{"id":10020300,"date":"2024-09-07T00:00:00","date_gmt":"2024-09-07T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020300"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020300","title":{"rendered":"LLM \u8fdb\u5316\u5206\u5c94\u53e3\uff1a\u591a\u6a21\u6001\u3001\u6210\u672c\u3001\u4ee3\u7801\u63a8\u7406"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/07\/03\/cc05dba6-3922-11ef-90af-00163e142b65.png\"><\/p>\n<p>\u5934\u90e8\u6a21\u578b\u7684\u65b0\u4e00\u4ee3\u6a21\u578b\u7684\u662f\u5e02\u573a\u89c2\u6d4b\u3001\u7406\u89e3 LLM \u8d70\u5411\u7684\u98ce\u5411\u6807\u3002<\/p>\n<p>\u5373\u5c06\u53d1\u5e03\u7684 OpenAI GPT-Next \u548c Anthropic Claude 3.5 Opus \u65e0\u7591\u662f AGI \u4e0b\u534a\u573a\u6700\u5173\u952e\u7684\u4e8b\u4ef6\u3002<\/p>\n<p>\u672c\u7bc7\u7814\u7a76\u662f\u62fe\u8c61\u56e2\u961f\u5bf9 OpenAI \u548c Anthropic \u5728 2024 \u5e74\u81f3\u4eca\u91cd\u8981\u6280\u672f\u52a8\u4f5c\u3001\u4ea7\u54c1\u6295\u5165\u3001\u56e2\u961f\u53d8\u5316\u7684\u603b\u7ed3\u548c\u5206\u6790\uff0c\u6211\u4eec\u5e0c\u671b\u4ece\u8fd9\u4e9b\u5173\u952e\u7ec6\u8282\u6765\u7406\u89e3\u5934\u90e8\u6a21\u578b\u516c\u53f8\u7684\u6838\u5fc3\u4e3b\u7ebf\uff0c\u66f4\u6df1\u5165\u5730\u628a\u63e1 LLM \u7684\u8fdb\u5316\u65b9\u5411\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5f88\u660e\u663e\u80fd\u611f\u53d7\u5230\uff0c\u867d\u7136 OpenAI \u548c Anthropic \u7684\u65b0\u4e00\u4ee3\u6a21\u578b\u90fd\u9009\u62e9\u4e86 self-play RL \u6280\u672f\u8def\u7ebf\uff0c\u4f46\u4e24\u5bb6\u516c\u53f8\u5176\u5b9e\u5728 LLM \u63a5\u4e0b\u6765\u8981\u600e\u4e48\u8fdb\u5316\u7684\u95ee\u9898\u4e0a\u51fa\u73b0\u4e86\u5206\u53c9\uff1a<\/p>\n<ul>\n<li>\u5bf9\u4e8e OpenAI \u6765\u8bf4\uff0c\u6a21\u578b\u6210\u672c\u4e0b\u964d\u548c\u591a\u6a21\u6001\u80fd\u529b\u7684\u63d0\u5347\u662f\u6700\u91cd\u8981\u7684\u4e3b\u7ebf\uff0c4o-mini \u7684\u53d1\u5e03\u5c31\u6bd4\u6700\u65e9\u7684 GPT-4 \u6210\u672c\u4e0b\u964d\u4e86 150 \u500d\uff0c\u5e76\u4e14 OpenAI \u4e5f\u5728\u79ef\u6781\u5730\u5c1d\u8bd5\u65b0\u7684\u4ea7\u54c1\u65b9\u5411\uff1b<\/li>\n<li>Anthropic \u7684\u5173\u6ce8\u70b9\u663e\u7136\u653e\u5728\u4e86\u63a8\u7406\u80fd\u529b\u4e0a\uff0c\u5c24\u5176\u662f\u5728\u4ee3\u7801\u751f\u6210\u80fd\u529b\u4e0a\u4e0b\u529f\u592b\u3002\u5728\u6a21\u578b\u4ea7\u54c1\u7ebf\u4e0a\uff0c\u4e5f\u80fd\u611f\u53d7\u5230 Anthropic \u660e\u786e\u7684\u53d6\u820d\uff0c\u591a\u6a21\u6001\u4e0d\u662f\u5b83\u4eec\u7684\u672a\u6765\u91cd\u5fc3\uff0c\u5c24\u5176\u89c6\u9891\u751f\u6210\u662f\u4e00\u5b9a\u4e0d\u4f1a\u5728\u4ea7\u54c1\u4e2d\u52a0\u5165\u7684\u3002<\/li>\n<\/ul>\n<p>OpenAI \u548c Anthropic \u4e4b\u95f4\u7684\u5dee\u5f02\u65e2\u548c\u521b\u59cb\u4eba\u98ce\u683c\u3001\u56e2\u961f\u6280\u672f\u5ba1\u7f8e\u3001\u5546\u4e1a roadmap \u7b49\u56e0\u7d20\u76f8\u5173\uff0c\u4e5f\u662f LLM \u9886\u57df\u5404\u6d3e\u58f0\u97f3\u7684\u96c6\u4e2d\u5448\u73b0\u3002<\/p>\n<div class=\"js-star yyp--fancyPost\" data-id=\"45\"><\/div>\n<p>\u672c\u7cfb\u5217\u4f1a\u4fdd\u6301\u534a\u5e74\u4e00\u6b21\u7684\u66f4\u65b0\u9891\u7387\uff0c\u5e0c\u671b\u4e3a\u5e02\u573a\u7406\u89e3 LLM \u5e26\u6765\u65b9\u5411\u6027\u542f\u53d1\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/05\/fdb5bfb4-6b3f-11ef-ab80-00163e142b65.png\"><\/p>\n<h2  id=\"toc-1\" class=\"jltoc--item\">01. \u6a21\u578b\u66f4\u65b0<\/h2>\n<h3>OpenAI<\/h3>\n<p><strong>\u4e3b\u7ebf 1\uff1a\u6210\u672c\u4e0b\u964d<\/strong><\/p>\n<p>LLM \u5927\u6a21\u578b\u7684\u6210\u672c\u4e0b\u964d\u8d8b\u52bf\u662f\u975e\u5e38\u660e\u786e\u7684\uff0c\u5728 GPT-3.5 \u548c GPT-4 \u7684\u6a21\u578b\u5b9a\u4ef7\u4e0a\u90fd\u4f53\u73b0\u5f97\u5c24\u5176\u660e\u663e\u3002<\/p>\n<p>4o \u7684\u6a21\u578b\u8bbe\u8ba1\u521d\u8877\u9664\u4e86\u5927\u5bb6\u719f\u77e5\u7684\u591a\u6a21\u6001\u4e4b\u5916\uff0c\u5c31\u662f\u4e3a\u4e86\u63a8\u7406\u6210\u672c\u4f18\u5316\u800c\u8bbe\u8ba1\u7684\u3002\u5728\u8fd9\u57fa\u7840\u4e0a\uff0c\u751a\u81f3 4o-mini \u53ef\u4ee5\u518d\u4e0b\u964d 33 \u500d\u7684\u6210\u672c\uff0c\u8fd9\u4e2a\u6210\u672c\u4e0b\u964d\u5e45\u5ea6\u662f\u975e\u5e38\u60ca\u4eba\u7684\u3002<\/p>\n<p>\u6211\u4eec\u76f8\u4fe1\u672a\u6765\u968f\u7740\u65f6\u95f4\u63a8\u8fdb\u548c\u5de5\u7a0b infra \u7684\u4f18\u5316\uff0c4o \u6a21\u578b\u53ef\u80fd\u8fd8\u6709 10 \u500d\u7684\u6210\u672c\u4e0b\u964d\u7a7a\u95f4\uff0c\u5f88\u591a\u5f53\u524d\u6a21\u578b\u80fd\u529b\u4e0b\u7684 use case \u90fd\u80fd\u8fce\u6765 ROI \u6253\u6b63\u7684\u65f6\u523b\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/08ce504a-6c09-11ef-9237-00163e142b65.png\"><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0a639280-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u540c\u65f6\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cOpenAI \u63a8\u51fa\u4e86\u65b0\u7684 batch API \u65b9\u6848\uff1aAPI \u4e0d\u5b9e\u65f6\u8fd4\u56de\u7ed3\u679c\uff0c\u800c\u662f\u5728\u672a\u6765 24 \u5c0f\u65f6\u5185\u8fd4\u56de\u7ed3\u679c\uff0c\u8fd9\u80fd\u4f7f API \u4ef7\u683c\u6253\u5bf9\u6298\u3002\u8fd9\u9002\u7528\u4e8e\u5bf9\u65f6\u95f4\u4e0d\u654f\u611f\u7684\u5927\u6279\u91cf\u4efb\u52a1\uff0c\u53ef\u4ee5\u5927\u91cf\u8282\u7701\u6210\u672c\u3002\u8fd9\u4e2a\u65b9\u6cd5\u80fd\u964d\u6210\u672c\u662f\u56e0\u4e3a\u76ee\u524d\u7684\u5b9e\u65f6\u63a8\u7406\u4e2d long context \u548c\u77ed\u7684\u4f1a\u653e\u5728\u4e00\u4e2a batch \u4e2d\u5904\u7406\u6d6a\u8d39\u5f88\u591a\u8d44\u6e90\uff0c\u800c\u964d\u4f4e\u5b9e\u65f6\u6027\u80fd\u591f\u5c06\u76f8 context length \u653e\u5728\u4e00\u8d77\u8ba1\u7b97\u6765\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<p>OpenAI \u8fd8\u6ca1\u6709\u63a8\u51fa Anthropic \u4f7f\u7528\u7684 prompt caching\uff0c\u4e0d\u786e\u5b9a\u662f\u5426\u5df2\u7ecf\u7528\u7c7b\u4f3c\u65b9\u5f0f\u8fdb\u884c\u964d\u672c\u4e86\uff1aClaude \u5728 long context \u4e0b\u53ef\u4ee5\u901a\u8fc7\u628a\u90e8\u5206\u5e38\u7528 prompt \u5b58\u5728\u7f13\u5b58\u4e2d\u6765\u8282\u7701 90% \u6210\u672c\uff0c\u964d\u4f4e 85% latency\u3002\u8fd9\u4e2a\u65b9\u6cd5\u5728 RL \u6280\u672f\u8def\u7ebf\u4e0b\u4f1a\u975e\u5e38\u6709\u7528\uff0c\u56e0\u4e3a\u6a21\u578b self-play \u63a2\u7d22\u65f6\u4f1a\u6709\u5927\u91cf\u91cd\u590d context\u3002<\/p>\n<p>\u53e6\u5916 4o \u5bf9\u591a\u8bed\u8a00\u6570\u636e\u7684 tokenizer \u6548\u7387\u63d0\u5347\uff0c\u4e5f\u80fd\u5e26\u6765\u66f4\u4f4e\u7684\u6210\u672c\u3002\u591a\u8bed\u79cd\u5728\u538b\u7f29\u8fc7\u7a0b\u4e2d\u7684 token \u6d88\u8017\u91cf\u90fd\u663e\u8457\u964d\u4f4e\uff0c\u4f8b\u5982\u4e00\u53e5\u8bdd\u539f\u672c\u9700\u8981 34 \u4e2a\u4e2d\u6587 token\uff0c\u73b0\u5728 24 \u4e2a\u5c31\u80fd\u591f\u5b9e\u73b0\u3002<\/p>\n<p><strong>\u4e3b\u7ebf 2\uff1a\u591a\u6a21\u6001\u4ea4\u4e92\u80fd\u529b\u63d0\u5347<\/strong><\/p>\n<p>\u6a21\u578b\u80fd\u529b\u89d2\u5ea6\u4e0a\uff0cOpenAI \u5728\u4eca\u5e74\u4e0a\u534a\u5e74\u6700\u5927\u7684\u8fdb\u5c55\u5728\u591a\u6a21\u6001\u80fd\u529b\u4e0a\uff1a<\/p>\n<p>\u7406\u89e3\u4fa7<\/p>\n<p>1\uff09GPT-4o \u6a21\u578b\u7684\u53d1\u5e03\u5b9e\u73b0\u4e86\u7aef\u5230\u7aef\u7684\u591a\u6a21\u6001\u80fd\u529b\uff0c\u5728\u8bed\u97f3\u5bf9\u8bdd\u548c\u591a\u6a21\u6001\u80fd\u529b\u4e0a\u6709\u660e\u663e\u63d0\u5347\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u4e86\u6210\u672c\u4e14\u6ca1\u6709\u964d\u4f4e\u63a8\u7406\u80fd\u529b\u3002\u5176\u8bed\u97f3\u529f\u80fd\u81f3\u4eca\u4ecd\u672a\u5927\u9762\u79ef\u63a8\u51fa\uff0c advanced mode \u8fd8\u5728\u7f13\u6162 roll out \u4e2d\u3002<\/p>\n<p>speech-to-text\uff1a\u663e\u8457\u9886\u5148\u4e8e Whisper\u3002\u7aef\u5230\u7aef\u6a21\u578b\u5728\u8bed\u97f3\u4e0a\u663e\u793a\u51fa\u4e86\u4e00\u5b9a\u7684 emergent capability\uff0c\u6bd4\u5982\u4f55\u65f6\u80fd\u6253\u65ad\u5e76\u4ecb\u5165\u4e0e\u7528\u6237\u7684\u5bf9\u8bdd\u3002\u7b49\u5927\u89c4\u6a21\u94fa\u5f00\u540e\u5728\u8bed\u97f3\u966a\u4f34\u7b49\u573a\u666f\u7684 PMF \u53ef\u80fd\u8fce\u6765\u65b0\u4e00\u6ce2\u7684\u673a\u4f1a\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0ac4e3d2-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u89c6\u89c9\u7406\u89e3\uff1a\u663e\u8457\u9ad8\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u4f46\u6ca1\u6709\u51fa\u73b0\u591a\u6a21\u6001 unify \u5e26\u6765\u7684\u667a\u80fd\u6d8c\u73b0\u3002\u89c6\u9891\u6570\u636e\u7684\u4fe1\u566a\u6bd4\u592a\u4f4e\uff0c\u5728\u5f53\u524d\u67b6\u6784\u4e0b\u548c\u6587\u672c\u6570\u636e\u653e\u5728\u4e00\u8d77\uff0c\u5e76\u6ca1\u6709\u5e26\u6765\u663e\u8457\u7684\u591a\u6a21\u6001\u667a\u80fd\uff0c\u8fd9\u662f\u591a\u6a21\u6001\u7406\u89e3\u9886\u57df\u4e0a\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0b569674-6c09-11ef-9237-00163e142b65.jpg\"><\/p>\n<p>\u751f\u6210\u4fa7\uff1a<\/p>\n<p>a. \u5728 vision \u65b9\u9762\u53d1\u5e03\u4e86 Sora \u89c6\u9891\u751f\u6210\u6a21\u578b\uff0cSora \u53d1\u5e03\u540e\u89c6\u9891\u751f\u6210\u9886\u57df\u7684 SOTA \u6682\u65f6\u6536\u655b\u5230\u4e86 DiT \u67b6\u6784\u3002\u7531\u4e8e Sora \u76ee\u524d\u8fd8\u5728 demo \u9636\u6bb5\uff0c\u6211\u4eec\u9884\u671f\u4e0b\u534a\u5e74\u4f1a\u53d1\u5e03\u7ed9\u516c\u4f17\u4f7f\u7528\u3002<\/p>\n<p>b. 4o \u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u7aef\u5230\u7aef\u751f\u6210\u6a21\u578b\uff0c\u4e5f\u5728\u63a2\u7d22\u7528\u7aef\u5230\u7aef autoregressive \u7684\u65b9\u5f0f\u751f\u6210\u56fe\u7247\u3002<\/p>\n<h3>Anthropic<\/h3>\n<p><strong>\u4e3b\u7ebf 1\uff1a\u6a21\u578b\u63a8\u7406\u80fd\u529b\u589e\u5f3a<\/strong><\/p>\n<p>2024 \u5e74\u4e0a\u534a\u5e74\uff0cAnthropic \u5728 Claude \u6a21\u578b\u7cfb\u5217\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u30023 \u6708 4 \u65e5\uff0c\u516c\u53f8\u63a8\u51fa\u4e86 Claude 3 \u7cfb\u5217\uff0c\u5305\u62ec Opus\u3001Sonnet \u548c Haiku \u4e09\u4e2a\u7248\u672c\uff0c\u6bcf\u4e2a\u7248\u672c\u90fd\u9488\u5bf9\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\u8fdb\u884c\u4e86\u4f18\u5316\u3002President Daniela Amodei \u5728\u6700\u8fd1\u7684\u4e00\u6b21\u516c\u5f00\u5206\u4eab\u4e2d\u63d0\u5230\uff0c\u4ed6\u4eec\u8bbe\u8ba1\u65f6\u7684\u60f3\u6cd5\u662f \uff1a<\/p>\n<p>\u2022 Opus \u4e3a\u590d\u6742\u63a8\u7406\u3001\u7814\u7a76\u573a\u666f\u8bbe\u8ba1\u3002Opus \u662f\u7b2c\u4e00\u4e2a\u8d85\u8d8a GPT-4 \u7684\u6a21\u578b\uff0c\u4f46\u5b9a\u4ef7\u504f\u9ad8\u6027\u4ef7\u6bd4\u5dee\u3002<\/p>\n<p>\u2022 Sonnet \u662f\u4e3a\u4f01\u4e1a\u5e38\u7528\u9700\u6c42\u5982 RAG \u8bbe\u8ba1\u7684\uff0c\u53ef\u80fd\u662f\u56e0\u6b64\u7b2c\u4e00\u4e2a\u505a\u4e86 3.5 \u7248\u672c\u3002<\/p>\n<p>\u2022 Haiku \u662f\u4e3a\u5b9e\u65f6\u6027\u5f3a\u7684\u5ba2\u670d\u7b49\u5bf9\u8bdd\u573a\u666f\u8bbe\u8ba1\uff08\u7531\u6b64\u63a8\u6d4b\uff0c\u4ed6\u4eec\u4e5f\u53ef\u80fd\u5728 voice \u9886\u57df\u63a8\u51fa\u7aef\u5230\u7aef\u6a21\u578b\uff09\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0bb61edc-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>6 \u6708 21 \u65e5 Anthropic \u53c8\u53d1\u5e03\u4e86 Claude 3.5 Sonnet\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u6027\u80fd\u548c\u80fd\u529b\u3002Anthropic \u8fd8\u9884\u544a\u5c06\u5728 2024 \u5e74\u665a\u4e9b\u65f6\u5019\u63a8\u51fa Claude 3.5 \u7cfb\u5217\uff0c\u5305\u62ec Haiku \u548c Opus \u7248\u672c\u3002Opus \u7248\u672c\u662f\u6700\u503c\u5f97\u671f\u5f85\u7684\uff0c\u770b\u5176\u662f\u5426\u80fd\u591f\u5927\u5e45\u8d85\u8d8a GPT-4 \u7684\u63a8\u7406\u6c34\u5e73\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0c1cf864-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u5728\u6027\u80fd\u65b9\u9762\uff0cClaude \u6a21\u578b\u53d6\u5f97\u4e86\u5f88\u5927\u8fdb\u6b65\u3002<\/p>\n<p>Claude 3.5 Sonnet \u5728\u5f88\u591a\u9886\u57df\u7684\u8868\u73b0\u8d85\u8d8a\u4e86 GPT-4\uff0c\u7279\u522b\u662f\u5728\u7814\u7a76\u751f\u7ea7\u63a8\u7406\u548c\u7f16\u7a0b\u80fd\u529b\u65b9\u9762\u3002\u76f4\u5230 9 \u6708\uff0c\u5176\u4ed6\u6240\u6709\u6a21\u578b\u7684\u66f4\u65b0\u90fd\u65e0\u6cd5\u5728 Coding \u548c\u590d\u6742\u63a8\u7406\u80fd\u529b\u4e0a\u8d85\u8d8a Sonnet 3.5\u3002<\/p>\n<p>\u5176 coding \u80fd\u529b\u63d0\u5347\u4e5f\u5e26\u6765\u4e86\u4e00\u7cfb\u5217 AI coding \u4ea7\u54c1\u7684\u5b9e\u73b0\uff1aCursor \u4f5c\u4e3a IDE \u7684\u5f00\u53d1\u4f53\u9a8c\u4e00\u4e0b\u5b50\u6d41\u7545\u4e86\u5f88\u591a\uff0c\u751a\u81f3 Websim \u8fd9\u6837\u5728\u4e0a\u534a\u5e74\u770b\u8d77\u6765\u662f toy project \u7684\u4ea7\u54c1\u5728\u73b0\u5728\u4e5f\u6709\u4e86\u4e0d\u9519\u7684\u6548\u679c\u3002\u80cc\u540e\u539f\u56e0\u90fd\u662f Claude Sonnet 3.5 \u80fd\u751f\u6210\u4e0a\u767e\u884c\u7684\u53ef\u9760\u4ee3\u7801\uff0c\u800c\u4e4b\u524d\u7684 SOTA \u6a21\u578b\u53ea\u80fd\u751f\u6210 20 \u884c\u5de6\u53f3\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0c7e7b7a-6c09-11ef-9237-00163e142b65.jpg\"><\/p>\n<p>\u6a21\u578b\u7684\u5176\u4ed6\u7ef4\u5ea6\u80fd\u529b\u4e5f\u5728\u5404\u4e2a use case \u5f97\u5230\u4e86\u5168\u9762\u6269\u5c55\u3002Claude 3.5 Sonnet \u7684\u63a8\u7406\u901f\u5ea6\u662f Claude 3 Opus \u7684\u4e24\u500d\uff0c\u53ef\u4ee5\u5904\u7406 200K token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u76f8\u5f53\u4e8e\u7ea6 500 \u9875\u6587\u6863\u7684\u5185\u5bb9\u3002\u591a\u6a21\u6001\u80fd\u529b\u4e5f\u5f97\u5230\u663e\u8457\u589e\u5f3a\uff0c\u7279\u522b\u662f\u5728\u89c6\u89c9\u7406\u89e3\u65b9\u9762\uff0c\u5305\u62ec\u56fe\u8868\u89e3\u8bfb\u548c\u4ece\u4e0d\u5b8c\u7f8e\u56fe\u50cf\u4e2d\u51c6\u786e\u8f6c\u5f55\u6587\u672c\u7684\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0cf9b416-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p><strong>\u4e3b\u7ebf 2\uff1a\u6a21\u578b\u62df\u4eba\u80fd\u529b\u589e\u5f3a<\/strong><\/p>\n<p>Anthropic \u9996\u6b21\u5728 Claude 3 \u7cfb\u5217\u4e2d\u5f15\u5165\u4e86&#8221;\u6027\u683c\u8bad\u7ec3&#8221;\uff08Character Training\uff09\uff0c\u8fd9\u9879\u80fd\u529b\u662f\u5728 post training \u52a0\u5165\u7684\u3002\u8fd9\u9879\u521b\u65b0\u65e8\u5728\u8d4b\u4e88\u6a21\u578b\u826f\u597d\u7684\u6027\u683c\u7279\u5f81\uff0c\u901a\u8fc7\u751f\u6210\u6570\u636e\u548c\u81ea\u6211\u6392\u5e8f\u6765\u5185\u5316\u8fd9\u4e9b\u7279\u5f81\u3002\u8fd9\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u5438\u5f15\u529b\u548c\u4e92\u52a8\u6027\uff0c\u7528\u6237\u53cd\u9988\u4e5f\u8868\u660e\u4e0e\u6a21\u578b\u7684\u5bf9\u8bdd\u53d8\u5f97\u66f4\u52a0\u6709\u8da3\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0d8449f0-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u8bad\u7ec3\u65b9\u5f0f\uff1a\u9996\u5148\u8981\u6c42 Claude \u751f\u6210\u5404\u79cd\u4e0e\u7279\u5b9a\u6027\u683c\u7279\u5f81\u76f8\u5173\u7684\u4eba\u7c7b\u6d88\u606f\u2014\u2014\u4f8b\u5982\uff0c\u5173\u4e8e\u4ef7\u503c\u89c2\u7684\u95ee\u9898\u6216\u5173\u4e8e Claude \u81ea\u8eab\u7684\u95ee\u9898\u3002\u7136\u540e\u5411 Claude \u5c55\u793a\u8fd9\u4e9b\u6027\u683c\u7279\u5f81\uff0c\u5e76\u8ba9\u5b83\u9488\u5bf9\u6bcf\u6761\u6d88\u606f\u4ea7\u751f\u7b26\u5408\u5176\u6027\u683c\u7684\u4e0d\u540c\u56de\u5e94\u3002\u4e4b\u540e\uff0cClaude \u4f1a\u6839\u636e\u6bcf\u4e2a\u56de\u5e94\u4e0e\u5176\u6027\u683c\u7684\u5951\u5408\u7a0b\u5ea6\u5bf9\u8fd9\u4e9b\u56de\u7b54\u8fdb\u884c\u6392\u5e8f\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u56de\u7b54\u7684\u6392\u5e8f\u8bad\u7ec3\u4e00\u4e2a\u504f\u597d\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u6559\u5bfc Claude \u5185\u5316\u5176\u6027\u683c\u7279\u5f81\uff0c\u800c\u65e0\u9700\u4eba\u7c7b\u7684\u4ea4\u4e92\u6216\u53cd\u9988\u3002<\/p>\n<p>\u5c3d\u7ba1\u8fd9\u4e2a\u8bad\u7ec3\u6d41\u7a0b\u4ec5\u4f7f\u7528 Claude \u81ea\u8eab\u751f\u6210\u7684\u5408\u6210\u6570\u636e\uff0c\u4f46\u6784\u5efa\u548c\u8c03\u6574\u8fd9\u4e9b\u7279\u5f81\u4ecd\u7136\u662f\u4e00\u4e2a\u76f8\u5bf9\u624b\u52a8\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u4eba\u7c7b\u7814\u7a76\u4eba\u5458\u5bc6\u5207\u68c0\u67e5\u6bcf\u4e2a\u7279\u5f81\u5982\u4f55\u6539\u53d8\u6a21\u578b\u7684\u884c\u4e3a\u3002<\/p>\n<p>\u8fd9\u4e2a\u65b9\u5411\u7ed3\u5408\u4ed6\u4eec\u7684 interpretability \u7684\u7814\u7a76\uff0c\u53ef\u4ee5\u770b\u5230\u4ed6\u4eec\u5728\u6a21\u578b\u7684\u53ef\u63a7\u6027\u4e0a\u4e0b\u4e86\u5f88\u591a\u529f\u592b\u3002<\/p>\n<p>\u7528\u6237\u8bc4\u4ef7<\/p>\n<p>\u6211\u4eec\u4e5f\u6536\u96c6\u4e86\u4e00\u7cfb\u5217\u7528\u6237\u5bf9 4o \u6a21\u578b\u548c Claude 3.5 \u7684\u7528\u6237\u4f7f\u7528\u8bc4\u4ef7\uff1a<\/p>\n<p>GPT-4o \u4f18\u52bf\uff1a<\/p>\n<ul>\n<li>\u901f\u5ea6\u5feb\uff0c\u54cd\u5e94\u8fc5\u901f\uff1a\u5728 iOS \u5e94\u7528\u4e2d\u4f7f\u7528 GPT-4o \u65f6\uff0c\u51e0\u4e4e\u611f\u89c9\u4e0d\u5230\u5ef6\u8fdf\uff0c\u80fd\u591f\u5b9e\u73b0\u7c7b\u4f3c\u5b9e\u65f6\u5bf9\u8bdd\u7684\u4f53\u9a8c\u3002<\/li>\n<li>\u591a\u6a21\u6001\u80fd\u529b\u5f3a\uff1aGPT-4o \u6709\u66f4\u5b8c\u5907\u7684\u8bed\u97f3\u5bf9\u8bdd\u548c\u56fe\u7247\u8bc6\u522b\u80fd\u529b\uff0c\u4e14\u8bed\u97f3\u8bc6\u522b\u51c6\u786e\u5ea6\u3001\u5bf9\u8bdd\u667a\u80fd\u5ea6\u5f88\u9ad8\uff0c\u8fd8\u6709\u521b\u4f5c\u56fe\u7247\u7684\u80fd\u529b\u3002<\/li>\n<li>\u5728\u4e00\u822c\u5bf9\u8bdd\u548c\u7b80\u5355\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\u3002<\/li>\n<li>ROI \u9ad8\uff1a\u7528\u6237\u666e\u904d\u8868\u793a\uff0c\u5bf9\u4e8e\u9700\u8981\u9891\u7e41\u4f7f\u7528 AI \u4f46\u9884\u7b97\u6709\u9650\u7684\u60c5\u51b5\uff0cGPT-4o \u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u6027\u4ef7\u6bd4\u3002<\/li>\n<\/ul>\n<p>GPT-4o \u52a3\u52bf\uff1a<\/p>\n<ul>\n<li>\u5728\u590d\u6742\u63a8\u7406\u3001\u6570\u5b66\u548c\u7f16\u7a0b\u4efb\u52a1\u4e2d\u8868\u73b0\u4e0d\u4f73 \uff1a\u4f8b\u5982\u6709\u7528\u6237\u63d0\u5230\u5728\u4f7f\u7528 GPT-4o \u7f16\u5199 C++\u7684\u7c7b\u578b\u5b9a\u4e49\u65f6\uff0c4o \u4e0d\u80fd\u7279\u522b\u597d\u7684\u7406\u89e3\u590d\u6742\u9700\u6c42\u3002<\/li>\n<li>\u8f93\u51fa\u5197\u957f\uff0c\u5e38\u5ffd\u89c6\u7b80\u6d01\u6307\u4ee4\uff1a\u5373\u4f7f\u7528\u6237\u660e\u786e\u8981\u6c42\u7b80\u77ed\u56de\u7b54\uff0cGPT-4o \u4ecd\u503e\u5411\u4e8e\u63d0\u4f9b\u8be6\u7ec6\u89e3\u91ca\uff0c\u6709\u65f6\u751a\u81f3\u91cd\u5199\u6574\u4e2a\u6bb5\u843d\/\u4ee3\u7801\u5757\u800c\u975e\u53ea\u7ed9\u51fa\u5fc5\u8981\u4fee\u6539\u3002<\/li>\n<li>\u5728\u4e13\u4e1a\u95ee\u9898\u4e0b\u4e0d\u5982\u65e9\u671f\u7684 GPT-4 \u7248\u672c\uff1a\u4e00\u4e9b\u7528\u6237\u63d0\u5230\u5728\u5904\u7406\u7279\u5b9a\u9886\u57df\u7684\u4e13\u4e1a\u95ee\u9898\u65f6\uff0cGPT-4o \u7684\u8868\u73b0\u4e0d\u5982\u65e9\u671f\u7684 GPT-4 \u6a21\u578b\uff0c\u53ef\u80fd\u548c\u5176\u6a21\u578b\u8fdb\u884c\u91cf\u5316\u964d\u6210\u672c\u6709\u5173\u3002<\/li>\n<\/ul>\n<p>Claude 3.5 Sonnet \u4f18\u52bf\uff1a<\/p>\n<ul>\n<li>\u5728\u590d\u6742\u63a8\u7406\u3001\u957f\u6587\u672c\u5904\u7406\u548c\u7f16\u7a0b\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff1a\u591a\u4f4d\u7528\u6237\u63d0\u5230 Claude \u5728\u5904\u7406 C#\u548c C++\u7b49\u7f16\u7a0b\u8bed\u8a00\u7684\u590d\u6742\u4efb\u52a1\u65f6\u8868\u73b0\u51fa\u8272\uff0c\u80fd\u591f\u51c6\u786e\u7406\u89e3\u548c\u6267\u884c\u590d\u6742\u6307\u4ee4\u3002<\/li>\n<li>\u66f4\u597d\u5730\u9075\u5faa\u590d\u6742\u6307\u4ee4\uff1a\u7528\u6237\u53d1\u73b0 Claude \u80fd\u591f\u51c6\u786e\u6267\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5982\u5728\u5b66\u672f\u7814\u7a76\u4e2d\u6309\u7279\u5b9a\u683c\u5f0f\u751f\u6210\u62a5\u544a\u5e76\u540c\u65f6\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002<\/li>\n<li>\u521b\u610f\u5199\u4f5c\u548c\u4eba\u6027\u5316\u4ea4\u6d41\u80fd\u529b\u5f3a \u7528\u6237\u8868\u793a Claude \u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u548c\u6a21\u4eff\u7279\u5b9a\u7684\u5199\u4f5c\u98ce\u683c\uff0c\u4ea7\u751f\u7684\u5185\u5bb9\u5f80\u5f80\u66f4\u8d34\u8fd1\u4eba\u7c7b\u4f5c\u8005\u7684\u6c34\u5e73\u3002<\/li>\n<li>\u5728 C#\u3001C++\u7b49\u7279\u5b9a\u7f16\u7a0b\u8bed\u8a00\u4e2d\u8868\u73b0\u51fa\u8272\uff1a\u4e00\u4f4d\u7528\u6237\u63d0\u5230\uff0c\u5728\u4f7f\u7528 Claude \u91cd\u5199 C#\u65b9\u6cd5\u65f6\uff0c\u751f\u6210\u7684\u4ee3\u7801\u901a\u5e38\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<p>Claude 3.5 Sonnet \u52a3\u52bf\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u5916\u90e8\u80fd\u529b\u5c40\u9650\uff1aClaude \u65e0\u6cd5\u751f\u6210\u56fe\u50cf\uff0c\u6ca1\u6709\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22\u529f\u80fd\uff0c\u4e5f\u6ca1\u6709\u8bed\u97f3\u4ea4\u4e92\u7684\u80fd\u529b\u3002<\/li>\n<li>\u67d0\u4e9b\u7528\u6237\u53cd\u6620\u6700\u8fd1\u6027\u80fd\u6709\u6240\u4e0b\u964d\uff1a\u6709\u7528\u6237\u63d0\u5230 Claude \u5728\u67d0\u4e9b\u7279\u5b9a\u9886\u57df\u7684\u56de\u7b54\u8d28\u91cf\u4e0d\u5982\u4ee5\u524d\u51c6\u786e\uff0c\u53ef\u80fd\u662f\u7531\u4e8e\u6210\u672c\u4f18\u5316\u5bfc\u81f4\u7684\u3002<\/li>\n<\/ul>\n<h2  id=\"toc-2\" class=\"jltoc--item\">02. \u4ea7\u54c1\u8fdb\u5c55<\/h2>\n<h3>OpenAI<\/h3>\n<p>\u7528\u6237\u6570\u636e\u4e0a\u6da8\uff1a\u591a\u6a21\u6001\u5e26\u52a8\u4ea4\u4e92\u521b\u65b0\uff0c4o \u8ba9\u4ea7\u54c1\u518d\u5ea6\u6269\u5708\u3002<\/p>\n<p>1\uff09ChatGPT \u7528\u91cf\u968f 4o \u7684\u53d1\u5e03\u5927\u5e45\u589e\u957f\uff1a<\/p>\n<p>a. OpenAI \u7684\u8bbf\u95ee\u91cf\u81ea 2023 \u5e74 5 \u6708\u8fbe\u5230\u5cf0\u503c\u540e\uff0c\u56e0\u4e3a\u6691\u5047\u5f00\u59cb\u4e0b\u964d\uff0c\u540e\u7eed\u53d8\u8fdb\u5165\u6ce2\u52a8\uff0c\u76f4\u5230\u4eca\u5e74 5 \u6708 GPT-4o &nbsp;\u53d1\u5e03\u540e\u518d\u6b21\u98d9\u5347\uff0c\u5728 2024 \u5e74 6 \u6708\u7684\u8bbf\u95ee\u91cf\u8fbe\u5230 2.9 \u4ebf\u6b21\uff0c\u6bd4 2024 \u5e74 5 \u6708\u589e\u957f\u4e86 15.6%\uff0c\u800c 2024 \u5e74 5 \u6708\u5219\u6bd4\u5386\u53f2\u6700\u9ad8\u503c\u589e\u957f\u4e86 40%\uff082023 \u5e74 5 \u6708\uff09\uff0cGPT-4o \u5bf9\u7528\u6237\u91cf\u7684\u62c9\u52a8\u662f\u6781\u4e3a\u660e\u663e\u7684\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0de4ec88-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>b. \u53bb\u5e74\u8bbf\u95ee\u91cf\u5728\u590f\u5b63\u4e0b\u964d\uff0c\u4eca\u5e74\u6ca1\u6709\u51fa\u73b0\u8fd9\u79cd\u8d8b\u52bf\uff0c\u4e3b\u8981\u5f97\u76ca\u4e8e GPT-4o \u63a8\u51fa\uff0cOpenAI \u80fd\u591f\u6301\u7eed\u4fdd\u7559\u548c\u5438\u5f15\u65b0\u7528\u6237\u3002\uff08\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4e5f\u5f97\u76ca\u4e8e GPT-4o \u591a\u6a21\u6001\u80fd\u529b\u4f7f\u5f97 ChatGPT \u8fdb\u4e00\u6b65\u5411\u751f\u6d3b\u573a\u666f\u62d3\u5c55\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u4e00\u4e2a\u6548\u7387\u5de5\u4f5c\u4ea7\u54c1\uff09\u3002\u4f46\u8282\u65e5\u8d8b\u52bf\u5728\u5176\u4ed6\u4ea7\u54c1\u4e0a\u8fd8\u662f\u660e\u663e\u5b58\u5728\u7684\uff1aC.AI \u6d41\u91cf\u4e0a\u5347\uff0cPerplexity \u6d41\u91cf\u4e0b\u964d\u3002<\/p>\n<p>c. \u622a\u6b62\u5230\u4eca\u5e74 6 \u6708\u7684 Web MAU \u7ea6\u4e3a 2.3 \u4ebf\uff0c\u79fb\u52a8\u7aef DAU \u7ea6\u4e3a 320 \u4e07\u3002<\/p>\n<p>2\uff09\u653e\u5728\u641c\u7d22\u5f15\u64ce\u8bed\u5883\u4e0b\uff0cChatGPT \u7684\u7528\u91cf\u6301\u7eed\u8d85\u8d8a Bing \u548c Perplexity\uff0c\u4e0e Google \u4ecd\u6709\u91cf\u7ea7\u4e0a\u7684\u5dee\u8ddd\uff0c\u4f46\u5f00\u59cb\u9010\u6e10\u8695\u98df\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u7684\u5fc3\u667a\u3002<\/p>\n<p>\u5c3d\u7ba1 Google \u6574\u4f53\u641c\u7d22\u4efd\u989d\u8fd8\u6bd4\u8f83\u7a33\u5b9a\u5728 91%+\uff0c\u4f46\u5176\u684c\u9762\u7aef\u88ab\u62ff\u4efd\u989d\u7684\u8d8b\u52bf\u6bd4\u8f83\u660e\u663e\uff0c\u7f8e\u56fd\u548c\u5168\u7403\u6570\u636e\u90fd\u662f\u8fd9\u4e2a\u8d8b\u52bf\u3002ISI \u53d1\u5e03\u4e86\u4e00\u4efd\u62a5\u544a\u4ecb\u7ecd\u4ed6\u4eec\u5bf9 1000 \u591a\u540d\u6d88\u8d39\u8005\u7684\u8c03\u67e5\u7ed3\u679c\u3002\u4ed6\u4eec\u6ce8\u610f\u5230\uff0c\u4ece6\u6708\u52308\u6708\uff0cGoogle \u4f5c\u4e3a\u9996\u9009\u641c\u7d22\u5f15\u64ce\u7684\u4efd\u989d\u4ece80%\u4e0b\u964d\u523074%\uff0c\u800cChatGPT\u7684\u4efd\u989d\u4ece1%\u589e\u52a0\u52308%\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0e582de2-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u2022 6 \u6708\u4efd ChatGPT \/ Perplexity \u6d41\u91cf\u7565\u964d\uff0cClaude \u6709\u4e2a\u8df3\u6da8\uff0c\u548c Sonnet 3.5 \u6a21\u578b\u80fd\u529b\u663e\u8457\u63d0\u5347\u6709\u5173\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0ec4bf34-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>3\uff09\u5bf9 AI \u4ea7\u54c1\u6d41\u91cf\u548c\u5546\u4e1a\u6a21\u5f0f\u7684\u601d\u8003<\/p>\n<p>a. \u5728 AI \u65f6\u4ee3\u6d41\u91cf\u6700\u5927\u7684\u4ea7\u54c1\u4e0d\u4e00\u5b9a\u4ea7\u751f\u6700\u5927\u7684\u4ef7\u503c\uff0c\u5b8c\u6210\u4efb\u52a1\u7684\u96be\u5ea6\u66f4\u91cd\u8981\u3002\u8fd9\u4e2a\u89c2\u70b9\u7684\u524d\u63d0\u662f\u5e7f\u544a\u6a21\u5f0f\u4e0d\u662f AI \u65f6\u4ee3\u6700\u540e\u7684 business model\u3002<\/p>\n<p>b. \u5927\u6a21\u578b\u516c\u53f8\u7684\u5546\u4e1a\u6a21\u5f0f\u4e0d\u6bd4\u79fb\u52a8\u4e92\u8054\u7f51\u7b80\u5355\uff0c\u66f4\u50cf\u4f20\u7edf\u96f6\u552e\u7684\u5e93\u5b58\u6a21\u5f0f\uff1a\u8d44\u6e90\u90fd\u5206\u914d\u7ed9\u8bad\u7ec3\u7528\u6237\u7528\u4e0d\u4e0a\u4ea7\u54c1\uff0c\u90a3\u5c31\u662f\u5e93\u5b58\u79ef\u538b\uff1b\u8d44\u6e90\u7ed9\u63a8\u7406\u592a\u591a\u6a21\u578b\u80fd\u529b\u8ddf\u4e0d\u4e0a\uff0c\u662f\u5e93\u5b58\u77ed\u7f3a\u3002<\/p>\n<p>c. \u76ee\u524d\u770b\u5230\u7684\u5927\u6a21\u578b\u516c\u53f8\u5546\u4e1a\u6a21\u5f0f\uff0c\u8981\u660e\u663e\u6bd4\u4e92\u8054\u7f51\u5e7f\u544a\u548c\u8f6f\u4ef6\u8ba2\u9605\u7684\u5546\u4e1a\u6a21\u5f0f\u5dee\u5f88\u591a\u3002\u540e\u4e24\u8005\u6700\u91cd\u8981\u7684\u7279\u5f81\u662f \u2460 \u63d0\u4f9b\u670d\u52a1\u7684\u8fb9\u9645\u6210\u672c\u51e0\u4e4e\u662f\u96f6\uff0c\u6216\u662f\u6301\u7eed\u663e\u8457\u4e0b\u964d\u3002\u2461 \u9ecf\u6027\/\u7528\u6237\u7559\u5b58\u6781\u5f3a\u3002\u610f\u5473\u7740\u4f01\u4e1a\u53ea\u8981\u6295\u5165\u5efa\u7acb\u5e73\u53f0\/\u8f6f\u4ef6\u4ea7\u54c1\u53ca\u83b7\u5ba2\uff0c\u540e\u7eed\u6536\u5165\u7684\u5229\u6da6\u7387\u6781\u9ad8\uff0c\u4e14\u6301\u7eed\u6027\u5f88\u5f3a\u3002\u5927\u6a21\u578b\u65e0\u8bba\u662f API \u8fd8\u662f\u8ba2\u9605\u5236\uff0c\u5b9a\u4ef7\u7aef\u5f88\u96be\u63d0\u4ef7\uff0c\u800c\u968f\u7740\u6a21\u578b\u80fd\u529b\u589e\u5f3a\uff0c\u7528\u6237query\/\u4efb\u52a1\u4f1a\u66f4\u52a0\u590d\u6742\uff0c\u670d\u52a1\u7528\u6237\u9700\u6c42\u7684\u6210\u672c\u8fd8\u53ef\u80fd\u662f\u4e0a\u5347\u7684\u3002<\/p>\n<p>\u4ece\u751f\u4ea7\u529b\u52a9\u624b\u5230 Agent \u63a2\u7d22\uff1a<\/p>\n<p>feature \u66f4\u65b0\u548c\u6536\u8d2d\u5e76\u884c<\/p>\n<p>\u6839\u636e chatgpt \u4eca\u5e74 1 \u6708-7 \u6708\u7684\u4ea7\u54c1\u5347\u7ea7\uff0c\u53ef\u4ee5\u53d1\u73b0\u5982\u4e0b\u51e0\u4e2a\u8d8b\u52bf\uff0c\u4ed6\u4eec\u662f\u660e\u663e\u5728\u4ece\u751f\u4ea7\u529b\u52a9\u624b\u5f80 agent \u65b9\u5411\u5728\u63a2\u7d22\uff1a<\/p>\n<p>\u2022 \u65b0\u7684\u4ea4\u4e92\u6a21\u5f0f\u5df2\u7ecf\u6709\u4e86\u96cf\u5f62\uff0c\u5728\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u5e94\u7528\u573a\u666f\u5927\u5927\u6269\u5bbd\uff1a\u901a\u8fc7\u5bf9\u591a\u6a21\u6001\u80fd\u529b\u7684\u4e0d\u65ad\u5f3a\u5316\uff0c\u76ee\u524d\u80fd\u591f\u5bf9\u56fe\u7247\u8fdb\u884c\u89e3\u8bfb\u3001\u7ffb\u8bd1\u548c\u63a8\u8350\u3001\u5b9e\u65f6\u8bed\u97f3\u4ea4\u6d41\u3001\u5c4f\u5e55\u8bfb\u53d6\u529f\u80fd\u3002<\/p>\n<p>\u2022 \u5de5\u4f5c\u6548\u7387\u4ea7\u54c1\u9010\u6e10\u5b8c\u5584\uff1a\u9488\u5bf9\u6570\u636e\u5206\u6790\u9700\u6c42\uff0cChatGPT \u65b0\u589e\u4e86\u4e0e\u4e91\u5b58\u50a8\u670d\u52a1\u5982 Google Drive \u548c Microsoft OneDrive \u7684\u76f4\u63a5\u96c6\u6210\uff0c\u4ee5\u53ca\u5b9e\u65f6\u8868\u683c\u4ea4\u4e92\u548c\u53ef\u5b9a\u5236\u7684\u56fe\u8868\u529f\u80fd\u3002<\/p>\n<p>\u2022 \u5728\u9010\u6b65\u642d\u5efa\u751f\u6001\u7cfb\u7edf\uff0c\u5c3d\u53ef\u80fd\u591a\u7684\u5e73\u53f0\u6574\u5408\uff1a\u4e0e\u82f9\u679c\u7b49\u5927\u5e73\u53f0\u7684\u6574\u5408\uff0c\u63a8\u51fa\u684c\u9762\u7248\uff0c\u63d0\u5347\u4e86\u5728\u4e0d\u540c\u64cd\u4f5c\u7cfb\u7edf\u548c\u5e94\u7528\u4e2d\u7684\u53ef\u7528\u6027\u548c\u7528\u6237\u63a5\u89e6\u70b9\u3002<\/p>\n<p>\u2022 memory \u529f\u80fd\u52a0\u5165\uff1a\u76ee\u524d\u8fd8\u53ea\u662f\u628a\u6587\u5b57\u5185\u5bb9\u603b\u7ed3\u6210\u7b80\u5355\u7684\u4e00\u4e2a\u6807\u7b7e\u653e\u8fdb system prompt\u3002\u4e0b\u4e00\u6b65\u7ed3\u5408 Rockset \u7684\u6536\u8d2d\u53ef\u80fd\u4e3a\u5916\u90e8\u4e92\u8054\u7f51\u548c\u6bcf\u4e2a\u7528\u6237\u7684\u804a\u5929\u8bb0\u5f55\u5efa\u7acb index\uff0c\u505a\u5230\u66f4\u5f3a\u7684\u4e2a\u6027\u5316\u3002<\/p>\n<p>\u540c\u65f6\u4e5f\u503c\u5f97\u5206\u6790\u4e00\u4e0b\u4ed6\u4eec\u662f\u6536\u8d2d\u4e09\u5bb6\u516c\u53f8\u7684\u4ef7\u503c\uff0c\u548c\u4ed6\u4eec\u5b9e\u73b0 agent \u7684\u613f\u666f\u9ad8\u5ea6\u76f8\u5173\uff1a<\/p>\n<p>1\uff09Rockset\uff082024 \u5e74 6 \u6708\u6536\u8d2d\uff09\uff1a<\/p>\n<p>Rockset \u662f\u4e00\u5bb6\u4e13\u6ce8\u4e8e\u5b9e\u65f6\u5206\u6790\u6570\u636e\u5e93\u7684\u516c\u53f8\uff0c\u4ee5\u5176\u5148\u8fdb\u7684\u6570\u636e\u7d22\u5f15\u548c\u67e5\u8be2\u80fd\u529b\u800c\u95fb\u540d\uff0c\u6210\u7acb\u4e8e 2016 \u5e74\u3002OpenAI \u6536\u8d2d Rockset \u7684\u6218\u7565\u52a8\u673a\u4e3b\u8981\u662f\u4e3a\u4e86\u589e\u5f3a\u5176\u68c0\u7d22\u57fa\u7840\u8bbe\u65bd\u3002\u8fd9\u5c06\u4f7f OpenAI \u80fd\u591f\u63d0\u4f9b\u66f4\u5f3a\u5927\u548c\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\uff0c\u7279\u522b\u662f\u5728\u5b9e\u65f6\u641c\u7d22\u548c RAG \u4e0a\u3002\u6b64\u6b21\u6536\u8d2d\u9884\u8ba1\u5c06\u663e\u8457\u63d0\u5347 OpenAI \u5728\u6570\u636e retrieval\u3001\u5206\u6790\u548c\u68c0\u7d22\u65b9\u9762\u7684\u80fd\u529b\uff0c\u4f7f\u5176 AI \u89e3\u51b3\u65b9\u6848\u66f4\u52a0\u5f3a\u5927\uff0c\u80fd\u66f4\u597d\u5730\u54cd\u5e94\u5b9e\u65f6\u6570\u636e\u9700\u6c42\u3002\u8fd9\u4e5f\u589e\u5f3a\u4e86 OpenAI \u5728\u4e0e\u5176\u4ed6 AI \u6a21\u578b\u63d0\u4f9b\u5546\u548c\u5168\u6808\u751f\u6210 AI \u5e73\u53f0\u7ade\u4e89\u65f6\u7684\u6280\u672f\u5b9e\u529b\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u672a\u6765\u7684 agent \u4e2d\u6700\u5173\u952e\u7684\u5de5\u7a0b\u8bbe\u8ba1\u5728\u4e8e memory \u7684\u8bbe\u8ba1\uff0c\u524d\u9762\u8fd9\u5957\u5728 RAG \u548c search \u7684\u65b9\u6848\u4e5f\u53ef\u4ee5\u7528\u5728\u672a\u6765 agent \u7684\u8bb0\u5fc6\u673a\u5236\u4e0a\u3002<\/p>\n<p>2\uff09Multi\uff08\u539f Remotion\uff0c2024 \u5e74 6 \u6708\u6536\u8d2d\uff09\uff1a<\/p>\n<p>Multi \u662f\u4e00\u5bb6\u5f00\u53d1\u5b9e\u65f6\u534f\u4f5c\u5de5\u5177\u7684\u521d\u521b\u516c\u53f8\uff0c\u5141\u8bb8\u7528\u6237\u5171\u4eab\u5c4f\u5e55\u5e76\u5728\u7f16\u7801\u7b49\u4efb\u52a1\u4e0a\u534f\u540c\u5de5\u4f5c\u3002OpenAI \u6536\u8d2d Multi \u7684\u6218\u7565\u76ee\u7684\u662f\u5229\u7528\u5176\u6280\u672f\u6765\u589e\u5f3a\u8fdc\u7a0b\u534f\u4f5c\u80fd\u529b\u548c AI \u9a71\u52a8\u7684\u5185\u5bb9\u6458\u8981\u529f\u80fd\u3002\u8fd9\u4e0e OpenAI \u901a\u8fc7 AI \u6539\u5584\u56e2\u961f\u534f\u4f5c\u548c\u751f\u4ea7\u529b\u7684\u66f4\u5e7f\u6cdb\u76ee\u6807\u76f8\u4e00\u81f4\u3002\u8fd9\u6b21\u6536\u8d2d\u7684\u4e00\u4e2a\u91cd\u8981\u610f\u4e49\u53ef\u80fd\u662f\u5b9e\u73b0\u672a\u6765\u4eba\u4e0e AI agent \u5728\u5c4f\u5e55\u524d\u7684\u5171\u540c\u534f\u4f5c\u3002<\/p>\n<p>3\uff09Global Illumination\uff082023 \u5e74 8 \u6708\u6536\u8d2d\uff09\uff1a<\/p>\n<p>Global Illumination \u662f\u4e00\u5bb6\u4e13\u6ce8\u4e8e\u521b\u610f\u5de5\u5177\u3001\u57fa\u7840\u8bbe\u65bd\u548c\u6570\u5b57\u4f53\u9a8c\u7684\u516c\u53f8\uff0c\u7531\u6765\u81ea Instagram\u3001Facebook\u3001YouTube\u3001Google\u3001Pixar \u548c Riot Games \u7684\u524d\u5173\u952e\u8bbe\u8ba1\u5e08\u521b\u7acb\u3002\u6536\u8d2d Global Illumination \u7684\u76ee\u7684\u662f\u589e\u5f3a OpenAI \u7684\u6838\u5fc3\u4ea7\u54c1\uff0c\u5305\u62ec ChatGPT\u3002\u6b64\u5916\u6211\u4eec\u4e5f\u731c\u60f3\uff0c\u4ed6\u4eec\u4e4b\u524d\u7684\u4ea7\u54c1\u4e5f\u53ef\u80fd\u9002\u5408\u6210\u4e3a virtual agent \u7684\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u7684\u4ea4\u4e92\u73af\u5883\u3002<\/p>\n<h3>Anthropic<\/h3>\n<p>\u4ea4\u4e92\uff1aArtifact \u65f6\u8f6f\u4ef6\u751f\u6210 task engine \u7684\u65e9\u671f\u5f62\u6001<\/p>\n<p>Artifacts \u662f\u6211\u4eec\u4f7f\u7528 Claude \u4ea7\u54c1\u65f6\u4f1a\u51fa\u73b0\u7684\u52a8\u6001 workspace\uff0c\u80fd\u628a\u6211\u4eec\u9700\u8981\u5b8c\u6210\u7684\u4efb\u52a1\u8f6c\u6362\u6210\u4ee3\u7801\uff0c\u5e76\u7528\u4ee3\u7801\u7684\u65b9\u5f0f\u6765\u5b9e\u73b0\u57fa\u7840\u7684\u4efb\u52a1\u3002\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u5b83\u662f OpenAI Code Interpreter \u57fa\u7840\u4e0a\u5bf9 UI\/UX \u7684\u521b\u65b0\u3002<\/p>\n<p>Claude \u56e2\u961f\u7ed9 Artifact \u7684\u672a\u6765\u5b9a\u4f4d\u662f\u4f01\u4e1a\u56e2\u961f\u5c06\u80fd\u591f\u5b89\u5168\u5730\u5c06\u4ed6\u4eec\u7684\u77e5\u8bc6\u3001\u6587\u6863\u548c\u6b63\u5728\u8fdb\u884c\u7684\u5de5\u4f5c\u96c6\u4e2d\u5728\u4e00\u4e2a Artifact \u8fd9\u4e2a workspace \u4e2d\u8fdb\u884c\u4ea4\u4e92\uff0c\u800c Claude \u5219\u6839\u636e\u9700\u6c42\u4f5c\u4e3a copilot \u5bf9\u8fd9\u4e2aworkspace \u8fdb\u884c\u4ea4\u4e92\u3002\u6240\u4ee5\u53ef\u4ee5\u8ba4\u4e3a Artifact \u662f Anthropic \u56e2\u961f\u5bf9\u4e0b\u4e00\u4ee3 AI-native \u534f\u4f5c\u5e73\u53f0\u548c\u5de5\u4f5c\u6d41\u7684\u60f3\u8c61\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u4f7f\u7528\u573a\u666f\u4e2d\uff0c\u73b0\u5728\u8fd8\u662f\u5f00\u53d1\u8005\u4f7f\u7528 artifact \u5236\u4f5c\u521d\u6b65\u4ee3\u7801\u6bd4\u8f83\u591a\uff1a<\/p>\n<p>\u2022 \u793a\u4f8b\u4e00\uff1a\u4e00\u884c prompt \u5236\u4f5c\u65e5\u5386 app\uff0cartifact \u76f4\u63a5\u5448\u73b0\u51fa code \u548c UI\uff0c\u4e0d\u9700\u8981\u81ea\u5df1\u52a8\u624b\u5199\u57fa\u7840\u4ee3\u7801<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/0f378b0e-6c09-11ef-9237-00163e142b65.png\"><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/1052f532-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u2022 \u793a\u4f8b\u4e8c\uff1a\u4e0a\u4f20\u4e00\u672c\u4e66\u540e\uff0c\u8fb9\u8bfb\u8fb9\u901a\u8fc7 artifact \u603b\u7ed3\u6bcf\u4e00\u9875\u7684\u5185\u5bb9<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/10de0582-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>Agent \u63a2\u7d22\uff1a<\/p>\n<p>\u8fd8\u5728 tool use \u9636\u6bb5\uff0c\u672a\u6765 roadmap \u53ef\u671f<\/p>\n<p>Tool use \u80fd\u529b\u7684\u63d0\u5347\u6807\u5fd7\u7740 Anthropic \u5728 agent \u6280\u672f\u4e0a\u6bd4\u8f83\u7a33\u5065\u7684\u4e00\u6b21\u8fdb\u6b65\u30022024 \u5e74 5 \u6708\uff0cAnthropic \u4e3a Claude 3 \u7cfb\u5217\u6a21\u578b\u589e\u52a0\u4e86\u4e0e\u5916\u90e8\u5de5\u5177\u548c API \u4ea4\u4e92\u7684\u80fd\u529b\uff0c\u8fd9\u4e00\u8fdb\u5c55\u5927\u5927\u62d3\u5c55\u4e86\u6a21\u578b\u7684\u5b9e\u7528\u6027\u3002\u8fd9\u9879\u529f\u80fd\u4f7f\u5f97 Claude \u80fd\u591f\u6267\u884c\u66f4\u4e3a\u590d\u6742\u548c\u5b9e\u9645\u7684\u4efb\u52a1\uff0c\u4e0d\u518d\u5c40\u9650\u4e8e\u7eaf\u7cb9\u7684\u6587\u672c\u751f\u6210\u3002\u7528\u6237\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4ed6\u4eec\u7684\u9700\u6c42\uff0cClaude \u5c31\u80fd\u667a\u80fd\u5730\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u5e76\u6267\u884c\u76f8\u5e94\u7684\u64cd\u4f5c\u3002\u8fd9\u79cd\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u5927\u5927\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f7f\u5f97\u5373\u4f7f\u975e\u6280\u672f\u80cc\u666f\u7684\u7528\u6237\u4e5f\u80fd\u8f7b\u677e\u5730\u5229\u7528 AI \u7684\u5f3a\u5927\u80fd\u529b\u3002<\/p>\n<p>Anthropic \u5c55\u793a\u7684 agent \u5e94\u7528\u573a\u666f\u6db5\u76d6\u4e86\u591a\u4e2a\u9886\u57df\uff0c\u5145\u5206\u4f53\u73b0\u4e86\u5176\u6280\u672f\u7684\u5e7f\u6cdb\u9002\u7528\u6027\u548c\u6f5c\u529b\u3002\u9996\u5148\uff0c\u5728\u6570\u636e\u5904\u7406\u65b9\u9762\uff0cClaude \u80fd\u591f\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u63d0\u53d6\u7ed3\u6784\u5316\u6570\u636e\uff0c\u8fd9\u5bf9\u4e8e\u81ea\u52a8\u5316\u6570\u636e\u5f55\u5165\u548c\u5206\u6790\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u5176\u6b21\uff0cClaude \u53ef\u4ee5\u5c06\u81ea\u7136\u8bed\u8a00\u8bf7\u6c42\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316 API \u8c03\u7528\uff0c\u8fd9\u5927\u5927\u7b80\u5316\u4e86\u7cfb\u7edf\u95f4\u7684\u4ea4\u4e92\u8fc7\u7a0b\u3002\u5728\u4fe1\u606f\u68c0\u7d22\u65b9\u9762\uff0cClaude \u80fd\u591f\u901a\u8fc7\u641c\u7d22\u6570\u636e\u5e93\u6216\u4f7f\u7528 Web API \u6765\u56de\u7b54\u95ee\u9898\uff0c\u63d0\u4f9b\u5373\u65f6\u4e14\u51c6\u786e\u7684\u4fe1\u606f\u3002\u5bf9\u4e8e\u65e5\u5e38\u4efb\u52a1\u81ea\u52a8\u5316\uff0cClaude \u53ef\u4ee5\u901a\u8fc7\u8f6f\u4ef6 API \u6267\u884c\u7b80\u5355\u4efb\u52a1\uff0c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n<p>\u5176\u4e2d\u6700\u7279\u522b\u7684\u4e00\u4e2a\u4f8b\u5b50\u662f Claude \u80fd\u591f\u534f\u8c03\u591a\u4e2a\u5feb\u901f\u5b50 agent \u6765\u5b8c\u6210\u7ec6\u7c92\u5ea6\u4efb\u52a1\uff0c\u8fd9\u662f\u590d\u6742\u4efb\u52a1\u7684\u5206\u89e3\u548c\u5e76\u884c\u5904\u7406\u7684\u672a\u6765\u65b9\u5411\u3002\u8fd9\u79cd\u9636\u68af\u5f0f\u7684\u6a21\u578b\u5206\u5de5\u65b9\u6cd5\u53ef\u80fd\u6d89\u53ca\u591a\u4e2a\u4e13\u95e8\u5316\u7684 agent \u534f\u540c\u5de5\u4f5c\uff0c\u6bcf\u4e2a agent \u8d1f\u8d23\u7279\u5b9a\u7684\u4efb\u52a1\u6216\u9886\u57df\u3002\u8fd9\u79cd\u67b6\u6784\u4e0d\u4ec5\u80fd\u63d0\u9ad8\u6574\u4f53\u7cfb\u7edf\u7684\u6548\u7387\u548c\u7075\u6d3b\u6027\uff0c\u8fd8\u80fd\u66f4\u597d\u5730\u5904\u7406\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\u3002\u901a\u8fc7\u8ba9\u4e0d\u540c\u7684\u5b50\u4ee3\u7406\u5404\u53f8\u5176\u804c\uff0c\u7cfb\u7edf\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5229\u7528\u8d44\u6e90\uff0c\u5e76\u4e14\u80fd\u591f\u6839\u636e\u4efb\u52a1\u7684\u9700\u6c42\u52a8\u6001\u8c03\u6574\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>Anthropic \u5728\u5b98\u7f51\u516c\u5e03\u4e86\u4ed6\u4eec\u7684\u672a\u6765\u65b9\u5411\uff0c\u5176\u4e2d\u4ed6\u4eec\u5bf9 agent \u7684\u957f\u671f\u89c4\u5212\u662f\u5b8f\u5927\u800c\u5168\u9762\u7684\uff1a<\/p>\n<p>\u2022 \u77e5\u8bc6\u878d\u5408\uff08\u7ed3\u5408\u591a\u4e2a\u9886\u57df\u7684\u4ea4\u53c9\u77e5\u8bc6\uff09<\/p>\n<p>\u2022 \u8d85\u8d8a\u73b0\u6709\u8bad\u7ec3\u6570\u636e\u3001\u672c\u79d1\u751f\u6c34\u5e73\u7684\u77e5\u8bc6\u63a8\u7406<\/p>\n<p>\u2022 \u81ea\u4e3b\u6267\u884c\u7aef\u5230\u7aef\u79d1\u7814\u9879\u76ee<\/p>\n<p>\u2022 \u63d0\u51fa\u65b0\u5047\u8bbe\u548c\u8bbe\u8ba1\u7684\u80fd\u529b<\/p>\n<p>\u2022 \u9690\u6027\u77e5\u8bc6\uff08\u53ea\u80fd\u901a\u8fc7\u5728\u5b9e\u9a8c\u5ba4\u4e2d\u7684\u5b66\u5f92\u5236\u83b7\u5f97\u7684\u90a3\u79cd\u77e5\u8bc6\uff09<\/p>\n<p>\u2022 \u9700\u8981\u505a\u51fa\u8fde\u7eed\u51b3\u7b56\u624d\u80fd\u5b9e\u73b0\u7684 long horizon task<\/p>\n<p>\u2022 \u81ea\u52a8\u5316\u6570\u636e\u5206\u6790<\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u7684\u5b9e\u73b0\u90fd\u4f1a\u548c\u6211\u4eec\u671f\u5f85\u7684 agent \u6709\u7740\u65b9\u5411\u4e0a\u7684\u6c47\u5408\u3002\u4ed4\u7ec6\u770b\u4f1a\u53d1\u73b0 Anthropic \u5bf9 AI \u7684\u671f\u5f85\u5f88\u591a\u90fd\u843d\u5728\u8f6f\u4ef6\u548c\u79d1\u5b66\u53d1\u73b0\u4e0a\u3002<\/p>\n<h2  id=\"toc-3\" class=\"jltoc--item\">03. \u4eba\u624d\u66f4\u65b0<\/h2>\n<h3>OpenAI<\/h3>\n<p>OpenAI \u4f9d\u65e7\u4fdd\u6301\u5feb\u901f\u589e\u957f\u72b6\u6001\uff0c\u5df2\u7ecf\u4ece\u7eaf\u7cb9\u7684 AI Lab \u6f14\u8fdb\u81f3\u66f4\u52a0\u5de5\u7a0b\u3001\u4ea7\u54c1\u3001\u6536\u5165\u5bfc\u5411\u7684\u516c\u53f8\u3002\u516c\u53f8\u76ee\u524d\u6709 400 \u540d\u4ee5\u4e0a\u7684 Researcher\uff0c\u8d85\u8fc7 1200 \u4f4d\u975e\u7814\u7a76\u7c7b\u5458\u5de5\uff0c\u5305\u542b\u5de5\u7a0b\u3001\u9500\u552e\u3001\u4ea7\u54c1\u3001\u540e\u53f0\u652f\u6301\u7b49\uff0c\u5bf9\u6bd4 2023 \u7684 770 \u4eba\u589e\u52a0\u8fd1\u4e4e\u4e00\u500d\u3002<\/p>\n<p>\u4ece\u62db\u8058\u4fa7\u91cd\u70b9\u770b\uff0c\u8fd1\u4e09\u4e2a\u6708\uff0c\u6709 460 \u4eba\u65b0\u52a0\u5165 OpenAI\uff0c\u5176\u4e2d Member of Technical Staff \u4f9d\u65e7\u5360\u4e3b\u8981\uff0c\u5171\u6709 130 \u4eba\uff0c\u504f\u5de5\u7a0b\u7c7b\u5458\u5de5\u5360\u6574\u4f53 MTS new hire \u7684 80%\u3002Go-to-market \u662f\u62db\u8058\u6570\u91cf\u7b2c\u4e8c\u591a\u7684\u56e2\u961f\uff0c\u65b0\u62db\u8058 46 \u4eba\u3002\u4ea7\u54c1\u65b0\u62db\u8058 24 \u4eba\uff0c\u5176\u4e2d\u5305\u62ec\u65b0\u52a0\u5165\u7684 CPO Kevin Weil\u3002<\/p>\n<p>\u79bb\u5f00\u7684\u5173\u952e\u4eba\u624d<\/p>\n<p>\u2022 Ilya \u4e8e 2024 \u5e74 5 \u6708\u4e0e SuperAlignment Co-lead Jan Leike \u63a5\u8fde\u79bb\u804c\u3002Ilya \u5728\u79bb\u804c\u540e\u521b\u529e\u4e86 SSI\uff0c\u81f4\u529b\u4e8e\u6784\u5efa\u5b89\u5168\u8d85\u7ea7\u667a\u80fd \u3002\u800c GPT-4 \u7684\u6838\u5fc3\u4eba\u7269 Jakub \u63a5\u4efb\u4e86 Chief Scientist \u7684\u89d2\u8272\u3002Ilya \u5bf9\u4e8e OpenAI \u662f\u6307\u660e\u65b9\u5411\u7684\u7075\u9b42\u4eba\u7269\u3002\u4f46\u4e5f\u6709\u89c2\u70b9\u662f Ilya \u7684\u8fdc\u89c1\u5bf9\u4e8e OpenAI \u521d\u671f\u5e26\u6765\u5f88\u5927\u5e2e\u52a9\uff0c\u4f46\u5728 OpenAI \u5df2\u7ecf\u660e\u786e\u8fdc\u671f\u65b9\u5411\u540e\uff0cIllya\u79bb\u5f00\u7684\u5f71\u54cd\u5e76\u4e0d\u5927\u3002<\/p>\n<p>\u2022 \u540c\u6837\u4e3a OpenAI \u65e9\u671f\u7075\u9b42\u4eba\u7269\u7684 Greg \u4f1a\u4f11\u5047\u81f3\u5e74\u5e95\u540e\u518d\u56de\u5f52\u516c\u53f8\u3002<\/p>\n<p>\u2022 Andrej Karpathy \u5728\u52a0\u5165 OpenAI \u4e00\u5e74\u540e\u4e8e 2024 \u5e74 2 \u6708\u79bb\u5f00 OpenAI\uff0c\u79bb\u804c\u540e\u521b\u529e Eureka Labs \u7684 AI \u8bfe\u7a0b\u6559\u80b2\u516c\u53f8\uff0c\u81ea\u5df1\u62c5\u4efb\u8bb2\u5e08\u5e2e\u52a9\u5b66\u751f\u66f4\u597d\u7406\u89e3 AI \u4e0e LLM \u8bad\u7ec3\u3002<\/p>\n<p>\u2022 John Schulman \u79bb\u5f00 OpenAI \u52a0\u5165 Anthropic\u3002\u664b\u5347\u4e3a alignment lead \u524d\uff0cJohn \u66fe\u662f reinforcement learning team lead\uff0c\u662f RLHF \u7684\u5f00\u521b\u8005\uff0c\u786e\u5b9a\u4e86 OpenAI RL \u7684\u8def\u7ebf\u3002John \u662f OpenAI \u521b\u59cb\u56e2\u961f\u4e4b\u4e00\uff0c\u5e08\u4ece Pieter Abbeel\u3002\u79bb\u5f00 OpenAI \u540e\uff0cJohn \u52a0\u5165 Anthropic\u3002<\/p>\n<p>\u2022 Jan Leike \u8ddf\u968f Ilya \u4e00\u540c\u79bb\u804c\u540e\u52a0\u5165 Anthropic\uff0c\u7ee7\u7eed\u8d1f\u8d23 Alignment \u65b9\u5411\u5de5\u4f5c\u3002John Schulman \u548c Jan Leike \u7684\u52a0\u5165\u610f\u5473\u7740 OpenAI \u7684\u7814\u7a76\u8def\u7ebf\u56fe\u5bf9\u4e8e Anthropic \u56e2\u961f\u51e0\u4e4e\u662f\u4e00\u5f20\u660e\u724c\u3002<\/p>\n<p>\u2022 Peter Deng \u4f5c\u4e3a Product VP \u79bb\u5f00 OpenAI\uff0cKevin Weil \u4f5c\u4e3a OpenAI \u65b0\u52a0\u5165\u7684 CPO \u7ee7\u7eed\u9886\u5bfc OpenAI \u7684\u4ea7\u54c1\u5de5\u4f5c\u3002Kevin \u5728\u52a0\u5165 OpenAI \u524d\u4e3a Meta Diem\u3001Instagram \u7684 VP of product\uff0c\u5728 Instagram \u4efb\u804c\u671f\u95f4\u5e2e\u52a9 Instagram \u5728\u4e0e Snap \u7ade\u4e89\u9636\u6bb5\u83b7\u5f97\u4f18\u52bf\u3002\u4ece Peter \u7684\u79bb\u804c\u4e5f\u80fd\u611f\u53d7\u5230 OpenAI \u5bf9\u65b0\u4ea7\u54c1\u5f00\u53d1\u843d\u5730\u7684\u6fc0\u8fdb\u7a0b\u5ea6\u3002<\/p>\n<p>\u2022 Aleksander Madry \u4e8e\u4e00\u5e74\u524d\u4ece MIT \u6559\u804c\u6682\u65f6\u79bb\u5f00\uff0c\u52a0\u5165 OpenAI \u521b\u529e Preparedness \u56e2\u961f\uff0c\u76ee\u6807\u662f\u901a\u8fc7\u7406\u8bba\u7814\u7a76\u5e2e\u52a9 OpenAI \u63d0\u524d\u63a7\u5236\u53ef\u80fd\u53d1\u751f\u7684\u91cd\u5927\u98ce\u9669\u3002Aleksander \u4e8e 2024 \u5e74 7 \u6708\u79bb\u5f00\uff0c\u63a5\u4efb\u8005\u4e3a Joaquin Qui\u00f1onero Candela\uff0c\u52a0\u5165 OpenAI \u534a\u5e74\u65f6\u95f4\uff0c\u5148\u524d\u5728 Meta \u5e26\u9886 Responsible AI \u56e2\u961f\u8fd1\u4e5d\u5e74\u3002<\/p>\n<p>\u2022 Jeffrey Wu \u662f GPT- 2 \u7684\u6838\u5fc3\u8d21\u732e\u8005\uff0c\u53c2\u4e0e\u4e86 GPT \u7684\u53ef\u89e3\u91ca\u6027\u3001\u53ef\u62d3\u5c55\u76d1\u7763\u65b9\u5411\u7684\u5de5\u4f5c\u3002\u4e5f\u4f5c\u4e3a\u6838\u5fc3\u53c2\u4e0e\u4e86 InstructGPT \u8fd9\u4e00 RLHF \u7684\u91cd\u8981\u9879\u76ee\u3002Jeffrey \u4e8e OpenAI \u4efb\u804c 6 \u5e74\uff0c\u4e8e 2024 \u5e74 7 \u6708\u79bb\u804c\uff0c\u52a0\u5165 Anthropic\u3002<\/p>\n<p>\u2022 Yuri Burda \u662f OpenAI reasoning team \u7684\u521b\u59cb\u6210\u5458\u4e4b\u4e00\uff0c\u8d1f\u8d23 OpenAI \u7684\u6570\u5b66\u65b9\u5411\u7814\u7a76\uff0c\u5e76\u4e8e\u65e9\u671f\u9879\u76ee\uff1aDota\u3001Codex \u4e2d\u6709\u6838\u5fc3\u8d21\u732e\u3002\u79bb\u5f00 OpenAI \u540e Yuri \u52a0\u5165 Anthropic\u3002<\/p>\n<p>\u503c\u5f97\u5173\u6ce8\u7684\u65b0\u56e2\u961f\u548c\u5c97\u4f4d<\/p>\n<p>\u6211\u4eec\u4e5f\u89c2\u5bdf\u5230 OpenAI \u51fa\u73b0\u4e86\u4e00\u4e9b\u65b0\u7684\u5c0f\u7ec4\uff1a<\/p>\n<p>1\uff09Solution Architect<\/p>\n<p>\u5728 Success Team \u4e0b\u65b0\u589e\u4e86 Solutions Architect \u56e2\u961f\uff0c\u96b6\u5c5e\u4e8e Success Team \u4e0b\u3002\u76ee\u524d\u6574\u4f53\u56e2\u961f\u5927\u7ea6 20 \u4eba\uff0c\u5747\u4e3a\u4e00\u5e74\u5185\u52a0\u5165 OpenAI\uff0c\u5bf9 Enterprise \u63d0\u4f9b\u6574\u4f53\u90e8\u7f72\u89e3\u51b3\u65b9\u6848\u3002Solutions Architect \u56e2\u961f\u6e90\u4e8e OpenAI \u7684\u7b56\u7565\u8c03\u6574\uff1aOpenAI \u4e3a\u4e86\u9632\u5fa1 Azure \u6346\u7ed1\u9500\u552e\u7b56\u7565\u4e0b\u7684\u6298\u6263\u5b9a\u4ef7\uff0c\u627f\u8bfa\u53ef\u4ee5\u4e3a\u5927\u5ba2\u6237\u6839\u636e\u9700\u6c42\u5b9a\u5236\u8f6f\u4ef6\u3002<\/p>\n<p>2\uff09\u96c6\u7fa4\u786c\u4ef6<\/p>\n<p>OpenAI \u4ece 0 \u5230 1 \u642d\u5efa\u4e86\u65b0\u7684\u786c\u4ef6\u56e2\u961f\u3002\u4ece\u56e2\u961f\u914d\u7f6e\u770b\uff0c\u66f4\u50cf\u662f\u8ba1\u5212\u642d\u5efa\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u6240\u9700\u8981\u7684\u4eba\u624d\u3002\u76ee\u524d\u786c\u4ef6\u56e2\u961f\u8fd8\u662f\u4e00\u4e2a\u4e0d\u5230 10 \u4eba\u7684\u5c0f\u56e2\u961f\uff0c\u7531 Richard Ho \u5e26\u9886\u3002Richard \u5148\u524d\u4e8e Google \u4efb\u804c\u8fd1\u5341\u5e74\uff0c\u662f Google TPU \u7684 Senior Engineer Director\u3002\u5148\u524d\u6709\u62a5\u544a\u63d0\u53ca OpenAI \u81f3\u5c11\u8981\u7b49\u5230 2025 \u5e74\u624d\u53ef\u4ee5\u81ea\u5df1\u5f00\u53d1\u82af\u7247\uff0c\u5e76\u4e14\u76ee\u524d\u5728\u4e0e\u535a\u901a\u5546\u8ba8\u5408\u4f5c\u8bbe\u8ba1\u7684\u5f62\u5f0f\uff0cRichard \u505a\u4e3a Google TPU \u7684\u8d1f\u8d23\u4eba\uff0c\u5728 OpenAI \u7684\u5b9a\u4f4d\u4f1a\u662f lead \u8d77 co-design \u4efb\u52a1\u7684\u89d2\u8272\u3002<\/p>\n<p>Richard \u56e2\u961f\u5185\uff0cReza Khiabani \u5148\u524d\u4e8e Tesla Dojo\u3001Google TPU \u8d1f\u8d23\u6570\u636e\u4e2d\u5fc3\u6db2\u51b7\u65b9\u5411\u5de5\u4f5c\u3002Xin Li \u5148\u524d\u4e8e Google \u8d1f\u8d23\u6570\u636e\u4e2d\u5fc3\u7535\u6e90\u5de5\u4f5c\u3002<\/p>\n<p>3\uff09\u6295\u8d44\u4e86 Opal \u56e2\u961f<\/p>\n<p>\u6b64\u5916\uff0c\u6d88\u8d39\u786c\u4ef6\u5c42\u9762\uff0cOpenAI \u4e8e 2024 \u5e74 8 \u6708\u6295\u8d44\u4e86 Opal\uff0c\u6709\u53ef\u80fd\u5728\u4e4b\u540e\u4e00\u8d77\u5408\u4f5c AI \u786c\u4ef6\u3002Opal \u7684\u4ea7\u54c1\u4e3a\u9ad8\u6e05\u6444\u50cf\u5934\uff0c\u5e76\u4e14\u5341\u5206\u91cd\u89c6\u8bbe\u8ba1\u3002<\/p>\n<p>Opal \u4e8e 2020 \u5e74\u6210\u7acb\uff0c\u662f\u4e00\u4e2a 15 \u4eba\u7684\u5c0f\u56e2\u961f\u3002\u521b\u59cb\u56e2\u961f\u4e3a Uber \u80cc\u666f\u3002CEO Veeraj Chugh \u5728\u521b\u529e Opal \u524d\u4e8e Uber \u4efb\u804c 3 \u5e74\uff0c\u5148\u540e\u8d1f\u8d23 Uber Freight\u3001Uber New Mobility \u7684\u4ea7\u54c1\u8fd0\u8425\u5de5\u4f5c\u3002Co-founder Stefan Sohlstrom \u662f\u8bbe\u8ba1\u80cc\u666f\u51fa\u8eab\uff0c2014 \u5e74\u4f5c\u4e3a\u7b2c 5 \u53f7\u5458\u5de5\u52a0\u5165 Plaid\uff0c\u62c5\u4efb Plaid \u7684 Head of Design\u30022017 \u5e74\u5f00\u59cb\u4e8e Uber Freight \u4ece\u8bbe\u8ba1\u804c\u8d23\u8f6c\u6362\u6210\u4ea7\u54c1\u7ecf\u7406\uff0c\u6210\u4e3a Uber Freight Shipper Platform \u7684\u4ea7\u54c1 Head\u3002<\/p>\n<p>4\uff09Model Behavior scientist<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/1144806e-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u5bf9\u4e8e Model Behavior \u7814\u7a76\u4eba\u5458\u7684\u62db\u52df\u53ef\u80fd\u63ed\u793a OpenAI \u5e0c\u671b\u589e\u5f3a\u6a21\u578b\u7684\u53ef\u63a7\u6027\u5e76\u4e14\u5e0c\u671b\u80fd\u591f\u53d1\u5c55\u65b0\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u521b\u9020\u80fd\u529b\u3002<\/p>\n<p>5\uff09mid-training scientist<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/11a357ba-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>Mid-training \u5df2\u7ecf\u88ab\u6b63\u5f0f\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u65b0\u7684\u8bad\u7ec3\u9636\u6bb5\u3002\u5176\u4e3b\u8981\u73af\u8282\u53ef\u80fd\u5305\u62ec\u4e00\u4e9b\u6bd4\u8f83\u63a5\u8fd1\u6a21\u578b\u57fa\u672c\u80fd\u529b\u7684 alignment\uff0c\u4e0e human feedback \u79bb\u5f97\u76f8\u5bf9\u8fdc\u3001\u66f4\u9760\u524d\u3002<\/p>\n<h3>Anthropic<\/h3>\n<p>2024 \u5e74\u4ee5\u6765\uff0c\u516c\u53f8\u4eba\u6570\u4ece 300 \u4eba\u589e\u52a0\u81f3 500 \u4eba\u5de6\u53f3\u30022024 \u8d77\uff0c\u516c\u53f8\u62db\u8058\u5171 180 \u540d\u65b0\u7684 Member of Technical Staf\uff0c\u4f7f Anthropic \u6574\u4f53 Member of Technical \u6570\u91cf\u8fbe\u5230\u7ea6 260 \u4eba\uff0c\u5176\u4e2d 90 \u540d Researcher\uff0c210 \u540d Engineer\u3002Anthropic \u7684\u7b2c\u4e8c\u5927\u62db\u8058\u91cd\u5fc3\u4e3a\u4ea7\u54c1\u56e2\u961f\uff0c2024 \u5e74\u524d\uff0cAnthropic \u7684\u4ea7\u54c1\u56e2\u961f\u5171 10 \u4eba\uff0c\u800c\u4eca\u5e74\u5df2\u7ecf\u662f\u63a5\u8fd1 30 \u540d\uff0c\u5305\u542b\u4ea7\u54c1\u7ecf\u7406\u3001Product Partnerships \/ Marketing \u76f8\u5173\u5458\u5de5\u7684\u56e2\u961f\u3002<\/p>\n<p>Anthropic \u548c OpenAI \u76f8\u6bd4\u66f4\u770b\u91cd Alignment\u3001\u53ef\u89e3\u91ca\u6027\u3001AI \u793e\u4f1a\u5f71\u54cd\u4e09\u4e2a\u65b9\u5411\u7814\u7a76\uff0c\u4e5f\u662f Anthropic \u5b98\u7f51\u4e0a Research \u90e8\u5206\u7684\u4e09\u4e2a\u4e3b\u8981\u6784\u6210\u90e8\u5206\u3002<\/p>\n<p>\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u7531 Shan Carter \u5e26\u9886\uff0c\u73b0\u5df2\u7ecf\u662f 20 \u4f59\u4eba\u7684\u56e2\u961f\u3002Shan \u5148\u524d\u4e8e OpenAI\u3001Google Research \u5de5\u4f5c\uff0c\u4e3b\u8981\u8d1f\u8d23\u53ef\u89e3\u91ca\u6027\u65b9\u5411\u7814\u7a76\uff0c\u66fe\u4e0e Co-founder Chris Olah \u4e8e Google \u65f6\u53c2\u4e0e Google \u91cd\u8981\u53ef\u89e3\u91ca\u6027\u7814\u7a76\uff1aThe building blocks of interpretability\u3002<\/p>\n<p>\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u5728 Claude3 \u53d1\u5e03\u540e\u53d1\u4e86\u4e00\u7bc7\u65b0\u8bba\u6587\uff1aScaling Monosemanticity: &nbsp;Extracting Interpretable Features from Claude 3 Sonnet\uff0c\u7a81\u7834\u4e86\u6a21\u578b\u7684\u900f\u660e\u5ea6\u5e76\u4e14\u5efa\u7acb\u4e86\u65b0\u89e3\u51b3\u9ed1\u76d2\u95ee\u9898\u7684\u673a\u5236\u3002<\/p>\n<p>\u9664\u4e86\u524d\u9762\u63d0\u5230\u7684\u51e0\u4f4d\u4ece OpenAI \u79bb\u804c\u7684\u51e0\u4f4d\u65e9\u671f\u91cd\u8981 researchers \u4e4b\u5916\uff0c\u8fd8\u6709\u8fd9\u6837\u51e0\u4f4d\u91cd\u8981 OpenAI \/ DeepMind \u51fa\u8eab\u7684\u91cd\u8981\u79d1\u5b66\u5bb6\u52a0\u5165\uff1a<\/p>\n<p>\u2022 Pavel Izmailov \u81ea 2023 \u5e74 6 \u6708\u52a0\u5165 OpenAI\uff0c\u5de5\u4f5c\u4e00\u5e74\u540e\u79bb\u5f00\u52a0\u5165 Anthropic\u3002\u4e8e OpenAI \u671f\u95f4 Pavel \u662f superalignment \u7684\u6210\u5458\uff0c\u52a0\u5165 Anthropic \u4e5f\u6709\u5927\u6982\u7387\u4e0e Jan \u7ee7\u7eed\u5408\u4f5c alignment \u65b9\u5411\u5de5\u4f5c\u3002<\/p>\n<p>\u2022 Steven Bills \u4e8e 2022 \u5e74 3 \u6708\u52a0\u5165 OpenAI\uff0c\u662f superalignment \u56e2\u961f\u7684\u6210\u5458\uff0c\u53c2\u4e0e\u4e86 OpenAI \u53d1\u5e03 GPT \u540e\u7684\u53ef\u89e3\u91ca\u6027\u7814\u7a76\uff1aLanguage models can explain neurons in language models\u3002<\/p>\n<p>\u2022 David Choi\uff1aDavid \u4e8e 2017 \u5e74\u81f3 2023 \u5e74 12 \u6708\u4e8e Deepmind \u62c5\u4efb Staff Research Engineer\u3002\u5148\u524d\u662f Deepmind \u7684 AlphaCode Co-lead\uff0c\u662f Deepmind \u5728 2022 \u5e74\u65f6\u7684\u6838\u5fc3\u4ee3\u7801\u751f\u6210\u6a21\u578b\u3002David \u5728 agent \u65b9\u5411\u7684\u7814\u7a76\u53ef\u4ee5\u8ffd\u6eaf\u81f3 2019 \u5e74\u4e0e xAI \u7684 Igor \u5171\u4e3a\u4e00\u4f5c\u7684 AlphaStar \u8bba\u6587\u3002<\/p>\n<p>\u2022 Jascha Sohl-Dickstein\uff1aDiffusion model \u6838\u5fc3\u4e00\u4f5c\uff0c\u66fe\u662f Google \u7684\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002\u4e8e 2024 \u5e74 1 \u6708\u52a0\u5165 Anthropic\uff0c\u6b64\u5916\uff0cJascha \u66fe\u53d1\u5e03\u4e86 Score-based SDE\uff0c\u6784\u5efa\u4e86\u751f\u6210 Diffusion \u6a21\u578b\u7406\u8bba\u7684\u6846\u67b6\u3002<\/p>\n<p>Anthropic \u4ea7\u54c1\u56e2\u961f\u6700\u5927\u7684\u66f4\u65b0\u662f\u65b0 CPO \u7684\u52a0\u5165\u3002Mike Krieger \u539f\u5148\u662f Instagram \u7684 Co-founder &amp; CTO\uff0c\u7ecf\u5386\u4e86\u5728 Instagram \u88ab\u6536\u8d2d\u540e\u4ece\u53ea\u6709 6 \u4f4d\u5168\u6808\u5de5\u7a0b\u5e08\u6210\u957f\u5230\u5305\u542b 300 \u4f4d\u5de5\u7a0b\u5e08\u7684 full function \u5de5\u7a0b\u56e2\u961f\u7684\u8fc7\u7a0b\u3002Mike \u4e8e 2021 \u5e74\u65f6\u4e0e Instagram CEO Kevin \u5f00\u59cb\u505a AI \u65b0\u95fb\u63a8\u9001\u521b\u4e1a ARTIFACT\uff0c\u4e8e 2024 \u5e74 5 \u6708\u505c\u6b62\u9879\u76ee\uff0c\u52a0\u5165 Anthropic\u3002Mike \u672c\u8eab\u7684\u7ecf\u5386\u548c Anthropic \u7ecf\u5386\u4e86\u53ea\u6709 80+\u4eba\u7684\u5c0f\u56e2\u961f\uff0c\u4f46\u521b\u9020\u51fa\u4e86 SOTA \u6a21\u578b\uff0c\u4e4b\u540e\u8fc5\u901f\u6269\u5f20\u7684\u8fc7\u7a0b\u975e\u5e38\u76f8\u7b26\u3002\u52a0\u5165 Anthropic \u540e Mike \u5e26\u9886 Claude APP\uff0c\u4ee5\u53ca\u4f01\u4e1a\u670d\u52a1\u7684\u4ea7\u54c1\u5de5\u7a0b\u3001\u7ba1\u7406\u3001\u8bbe\u8ba1\u5de5\u4f5c\u3002<\/p>\n<p>Anthropic \u7684\u4ea7\u54c1\u56e2\u961f\u81ea 2024 \u5e74\u4e5f\u5feb\u901f\u6269\u5f20\uff0c\u76ee\u524d 30 \u4f4d\u4ea7\u54c1\u6210\u5458\u5927\u591a\u6570\u6765\u81ea\u4e8e Stripe\u3001Google\u3001AWS \u4e09\u5bb6\u8bde\u751f\u4e86\u51fa\u8272\u7684 enterprise \u4ea7\u54c1\u7684\u516c\u53f8\u3002<\/p>\n<h3>Artifacts<\/h3>\n<p>Artifacts \u662f Mike \u52a0\u5165 Anthropic \u540e\u8d1f\u8d23\u7684\u65b0\u4ea7\u54c1\uff0c\u5916\u90e8\u5bf9 Artifacts \u7684\u8bc4\u4ef7\u662f\u201c\u53c8\u61c2\u6a21\u578b\u3001\u53c8\u61c2\u4ea7\u54c1\u7684\u4eba\u505a\u51fa\u7684\u4ea7\u54c1\u201d\uff0c\u5bf9\u6bd4 OpenAI \u201c\u4e92\u8054\u7f51\u98ce\u683c\u201d\u7684\u4ea7\u54c1\u4f1a\u66f4 AI-native\u3002\u800c Artifacts \u7684\u540d\u5b57\u548c Logo\uff0c\u90fd\u4e0e Mike \u5148\u524d\u521b\u4e1a\u9879\u76ee ARTIFACT \u9ad8\u5ea6\u76f8\u4f3c\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/12146266-6c09-11ef-9237-00163e142b65.jpg\"><\/p>\n<p>Mike \u7684 Artifact \u9879\u76ee<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/1324c0f6-6c09-11ef-9237-00163e142b65.jpg\"><\/p>\n<p>Artifacts \u4e0e Claude \u7684 Logo<\/p>\n<p>\u4e0e Mike \u4e00\u540c\u52a0\u5165\u7684\u8fd8\u6709\u5148\u524d\u5171\u521b Artifact \u7684\u5de5\u7a0b\u5e08 Justin Bisignano\u3002Justin 2020 \u5e74\u52a0\u5165 Instagram \u56e2\u961f\u4efb\u5b89\u5353\u5de5\u7a0b\u5e08\uff0c\u6240\u5199\u7684\u4ee3\u7801\u652f\u6301\u4e86 20 \u4ebf\u7528\u6237\u30022022 \u5e74 7 \u6708\u52a0\u5165 Artifact \u4efb\u804c\u81f3 2024 \u5e74 4 \u6708\u540e\u52a0\u5165 Anthropic\uff0c\u8d1f\u8d23 Claude \u7684\u4ea7\u54c1\u5de5\u7a0b\u65b9\u5411\u5de5\u4f5c\u3002<\/p>\n<h2  id=\"toc-4\" class=\"jltoc--item\">04. \u7814\u7a76\u66f4\u65b0<\/h2>\n<h3>OpenAI<\/h3>\n<p>Prover-Verifier Games improve legibility of language model outputs<\/p>\n<p>\u65b0\u7684\u8bad\u7ec3\u65b9\u6cd5\uff1aOpenAI \u5f00\u53d1\u4e86\u4e00\u79cd\u79f0\u4e3a&#8221;Prover-Verifier Games&#8221;\u7684\u65b0\u8bad\u7ec3\u65b9\u6cd5\uff0c\u65e8\u5728\u5e73\u8861\u6a21\u578b\u7684\u6027\u80fd\u548c\u53ef\u8bfb\u6027\u3002<\/p>\n<p>\u89e3\u51b3\u5173\u952e\u95ee\u9898\uff1a\u8fd9\u79cd\u65b9\u6cd5\u89e3\u51b3\u4e86\u4e4b\u524d\u6a21\u578b\u5728\u6027\u80fd\u548c\u53ef\u8bfb\u6027\u4e4b\u95f4\u5b58\u5728\u7684\u6743\u8861\u95ee\u9898\u3002\u8fc7\u53bb\uff0c\u6ce8\u91cd\u53ef\u8bfb\u6027\u53ef\u80fd\u5bfc\u81f4\u5e7b\u89c9\uff08hallucination\uff09\uff0c\u800c\u8fc7\u5ea6\u6ce8\u91cd\u6b63\u786e\u6027\u5219\u53ef\u80fd\u964d\u4f4e\u53ef\u8bfb\u6027\u3002<\/p>\n<p>\u8bad\u7ec3\u673a\u5236\uff1a<\/p>\n<p>\u2022 \u4f7f\u7528\u4e00\u4e2a\u5f3a\u5927\u7684\u6a21\u578b\uff08prover\uff09\u548c\u4e00\u4e2a\u8f83\u5f31\u7684\u6a21\u578b\uff08verifier\uff09\u3002<\/p>\n<p>\u2022 verifier \u7ecf\u8fc7\u8bad\u7ec3\uff0c\u9884\u6d4b prover \u751f\u6210\u89e3\u51b3\u65b9\u6848\u7684\u6b63\u786e\u6027\u3002<\/p>\n<p>\u2022 prover \u88ab\u6307\u793a\u626e\u6f14&#8221;helpful&#8221;\u6216&#8221;sneaky&#8221;\u89d2\u8272\uff0c\u5206\u522b\u751f\u6210\u6b63\u786e\u6216\u9519\u8bef\u7684\u9ad8\u5206\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u2022 \u901a\u8fc7\u591a\u8f6e\u8bad\u7ec3\uff0cverifier \u4e0d\u65ad\u5b66\u4e60\u8bc6\u522b\u9519\u8bef\u89e3\u51b3\u65b9\u6848\uff0c\u8feb\u4f7f prover \u63a2\u7d22\u65b0\u7b56\u7565\u3002<\/p>\n<p>\u610f\u4e49\uff1a<\/p>\n<p>\u2022 \u901a\u8fc7 multi-agent \u5206\u5de5\u7684\u65b9\u5f0f\u5b9e\u73b0\uff0c\u5728\u51cf\u5c11\u4eba\u7c7b\u76f4\u63a5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u73b0\u5bf9\u8d85\u667a\u80fd AI \u7cfb\u7edf\u7684\u5bf9\u9f50\u3002<\/p>\n<p>CriticGPT, Finding GPT-4\u2019s mistakes with GPT-4<\/p>\n<p>\u2022 \u57fa\u4e8e GPT-4 \u5f00\u53d1\u7684\u6a21\u578b\uff0c\u65e8\u5728\u53d1\u73b0 ChatGPT \u4ee3\u7801\u8f93\u51fa\u4e2d\u7684\u9519\u8bef\u3002<\/p>\n<p>\u2022 \u5b9e\u9a8c\u8868\u660e\uff0c\u4f7f\u7528 CriticGPT \u8f85\u52a9\u7684\u4eba\u5728\u4ee3\u7801\u5ba1\u67e5\u4e2d\uff0c60%\u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u4f18\u4e8e\u6ca1\u6709\u8f85\u52a9\u7684\u4eba\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/06\/13b6534a-6c09-11ef-9237-00163e142b65.png\"><\/p>\n<p>\u7814\u7a76\u610f\u4e49\uff1a<\/p>\n<p>\u2022 OpenAI \u6b63\u5728\u52aa\u529b\u5c06\u7c7b\u4f3c CriticGPT \u7684\u6a21\u578b\u96c6\u6210\u5230\u4ed6\u4eec\u7684 RLHF\uff08Reinforcement Learning from Human Feedback\uff09\u6807\u6ce8\u6d41\u7a0b\u4e2d\u3002<\/p>\n<p>\u2022 \u8fd9\u5c06\u4e3a\u4ed6\u4eec\u7684\u8bad\u7ec3\u4eba\u5458\u63d0\u4f9b\u660e\u786e\u7684 AI \u8f85\u52a9\u3002<\/p>\n<p>\u5c40\u9650\u6027\u548c\u672a\u6765\u53d1\u5c55\u65b9\u5411\uff1a<\/p>\n<p>\u2022 \u76ee\u524d CriticGPT \u4e3b\u8981\u9488\u5bf9\u8f83\u77ed\u7684 ChatGPT \u7b54\u6848\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u2022 \u672a\u6765\u9700\u8981\u5f00\u53d1\u80fd\u591f\u5e2e\u52a9\u8bad\u7ec3\u4eba\u5458\u7406\u89e3\u957f\u671f\u548c\u590d\u6742\u4efb\u52a1\u7684\u65b9\u6cd5\uff0c\u4ee5\u4fbf\u76d1\u7763\u672a\u6765\u7684 AI \u4ee3\u7406\u3002<\/p>\n<p>\u2022 \u6a21\u578b\u4ecd\u5b58\u5728\u5e7b\u89c9\u95ee\u9898\uff0c\u6709\u65f6\u8bad\u7ec3\u4eba\u5458\u4f1a\u56e0\u8fd9\u4e9b\u5e7b\u89c9\u800c\u505a\u51fa\u9519\u8bef\u6807\u6ce8\u3002<\/p>\n<p>\u2022 \u5f53\u524d\u7814\u7a76\u4e3b\u8981\u5173\u6ce8\u53ef\u5728\u4e00\u5904\u6307\u51fa\u7684\u9519\u8bef\uff0c\u672a\u6765\u9700\u8981\u89e3\u51b3\u5206\u6563\u5728\u591a\u4e2a\u90e8\u5206\u7684\u9519\u8bef\u3002<\/p>\n<p>\u2022 CriticGPT \u7684\u8f85\u52a9\u80fd\u529b\u6709\u9650\uff1a\u5bf9\u4e8e\u6781\u5176\u590d\u6742\u7684\u4efb\u52a1\u6216\u54cd\u5e94\uff0c\u5373\u4f7f\u662f\u6709\u6a21\u578b\u8f85\u52a9\u7684\u4e13\u5bb6\u4e5f\u53ef\u80fd\u65e0\u6cd5\u6b63\u786e\u8bc4\u4f30\u3002<\/p>\n<p>\u957f\u671f\u76ee\u6807\uff1a<\/p>\n<p>\u2022 \u5f00\u53d1\u80fd\u591f\u5904\u7406\u957f\u6587\u672c\u7684\u80fd\u529b\u3002<\/p>\n<p>\u2022 \u6700\u7ec8\u76ee\u6807\u662f\u4f7f\u7528\u8fd9\u79cd\u6280\u672f\u6765\u76d1\u7763 AI agent \u7684\u8bad\u7ec3\u3002<\/p>\n<h3>Anthropic<\/h3>\n<p>Scaling Monosemanticity, Extracting Interpretable Features from Claude 3 Sonnet<\/p>\n<p>\u2022 \u4f7f\u7528\u673a\u5668\u5b66\u4e60\u4e2d\u201cdictionary learning\u201d\u7684\u65b9\u5f0f\uff0c\u5e76\u501f\u52a9\u8bad\u7ec3\u5927\u6a21\u578b\u7684 scaling law techniques\uff0c\u5c06\u8fd9\u4e2a\u6280\u672f\u6cbf\u7528\u5230\u5927\u6a21\u578b\u4e0a\uff0c\u4ece\u4e2d isolate \u51fa\u5927\u6a21\u578b\u6fc0\u6d3b\u795e\u7ecf\u5143\u7684 pattern\uff0c\u89e3\u8bfb\u6a21\u578b\u6fc0\u6d3b\u795e\u7ecf\u5143\u7684\u65b9\u5f0f\u3002\u6587\u7ae0\u4e2d\u63d0\u5230\u63a2\u7d22\u4e86\u51e0\u79cd\u80fd\u529b\uff1a<\/p>\n<p> \u25ce \u9488\u5bf9\u4e0d\u540c entities\uff08\u666f\u70b9\u5982 golden gate\uff0c\u62bd\u8c61\u6982\u5ff5\u5982\u7a0b\u5e8f bugs\uff0cgender bias\uff09\uff0c\u795e\u7ecf\u5143\u88ab\u6fc0\u6d3b\uff0c\u5e76\u4e14\u662f multilingual \u548c multim &#8211; modal \u7684\u3002<\/p>\n<p> \u25ce \u53ef\u4ee5\u6839\u636e\u6fc0\u6d3b\u795e\u7ecf\u5143\u65b9\u5f0f\u7684\u4e0d\u540c\uff0c\u8ba1\u7b97\u7279\u5f81\u4e4b\u95f4\u7684\u201cdistance\u201d\uff0c\u505a\u8fd1\u90bb\u8ba1\u7b97\u3002<\/p>\n<p> \u25ce 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