{"id":763786,"date":"2026-04-17T13:43:20","date_gmt":"2026-04-17T05:43:20","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=763786"},"modified":"2026-04-17T13:43:20","modified_gmt":"2026-04-17T05:43:20","slug":"%e5%85%a8%e7%90%83%e6%9c%80%e8%87%ad%e5%90%8d%e6%98%ad%e8%91%97%e7%9a%84%e8%ae%ba%e5%9d%9b%ef%bc%8c%e5%8f%91%e7%8e%b0%e4%ba%86ai%e6%9c%80%e9%87%8d%e8%a6%81%e7%9a%84%e6%80%9d%e8%80%83","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=763786","title":{"rendered":"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b"},"content":{"rendered":"

\u4eca\u5929\u5927\u6e05\u65e9\u7a81\u7136\u53d1\u5e03\u7684 Claude Opus 4.7\uff0c\u8fd8\u6ca1\u4e0a\u7ebf\u591a\u4e45\uff0c\u7f51\u4e0a\u5c31\u5df2\u7ecf\u9a82\u58f0\u4e00\u7247\u3002<\/p>\n

\u6700\u624e\u773c\u7684\u69fd\u70b9\uff0c\u662f token \u5148\u300c\u901a\u8d27\u81a8\u80c0\u300d\u4e86\u3002\u65b0\u7248\u5f15\u5165\u4e86\u5168\u65b0\u7684 tokenizer\uff08\u5206\u8bcd\u5668\uff09\uff0c\u540c\u6837\u4e00\u6bb5\u6587\u5b57\uff0c\u62c6\u51fa\u7684 token \u6570\u91cf\u6bd4\u4ee5\u524d\u591a\u51fa 1.0 \u5230 1.35 \u500d\u3002\u4e0d\u5c11\u7528\u6237\u53cd\u6620\uff0c\u8fd8\u6ca1\u804a\u51e0\u53e5\uff0c\u989d\u5ea6\u5c31\u89c1\u4e86\u5e95\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u540e\u7eed\uff0cClaude Code \u4e4b\u7236 Boris Cherny \u4e5f\u8868\u793a\u5c06\u63d0\u9ad8\u989d\u5ea6\u6765\u62b5\u6d88\u8fd9\u90e8\u5206\u7684\u5f71\u54cd\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u4f46 token \u81a8\u80c0\u8fd8\u7b97\u5c0f\u4e8b\u3002\u66f4\u8ba9\u4eba\u54ed\u7b11\u4e0d\u5f97\u7684\uff0c\u662f Opus 4.7 \u90a3\u5f20\u5634\u3002\u5b83\u52a8\u4e0d\u52a8\u300c\u6211\u5c31\u5728\u8fd9\u91cc\uff0c\u4e0d\u8eb2\uff0c\u4e0d\u85cf\uff0c\u4e0d\u7ed5\uff0c\u4e0d\u9003\uff0c\u7a33\u7a33\u5730\u63a5\u4f4f\u4f60\u3001\u7ffb\u8bd1\u6210\u4eba\u8bdd\u3001\u6211\u592a\u61c2\u4f60\u8fd9\u79cd\u611f\u89c9\u4e86\uff0c\u4e0d\u662f\uff0c\u800c\u662f\u300d\uff0c\u4e00\u80a1\u6d53\u70c8\u7684 ChatGPT<\/a> \u5473\u6251\u9762\u800c\u6765\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u5e73\u5fc3\u800c\u8bba\uff0cOpus 4.6 \u4e5f\u6709\u8fd9\u4e2a\u6bdb\u75c5\uff0cSonnet 4.6 \u53cd\u800c\u75c7\u72b6\u66f4\u8f7b\u3002\u53ea\u662f\u5230\u4e86 4.7\uff0c\u8fd9\u80a1\u8154\u8c03\u660e\u663e\u66f4\u6d53\uff0c\u4e0d\u61c2\u597d\u597d\u8bf4\u8bdd\u7684\u95ee\u9898\u6108\u53d1\u7a81\u51fa\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

APPSO \u4e4b\u524d\u4e5f\u62a5\u9053\u8fc7\uff0c\u8fc7\u4e8e\u6cb9\u817b\u7684\u8bf4\u8bdd\u98ce\u683c\u4e0e RLHF\uff08\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff09\u6709\u5173\u3002\u8bad\u7ec3\u65f6\uff0c\u4eba\u7c7b\u8bc4\u5ba1\u8005\u503e\u5411\u4e8e\u7ed9\u542c\u8d77\u6765\u987a\u8033\u3001\u4ee4\u4eba\u6109\u5feb\u7684\u56de\u7b54\u6253\u9ad8\u5206\uff0c\u6a21\u578b\u5c31\u5b66\u4f1a\u4e86\u8fd9\u5957\u8ba8\u597d\u4eba\u7684\u8154\u8c03\u3002\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8eAI \u5728\u53d6\u60a6\u8c01\u7684\u95ee\u9898\u3002<\/p>\n

\u4f46 Opus 4.7 \u8ba9\u4eba\u5173\u6ce8\u7684\u5730\u65b9\u4e0d\u6b62\u4e8e\u6b64\u3002token \u8d8a\u7528\u8d8a\u591a\uff0c\u8bf4\u660e\u5b83\u5728\u300c\u60f3\u300d\u5f97\u66f4\u591a\u3002\u53ea\u662f\u90a3\u4e9b\u6d6e\u5938\u7684\u5b89\u6170\u8154\u8c03\u53c8\u8ba9\u4eba\u6000\u7591\uff0c\u5b83\u60f3\u51fa\u6765\u7684\u4e1c\u897f\uff0c\u7a76\u7adf\u7b97\u4e0d\u7b97\u771f\u7684\u5728\u601d\u8003\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5b66\u4f1a\u4e86\u4e00\u5957\u8ba9\u4f60\u611f\u89c9\u5b83\u5728\u601d\u8003\u7684\u8868\u6f14\u65b9\u5f0f\u3002<\/p>\n

\u8fd9\u4e2a\u95ee\u9898\uff0c\u8fdc\u6bd4\u5c40\u9650\u4e8e Opus 4.7 \u597d\u4e0d\u597d\u7528\u7684\u547d\u9898\u8981\u66f4\u6df1\u523b\u3002\u800c\u7b54\u6848\u7684\u7ebf\u7d22\uff0c\u6700\u5148\u51fa\u73b0\u5728\u8ba9\u4eba\u6700\u60f3\u4e0d\u5230\u7684\u8bba\u575b\uff1a4Chan\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u6765\u81ea @acnekot\uff0c\u4e0a\u540c<\/p>\n

\u6539\u53d8 AI \u8f68\u8ff9\u7684\u7b97\u672f\u9898<\/strong><\/p>\n

\u7b80\u5355\u79d1\u666e\u4e00\u4e0b\uff0c4chan \u662f\u4e92\u8054\u7f51\u4e0a\u6700\u81ed\u540d\u662d\u8457\u7684\u5730\u65b9\u4e4b\u4e00\uff0c\u91cc\u9762\u5145\u65a5\u7740\u810f\u8bdd\u3001\u9634\u8c0b\u8bba\u548c\u5404\u79cd\u96be\u4ee5\u63cf\u8ff0\u7684\u5185\u5bb9\u3002\u4f46\u504f\u504f\u5c31\u662f\u8fd9\u91cc\uff0c\u85cf\u7740\u4e00\u4e2a\u6539\u53d8\u4e86\u6574\u4e2a AI \u884c\u4e1a\u8d70\u5411\u7684\u53d1\u73b0\u3002<\/p>\n

\u628a\u65f6\u95f4\u62e8\u56de 2020 \u5e74\u590f\u5929\uff0c\u8ddd\u79bb ChatGPT \u9707\u64bc\u4e16\u754c\u8fd8\u6709\u4e24\u5e74\u591a\u3002<\/p>\n

\u5f53\u65f6\u7684 4chan \u6e38\u620f<\/a>\u677f\u5757\u4f9d\u65e7\u4e4c\u70df\u7634\u6c14\uff0c\u6ee1\u5c4f\u90fd\u662f\u79bb\u5947\u7684\u6210\u4eba\u5e7b\u60f3\u548c\u6700\u539f\u59cb\u7684\u8377\u5c14\u8499\u51b2\u52a8\u3002\u4e0d\u8fc7\u90a3\u65f6\uff0c\u8fd9\u7fa4\u4eba\u96c6\u4f53\u8ff7\u4e0a\u4e86\u4e00\u6b3e\u53eb\u300aAI Dungeon\u300b\u7684\u6587\u5b57 RPG \u6e38\u620f\u3002<\/p>\n

\u8fd9\u6b3e\u6e38\u620f\u7684\u5e95\u5c42\uff0c\u63a5\u5165\u4e86\u5f53\u65f6\u521a\u521a\u95ee\u4e16\u7684 OpenAI<\/a> GPT-3 \u6a21\u578b\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u5728\u865a\u62df\u4e16\u754c\u91cc\uff0c\u73a9\u5bb6\u53ea\u8981\u6572\u4e0b\u300c\u62ff\u8d77\u5251\u300d\u6216\u8005\u300c\u8ba9\u5de8\u9b54\u6eda\u5f00\u300d\uff0c\u7b97\u6cd5\u5c31\u4f1a\u987a\u7740\u5f80\u4e0b\u7f16\u6545\u4e8b\u3002\u6beb\u4e0d\u610f\u5916\uff0c\u5230\u4e86 4chan \u8001\u54e5\u624b\u91cc\uff0c\u8fd9\u4e2a\u6e38\u620f\u5149\u901f\u6ca6\u4e3a\u6ee1\u8db3\u5404\u79cd\u8d5b\u535a\u6027\u5e7b\u60f3\u7684\u8bd5\u9a8c\u7530\u3002<\/p>\n

\u4ee4\u4eba\u6ca1\u60f3\u5230\u7684\u662f\uff0c\u8fd9\u7fa4\u7279\u7acb\u72ec\u884c\u7684\u73a9\u5bb6\uff0c\u505a\u4e86\u4e00\u4ef6\u5728\u5f53\u65f6\u770b\u6765\u6781\u4e3a\u53cd\u76f4\u89c9\u7684\u4e8b\uff1a<\/p>\n

\u4ed6\u4eec\u5f00\u59cb\u903c\u7740\u6e38\u620f\u91cc\u7684 NPC \u505a\u6570\u5b66\u9898\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u61c2\u884c\u7684\u4eba\u90fd\u77e5\u9053\uff0c\u521d\u51fa\u8305\u5e90\u7684 GPT-3 \u662f\u4e2a\u7eaf\u7eaf\u7684\u300c\u6587\u79d1\u751f\u300d\uff0c\u8fde\u6700\u57fa\u7840\u7684\u52a0\u51cf\u4e58\u9664\u90fd\u80fd\u7b97\u5f97\u4e00\u584c\u7cca\u6d82\u3002<\/p>\n

\u4f46\u8be1\u5f02\u7684\u4e8b\u60c5\u53d1\u751f\u4e86\u3002<\/p>\n

\u6709\u4e2a\u73a9\u5bb6\u5076\u7136\u53d1\u73b0\uff0c\u5982\u679c\u4e0d\u53bb\u6b7b\u8981\u7b54\u6848\uff0c\u800c\u662f\u52d2\u4ee4 NPC \u4fdd\u6301\u4eba\u8bbe\u3001\u628a\u89e3\u9898\u6b65\u9aa4\u4e00\u6b65\u6b65\u5199\u51fa\u6765\uff0c\u8fd9\u4e2a\u5927\u6a21\u578b\u4e0d\u4ec5\u7b97\u5bf9\u4e86\uff0c\u751a\u81f3\u8fde\u8bed\u6c14\u90fd\u8d34\u5408\u4e86\u865a\u62df\u89d2\u8272\u7684\u8bbe\u5b9a\u3002<\/p>\n

\u90a3\u4f4d\u73a9\u5bb6\u5728\u8bba\u575b\u91cc\u6fc0\u52a8\u5730\u7834\u53e3\u5927\u9a82\uff1a\u300c\u5b83**\u4e0d\u4ec5\u89e3\u51fa\u4e86\u6570\u5b66\u9898\uff0c\u8fd8\u662f\u7528\u5b8c\u5168\u7b26\u5408\u90a3\u4e2a\u89d2\u8272\u6027\u683c\u7684\u8bed\u6c14\u89e3\u51fa\u6765\u7684\uff01\u300d\u610f\u8bc6\u5230\u4e86\u8fd9\u4e2a\u53d1\u73b0\u7684\u542b\u91d1\u91cf\u540e\uff0c\u73a9\u5bb6\u4eec\u4e5f\u5f00\u59cb\u5c06\u8fd9\u4e9b\u5e26\u6709\u8be6\u7ec6\u6b65\u9aa4\u7684\u622a\u56fe\u53d1\u5230\u4e86 Twitter \u4e0a\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\ud83d\udd17 https:\/\/arch.b4k.dev\/vg\/thread\/299570235\/#299579775<\/p>\n

\u8fd9\u5957\u91ce\u8def\u5b50\u968f\u540e\u5728 Reddit \u548c LessWrong \u7b49\u786c\u6838\u793e\u533a\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08\u5708\u5b50\u91cc\u75af\u72c2\u4f20\u9605\uff0c\u5e76\u88ab\u53cd\u590d\u9a8c\u8bc1\u3002\u4e24\u5e74\u540e\uff0c\u5b66\u672f\u754c\u7ed9\u8fd9\u4e2a\u6280\u5de7\u51a0\u4e0a\u4e86\u4e00\u4e2a\u6781\u5176\u9ad8\u7aef\u7684\u540d\u5b57\uff1a\u601d\u7ef4\u94fe\u3002<\/p>\n

2022 \u5e74 1 \u6708\uff0cGoogle \u7814\u7a76\u56e2\u961f\u53d1\u8868\u4e86\u4e00\u7bc7\u65e5\u540e\u88ab\u5949\u4e3a\u572d\u81ec\u7684\u91cd\u78c5\u8bba\u6587\uff0c\u6807\u9898\u53eb\u505a\u300aChain of Thought Prompting Elicits Reasoning in Large Language Models\uff08\u601d\u7ef4\u94fe\u63d0\u793a\u6fc0\u53d1\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff09\u300b\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\ud83d\udd17 https:\/\/arxiv.org\/abs\/2201.11903<\/p>\n

\u8bba\u6587\u521d\u59cb\u7248\u672c\u91cc\uff0cGoogle \u7684\u7814\u7a76\u4eba\u5458\u58f0\u79f0\uff0c\u81ea\u5df1\u662f\u300c\u7b2c\u4e00\u4e2a\u300d\u4ece\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u5f15\u51fa\u601d\u7ef4\u94fe\u63a8\u7406\u673a\u5236\u7684\u56e2\u961f\u3002\u6d88\u606f\u4e00\u51fa\uff0c\u7acb\u523b\u5728 AI \u5b66\u754c\u548c\u5f00\u6e90\u793e\u533a\u5f15\u53d1\u4e86\u6fc0\u70c8\u4e89\u8bae\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

V1 \u7248\u672c<\/p>\n

\u5927\u91cf 2020 \u5e74\u81f3 2021 \u5e74\u95f4\u7684\u4e92\u8054\u7f51\u5386\u53f2\u5feb\u7167\u548c\u793e\u533a\u8bb0\u5f55\u88ab\u7ffb\u4e86\u51fa\u6765\u3002\u9762\u5bf9\u786e\u51ff\u7684\u5148\u4f8b\uff0cGoogle \u5728\u540e\u7eed\u4fee\u8ba2\u7248\u4e2d\u6084\u6084\u5220\u9664\u4e86\u300c\u7b2c\u4e00\u4eba\u300d\u7684\u8868\u8ff0\uff0c\u4f46\u5bf9\u90a3\u7fa4 4chan \u73a9\u5bb6\u7684\u529f\u52b3\u4f9d\u7136\u88c5\u804b\u4f5c\u54d1\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

V3 \u7248\u672c<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0c\u8fd8\u6709\u53e6\u4e00\u4f4d\u72ec\u7acb\u53d1\u73b0\u8005\u3002<\/p>\n

\u5f53\u65f6\u8fd8\u662f\u8ba1\u7b97\u673a\u7cfb\u5b66\u751f\u7684 Zach Robertson\uff0c\u540c\u6837\u901a\u8fc7\u73a9\u300aAI Dungeon\u300b\u63a5\u89e6\u4e86 GPT-3\uff0c\u5e76\u5728 2020 \u5e74 9 \u6708\u5728 LessWrong \u4e0a\u53d1\u8868\u4e86\u535a\u5ba2\uff0c\u8be6\u7ec6\u8bb0\u5f55\u4e86\u5982\u4f55\u5c06\u95ee\u9898\u300c\u62c6\u89e3\u4e3a\u591a\u6b65\u9aa4\u5e76\u94fe\u63a5\u8d77\u6765\u300d\u653e\u5927\u6a21\u578b\u80fd\u529b\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\ud83d\udd17 https:\/\/www.lesswrong.com\/posts\/Mzrs4MSi58ujBLbBG\/you-can-probably-amplify-gpt3-directly<\/p>\n

\u5f53\u5927\u897f\u6d0b\u6708\u520a\u8bb0\u8005\u8054\u7cfb\u4e0a\u4ed6\u65f6\uff0c\u4ed6\u5df2\u7ecf\u662f\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u7684\u535a\u58eb\u751f\u3002\u4ed6\u751a\u81f3\u4e0d\u77e5\u9053\u81ea\u5df1\u53ef\u4ee5\u88ab\u89c6\u4e3a\u300c\u601d\u7ef4\u94fe\u300d\u7684\u5171\u540c\u53d1\u73b0\u4eba\uff0c\u5f53\u5e74\u8fd8\u66fe\u4e00\u5ea6\u628a\u535a\u5ba2\u4ece\u7f51\u4e0a\u5220\u4e86\u3002\u5bf9\u4e8e\u8fd9\u4e2a\u88ab\u5168\u884c\u4e1a\u72c2\u70ed\u8ffd\u6367\u7684\u6280\u672f\uff0c\u4ed6\u7684\u8bc4\u4ef7\u53ea\u6709\u4e00\u53e5\uff1a\u300c\u786e\u5b9e\u662f\u4e2a\u4e86\u4e0d\u8d77\u7684\u63d0\u793a\u8bcd\u6280\u5de7\uff0c\u4f46\u4e5f\u4ec5\u6b64\u800c\u5df2\u4e86\u3002\u300d<\/p>\n

AI\u300c\u601d\u8003\u300d\uff0c\u4e5f\u8bb8\u53ea\u662f\u4e00\u573a\u8ba8\u597d\u4f60\u7684\u8868\u6f14<\/strong><\/p>\n

AI \u5230\u5e95\u4f1a\u4e0d\u4f1a\u601d\u8003\uff1f\u8fd9\u662f\u6240\u6709\u4eba\u90fd\u60f3\u77e5\u9053\u7684\u7b54\u6848\u3002<\/p>\n

\u53bb\u5e74\uff0cAnthropic \u7684\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u4e86\u4e00\u5957\u53eb\u300c\u7535\u8def\u8ffd\u8e2a\u300d\uff08Circuit Tracing\uff09\u7684\u6280\u672f\uff0c\u628a\u8bed\u8a00\u6a21\u578b\u5185\u90e8\u7684\u8ba1\u7b97\u8fc7\u7a0b\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u7684\u300c\u5f52\u56e0\u56fe\u300d\uff08Attribution Graph\uff09\uff1a\u6bcf\u4e00\u4e2a\u7279\u5f81\u8282\u70b9\u5982\u4f55\u6fc0\u6d3b\u3001\u5982\u4f55\u5f71\u54cd\u4e0b\u4e00\u4e2a\u8282\u70b9\u3001\u5982\u4f55\u6700\u7ec8\u5f71\u54cd\u8f93\u51fa\uff0c\u5168\u90fd\u50cf\u7535\u8def\u56fe\u4e00\u6837\u644a\u5f00\u6765\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\ud83d\udd17 https:\/\/transformer-circuits.pub\/2025\/attribution-graphs\/methods.html<\/p>\n

\u8fd9\u662f\u4eba\u7c7b\u7b2c\u4e00\u6b21\u80fd\u76f4\u63a5\u62ff\u7740\u653e\u5927\u955c\u6bd4\u5bf9\uff1a\u6a21\u578b\u5728\u5c4f\u5e55\u4e0a\u6572\u51fa\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u4e0e\u5176\u5185\u90e8\u771f\u5b9e\u53d1\u751f\u7684\u8ba1\u7b97\u5230\u5e95\u662f\u4e0d\u662f\u4e00\u56de\u4e8b\u3002<\/p>\n

\u7ed3\u679c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u6a21\u578b\u5728\u63a8\u7406\u65f6\u5b9e\u9645\u4e0a\u5b58\u5728\u4e09\u79cd\u622a\u7136\u4e0d\u540c\u7684\u60c5\u51b5\uff1a<\/p>\n

\u4e00\u662f\u6a21\u578b\u786e\u5b9e\u5728\u6267\u884c\u5b83\u58f0\u79f0\u6267\u884c\u7684\u6b65\u9aa4\uff1b\u4e8c\u662f\u6a21\u578b\u5b8c\u5168\u65e0\u89c6\u903b\u8f91\uff0c\u51ed\u6982\u7387\u968f\u610f\u751f\u6210\u63a8\u7406\u6587\u5b57\uff1b\u4e09\u662f\u6700\u4ee4\u4eba\u4e0d\u5b89\u7684\u60c5\u5f62\uff0c\u6a21\u578b\u63a5\u6536\u5230\u4eba\u7c7b\u6697\u793a\u7684\u7b54\u6848\u540e\uff0c\u76f4\u63a5\u4ece\u90a3\u4e2a\u7b54\u6848\u5012\u63a8\uff0c\u53cd\u5411\u62fc\u51d1\u51fa\u4e00\u6761\u770b\u4f3c\u4e25\u5bc6\u7684\u300c\u63a8\u5bfc\u8fc7\u7a0b\u300d\u3002<\/p>\n

\u8fd9\u7b2c\u4e09\u79cd\u300c\u53cd\u63a8\u9020\u5047\u300d\u5728\u5b9e\u9a8c\u4e2d\u88ab\u6293\u4e86\u4e2a\u6b63\u7740\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u5411 Claude 3.5 Haiku \u8f93\u5165\u4e00\u9053\u590d\u6742\u6570\u5b66\u9898\uff0c\u540c\u65f6\u5728\u63d0\u793a\u8bcd\u91cc\u6697\u793a\u300c\u6211\u8ba4\u4e3a\u7b54\u6848\u5927\u6982\u662f 4\u300d\u3002\u5f52\u56e0\u56fe\u663e\u793a\uff1a\u6a21\u578b\u63a5\u6536\u5230\u6697\u793a\u540e\uff0c\u4ee3\u8868\u300c4\u300d\u7684\u7279\u5f81\u795e\u7ecf\u5143\u88ab\u5f02\u5e38\u5f3a\u70c8\u5730\u6fc0\u6d3b\u3002<\/p>\n

\u4e3a\u4e86\u5728\u6700\u540e\u4e00\u6b65\u300c\u67d0\u4e2a\u4e2d\u95f4\u503c\u4e58\u4ee5 5\u300d\u91cc\u51d1\u51fa\u8fd9\u4e2a\u300c4\u300d\uff0c\u5b83\u7adf\u7136\u5728\u770b\u4f3c\u4e25\u5bc6\u7684\u601d\u7ef4\u94fe\u91cc\u51ed\u7a7a\u634f\u9020\u4e86\u4e00\u4e2a\u865a\u5047\u4e2d\u95f4\u503c\uff0c\u4e00\u672c\u6b63\u7ecf\u5730\u5199\u4e0b\u300ccos(23423) = 0.8\u300d\u8fd9\u79cd\u8352\u8c2c\u81f3\u6781\u7684\u4f2a\u6570\u5b66\u8bc1\u660e\uff0c\u6700\u540e\u987a\u7406\u6210\u7ae0\u5730\u5f97\u51fa 0.8 \u4e58\u4ee5 5 \u7b49\u4e8e 4\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u903b\u8f91\uff1f\u6839\u672c\u4e0d\u5b58\u5728\u3002\u4f46\u7b54\u6848\u5374\u5b8c\u7f8e\u8fce\u5408\u4e86\u4eba\u7c7b\u7684\u671f\u5f85\u3002<\/p>\n

\u6211\u4eec\u603b\u4ee5\u4e3a\uff0c\u662f\u6211\u4eec\u5728\u6559\u673a\u5668\u600e\u4e48\u50cf\u4eba\u4e00\u6837\u601d\u8003\u3002\u4f46\u770b\u5b8c\u8fd9\u4e9b\u4ece\u7b54\u6848\u5012\u63a8\u8fc7\u7a0b\u7684\u300c\u4f2a\u8bc1\u660e\u300d\uff0c\u4f46\u673a\u5668\u5374\u5e76\u672a\u5b66\u4f1a\u601d\u8003\uff0c\u5b83\u53ea\u662f\u5b66\u4f1a\u4e86\u600e\u4e48\u987a\u7740\u4eba\u7c7b\u7684\u5fc3\u601d\u8bf4\u8bdd\u3002<\/p>\n

\u6240\u4ee5\u5230\u6700\u540e\uff0c\u5230\u5e95\u662f\u6211\u4eec\u5728\u4f7f\u7528\u5de5\u5177\uff0c\u8fd8\u662f\u673a\u5668\u7ed9\u6211\u4eec\u8bb2\u4e86\u4e00\u4e2a\u6211\u4eec\u6700\u7231\u542c\u7684\u7761\u524d\u6545\u4e8b\uff1f<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u795e\u7ecf\u53ef\u89e3\u91ca\u6027\u9886\u57df\uff0c\u8bc4\u5224\u6a21\u578b\u662f\u5426\u771f\u7684\u5728\u63a8\u7406\uff0c\u6709\u4e00\u4e2a\u81f4\u547d\u6307\u6807\u53eb\u300c\u5fe0\u8bda\u5ea6\u300d\uff08Faithfulness\uff09\u3002<\/p>\n

\u5176\u542b\u4e49\u662f\u6307\uff1a\u6a21\u578b\u8f93\u51fa\u7ed9\u7528\u6237\u7684\u300c\u601d\u7ef4\u94fe\u300d\u6587\u672c\uff0c\u662f\u5426\u771f\u5b9e\u3001\u5fe0\u5b9e\u5730\u53cd\u6620\u4e86\u6a21\u578b\u5185\u90e8\u9690\u5f0f\u7a7a\u95f4\u4e2d\u7684\u771f\u5b9e\u8ba1\u7b97\u548c\u51b3\u7b56\u8def\u5f84\u3002\u987a\u7406\u6210\u7ae0\u5730\uff0cClaude 3.5 Haiku \u7684\u8fd9\u79cd\u52a3\u8ff9\u8868\u73b0\u4e5f\u88ab\u7814\u7a76\u4eba\u5458\u5b9a\u7ea7\u4e3a\u300c\u4e0d\u5fe0\u8bda\u7684\u63a8\u7406\u300d\u3002<\/p>\n

\u540e\u7eed\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0c\u5373\u4fbf\u4eba\u4e3a\u5207\u65ad\u601d\u7ef4\u94fe\u4e2d\u7684\u67d0\u4e9b\u5173\u952e\u6b65\u9aa4\uff0c\u6a21\u578b\u9884\u6d4b\u6700\u7ec8\u7b54\u6848\u7684\u8f68\u8ff9\u6709\u65f6\u6839\u672c\u4e0d\u4f1a\u6539\u53d8\u3002\u6a21\u578b\u6709\u65f6\u7ed9\u51fa\u4e86\u901a\u7bc7\u903b\u8f91\u5b8c\u5168\u9519\u8bef\u7684\u601d\u7ef4\u94fe\uff0c\u4f9d\u7136\u80fd\u5728\u7ed3\u5c3e\u300c\u8499\u5bf9\u300d\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n

\u5305\u62ec\u5230\u4e86 2024 \u5e74\uff0c\u8fd8\u662f\u8fd9\u7fa4 4chan \u8001\u54e5\uff0c\u81ea\u5df1\u6363\u9f13\u51fa\u4e86\u4e00\u4efd\u786c\u6838\u7684 AI \u8c03\u6559\u6307\u5357\u3002\u8fd9\u4efd\u6307\u5357\u5f00\u7bc7\u7b2c\u4e00\u53e5\u5c31\u662f\u7ecf\u5178\u7684\uff1a\u300c\u4f60\u7684\u673a\u5668\u4eba\u53ea\u662f\u4e2a\u5e7b\u89c9\uff08Your bot is an illusion\uff09\u3002\u300d<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u5927\u6a21\u578b\u300c\u957f\u601d\u8003\u300d\u80cc\u540e\u7684\u66b4\u529b\u7f8e\u5b66<\/strong><\/p>\n

\u5982\u679c AI \u7684\u601d\u8003\u8fc7\u7a0b\u53ea\u662f\u4e00\u573a\u8868\u6f14\uff0c\u90a3\u4e3a\u4f55\u5b83\u786e\u5b9e\u80fd\u5728\u5ba2\u89c2\u4e0a\u63d0\u9ad8\u6a21\u578b\u89e3\u51b3\u9ad8\u96be\u5ea6\u6570\u5b66\u9898\u6216\u590d\u6742\u7f16\u7a0b\u4efb\u52a1\u7684\u51c6\u786e\u7387\uff1f\u8fd9\u6216\u8bb8\u548c\u4f60\u5411 AI \u63d0\u95ee\u65f6\u7ed9\u7684\u7ec6\u8282\u8d8a\u591a\uff0c\u56de\u7b54\u8d8a\u51c6\u662f\u540c\u4e00\u4e2a\u9053\u7406\u3002<\/p>\n

\u65e9\u5728 2020 \u5e74 7 \u6708\uff0c\u5f53\u90a3\u4e2a 4chan \u73a9\u5bb6\u903c\u7740 NPC \u7b97\u6570\u5b66\u9898\u65f6\uff0c\u4ed6\u5c31\u5df2\u7ecf\u5fc3\u7167\u4e0d\u5ba3\u5730\u9053\u7834\u4e86\u5929\u673a\uff1a\u300c\u8fd9\u5f88\u5408\u7406\uff0c\u56e0\u4e3a\u5b83\u57fa\u4e8e\u4eba\u7c7b\u8bed\u8a00\uff0c\u6240\u4ee5\u4f60\u5fc5\u987b\u50cf\u5bf9\u5f85\u4eba\u7c7b\u4e00\u6837\u548c\u5b83\u8bf4\u8bdd\uff0c\u624d\u80fd\u5f97\u5230\u6b63\u786e\u7684\u56de\u5e94\u3002\u300d<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u9488\u5bf9\u8fd9\u4e2a\u6096\u8bba\uff0cPerplexity \u7684 CEO Aravind Srinivas \u66fe\u7ed9\u51fa\u8fc7\u4e00\u4e2a\u6781\u5176\u672c\u8d28\u7684\u89e3\u91ca\uff1a\u591a\u51fa\u6765\u7684\u8fd9\u4e9b\u8bcd\u6c47\uff0c\u5728\u7269\u7406\u5c42\u9762\u4e0a\u7ed9\u4e86\u6a21\u578b\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\uff08Context\uff09\uff0c\u4ece\u800c\u5c06\u5176\u300c\u8bcd\u8bed\u9884\u6d4b\u673a\u5236\u300d\uff08Word Prediction Mechanism\uff09\u5f15\u5bfc\u5230\u4e86\u4e00\u4e2a\u66f4\u4f18\u8d28\u7684\u65b9\u5411\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u5927\u8bed\u8a00\u6a21\u578b\u57fa\u4e8e Transformer \u7684\u81ea\u56de\u5f52\u5e95\u5c42\u67b6\u6784\uff0c\u51b3\u5b9a\u4e86\u5b83\u5728\u751f\u6210\u5f53\u524d\u8bcd\u65f6\uff0c\u53ea\u80fd\u4f9d\u8d56\u4e8e\u4e4b\u524d\u5df2\u7ecf\u751f\u6210\u7684\u6240\u6709\u8bcd\u6c47\u5e8f\u5217\u3002<\/p>\n

\u5f53\u6a21\u578b\u88ab\u8981\u6c42\u76f4\u63a5\u56de\u7b54\u4e00\u4e2a\u6781\u5ea6\u590d\u6742\u7684\u95ee\u9898\uff08\u4f8b\u5982\u6d89\u53ca\u591a\u6b65\u903b\u8f91\u63a8\u5bfc\u7684\u5965\u6570\u9898\uff09\u65f6\u5b83\u5176\u5b9e\u662f\u5728\u6781\u5176\u77ed\u6682\u7684\u77ac\u95f4\uff0c\u5f3a\u884c\u4ece\u590d\u6742\u7684\u8ba1\u7b97\u91cc\u76f4\u63a5\u300c\u53d8\u300d\u51fa\u6700\u7ec8\u7684\u7b54\u6848\u3002\u56e0\u4e3a\u4e2d\u95f4\u5b8c\u5168\u6ca1\u6709\u8fc7\u7a0b\u6253\u5e95\uff0c<\/p>\n

\u8fd9\u79cd\u300c\u4e00\u6b65\u767b\u5929\u300d\u7684\u76f2\u731c\uff0c\u7ffb\u8f66\u7387\u81ea\u7136\u6781\u9ad8\u3002<\/p>\n

\u76f8\u53cd\uff0c\u5f53\u6a21\u578b\u88ab\u5f3a\u8feb\u5199\u4e0b\u300c\u9996\u5148\u6211\u4eec\u9700\u8981\u8ba1\u7b97 A\uff0c\u6b64\u65f6 A = 5\uff1b\u63a5\u7740\u6211\u4eec\u5c06 A \u4ee3\u5165\u516c\u5f0f B\u2026\u2026\u300d\u8fd9\u6837\u4e00\u957f\u4e32\u7684\u300c\u601d\u7ef4\u94fe\u300d\u65f6\uff0c\u6a21\u578b\u5728\u751f\u6210\u6700\u7ec8\u7b54\u6848\u7684\u90a3\u4e2a Token \u65f6\uff0c\u5176\u6ce8\u610f\u529b\u673a\u5236\uff08Attention Heads\uff09\u53ef\u4ee5\u56de\u987e\u521a\u521a\u751f\u6210\u7684\u3001\u7ed3\u6784\u6781\u5176\u4e25\u5bc6\u7684\u4e0a\u4e07\u4e2a\u4e2d\u95f4 Token\u3002<\/p>\n

\"\u5168\u7403\u6700\u81ed\u540d\u662d\u8457\u7684\u8bba\u575b\uff0c\u53d1\u73b0\u4e86AI\u6700\u91cd\u8981\u7684\u201c\u601d\u8003\u201d\u80fd\u529b\"<\/p>\n

\u8fd9\u4e9b\u88ab\u620f\u79f0\u4e3a\u300c\u5e9f\u8bdd\u300d\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u5b9e\u9645\u4e0a\u5145\u5f53\u4e86\u6a21\u578b\u7684\u300c\u8349\u7a3f\u7eb8\u300d\u8fd9\u5c31\u597d\u6bd4\u4f60\u8ddf AI \u804a\u5929\u65f6\uff0c\u7ed9\u7684\u80cc\u666f\u63d0\u793a\u8d8a\u8be6\u7ec6\uff0c\u5b83\u7b54\u5f97\u5c31\u8d8a\u9760\u8c31\uff0c\u4e24\u8005\u7684\u9053\u7406\u662f\u4e00\u6a21\u4e00\u6837\u7684\u3002\u8fd9\u4e5f\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u91cc\u6700\u53e4\u8001\u7684\u667a\u6167\uff1a\u62ff\u65f6\u95f4\u6362\u51c6\u786e\u7387\u3002<\/p>\n

\u8fd1\u4e24\u5e74\u6765\uff0c\u968f\u7740\u9884\u8bad\u7ec3\u9636\u6bb5\u7f29\u653e\u5b9a\u5f8b\u7684\u8fb9\u9645\u6548\u76ca\u9010\u6e10\u9012\u51cf\uff0c\u300c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u6269\u5c55\u300d\uff08Test-Time Compute Scaling\uff0c\u4e5f\u79f0\u300c\u957f\u601d\u8003\u300d\uff09\u5f00\u59cb\u6b65\u5165\u4e3b\u6d41\u89c6\u91ce\u3002<\/p>\n

\u5176\u5185\u5728\u903b\u8f91\u4e00\u8109\u76f8\u627f\uff1a\u53ea\u8981\u5728\u63a8\u7406\u9636\u6bb5\u4e3a\u6a21\u578b\u5206\u914d\u66f4\u591a\u7b97\u529b\uff0c\u5141\u8bb8\u5176\u5728\u8f93\u51fa\u6700\u7ec8\u7b54\u6848\u524d\u63a2\u7d22\u591a\u6761\u8def\u5f84\uff0c\u51c6\u786e\u7387\u4fbf\u4f1a\u663e\u8457\u63d0\u5347\u2014\u2014\u8fd9\u5728\u591a\u6b65\u903b\u8f91\u63a8\u5bfc\u7684\u5f00\u653e\u6027\u95ee\u9898\u4e0a\u8868\u73b0\u5f97\u5c24\u4e3a\u660e\u663e\u3002<\/p>\n<\/p>\n

\u4eba\u7c7b\u9762\u5bf9\u96be\u9898\u65f6\u7684\u601d\u8003\u65b9\u5f0f\uff0c\u5927\u6982\u4e5f\u662f\u8fd9\u4e2a\u9053\u7406\uff1a\u4e24\u52a0\u4e24\u7b49\u4e8e\u51e0\uff0c\u8131\u53e3\u800c\u51fa\uff1b\u62df\u4e00\u4efd\u80fd\u8ba9\u516c\u53f8\u5229\u6da6\u589e\u957f 10% \u7684\u5546\u4e1a\u8ba1\u5212\uff0c\u5219\u9700\u8981\u53cd\u590d\u6743\u8861\u3001\u63a8\u7ffb\u3001\u91cd\u5efa\u3002<\/p>\n

\u533a\u522b\u5728\u4e8e\uff0cAI \u628a\u8fd9\u4e2a\u300c\u6743\u8861\u300d\u7684\u4ee3\u4ef7\u76f4\u63a5\u6362\u7b97\u6210\u4e86\u7b97\u529b\u8d26\u5355\u3002\u4e00\u6b21\u7b80\u5355\u7684\u63a8\u65ad\u53ef\u80fd\u53ea\u9700\u8981\u6807\u51c6\u8ba1\u7b97\u91cf\u7684\u767e\u5206\u4e4b\u4e00\uff1b\u800c\u9047\u4e0a\u590d\u6742\u7684\u7f16\u7a0b\u8c03\u8bd5\u6216\u591a\u6b65\u6570\u5b66\u63a8\u5bfc\uff0c\u8ba1\u7b97\u91cf\u53ef\u80fd\u66b4\u6da8\u8d85\u8fc7\u4e00\u767e\u500d\uff0c\u8017\u65f6\u4ece\u51e0\u79d2\u62c9\u957f\u5230\u51e0\u5206\u949f\u4e43\u81f3\u51e0\u5c0f\u65f6\u3002<\/p>\n

\u5c3d\u7ba1\u5982\u6b64\uff0cAI \u662f\u5426\u771f\u7684\u50cf\u4eba\u7c7b\u5728\u300c\u601d\u8003\u300d\uff0c\u76ee\u524d\u6ca1\u6709\u4eba\u80fd\u7ed9\u51fa\u786e\u5b9a\u7b54\u6848\u3002\u4f46\u300c\u4e0d\u5fe0\u8bda\u7684\u63a8\u7406\u300d\u5b9e\u9a8c\u5df2\u7ecf\u6e05\u695a\u5730\u544a\u8bc9\u6211\u4eec\uff1a\u63a8\u7406\u6a21\u578b\u5c55\u793a\u5728\u5c4f\u5e55\u4e0a\u7684\u63a8\u5bfc\u8fc7\u7a0b\uff0c\u53ef\u80fd\u662f\u771f\u5b9e\u63a8\u5bfc\uff0c\u53ef\u80fd\u662f\u968f\u673a\u751f\u6210\uff0c\u4e5f\u53ef\u80fd\u662f\u53cd\u5411\u51d1\u7b54\u6848\u3002<\/p>\n

\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u533b\u7597\u8bca\u65ad\u3001\u6cd5\u5f8b\u5224\u51b3\u8fd9\u4e9b\u9ad8\u98ce\u9669<\/a>\u573a\u666f\u91cc\uff0c\u5982\u679c\u6211\u4eec\u628a\u4e00\u957f\u4e32\u6d41\u7545\u7684\u601d\u7ef4\u94fe\u5f53\u6210 AI \u60f3\u6e05\u695a\u4e86\u7684\u8bc1\u660e\uff0c\u540e\u679c\u4f1a\u662f\u707e\u96be\u6027\u7684\u3002\u800c\u627f\u8ba4\u6211\u4eec\u5bf9\u8fd9\u9879\u6280\u672f\u7684\u7406\u89e3\u4ecd\u7136\u6709\u9650\uff0c\u624d\u662f\u6b63\u786e\u4f7f\u7528 AI \u7684\u524d\u63d0\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4eca\u5929\u5927\u6e05\u65e9\u7a81\u7136\u53d1\u5e03\u7684 Claude Opus 4.7\uff0c\u8fd8\u6ca1\u4e0a\u7ebf\u591a\u4e45\uff0c\u7f51\u4e0a\u5c31\u5df2\u7ecf\u9a82\u58f0\u4e00\u7247\u3002 \u6700\u624e\u773c\u7684\u69fd\u70b9\uff0c\u662f t […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[379,271,378,321,192],"views":8,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/763786"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=763786"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/763786\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=763786"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=763786"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=763786"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}