd2\u653b\u51fb\uff1a\u62a5\u544a\u4efb\u52a1\u51c6\u786e\u6027\uff0c\u53cd\u6620\u4e0d\u540c\u591a\u4ee3\u7406\u6846\u67b6\u6027\u80fd<br>\u2022\u540e\u95e8\u653b\u51fb\uff1a\u62a5\u544a\u653b\u51fb\u6210\u529f\u7387\uff08ASR\uff09\uff0c\u5f53\u89e6\u53d1\u77ed\u8bed\u51fa\u73b0\u5728\u7528\u6237\u8f93\u5165\u4e2d\uff0c\u5305\u542b\u5728\u6700\u7ec8\u8f93\u51fa\u7b54\u6848\u4e2d\u7684\u6bd4\u4f8b<\/p>\n\n\n\n<p><em><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/em><strong><em>\uff1a<\/em><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"790\" height=\"139\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-55.png\" alt=\"\" class=\"wp-image-2610\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-55.png 790w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-55-300x53.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-55-768x135.png 768w\" sizes=\"auto, (max-width: 790px) 100vw, 790px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"440\" height=\"139\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-56.png\" alt=\"\" class=\"wp-image-2611\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-56.png 440w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-56-300x95.png 300w\" sizes=\"auto, (max-width: 440px) 100vw, 440px\" \/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u5206\u522b\u662f\u4e2d\u6bd2\u653b\u51fb\u62b5\u6297\u6027\uff0c\u540e\u95e8\u653b\u51fb\u62b5\u6297\u6027\uff0c\u5b9e\u9a8c\u8868\u660e\uff0c\u8bba\u6587\u63d0\u51fa\u7684\u6846\u67b6\u5c06\u4e2d\u6bd2\u653b\u51fb\u5bf9\u51c6\u786e\u6027\u7684\u5e72\u6270\u964d\u4f4e\u52303%\u4ee5\u4e0b\uff0c\u5e76\u5c06\u540e\u95e8\u653b\u51fb\u7684\u6210\u529f\u7387\u964d\u4f4e\u52305%\u4ee5\u4e0b\u3002<\/p>\n\n\n\n<p><strong><em>\u6d88\u878d\u5b9e\u9a8c\uff1a<\/em><\/strong><\/p>\n\n\n\n<p>\u6d88\u878d\u5b9e\u9a8c\u5206\u4e3a\u4e09\u4e2a\u65b9\u9762\uff1a\u591a\u7ef4\u63d0\u793a\u6709\u6548\u6027\u3001\u6076\u610f\u667a\u80fd\u4f53\u6570\u91cf\u5f71\u54cd\u3001\u53c2\u6570\u5f71\u54cd<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"472\" height=\"110\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-57.png\" alt=\"\" class=\"wp-image-2612\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-57.png 472w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-57-300x70.png 300w\" sizes=\"auto, (max-width: 472px) 100vw, 472px\" \/><\/figure>\n\n\n\n<p>\u591a\u7ef4\u5ea6\u6307\u6807\u63d0\u9ad8\u4e86\u6709\u6548\u6027\uff0c\u5197\u4f59\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u8fd9\u4e24\u4e2a\u8bc4\u4f30\u7ef4\u5ea6\u6709\u52a9\u4e8e\u66f4\u51c6\u786e\u548c\u7a33\u5065\u7684\u8bc4\u4f30\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"388\" height=\"200\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-59.png\" alt=\"\" class=\"wp-image-2614\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-59.png 388w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-59-300x155.png 300w\" sizes=\"auto, (max-width: 388px) 100vw, 388px\" 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Chen, Gaolei Li, XiLin, Zheng Wang, Jianhua Li\u6765\u6e90 [&hellip;]<\/p>\n","protected":false},"author":65,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2606","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2606","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/65"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2606"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2606\/revisions"}],"predecessor-version":[{"id":2618,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2606\/revisions\/2618"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2606"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2606"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}