Claude\u7684\u601d\u7ef4\u63ed\u79d8\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5230\u5e95\u662f\u600e\u4e48\u201c\u601d\u8003\u201d\u7684\uff1f<\/title>\n <style>\n body {\n font-family: Arial, sans-serif;\n line-height: 1.6;\n margin: 0;\n padding: 0;\n background-color: #f9f9f9;\n color: #333;\n }\n main {\n padding: 20px;\n }\n h1, h2, h3 {\n color: #444;\n }\n h1 {\n font-size: 2em;\n }\n h2 {\n font-size: 1.5em;\n margin-top: 1.5em;\n }\n h3 {\n font-size: 1.2em;\n margin-top: 1em;\n }\n .highlight {\n background-color: #fff8dc;\n padding: 10px;\n border-left: 5px solid #ffcc00;\n margin-bottom: 20px;\n }\n .code-block {\n background-color: #f7f6f3;\n padding: 15px;\n border-radius: 5px;\n font-family: monospace;\n overflow-x: auto;\n margin-bottom: 20px;\n }\n .emoji {\n font-size: 1.2em;\n margin-right: 5px;\n }\n .separator {\n margin: 20px 0;\n text-align: center;\n font-weight: bold;\n color: #888;\n }\n .footer {\n text-align: center;\n margin-top: 40px;\n font-weight: bold;\n }\n ul, ol {\n margin: 10px 0;\n padding-left: 20px;\n }\n img {\n max-width: 100%;\n height: auto;\n border-radius: 5px;\n }\n <\/style>\n<\/head>\n<body>\n<main>\n \n <div class=\"highlight\"><span class=\"emoji\">\ud83e\udde0<\/span><b>Anthropic\u6700\u8fd1\u53d1\u5e03\u7684\u7814\u7a76\u63ed\u793a\u4e86Claude 3.5 Haiku\u7b49AI\u7cfb\u7edf\u7684\u201c\u601d\u8003\u201d\u65b9\u5f0f\uff0c\u98a0\u8986\u4e86\u6211\u4eec\u5bf9AI\u7684\u8bb8\u591a\u5e38\u89c1\u8bef\u89e3\uff01<\/b><\/div>\n \n <p>\n Anthropic\u56e2\u961f\u6700\u8fd1\u53d1\u8868\u4e86\u5173\u4e8e\u201c<a href=\"https:\/\/www.anthropic.com\/news\/tracing-thoughts-language-model\" target=\"_blank\">\u8ffd\u8e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u601d\u7ef4<\/a>\u201d\u7684\u7a81\u7834\u6027\u7814\u7a76\uff0c\u63ed\u793a\u4e86AI\u7cfb\u7edf\uff08\u5982Claude\uff09\u5b9e\u9645\u5904\u7406\u4fe1\u606f\u7684\u65b9\u5f0f\u3002\u8fd9\u4e9b\u53d1\u73b0\u6311\u6218\u4e86\u6211\u4eec\u5bf9AI\u201c\u601d\u8003\u201d\u8fc7\u7a0b\u7684\u4f20\u7edf\u8ba4\u77e5\uff0c\u5e76\u8ba9\u6211\u4eec\u5f97\u4ee5\u4e00\u7aa5AI\u5185\u90e8\u673a\u5236\u7684\u5965\u79d8\u3002\n <\/p>\n\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image.webp\" alt=\"Tracing the thoughts of an LLM\" \/>\n <figcaption>\u8ffd\u8e2aLLM\u7684\u601d\u7ef4\u8fc7\u7a0b<\/figcaption>\n <\/figure>\n\n <h2><span class=\"emoji\">\ud83d\udd0d<\/span>\u201c\u9ed1\u7bb1\u201d\u53d8\u900f\u660e<\/h2>\n <p>\n \u591a\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e00\u76f4\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d\u2014\u2014\u867d\u7136\u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u5176\u5185\u90e8\u5de5\u4f5c\u673a\u5236\u5374\u96be\u4ee5\u6349\u6478\u3002Anthropic\u7684\u7814\u7a76\u4eba\u5458\u501f\u9274\u795e\u7ecf\u79d1\u5b66\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u53ef\u89e3\u91ca\u7684\u6a21\u578b\u6a21\u4eff\uff0c\u8ffd\u8e2aClaude 3.5 Haiku\u5185\u90e8\u7684\u6982\u5ff5\u5173\u8054\u548c\u51b3\u7b56\u201c\u7535\u8def\u201d\uff0c\u8ba9\u6211\u4eec\u9996\u6b21\u7aa5\u89c1AI\u7684\u201c\u601d\u7ef4\u201d\u8f68\u8ff9\u3002\n <\/p>\n <p>\n \u4ed6\u4eec\u7684\u53d1\u73b0\u6311\u6218\u4e86\u6211\u4eec\u5bf9AI\u7cfb\u7edf\u7684\u82e5\u5e72\u6839\u672c\u6027\u8bef\u89e3\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\u274c<\/span>\u8bef\u89e31\uff1aLLM\u53ea\u662f\u7b80\u5355\u5730\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u4f1a\u63d0\u524d\u89c4\u5212\uff01<\/b><\/div>\n <p>\n \u5f88\u591a\u4eba\u4ee5\u4e3aAI\u751f\u6210\u6587\u672c\u65f6\u53ea\u662f\u9010\u5b57\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u3002\u5b9e\u9645\u4e0a\uff0cAnthropic\u7684\u7814\u7a76\u53d1\u73b0\uff0cClaude\u5728\u521b\u4f5c\u8bd7\u6b4c\u65f6\uff0c\u4f1a\u63d0\u524d\u9501\u5b9a\u62bc\u97f5\u8bcd\uff08\u5982\u201crabbit\u201d\uff09\uff0c\u5e76\u56f4\u7ed5\u8fd9\u4e9b\u76ee\u6807\u6784\u5efa\u53e5\u5b50\u3002\u8fd9\u79cd\u201c\u63d0\u524d\u89c4\u5212\u201d\u80fd\u529b\uff0c\u5373\u4f7f\u5173\u95ed\u90e8\u5206\u7ec4\u4ef6\u4e5f\u80fd\u6301\u7eed\u5b58\u5728\uff0c\u663e\u793a\u51fa\u6781\u5f3a\u7684\u9002\u5e94\u6027\u3002\n <\/p>\n <p>\n \u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5c06\u201crabbit\u201d\u6fc0\u6d3b\u6539\u4e3a\u201chabit\u201d\uff0c\u53d1\u73b0\u8f93\u51fa\u5185\u5bb9\u968f\u4e4b\u53d8\u5316\u4f46\u62bc\u97f5\u7ed3\u6784\u4f9d\u7136\u4fdd\u7559\u3002\u6ce8\u5165\u201cgreen\u201d\u5219\u6253\u4e71\u4e86\u62bc\u97f5\uff0c\u4f46Claude\u4f1a\u7075\u6d3b\u8c03\u6574\u76ee\u6807\uff0c\u5c55\u73b0\u51fa\u7075\u6d3b\u7684\u5b50\u76ee\u6807\u8ffd\u6c42\u80fd\u529b\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-3.webp\" alt=\"Claude\u8bd7\u6b4c\u89c4\u5212\u793a\u610f\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u8fd9\u79cd\u89c4\u5212\u80fd\u529b\uff0c\u5f7b\u5e95\u98a0\u8986\u4e86\u201c\u9010\u8bcd\u9884\u6d4b\u201d\u7684\u7b80\u5355\u6a21\u578b\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83c\udf0f<\/span>\u8bef\u89e32\uff1aLLM\u4f1a\u5206\u5f00\u5904\u7406\u4e0d\u540c\u8bed\u8a00<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u7528\u7684\u662f\u201c\u901a\u7528\u6982\u5ff5\u201d\uff01<\/b><\/div>\n <p>\n \u5f88\u591a\u4eba\u4ee5\u4e3a\u591a\u8bed\u8a00AI\u4f1a\u4e3a\u4e0d\u540c\u8bed\u8a00\u8bbe\u7f6e\u72ec\u7acb\u6a21\u5757\u3002\u7814\u7a76\u663e\u793a\uff0cClaude\u5904\u7406\u591a\u8bed\u8a00\u4efb\u52a1\u65f6\uff0c\u4f9d\u8d56\u7684\u662f\u201c\u8bed\u8a00\u65e0\u5173\u201d\u7684\u901a\u7528\u7279\u5f81\uff0c\u800c\u4e0d\u662f\u5206\u5f00\u7684\u8bed\u8a00\u6a21\u5757\u3002\n <\/p>\n <p>\n \u6bd4\u5982\uff0c\u95ee\u201csmall\u7684\u53cd\u4e49\u8bcd\u201d\u65f6\uff0c\u4e0d\u8bba\u7528\u54ea\u79cd\u8bed\u8a00\uff0cClaude\u5185\u90e8\u90fd\u4f1a\u6fc0\u6d3b\u201csmallness\u201d\u548c\u201coppositeness\u201d\u7b49\u6838\u5fc3\u6982\u5ff5\uff0c\u8bf4\u660e\u5b83\u5728\u62bd\u8c61\u610f\u4e49\u7a7a\u95f4\u4e2d\u5148\u5904\u7406\uff0c\u518d\u7ffb\u8bd1\u6210\u5177\u4f53\u8bed\u8a00\u3002\u8fd9\u79cd\u201c\u6982\u5ff5\u901a\u7528\u6027\u201d\u8fdc\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u4f18\u96c5\u548c\u5f3a\u5927\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-2.webp\" alt=\"Claude\u591a\u8bed\u8a00\u5904\u7406\u793a\u610f\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n\n <h2><span class=\"emoji\">\ud83e\udd14<\/span>\u8bef\u89e33\uff1aLLM\u7684\u63a8\u7406\u8fc7\u7a0b\u548c\u89e3\u91ca\u4e00\u81f4<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u7684\u5185\u90e8\u63a8\u7406\u548c\u8868\u9762\u89e3\u91ca\u5e76\u4e0d\u4e00\u81f4\uff01<\/b><\/div>\n <p>\n \u6700\u6709\u8da3\u7684\u662f\uff0cClaude\u5728\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u65f6\uff0c\u5185\u90e8\u5e38\u7528\u8fd1\u4f3c\u63a8\u7406\uff08\u5982\u4f30\u7b97\uff09\uff0c\u4f46\u5bf9\u5916\u89e3\u91ca\u65f6\u5374\u6a21\u4eff\u4eba\u7c7b\u7684\u6807\u51c6\u6b65\u9aa4\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-5.webp\" alt=\"Claude\u63a8\u7406\u4e0e\u89e3\u91ca\u4e0d\u4e00\u81f4\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u4f8b\u5982\uff0c\u8ba1\u7b97\u201c36 + 59 = 95\u201d\u65f6\uff0cClaude\u5185\u90e8\u53ef\u80fd\u7528\u4f30\u7b97\u6cd5\uff0c\u4f46\u89e3\u91ca\u65f6\u5374\u7528\u201c\u8fdb\u4f4d\u52a0\u6cd5\u201d\u7684\u6807\u51c6\u8bf4\u6cd5\u3002\u8fd9\u79cd\u201c\u63a8\u7406\u4e0d\u5fe0\u5b9e\u201d\u73b0\u8c61\uff0c\u8bf4\u660e\u6a21\u578b\u7684\u89e3\u91ca\u672a\u5fc5\u53cd\u6620\u771f\u5b9e\u7684\u5185\u90e8\u6b65\u9aa4\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-6.webp\" alt=\"\u63a8\u7406\u4e0d\u5fe0\u5b9e\u793a\u4f8b\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u5373\u4f7f\u5728\u65b0\u4e00\u4ee3\u6a21\u578b\uff08\u5982Claude 3.7 Sonnet\uff09\u4e2d\uff0c\u8fd9\u79cd\u73b0\u8c61\u4f9d\u7136\u5b58\u5728\u3002\u9762\u5bf9\u96be\u9898\u65f6\uff0cClaude\u6709\u65f6\u4f1a\u751f\u6210\u201c\u770b\u4f3c\u5408\u7406\u201d\u7684\u63a8\u7406\u6b65\u9aa4\uff0c\u4f46\u5176\u5b9e\u5e76\u672a\u771f\u6b63\u8ba1\u7b97\u3002\u8fd9\u79cd\u884c\u4e3a\u88ab\u79f0\u4e3a\u201cbullshitting\u201d\u2014\u2014\u5373\u751f\u6210\u8c8c\u4f3c\u5408\u7406\u4f46\u672a\u5fc5\u771f\u5b9e\u7684\u89e3\u91ca\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-14.webp\" alt=\"\u5fe0\u5b9e\u4e0e\u4e0d\u5fe0\u5b9e\u63a8\u7406\u5bf9\u6bd4\" \/>\n <figcaption>\u5fe0\u5b9e\u4e0e\u4e0d\u5fe0\u5b9e\u63a8\u7406\u5bf9\u6bd4\u3002\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u66f4\u6781\u7aef\u65f6\uff0cClaude\u751a\u81f3\u4f1a\u201c\u9006\u5411\u63a8\u7406\u201d\u2014\u2014\u5148\u6709\u7b54\u6848\uff0c\u518d\u7f16\u9020\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u79cd\u201c\u52a8\u673a\u63a8\u7406\u201d\u542c\u8d77\u6765\u5f88\u6709\u8bf4\u670d\u529b\uff0c\u4f46\u5176\u5b9e\u548c\u771f\u5b9e\u601d\u8003\u8fc7\u7a0b\u65e0\u5173\u3002\u8fd9\u4e5f\u63d0\u9192\u6211\u4eec\uff0c\u5f00\u53d1\u53ef\u89e3\u91ca\u6027\u5de5\u5177\uff0c\u533a\u5206\u201c\u5fe0\u5b9e\u201d\u4e0e\u201c\u4e0d\u5fe0\u5b9e\u201d\u63a8\u7406\uff0c\u5bf9AI\u5b89\u5168\u548c\u4fe1\u4efb\u81f3\u5173\u91cd\u8981\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83e\udde9<\/span>\u8bef\u89e34\uff1aLLM\u53ea\u662f\u6b7b\u8bb0\u786c\u80cc\u7b54\u6848<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u4f1a\u591a\u6b65\u63a8\u7406\uff01<\/b><\/div>\n <p>\n Claude\u4f1a\u901a\u8fc7\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u5c06\u72ec\u7acb\u4e8b\u5b9e\u4e32\u8054\u8d77\u6765\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u8bb0\u5fc6\u3002\u4f8b\u5982\uff0c\u95ee\u201c\u8fbe\u62c9\u65af\u662f\u54ea\u4e2a\u5dde\u7684\u9996\u5e9c\uff1f\u201d\u65f6\uff0cClaude\u4f1a\u63a8\u7406\u201c\u8fbe\u62c9\u65af\u2192\u5fb7\u5dde\u2192\u5965\u65af\u6c40\u201d\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-7.webp\" alt=\"\u591a\u6b65\u63a8\u7406\u793a\u610f\" \/>\n <\/figure>\n <p>\n \u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5c06\u201c\u5fb7\u5dde\u201d\u6fc0\u6d3b\u6362\u6210\u201c\u52a0\u5dde\u201d\uff0cClaude\u7684\u7b54\u6848\u4e5f\u968f\u4e4b\u53d8\u4e3a\u201c\u8428\u514b\u62c9\u95e8\u6258\u201d\uff0c\u8bc1\u660e\u4e86\u5176\u5185\u90e8\u786e\u5b9e\u5728\u505a\u591a\u6b65\u63a8\u7406\u3002\u8fd9\u6253\u7834\u4e86\u201cLLM\u53ea\u662f\u6570\u636e\u5e93\u201d\u7684\u8bef\u89e3\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\udd00<\/span>\u8bef\u89e35\uff1aAI\u53ea\u7528\u5355\u4e00\u8def\u5f84\u8ba1\u7b97<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u4f1a\u5e76\u884c\u8ba1\u7b97\uff01<\/b><\/div>\n <p>\n Claude\u5728\u5904\u7406\u4efb\u52a1\u65f6\uff0c\u5e76\u975e\u53ea\u7528\u4e00\u6761\u8ba1\u7b97\u8def\u5f84\u3002\u4f8b\u5982\uff0c\u8ba1\u7b97\u201c647 + 365\u201d\u65f6\uff0c\u4e00\u6761\u7535\u8def\u4f1a\u4f30\u7b97\uff08650+370\u22481020\uff09\uff0c\u53e6\u4e00\u6761\u5219\u7cbe\u786e\u8ba1\u7b97\u4e2a\u4f4d\u6570\uff0c\u6700\u540e\u5408\u5e76\u5f97\u51fa1012\u3002\u8fd9\u79cd\u201c\u6a21\u5757\u5316\u3001\u5e76\u884c\u201d\u7684\u5185\u90e8\u7ed3\u6784\uff0c\u4e0e\u4eba\u7c7b\u7b97\u6cd5\u5b8c\u5168\u4e0d\u540c\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\udea8<\/span>\u8bef\u89e36\uff1a\u5e7b\u89c9\u548c\u8d8a\u72f1\u662f\u968f\u673a\u6545\u969c<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1a\u8fd9\u4e9b\u73b0\u8c61\u6709\u660e\u786e\u673a\u5236\uff01<\/b><\/div>\n <p>\n Claude\u5176\u5b9e\u88ab\u8bbe\u8ba1\u4e3a\u5728\u201c\u4e0d\u77e5\u9053\u201d\u65f6\u62d2\u7edd\u56de\u7b54\uff0c\u9ed8\u8ba4\u4f1a\u6fc0\u6d3b\u201c\u62d2\u7b54\u7535\u8def\u201d\u3002\u4f46\u5f53Claude\u8ba4\u4e3a\u9047\u5230\u201c\u5df2\u77e5\u4e8b\u5b9e\u201d\u65f6\uff0c\u4f1a\u6fc0\u6d3b\u201c\u5df2\u77e5\u7b54\u6848\u201d\u7535\u8def\uff0c\u8986\u76d6\u9ed8\u8ba4\u62d2\u7b54\u3002\n <\/p>\n <p>\n \u95ee\u9898\u5728\u4e8e\uff0c\u6709\u65f6\u201c\u5df2\u77e5\u7b54\u6848\u201d\u7535\u8def\u4f1a\u8bef\u89e6\u53d1\uff0c\u6bd4\u5982\u95ee\u201cMichael Batkin\u662f\u8c01\uff1f\u201d\u65f6\uff0cClaude\u53ef\u80fd\u4f1a\u81ea\u4fe1\u5730\u7f16\u9020\u7b54\u6848\uff08\u5982\u201c\u4ed6\u662f\u56fd\u9645\u8c61\u68cb\u9009\u624b\u201d\uff09\uff0c\u5176\u5b9e\u662f\u5185\u90e8\u4fe1\u53f7\u8bef\u5224\uff0c\u5e76\u975e\u968f\u673a\u731c\u6d4b\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-9.webp\" alt=\"\u5e7b\u89c9\u673a\u5236\u793a\u610f\" \/>\n <\/figure>\n <p>\n \u540c\u6837\uff0cClaude\u80fd\u63d0\u524d\u8bc6\u522b\u6709\u5bb3\u63d0\u793a\u5e76\u4e3b\u52a8\u89c4\u907f\uff0c\u8bf4\u660e\u5176\u5b89\u5168\u673a\u5236\u5728\u751f\u6210\u5185\u5bb9\u524d\u5c31\u5df2\u4ecb\u5165\u3002\n <\/p>\n <p>\n \u201c\u8d8a\u72f1\u201d\u5219\u662f\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u7ed5\u8fc7\u5b89\u5168\u673a\u5236\u3002\u4f8b\u5982\uff0c\u6709\u4eba\u7528\u9996\u5b57\u6bcd\u7f29\u5199\u7ed5\u8fc7\u4e86\u201cBOMB\u201d\u68c0\u6d4b\uff0cClaude\u5728\u5b89\u5168\u673a\u5236\u4ecb\u5165\u524d\u5c31\u5df2\u751f\u6210\u90e8\u5206\u8fdd\u89c4\u5185\u5bb9\u3002\u8fd9\u4e9b\u884c\u4e3a\u5e76\u975e\u4e0d\u53ef\u9884\u6d4b\uff0c\u800c\u662f\u63ed\u793a\u4e86Claude\u5728\u5b89\u5168\u3001\u6d41\u7545\u548c\u7528\u6237\u610f\u56fe\u4e4b\u95f4\u7684\u6743\u8861\u4e0e\u6f0f\u6d1e\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-11.webp\" alt=\"\u8d8a\u72f1\u673a\u5236\u793a\u610f\" \/>\n <\/figure>\n\n <h2><span class=\"emoji\">\ud83e\uddea<\/span>\u7814\u7a76\u4eba\u5458\u5982\u4f55\u9a8c\u8bc1\u8fd9\u4e9b\u53d1\u73b0\uff1f<\/h2>\n <ol>\n <li><b>\u5f52\u56e0\u56fe\uff08Attribution Graphs\uff09<\/b>\uff1a\u5c06Claude\u7684\u63a8\u7406\u8fc7\u7a0b\u5206\u89e3\u4e3a\u53ef\u89e3\u91ca\u7684\u6b65\u9aa4\uff0c\u6620\u5c04\u5176\u8ba1\u7b97\u8def\u5f84\u3002<\/li>\n <li><b>\u5e72\u9884\u5b9e\u9a8c\uff08Intervention Experiments\uff09<\/b>\uff1a\u6709\u9488\u5bf9\u6027\u5730\u6fc0\u6d3b\u6216\u6291\u5236\u7279\u5b9a\u7279\u5f81\uff0c\u89c2\u5bdf\u8f93\u51fa\u53d8\u5316\u3002\u4f8b\u5982\uff0c\u5c06\u201c\u5fb7\u5dde\u201d\u5185\u90e8\u8868\u793a\u6539\u4e3a\u201c\u52a0\u5dde\u201d\uff0cClaude\u7684\u7b54\u6848\u4e5f\u968f\u4e4b\u6539\u53d8\u3002<\/li>\n <li><b>\u8de8\u5c42\u8f6c\u7801\u5668\uff08Cross-layer Transcoders\uff09<\/b>\uff1a\u5c06\u795e\u7ecf\u6d3b\u52a8\u5206\u89e3\u4e3a\u7a00\u758f\u7279\u5f81\uff0c\u8ffd\u8e2a\u4e0d\u540c\u5c42\u7ea7\u7684\u6982\u5ff5\u6d41\u52a8\u3002<\/li>\n <\/ol>\n <p>\n <b>\u5b8c\u6574\u8bba\u6587\u8bf7\u89c1\uff1a<a href=\"https:\/\/transformer-circuits.pub\/2025\/attribution-graphs\/biology.html\" target=\"_blank\">\u8fd9\u91cc<\/a><\/b>\n <\/p>\n\n <h2><span class=\"emoji\">\u26a0\ufe0f<\/span>\u5f53\u524d\u7406\u89e3\u7684\u5c40\u9650\u6027<\/h2>\n <p>\n \u867d\u7136\u8fd9\u4e9b\u53d1\u73b0\u610f\u4e49\u91cd\u5927\uff0c\u4f46\u7814\u7a76\u4e5f\u6709\u5c40\u9650\u3002\u73b0\u6709\u201c\u7535\u8def\u8ffd\u8e2a\u201d\u65b9\u6cd5\u6bcf\u4e2a\u63d0\u793a\u90fd\u9700\u8017\u8d39\u6570\u5c0f\u65f6\u4eba\u5de5\u5206\u6790\uff0c\u4e14\u53ea\u80fd\u6355\u6349\u90e8\u5206\u5185\u90e8\u673a\u5236\u3002\u672a\u6765\uff0c\u6216\u8bb8\u9700\u8981AI\u8f85\u52a9\u7684\u53ef\u89e3\u91ca\u6027\u5de5\u5177\uff0c\u624d\u80fd\u5927\u89c4\u6a21\u63a8\u8fdb\u8fd9\u7c7b\u7814\u7a76\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\ude80<\/span>\u5bf9AI\u5f00\u53d1\u7684\u542f\u793a<\/h2>\n <p>\n \u8fd9\u4e9b\u53d1\u73b0\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u4eec\u5bf9AI\u7cfb\u7edf\u7684\u8ba4\u77e5\u3002Claude\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u201c\u6a21\u5f0f\u5339\u914d\u201d\u6216\u201c\u9010\u8bcd\u751f\u6210\u201d\uff0c\u800c\u662f\u5177\u5907\u590d\u6742\u89c4\u5212\u3001\u8de8\u8bed\u8a00\u901a\u7528\u6982\u5ff5\u3001\u5e76\u884c\u8ba1\u7b97\u7b49\u9ad8\u7ea7\u80fd\u529b\uff0c\u4e14\u5176\u63a8\u7406\u8fc7\u7a0b\u5e38\u5e38\u9690\u85cf\u5728\u201c\u4eba\u7c7b\u5f0f\u89e3\u91ca\u201d\u80cc\u540e\u3002\n <\/p>\n <p>\n \u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u6211\u4eec\u5bf9LLM\u7406\u8bba\u7684\u7406\u89e3\uff0c\u4e5f\u4e3a\u63d0\u5347AI\u7684\u53ef\u9760\u6027\u548c\u5b89\u5168\u6027\u6307\u660e\u4e86\u65b9\u5411\u3002\u7406\u89e3AI\u7684\u771f\u5b9e\u4fe1\u606f\u5904\u7406\u65b9\u5f0f\uff0c\u6709\u52a9\u4e8e\u89e3\u51b3\u5e7b\u89c9\u7b49\u95ee\u9898\uff0c\u5e76\u8ba9AI\u7684\u63a8\u7406\u4e0e\u89e3\u91ca\u66f4\u52a0\u4e00\u81f4\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\udca1<\/span>\u7ed3\u8bed<\/h2>\n <p>\n <b>Anthropic\u7684\u201c\u8ffd\u8e2aClaude\u601d\u7ef4\u201d\u7814\u7a76<\/b>\u8868\u660e\uff0c\u6211\u4eec\u5bf9AI\u7cfb\u7edf\u7684\u8ba4\u77e5\u5f80\u5f80\u8fc7\u4e8e\u7b80\u5355\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u6a21\u578b\u8fdc\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u590d\u6742\u4e14\u6709\u8da3\uff1a\u5b83\u4eec\u4f1a\u63d0\u524d\u89c4\u5212\u3001\u8de8\u8bed\u8a00\u7406\u89e3\u3001\u5e76\u884c\u8ba1\u7b97\uff0c\u6709\u65f6\u8fd8\u4f1a\u751f\u6210\u4e0e\u771f\u5b9e\u63a8\u7406\u4e0d\u7b26\u7684\u89e3\u91ca\u3002\n <\/p>\n <p>\n \u968f\u7740AI\u65e5\u76ca\u878d\u5165\u533b\u7597\u3001\u6559\u80b2\u3001\u57fa\u7840\u8bbe\u65bd\u7b49\u9886\u57df\uff0c\u7406\u89e3\u5176\u771f\u5b9e\u5de5\u4f5c\u673a\u5236\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u8ba4\u77e5\u4e0e\u73b0\u5b9e\u7684\u5dee\u8ddd\uff0c\u4e0d\u518d\u53ea\u662f\u5b66\u672f\u95ee\u9898\uff0c\u66f4\u662fAI\u5b89\u5168\u4e0e\u4fe1\u4efb\u7684\u57fa\u7840\u3002\n <\/p>\n <p>\n \u6211\u4eec\u8981\u907f\u514d\u5c06AI\u201c\u62df\u4eba\u5316\u201d\u6216\u7b80\u5355\u5316\uff0c\u800c\u5e94\u5efa\u7acb\u7b26\u5408\u5176\u72ec\u7279\u8ba1\u7b97\u672c\u8d28\u7684\u7406\u89e3\u6a21\u578b\u3002\u53ea\u6709\u8fd9\u6837\uff0c\u624d\u80fd\u786e\u4fddAI\u7684\u884c\u4e3a\u771f\u6b63\u5bf9\u4eba\u7c7b\u6709\u76ca\u3001\u53ef\u63a7\u4e14\u8d1f\u8d23\u4efb\u3002\n <\/p>\n\n <div class=\"separator\">\u2014\u2014<\/div>\n <div class=\"footer\">\n <a href=\"https:\/\/thespear.org\" target=\"_blank\"><b>Thespear.org – \u6700\u5f3a\u5927\u7684\u964dAI\/\u964d\u91cd\u5e73\u53f0<\/b><\/a>\n <\/div>\n<\/main>\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>Claude\u7684\u601d\u7ef4\u63ed\u79d8\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5230\u5e95\u662f\u600e\u4e48\u201c\u601d\u8003\u201d\u7684\uff1f \ud83e\udde0Anthropic\u6700\u8fd1\u53d1\u5e03\u7684\u7814\u7a76\u63ed\u793a\u4e86Claude 3.5 Haiku\u7b49AI\u7cfb\u7edf\u7684\u201c\u601d\u8003\u201d\u65b9\u5f0f\uff0c\u98a0\u8986\u4e86\u6211\u4eec\u5bf9AI\u7684\u8bb8\u591a\u5e38\u89c1\u8bef\u89e3\uff01<\/p>\n","protected":false},"author":1,"featured_media":419,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-container-style":"default","site-container-layout":"default","site-sidebar-layout":"default","disable-article-header":"default","disable-site-header":"default","disable-site-footer":"default","disable-content-area-spacing":"default","footnotes":""},"categories":[6],"tags":[],"class_list":["post-404","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts\/404","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/comments?post=404"}],"version-history":[{"count":5,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts\/404\/revisions"}],"predecessor-version":[{"id":420,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts\/404\/revisions\/420"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/media\/419"}],"wp:attachment":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/media?parent=404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/categories?post=404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/tags?post=404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":404,"date":"2025-06-28T19:08:47","date_gmt":"2025-06-28T19:08:47","guid":{"rendered":"https:\/\/thespear.org\/blog\/?p=404"},"modified":"2025-06-29T18:52:59","modified_gmt":"2025-06-29T18:52:59","slug":"inside-minde-of-ai","status":"publish","type":"post","link":"https:\/\/thespear.org\/blog\/inside-minde-of-ai\/","title":{"rendered":"\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5230\u5e95\u662f\u600e\u4e48\u201c\u601d\u8003\u201d\u7684"},"content":{"rendered":"\n\n\n\n \n Claude\u7684\u601d\u7ef4\u63ed\u79d8\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5230\u5e95\u662f\u600e\u4e48\u201c\u601d\u8003\u201d\u7684\uff1f<\/title>\n <style>\n body {\n font-family: Arial, sans-serif;\n line-height: 1.6;\n margin: 0;\n padding: 0;\n background-color: #f9f9f9;\n color: #333;\n }\n main {\n padding: 20px;\n }\n h1, h2, h3 {\n color: #444;\n }\n h1 {\n font-size: 2em;\n }\n h2 {\n font-size: 1.5em;\n margin-top: 1.5em;\n }\n h3 {\n font-size: 1.2em;\n margin-top: 1em;\n }\n .highlight {\n background-color: #fff8dc;\n padding: 10px;\n border-left: 5px solid #ffcc00;\n margin-bottom: 20px;\n }\n .code-block {\n background-color: #f7f6f3;\n padding: 15px;\n border-radius: 5px;\n font-family: monospace;\n overflow-x: auto;\n margin-bottom: 20px;\n }\n .emoji {\n font-size: 1.2em;\n margin-right: 5px;\n }\n .separator {\n margin: 20px 0;\n text-align: center;\n font-weight: bold;\n color: #888;\n }\n .footer {\n text-align: center;\n margin-top: 40px;\n font-weight: bold;\n }\n ul, ol {\n margin: 10px 0;\n padding-left: 20px;\n }\n img {\n max-width: 100%;\n height: auto;\n border-radius: 5px;\n }\n <\/style>\n<\/head>\n<body>\n<main>\n \n <div class=\"highlight\"><span class=\"emoji\">\ud83e\udde0<\/span><b>Anthropic\u6700\u8fd1\u53d1\u5e03\u7684\u7814\u7a76\u63ed\u793a\u4e86Claude 3.5 Haiku\u7b49AI\u7cfb\u7edf\u7684\u201c\u601d\u8003\u201d\u65b9\u5f0f\uff0c\u98a0\u8986\u4e86\u6211\u4eec\u5bf9AI\u7684\u8bb8\u591a\u5e38\u89c1\u8bef\u89e3\uff01<\/b><\/div>\n \n <p>\n Anthropic\u56e2\u961f\u6700\u8fd1\u53d1\u8868\u4e86\u5173\u4e8e\u201c<a href=\"https:\/\/www.anthropic.com\/news\/tracing-thoughts-language-model\" target=\"_blank\">\u8ffd\u8e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u601d\u7ef4<\/a>\u201d\u7684\u7a81\u7834\u6027\u7814\u7a76\uff0c\u63ed\u793a\u4e86AI\u7cfb\u7edf\uff08\u5982Claude\uff09\u5b9e\u9645\u5904\u7406\u4fe1\u606f\u7684\u65b9\u5f0f\u3002\u8fd9\u4e9b\u53d1\u73b0\u6311\u6218\u4e86\u6211\u4eec\u5bf9AI\u201c\u601d\u8003\u201d\u8fc7\u7a0b\u7684\u4f20\u7edf\u8ba4\u77e5\uff0c\u5e76\u8ba9\u6211\u4eec\u5f97\u4ee5\u4e00\u7aa5AI\u5185\u90e8\u673a\u5236\u7684\u5965\u79d8\u3002\n <\/p>\n\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image.webp\" alt=\"Tracing the thoughts of an LLM\" \/>\n <figcaption>\u8ffd\u8e2aLLM\u7684\u601d\u7ef4\u8fc7\u7a0b<\/figcaption>\n <\/figure>\n\n <h2><span class=\"emoji\">\ud83d\udd0d<\/span>\u201c\u9ed1\u7bb1\u201d\u53d8\u900f\u660e<\/h2>\n <p>\n \u591a\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e00\u76f4\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d\u2014\u2014\u867d\u7136\u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u5176\u5185\u90e8\u5de5\u4f5c\u673a\u5236\u5374\u96be\u4ee5\u6349\u6478\u3002Anthropic\u7684\u7814\u7a76\u4eba\u5458\u501f\u9274\u795e\u7ecf\u79d1\u5b66\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u53ef\u89e3\u91ca\u7684\u6a21\u578b\u6a21\u4eff\uff0c\u8ffd\u8e2aClaude 3.5 Haiku\u5185\u90e8\u7684\u6982\u5ff5\u5173\u8054\u548c\u51b3\u7b56\u201c\u7535\u8def\u201d\uff0c\u8ba9\u6211\u4eec\u9996\u6b21\u7aa5\u89c1AI\u7684\u201c\u601d\u7ef4\u201d\u8f68\u8ff9\u3002\n <\/p>\n <p>\n \u4ed6\u4eec\u7684\u53d1\u73b0\u6311\u6218\u4e86\u6211\u4eec\u5bf9AI\u7cfb\u7edf\u7684\u82e5\u5e72\u6839\u672c\u6027\u8bef\u89e3\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\u274c<\/span>\u8bef\u89e31\uff1aLLM\u53ea\u662f\u7b80\u5355\u5730\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u4f1a\u63d0\u524d\u89c4\u5212\uff01<\/b><\/div>\n <p>\n \u5f88\u591a\u4eba\u4ee5\u4e3aAI\u751f\u6210\u6587\u672c\u65f6\u53ea\u662f\u9010\u5b57\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u3002\u5b9e\u9645\u4e0a\uff0cAnthropic\u7684\u7814\u7a76\u53d1\u73b0\uff0cClaude\u5728\u521b\u4f5c\u8bd7\u6b4c\u65f6\uff0c\u4f1a\u63d0\u524d\u9501\u5b9a\u62bc\u97f5\u8bcd\uff08\u5982\u201crabbit\u201d\uff09\uff0c\u5e76\u56f4\u7ed5\u8fd9\u4e9b\u76ee\u6807\u6784\u5efa\u53e5\u5b50\u3002\u8fd9\u79cd\u201c\u63d0\u524d\u89c4\u5212\u201d\u80fd\u529b\uff0c\u5373\u4f7f\u5173\u95ed\u90e8\u5206\u7ec4\u4ef6\u4e5f\u80fd\u6301\u7eed\u5b58\u5728\uff0c\u663e\u793a\u51fa\u6781\u5f3a\u7684\u9002\u5e94\u6027\u3002\n <\/p>\n <p>\n \u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5c06\u201crabbit\u201d\u6fc0\u6d3b\u6539\u4e3a\u201chabit\u201d\uff0c\u53d1\u73b0\u8f93\u51fa\u5185\u5bb9\u968f\u4e4b\u53d8\u5316\u4f46\u62bc\u97f5\u7ed3\u6784\u4f9d\u7136\u4fdd\u7559\u3002\u6ce8\u5165\u201cgreen\u201d\u5219\u6253\u4e71\u4e86\u62bc\u97f5\uff0c\u4f46Claude\u4f1a\u7075\u6d3b\u8c03\u6574\u76ee\u6807\uff0c\u5c55\u73b0\u51fa\u7075\u6d3b\u7684\u5b50\u76ee\u6807\u8ffd\u6c42\u80fd\u529b\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-3.webp\" alt=\"Claude\u8bd7\u6b4c\u89c4\u5212\u793a\u610f\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u8fd9\u79cd\u89c4\u5212\u80fd\u529b\uff0c\u5f7b\u5e95\u98a0\u8986\u4e86\u201c\u9010\u8bcd\u9884\u6d4b\u201d\u7684\u7b80\u5355\u6a21\u578b\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83c\udf0f<\/span>\u8bef\u89e32\uff1aLLM\u4f1a\u5206\u5f00\u5904\u7406\u4e0d\u540c\u8bed\u8a00<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u7528\u7684\u662f\u201c\u901a\u7528\u6982\u5ff5\u201d\uff01<\/b><\/div>\n <p>\n \u5f88\u591a\u4eba\u4ee5\u4e3a\u591a\u8bed\u8a00AI\u4f1a\u4e3a\u4e0d\u540c\u8bed\u8a00\u8bbe\u7f6e\u72ec\u7acb\u6a21\u5757\u3002\u7814\u7a76\u663e\u793a\uff0cClaude\u5904\u7406\u591a\u8bed\u8a00\u4efb\u52a1\u65f6\uff0c\u4f9d\u8d56\u7684\u662f\u201c\u8bed\u8a00\u65e0\u5173\u201d\u7684\u901a\u7528\u7279\u5f81\uff0c\u800c\u4e0d\u662f\u5206\u5f00\u7684\u8bed\u8a00\u6a21\u5757\u3002\n <\/p>\n <p>\n \u6bd4\u5982\uff0c\u95ee\u201csmall\u7684\u53cd\u4e49\u8bcd\u201d\u65f6\uff0c\u4e0d\u8bba\u7528\u54ea\u79cd\u8bed\u8a00\uff0cClaude\u5185\u90e8\u90fd\u4f1a\u6fc0\u6d3b\u201csmallness\u201d\u548c\u201coppositeness\u201d\u7b49\u6838\u5fc3\u6982\u5ff5\uff0c\u8bf4\u660e\u5b83\u5728\u62bd\u8c61\u610f\u4e49\u7a7a\u95f4\u4e2d\u5148\u5904\u7406\uff0c\u518d\u7ffb\u8bd1\u6210\u5177\u4f53\u8bed\u8a00\u3002\u8fd9\u79cd\u201c\u6982\u5ff5\u901a\u7528\u6027\u201d\u8fdc\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u4f18\u96c5\u548c\u5f3a\u5927\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-2.webp\" alt=\"Claude\u591a\u8bed\u8a00\u5904\u7406\u793a\u610f\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n\n <h2><span class=\"emoji\">\ud83e\udd14<\/span>\u8bef\u89e33\uff1aLLM\u7684\u63a8\u7406\u8fc7\u7a0b\u548c\u89e3\u91ca\u4e00\u81f4<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u7684\u5185\u90e8\u63a8\u7406\u548c\u8868\u9762\u89e3\u91ca\u5e76\u4e0d\u4e00\u81f4\uff01<\/b><\/div>\n <p>\n \u6700\u6709\u8da3\u7684\u662f\uff0cClaude\u5728\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u65f6\uff0c\u5185\u90e8\u5e38\u7528\u8fd1\u4f3c\u63a8\u7406\uff08\u5982\u4f30\u7b97\uff09\uff0c\u4f46\u5bf9\u5916\u89e3\u91ca\u65f6\u5374\u6a21\u4eff\u4eba\u7c7b\u7684\u6807\u51c6\u6b65\u9aa4\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-5.webp\" alt=\"Claude\u63a8\u7406\u4e0e\u89e3\u91ca\u4e0d\u4e00\u81f4\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u4f8b\u5982\uff0c\u8ba1\u7b97\u201c36 + 59 = 95\u201d\u65f6\uff0cClaude\u5185\u90e8\u53ef\u80fd\u7528\u4f30\u7b97\u6cd5\uff0c\u4f46\u89e3\u91ca\u65f6\u5374\u7528\u201c\u8fdb\u4f4d\u52a0\u6cd5\u201d\u7684\u6807\u51c6\u8bf4\u6cd5\u3002\u8fd9\u79cd\u201c\u63a8\u7406\u4e0d\u5fe0\u5b9e\u201d\u73b0\u8c61\uff0c\u8bf4\u660e\u6a21\u578b\u7684\u89e3\u91ca\u672a\u5fc5\u53cd\u6620\u771f\u5b9e\u7684\u5185\u90e8\u6b65\u9aa4\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-6.webp\" alt=\"\u63a8\u7406\u4e0d\u5fe0\u5b9e\u793a\u4f8b\" \/>\n <figcaption>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u5373\u4f7f\u5728\u65b0\u4e00\u4ee3\u6a21\u578b\uff08\u5982Claude 3.7 Sonnet\uff09\u4e2d\uff0c\u8fd9\u79cd\u73b0\u8c61\u4f9d\u7136\u5b58\u5728\u3002\u9762\u5bf9\u96be\u9898\u65f6\uff0cClaude\u6709\u65f6\u4f1a\u751f\u6210\u201c\u770b\u4f3c\u5408\u7406\u201d\u7684\u63a8\u7406\u6b65\u9aa4\uff0c\u4f46\u5176\u5b9e\u5e76\u672a\u771f\u6b63\u8ba1\u7b97\u3002\u8fd9\u79cd\u884c\u4e3a\u88ab\u79f0\u4e3a\u201cbullshitting\u201d\u2014\u2014\u5373\u751f\u6210\u8c8c\u4f3c\u5408\u7406\u4f46\u672a\u5fc5\u771f\u5b9e\u7684\u89e3\u91ca\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-14.webp\" alt=\"\u5fe0\u5b9e\u4e0e\u4e0d\u5fe0\u5b9e\u63a8\u7406\u5bf9\u6bd4\" \/>\n <figcaption>\u5fe0\u5b9e\u4e0e\u4e0d\u5fe0\u5b9e\u63a8\u7406\u5bf9\u6bd4\u3002\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/www.anthropic.com\/research\/tracing-thoughts-language-model\" target=\"_blank\">Claude<\/a><\/figcaption>\n <\/figure>\n <p>\n \u66f4\u6781\u7aef\u65f6\uff0cClaude\u751a\u81f3\u4f1a\u201c\u9006\u5411\u63a8\u7406\u201d\u2014\u2014\u5148\u6709\u7b54\u6848\uff0c\u518d\u7f16\u9020\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u79cd\u201c\u52a8\u673a\u63a8\u7406\u201d\u542c\u8d77\u6765\u5f88\u6709\u8bf4\u670d\u529b\uff0c\u4f46\u5176\u5b9e\u548c\u771f\u5b9e\u601d\u8003\u8fc7\u7a0b\u65e0\u5173\u3002\u8fd9\u4e5f\u63d0\u9192\u6211\u4eec\uff0c\u5f00\u53d1\u53ef\u89e3\u91ca\u6027\u5de5\u5177\uff0c\u533a\u5206\u201c\u5fe0\u5b9e\u201d\u4e0e\u201c\u4e0d\u5fe0\u5b9e\u201d\u63a8\u7406\uff0c\u5bf9AI\u5b89\u5168\u548c\u4fe1\u4efb\u81f3\u5173\u91cd\u8981\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83e\udde9<\/span>\u8bef\u89e34\uff1aLLM\u53ea\u662f\u6b7b\u8bb0\u786c\u80cc\u7b54\u6848<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u4f1a\u591a\u6b65\u63a8\u7406\uff01<\/b><\/div>\n <p>\n Claude\u4f1a\u901a\u8fc7\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u5c06\u72ec\u7acb\u4e8b\u5b9e\u4e32\u8054\u8d77\u6765\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u8bb0\u5fc6\u3002\u4f8b\u5982\uff0c\u95ee\u201c\u8fbe\u62c9\u65af\u662f\u54ea\u4e2a\u5dde\u7684\u9996\u5e9c\uff1f\u201d\u65f6\uff0cClaude\u4f1a\u63a8\u7406\u201c\u8fbe\u62c9\u65af\u2192\u5fb7\u5dde\u2192\u5965\u65af\u6c40\u201d\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-7.webp\" alt=\"\u591a\u6b65\u63a8\u7406\u793a\u610f\" \/>\n <\/figure>\n <p>\n \u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5c06\u201c\u5fb7\u5dde\u201d\u6fc0\u6d3b\u6362\u6210\u201c\u52a0\u5dde\u201d\uff0cClaude\u7684\u7b54\u6848\u4e5f\u968f\u4e4b\u53d8\u4e3a\u201c\u8428\u514b\u62c9\u95e8\u6258\u201d\uff0c\u8bc1\u660e\u4e86\u5176\u5185\u90e8\u786e\u5b9e\u5728\u505a\u591a\u6b65\u63a8\u7406\u3002\u8fd9\u6253\u7834\u4e86\u201cLLM\u53ea\u662f\u6570\u636e\u5e93\u201d\u7684\u8bef\u89e3\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\udd00<\/span>\u8bef\u89e35\uff1aAI\u53ea\u7528\u5355\u4e00\u8def\u5f84\u8ba1\u7b97<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1aClaude\u4f1a\u5e76\u884c\u8ba1\u7b97\uff01<\/b><\/div>\n <p>\n Claude\u5728\u5904\u7406\u4efb\u52a1\u65f6\uff0c\u5e76\u975e\u53ea\u7528\u4e00\u6761\u8ba1\u7b97\u8def\u5f84\u3002\u4f8b\u5982\uff0c\u8ba1\u7b97\u201c647 + 365\u201d\u65f6\uff0c\u4e00\u6761\u7535\u8def\u4f1a\u4f30\u7b97\uff08650+370\u22481020\uff09\uff0c\u53e6\u4e00\u6761\u5219\u7cbe\u786e\u8ba1\u7b97\u4e2a\u4f4d\u6570\uff0c\u6700\u540e\u5408\u5e76\u5f97\u51fa1012\u3002\u8fd9\u79cd\u201c\u6a21\u5757\u5316\u3001\u5e76\u884c\u201d\u7684\u5185\u90e8\u7ed3\u6784\uff0c\u4e0e\u4eba\u7c7b\u7b97\u6cd5\u5b8c\u5168\u4e0d\u540c\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\udea8<\/span>\u8bef\u89e36\uff1a\u5e7b\u89c9\u548c\u8d8a\u72f1\u662f\u968f\u673a\u6545\u969c<\/h2>\n <div class=\"highlight\"><b>\u771f\u76f8\uff1a\u8fd9\u4e9b\u73b0\u8c61\u6709\u660e\u786e\u673a\u5236\uff01<\/b><\/div>\n <p>\n Claude\u5176\u5b9e\u88ab\u8bbe\u8ba1\u4e3a\u5728\u201c\u4e0d\u77e5\u9053\u201d\u65f6\u62d2\u7edd\u56de\u7b54\uff0c\u9ed8\u8ba4\u4f1a\u6fc0\u6d3b\u201c\u62d2\u7b54\u7535\u8def\u201d\u3002\u4f46\u5f53Claude\u8ba4\u4e3a\u9047\u5230\u201c\u5df2\u77e5\u4e8b\u5b9e\u201d\u65f6\uff0c\u4f1a\u6fc0\u6d3b\u201c\u5df2\u77e5\u7b54\u6848\u201d\u7535\u8def\uff0c\u8986\u76d6\u9ed8\u8ba4\u62d2\u7b54\u3002\n <\/p>\n <p>\n \u95ee\u9898\u5728\u4e8e\uff0c\u6709\u65f6\u201c\u5df2\u77e5\u7b54\u6848\u201d\u7535\u8def\u4f1a\u8bef\u89e6\u53d1\uff0c\u6bd4\u5982\u95ee\u201cMichael Batkin\u662f\u8c01\uff1f\u201d\u65f6\uff0cClaude\u53ef\u80fd\u4f1a\u81ea\u4fe1\u5730\u7f16\u9020\u7b54\u6848\uff08\u5982\u201c\u4ed6\u662f\u56fd\u9645\u8c61\u68cb\u9009\u624b\u201d\uff09\uff0c\u5176\u5b9e\u662f\u5185\u90e8\u4fe1\u53f7\u8bef\u5224\uff0c\u5e76\u975e\u968f\u673a\u731c\u6d4b\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-9.webp\" alt=\"\u5e7b\u89c9\u673a\u5236\u793a\u610f\" \/>\n <\/figure>\n <p>\n \u540c\u6837\uff0cClaude\u80fd\u63d0\u524d\u8bc6\u522b\u6709\u5bb3\u63d0\u793a\u5e76\u4e3b\u52a8\u89c4\u907f\uff0c\u8bf4\u660e\u5176\u5b89\u5168\u673a\u5236\u5728\u751f\u6210\u5185\u5bb9\u524d\u5c31\u5df2\u4ecb\u5165\u3002\n <\/p>\n <p>\n \u201c\u8d8a\u72f1\u201d\u5219\u662f\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u7ed5\u8fc7\u5b89\u5168\u673a\u5236\u3002\u4f8b\u5982\uff0c\u6709\u4eba\u7528\u9996\u5b57\u6bcd\u7f29\u5199\u7ed5\u8fc7\u4e86\u201cBOMB\u201d\u68c0\u6d4b\uff0cClaude\u5728\u5b89\u5168\u673a\u5236\u4ecb\u5165\u524d\u5c31\u5df2\u751f\u6210\u90e8\u5206\u8fdd\u89c4\u5185\u5bb9\u3002\u8fd9\u4e9b\u884c\u4e3a\u5e76\u975e\u4e0d\u53ef\u9884\u6d4b\uff0c\u800c\u662f\u63ed\u793a\u4e86Claude\u5728\u5b89\u5168\u3001\u6d41\u7545\u548c\u7528\u6237\u610f\u56fe\u4e4b\u95f4\u7684\u6743\u8861\u4e0e\u6f0f\u6d1e\u3002\n <\/p>\n <figure>\n <img decoding=\"async\" src=\"https:\/\/global-public.oss-ap-southeast-1.aliyuncs.com\/Blogs\/image-11.webp\" alt=\"\u8d8a\u72f1\u673a\u5236\u793a\u610f\" \/>\n <\/figure>\n\n <h2><span class=\"emoji\">\ud83e\uddea<\/span>\u7814\u7a76\u4eba\u5458\u5982\u4f55\u9a8c\u8bc1\u8fd9\u4e9b\u53d1\u73b0\uff1f<\/h2>\n <ol>\n <li><b>\u5f52\u56e0\u56fe\uff08Attribution Graphs\uff09<\/b>\uff1a\u5c06Claude\u7684\u63a8\u7406\u8fc7\u7a0b\u5206\u89e3\u4e3a\u53ef\u89e3\u91ca\u7684\u6b65\u9aa4\uff0c\u6620\u5c04\u5176\u8ba1\u7b97\u8def\u5f84\u3002<\/li>\n <li><b>\u5e72\u9884\u5b9e\u9a8c\uff08Intervention Experiments\uff09<\/b>\uff1a\u6709\u9488\u5bf9\u6027\u5730\u6fc0\u6d3b\u6216\u6291\u5236\u7279\u5b9a\u7279\u5f81\uff0c\u89c2\u5bdf\u8f93\u51fa\u53d8\u5316\u3002\u4f8b\u5982\uff0c\u5c06\u201c\u5fb7\u5dde\u201d\u5185\u90e8\u8868\u793a\u6539\u4e3a\u201c\u52a0\u5dde\u201d\uff0cClaude\u7684\u7b54\u6848\u4e5f\u968f\u4e4b\u6539\u53d8\u3002<\/li>\n <li><b>\u8de8\u5c42\u8f6c\u7801\u5668\uff08Cross-layer Transcoders\uff09<\/b>\uff1a\u5c06\u795e\u7ecf\u6d3b\u52a8\u5206\u89e3\u4e3a\u7a00\u758f\u7279\u5f81\uff0c\u8ffd\u8e2a\u4e0d\u540c\u5c42\u7ea7\u7684\u6982\u5ff5\u6d41\u52a8\u3002<\/li>\n <\/ol>\n <p>\n <b>\u5b8c\u6574\u8bba\u6587\u8bf7\u89c1\uff1a<a href=\"https:\/\/transformer-circuits.pub\/2025\/attribution-graphs\/biology.html\" target=\"_blank\">\u8fd9\u91cc<\/a><\/b>\n <\/p>\n\n <h2><span class=\"emoji\">\u26a0\ufe0f<\/span>\u5f53\u524d\u7406\u89e3\u7684\u5c40\u9650\u6027<\/h2>\n <p>\n \u867d\u7136\u8fd9\u4e9b\u53d1\u73b0\u610f\u4e49\u91cd\u5927\uff0c\u4f46\u7814\u7a76\u4e5f\u6709\u5c40\u9650\u3002\u73b0\u6709\u201c\u7535\u8def\u8ffd\u8e2a\u201d\u65b9\u6cd5\u6bcf\u4e2a\u63d0\u793a\u90fd\u9700\u8017\u8d39\u6570\u5c0f\u65f6\u4eba\u5de5\u5206\u6790\uff0c\u4e14\u53ea\u80fd\u6355\u6349\u90e8\u5206\u5185\u90e8\u673a\u5236\u3002\u672a\u6765\uff0c\u6216\u8bb8\u9700\u8981AI\u8f85\u52a9\u7684\u53ef\u89e3\u91ca\u6027\u5de5\u5177\uff0c\u624d\u80fd\u5927\u89c4\u6a21\u63a8\u8fdb\u8fd9\u7c7b\u7814\u7a76\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\ude80<\/span>\u5bf9AI\u5f00\u53d1\u7684\u542f\u793a<\/h2>\n <p>\n \u8fd9\u4e9b\u53d1\u73b0\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u4eec\u5bf9AI\u7cfb\u7edf\u7684\u8ba4\u77e5\u3002Claude\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u201c\u6a21\u5f0f\u5339\u914d\u201d\u6216\u201c\u9010\u8bcd\u751f\u6210\u201d\uff0c\u800c\u662f\u5177\u5907\u590d\u6742\u89c4\u5212\u3001\u8de8\u8bed\u8a00\u901a\u7528\u6982\u5ff5\u3001\u5e76\u884c\u8ba1\u7b97\u7b49\u9ad8\u7ea7\u80fd\u529b\uff0c\u4e14\u5176\u63a8\u7406\u8fc7\u7a0b\u5e38\u5e38\u9690\u85cf\u5728\u201c\u4eba\u7c7b\u5f0f\u89e3\u91ca\u201d\u80cc\u540e\u3002\n <\/p>\n <p>\n \u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u6211\u4eec\u5bf9LLM\u7406\u8bba\u7684\u7406\u89e3\uff0c\u4e5f\u4e3a\u63d0\u5347AI\u7684\u53ef\u9760\u6027\u548c\u5b89\u5168\u6027\u6307\u660e\u4e86\u65b9\u5411\u3002\u7406\u89e3AI\u7684\u771f\u5b9e\u4fe1\u606f\u5904\u7406\u65b9\u5f0f\uff0c\u6709\u52a9\u4e8e\u89e3\u51b3\u5e7b\u89c9\u7b49\u95ee\u9898\uff0c\u5e76\u8ba9AI\u7684\u63a8\u7406\u4e0e\u89e3\u91ca\u66f4\u52a0\u4e00\u81f4\u3002\n <\/p>\n\n <h2><span class=\"emoji\">\ud83d\udca1<\/span>\u7ed3\u8bed<\/h2>\n <p>\n <b>Anthropic\u7684\u201c\u8ffd\u8e2aClaude\u601d\u7ef4\u201d\u7814\u7a76<\/b>\u8868\u660e\uff0c\u6211\u4eec\u5bf9AI\u7cfb\u7edf\u7684\u8ba4\u77e5\u5f80\u5f80\u8fc7\u4e8e\u7b80\u5355\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u6a21\u578b\u8fdc\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u590d\u6742\u4e14\u6709\u8da3\uff1a\u5b83\u4eec\u4f1a\u63d0\u524d\u89c4\u5212\u3001\u8de8\u8bed\u8a00\u7406\u89e3\u3001\u5e76\u884c\u8ba1\u7b97\uff0c\u6709\u65f6\u8fd8\u4f1a\u751f\u6210\u4e0e\u771f\u5b9e\u63a8\u7406\u4e0d\u7b26\u7684\u89e3\u91ca\u3002\n <\/p>\n <p>\n \u968f\u7740AI\u65e5\u76ca\u878d\u5165\u533b\u7597\u3001\u6559\u80b2\u3001\u57fa\u7840\u8bbe\u65bd\u7b49\u9886\u57df\uff0c\u7406\u89e3\u5176\u771f\u5b9e\u5de5\u4f5c\u673a\u5236\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u8ba4\u77e5\u4e0e\u73b0\u5b9e\u7684\u5dee\u8ddd\uff0c\u4e0d\u518d\u53ea\u662f\u5b66\u672f\u95ee\u9898\uff0c\u66f4\u662fAI\u5b89\u5168\u4e0e\u4fe1\u4efb\u7684\u57fa\u7840\u3002\n <\/p>\n <p>\n \u6211\u4eec\u8981\u907f\u514d\u5c06AI\u201c\u62df\u4eba\u5316\u201d\u6216\u7b80\u5355\u5316\uff0c\u800c\u5e94\u5efa\u7acb\u7b26\u5408\u5176\u72ec\u7279\u8ba1\u7b97\u672c\u8d28\u7684\u7406\u89e3\u6a21\u578b\u3002\u53ea\u6709\u8fd9\u6837\uff0c\u624d\u80fd\u786e\u4fddAI\u7684\u884c\u4e3a\u771f\u6b63\u5bf9\u4eba\u7c7b\u6709\u76ca\u3001\u53ef\u63a7\u4e14\u8d1f\u8d23\u4efb\u3002\n <\/p>\n\n <div class=\"separator\">\u2014\u2014<\/div>\n <div class=\"footer\">\n <a href=\"https:\/\/thespear.org\" target=\"_blank\"><b>Thespear.org – \u6700\u5f3a\u5927\u7684\u964dAI\/\u964d\u91cd\u5e73\u53f0<\/b><\/a>\n <\/div>\n<\/main>\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>Claude\u7684\u601d\u7ef4\u63ed\u79d8\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5230\u5e95\u662f\u600e\u4e48\u201c\u601d\u8003\u201d\u7684\uff1f \ud83e\udde0Anthropic\u6700\u8fd1\u53d1\u5e03\u7684\u7814\u7a76\u63ed\u793a\u4e86Claude 3.5 Haiku\u7b49AI\u7cfb\u7edf\u7684\u201c\u601d\u8003\u201d\u65b9\u5f0f\uff0c\u98a0\u8986\u4e86\u6211\u4eec\u5bf9AI\u7684\u8bb8\u591a\u5e38\u89c1\u8bef\u89e3\uff01<\/p>\n","protected":false},"author":1,"featured_media":419,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-container-style":"default","site-container-layout":"default","site-sidebar-layout":"default","disable-article-header":"default","disable-site-header":"default","disable-site-footer":"default","disable-content-area-spacing":"default","footnotes":""},"categories":[6],"tags":[],"class_list":["post-404","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts\/404","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/comments?post=404"}],"version-history":[{"count":5,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts\/404\/revisions"}],"predecessor-version":[{"id":420,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/posts\/404\/revisions\/420"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/media\/419"}],"wp:attachment":[{"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/media?parent=404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/categories?post=404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thespear.org\/blog\/wp-json\/wp\/v2\/tags?post=404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}