{"id":50,"date":"2026-10-21T10:11:03","date_gmt":"2026-10-21T02:11:03","guid":{"rendered":"https:\/\/aicrunchx.com\/cn\/?p=50"},"modified":"2026-10-21T10:11:05","modified_gmt":"2026-10-21T02:11:05","slug":"%e5%89%8dopenai-codex%e7%a0%94%e7%a9%b6%e5%91%98%e3%80%81applied-compute-ceo-yash-patil%e6%b7%b1%e5%ba%a6%e5%af%b9%e8%af%9d%ef%bc%9arl%e7%9a%84%e8%be%b9%e7%95%8c%e3%80%81%e6%96%b0%e4%b8%80%e4%bb%a3ai","status":"publish","type":"post","link":"https:\/\/aicrunchx.com\/cn\/archives\/50","title":{"rendered":"\u524dOpenAI Codex\u7814\u7a76\u5458\u3001Applied Compute CEO Yash Patil\u6df1\u5ea6\u5bf9\u8bdd\uff1aRL\u7684\u8fb9\u754c\u3001\u65b0\u4e00\u4ee3AI\u8d85\u7b97\u5382\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u540e\u8bad\u7ec3\u8d62\u5728\u63a8\u7406"},"content":{"rendered":"<blockquote class=\"wp-block-quote\">\n<p>\u672c\u671f\u300aUnsupervised Learning\u300b\u7531 Redpoint Ventures \u6295\u8d44\u4eba Jacob Effron \u4e3b\u6301\uff0c\u5bf9\u8bdd\u5609\u5bbe\u662f Applied Compute \u9996\u5e2d\u6267\u884c\u5b98 Yash Patil\u2014\u2014\u4ed6\u66fe\u5728 OpenAI \u53c2\u4e0e Codex \u9879\u76ee\uff0c\u5982\u4eca\u4e13\u6ce8\u4f01\u4e1a\u7ea7\u540e\u8bad\u7ec3\uff08post-training\uff09\u4e0e\u5b9a\u5236\u6a21\u578b\u3002\u8fd9\u573a 56 \u5206\u949f\u7684\u957f\u8c08\u56f4\u7ed5\u4e00\u4e2a\u6838\u5fc3\u5224\u65ad\u5c55\u5f00\uff1a\u540e\u8bad\u7ec3\u662f AI \u6280\u672f\u6808\u4e2d\u6700\u88ab\u4f4e\u4f30\u7684\u4e00\u73af\uff0c\u4e5f\u662f\u4f01\u4e1a\u771f\u6b63&#8221;\u62e5\u6709\u81ea\u5df1\u667a\u80fd&#8221;\u7684\u5173\u952e\u3002<\/p>\n<\/blockquote>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/yash-patil-podcast-opening.jpg\" alt=\"Yash Patil podcast opening\" \/><figcaption>Podcast studio interview<\/figcaption><\/figure>\n<h2>\u4e00\u3001\u5f00\u573a\uff1a&#8221;\u62e5\u6709\u81ea\u5df1\u7684\u667a\u80fd&#8221;\u5230\u5e95\u610f\u5473\u7740\u4ec0\u4e48<\/h2>\n<p>\u8fc7\u53bb\u4e09\u56db\u4e2a\u6708\uff0c&#8221;own your intelligence\uff08\u62e5\u6709\u81ea\u5df1\u7684\u667a\u80fd\uff09&#8221;\u6210\u4e3a AI \u5708\u5b50\u91cc\u6700\u6d41\u884c\u7684\u53d9\u4e8b\u4e4b\u4e00\u3002\u5916\u754c\u7ed9\u51fa\u7684\u7406\u7531\u4e94\u82b1\u516b\u95e8\uff1a\u62c5\u5fc3\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u968f\u65f6\u5173\u505c API\u3001\u62c5\u5fc3\u5b9e\u9a8c\u5ba4\u4e0e\u81ea\u5bb6\u4ea7\u54c1\u76f4\u63a5\u7ade\u4e89\u3001\u62c5\u5fc3\u6a21\u578b\u8bad\u7ec3\u632a\u7528\u4f60\u7684\u6570\u636e\u3002Yash Patil \u4f5c\u4e3a\u524d OpenAI \u5185\u90e8\u7814\u7a76\u5458\uff0c\u5bf9\u8fd9\u4e9b&#8221;\u5b9e\u9a8c\u5ba4\u6076\u610f&#8221;\u53d9\u4e8b\u5e76\u4e0d\u4e70\u8d26\u3002\u4ed6\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u516c\u53f8\u7531\u4f18\u79c0\u7684\u4eba\u7ec4\u6210\uff0c\u53d7\u5408\u540c\u4e49\u52a1\u7ea6\u675f\uff0c\u5728\u6570\u636e\u4fdd\u62a4\u4e0a\u6295\u5165\u4e86\u5927\u91cf\u5de5\u7a0b\u3002<\/p>\n<p>\u5728\u4ed6\u770b\u6765\uff0c&#8221;\u62e5\u6709\u667a\u80fd&#8221;\u7684\u6838\u5fc3\u4e0d\u662f\u9632\u5907\u5b9e\u9a8c\u5ba4\u4f5c\u6076\uff0c\u800c\u662f<strong>\u7075\u6d3b\u6027\u4e0e\u63a7\u5236\u6743<\/strong>\uff1a\u6a21\u578b\u5728\u54ea\u91cc\u8fd0\u884c\u3001\u5982\u4f55\u90e8\u7f72\u3001\u4f18\u5316\u7684\u662f\u6210\u672c\u8fd8\u662f\u5ef6\u8fdf\u8fd8\u662f\u7279\u5b9a\u9886\u57df\uff0c\u4f60\u638c\u63e1\u5f97\u8d8a\u6df1\uff0c\u81ea\u4e3b\u7a7a\u95f4\u8d8a\u5927\u3002\u8981\u771f\u6b63\u8bad\u7ec3\u6a21\u578b\u53bb\u5b8c\u6210\u81ea\u5df1\u6570\u636e\u4e0a\u7684\u4efb\u52a1\uff0c\u5c31\u5fc5\u987b\u62ff\u5230\u6743\u91cd\uff0c\u5fc5\u987b\u62e5\u6709\u540e\u8bad\u7ec3\u3001\u5f71\u54cd\u6a21\u578b\u4ee5\u53ca\u5728\u591a\u4e2a\u6a21\u578b\u4e4b\u95f4\u8def\u7531\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u4ed6\u4e5f\u627f\u8ba4\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u5355\u4e00\u6a21\u578b\u4f9b\u5e94\u5546\u786e\u5b9e\u6709\u98ce\u9669\u2014\u2014\u6a21\u578b\u88ab\u4e0d\u540c\u4ea7\u54c1\u4e0b\u7ebf\u7684\u4e8b\u5728\u7f16\u7a0b\u9886\u57df\u5df2\u7ecf\u53d1\u751f\u8fc7\u4e0d\u6b62\u4e00\u6b21\u3002\u968f\u7740\u5b9e\u9a8c\u5ba4\u5411\u5782\u76f4\u884c\u4e1a\u4e0b\u6c89\uff0c\u662f\u5426\u8fd8\u4f1a\u6301\u7eed\u670d\u52a1\u76f4\u63a5\u7ade\u4e89\u7684\u5ba2\u6237\u5e76\u4e0d\u660e\u6717\u3002\u6700\u7a33\u59a5\u3001\u6700\u53ef\u6301\u7eed\u7684\u505a\u6cd5\uff0c\u662f\u6295\u8d44\u5168\u6808\u80fd\u529b\uff0c\u8ba9\u9a71\u52a8\u81ea\u5bb6\u4ea7\u54c1\u7684\u6a21\u578b\u638c\u63e1\u5728\u81ea\u5df1\u624b\u91cc\uff0c\u800c\u4e0d\u662f\u628a\u5b9d\u62bc\u5728\u67d0\u4e00\u7ec4\u6a21\u578b\u6216\u67d0\u4e00\u5bb6\u516c\u53f8\u8eab\u4e0a\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/own-your-intelligence-thesis.jpg\" alt=\"Own your intelligence thesis\" \/><figcaption>Owning your intelligence<\/figcaption><\/figure>\n<h2>\u4e8c\u3001OpenAI \u00d7 Baseten\uff1a\u591a\u6a21\u578b\u672a\u6765\u7684\u660e\u786e\u4fe1\u53f7<\/h2>\n<p>\u5bf9\u8bdd\u4e2d\u63d0\u5230\u4e00\u4e2a\u65b0\u9c9c\u6848\u4f8b\uff1aOpenAI \u5ba3\u5e03\u4e0e Baseten \u5408\u4f5c\uff0c\u4f01\u4e1a\u51e0\u4e4e\u53ef\u4ee5\u628a OpenAI \u7684\u989d\u5ea6\u6d88\u8017\u5728\u901a\u8fc7 Baseten \u8c03\u7528\u7684\u5f00\u653e\u6a21\u578b\u4e0a\u3002Yash \u660e\u786e\u8868\u793a\u4ed6\u4eec\u975e\u5e38\u6b23\u8d4f Baseten \u56e2\u961f\uff0c\u800c\u8fd9\u4ef6\u4e8b\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u6e05\u6670\u4fe1\u53f7\u2014\u2014\u5ba2\u6237\u60f3\u8981\u9009\u62e9\u3001\u60f3\u8981\u7075\u6d3b\u6027\uff0cOpenAI \u4e5f\u5728\u671d&#8221;\u5e73\u53f0&#8221;\u65b9\u5411\u79fb\u52a8\uff0c\u5e0c\u671b\u6210\u4e3a\u4f01\u4e1a\u4f7f\u7528 AI \u7684\u5165\u53e3\u3002<\/p>\n<p>\u51e0\u4e2a\u6708\u524d\u884c\u4e1a\u7684\u53d9\u4e8b\u8fd8\u662f&#8221;\u6bd4\u62fc\u6700\u5f3a\u3001\u6700\u5927\u3001\u6700\u731b\u7684\u5355\u4e00\u6a21\u578b&#8221;\uff0c\u5982\u4eca\u5219\u66f4\u591a\u8c08\u8bba\u5e15\u7d2f\u6258\u66f2\u7ebf\uff1a\u5e76\u4e0d\u662f\u6bcf\u4e2a\u4efb\u52a1\u90fd\u9700\u8981\u5de8\u578b\u6a21\u578b\uff0c\u6027\u4ef7\u6bd4\u4e4b\u95f4\u5b58\u5728\u6743\u8861\uff0c\u9009\u62e9\u7a7a\u95f4\u548c\u7075\u6d3b\u6027\u672c\u8eab\u5c31\u662f\u4ef7\u503c\u3002\u5f00\u653e\u6a21\u578b\u628a\u8fd9\u79cd\u6743\u8861\u63a8\u5411\u6781\u81f4\u2014\u2014\u4f60\u53ef\u4ee5\u5728\u4e0d\u540c\u89c4\u6a21\u3001\u4e0d\u540c\u5bb6\u65cf\u7684\u5f00\u653e\u6a21\u578b\u4e4b\u95f4\u6ed1\u52a8\uff1b\u800c Applied Compute \u7684\u6838\u5fc3\u8bba\u70b9\u66f4\u8fdb\u4e00\u6b65\uff1a\u4f60\u53ef\u4ee5\u901a\u8fc7\u540e\u8bad\u7ec3\u628a\u8fd9\u6761\u5e15\u7d2f\u6258\u66f2\u7ebf\u6574\u4f53\u5916\u63a8\uff0c\u7528\u66f4\u4f4e\u6210\u672c\u5f97\u5230\u66f4\u597d\u7684\u6a21\u578b\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/openai-baseten-multi-model.jpg\" alt=\"OpenAI Baseten multi-model\" \/><figcaption>OpenAI Baseten multi-model<\/figcaption><\/figure>\n<h2>\u4e09\u3001\u540e\u8bad\u7ec3\u80fd\u5426\u8d85\u8d8a\u524d\u6cbf\u5927\u6a21\u578b<\/h2>\n<p>\u524d\u6cbf\u6a21\u578b\u5728\u57fa\u7840\u80fd\u529b\u4e0a\u4ecd\u9886\u5148\u5f00\u653e\u6743\u91cd\u6a21\u578b\uff0c\u4f46\u5982\u679c\u4f60\u62e5\u6709\u5dee\u5f02\u5316\u7684\u3001\u6a21\u578b\u5206\u5e03\u4e4b\u5916\u7684\u4e13\u6709\u6570\u636e\uff0c\u540e\u8bad\u7ec3\u5c31\u80fd\u628a\u5f00\u653e\u6743\u91cd\u6a21\u578b\u63a8\u5230\u80fd\u529b\u8d85\u8d8a\u7684\u4f4d\u7f6e\u3002Yash \u7684\u4e00\u822c\u5224\u65ad\u662f\uff1a<strong>\u4f60\u7684\u6570\u636e\u8d8a\u5904\u4e8e\u5206\u5e03\u4e4b\u5916\uff0c\u540e\u8bad\u7ec3\u5e26\u6765\u7684\u80fd\u529b\u63d0\u5347\u5c31\u8d8a\u53ef\u80fd\u5151\u73b0<\/strong>\u3002<\/p>\n<p>\u4e0d\u8fc7\u591a\u6570\u4f01\u4e1a\u505a\u540e\u8bad\u7ec3\uff0c\u5e76\u4e0d\u662f\u4e3a\u4e86\u6253\u80fd\u529b\u699c\uff0c\u800c\u662f\u4e3a\u4e86\u5728\u4fdd\u6301\u80fd\u529b\u5bf9\u7b49\u7684\u524d\u63d0\u4e0b\u4f18\u5316\u6027\u4ef7\u6bd4\uff1a\u62ff\u4e00\u4e2a\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\u8bad\u7ec3\u5230\u4e0e\u524d\u6cbf\u6a21\u578b\u6301\u5e73\uff0c\u5374\u4ee5\u4f4e\u5f97\u591a\u7684\u6210\u672c\u63d0\u4f9b\u7ed9\u66f4\u591a\u7528\u6237\u3002\u8981\u505a\u5230\u80fd\u529b\u8d85\u8d8a\uff0c\u6570\u636e\u5fc5\u987b\u771f\u6b63\u5dee\u5f02\u5316\uff1b\u66f4\u591a\u65f6\u5019\uff0c\u540e\u8bad\u7ec3\u7684\u56de\u62a5\u843d\u5728&#8221;\u6027\u4ef7\u6bd4&#8221;\u4e00\u4fa7\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/post-training-beats-frontier.jpg\" alt=\"Post-training beats frontier\" \/><figcaption>Post-training beats frontier<\/figcaption><\/figure>\n<h2>\u56db\u3001\u4ec0\u4e48\u6570\u636e\u59cb\u7ec8\u5904\u4e8e\u5206\u5e03\u4e4b\u5916<\/h2>\n<p>\u4e94\u5e74\u540e\uff0c\u8fd8\u6709\u591a\u5c11\u5ba2\u6237\u7684\u6570\u636e\u4f1a\u505c\u7559\u5728\u6a21\u578b\u5206\u5e03\u4e4b\u5916\uff1fYash \u5766\u8bda\uff1a\u8bad\u7ec3\u65b9\u5f0f\u672c\u8eab\u4f1a\u53d8\u3002\u5f53\u524d\u4e3b\u6d41\u662f\u79bb\u7ebf RL\u2014\u2014\u4ece\u6570\u636e\u4f9b\u5e94\u5546\u91c7\u8d2d\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\uff0c\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u722c\u5c71\uff0c\u5f97\u5230\u4e00\u4e2a\u5728\u8be5\u9886\u57df\u975e\u5e38&#8221;\u5c16&#8221;\u7684\u6a21\u578b\u3002\u800c\u5927\u91cf\u5728\u7ebf RL \u65b9\u6cd5\u5f00\u59cb\u5229\u7528\u751f\u4ea7\u73af\u5883\u7684\u63a8\u7406\u6d41\u91cf\u53cd\u8fc7\u6765\u6539\u8fdb\u6a21\u578b\uff0c\u8fd9\u5c06\u6210\u4e3a\u4f01\u4e1a\u6c89\u6dc0\u81ea\u8eab\u5224\u65ad\u4e0e\u4e13\u4e1a\u77e5\u8bc6\u7684\u4e3b\u8981\u65b9\u5f0f\u3002<\/p>\n<p>\u771f\u6b63\u5206\u5e03\u4e4b\u5916\u7684\u4e13\u6709\u6570\u636e\uff0c\u5927\u591a\u8bde\u751f\u4e8e\u516c\u53f8\u5185\u90e8\uff1a\u5224\u65ad\u8f68\u8ff9\uff08judgment traces\uff09\u3002\u4e0d\u540c\u516c\u53f8\u98ce\u9669\u9608\u503c\u4e0d\u540c\u3001\u8fd0\u8425\u6a21\u5f0f\u4e0d\u540c\u3001\u4e13\u4e1a\u79ef\u7d2f\u4e0e\u5386\u53f2\u6570\u636e\u4e0d\u540c\uff0c\u8fd9\u4e9b\u51b3\u5b9a\u4e86\u5b83\u4eec\u5404\u81ea\u7684\u51b3\u7b56\u3002\u79bb\u7ebf RL \u5f3a\u8c03\u5fc5\u987b\u6709\u6570\u5b66\u9898\u3001\u8bc4\u5206\u89c4\u5219\u8fd9\u7c7b\u9ad8\u5ea6\u53ef\u9a8c\u8bc1\u7684\u4fe1\u53f7\uff0c\u4f46\u4f01\u4e1a\u91cc\u66f4\u591a\u662f\u5224\u65ad\u578b\u4efb\u52a1\u2014\u2014\u914d\u7f6e\u3001\u63d0\u793a\u3001\u4e0a\u4e0b\u6587\u4f18\u5316\u4e4b\u5916\uff0c\u4f18\u5316&#8221;\u7b56\u7565\u672c\u8eab&#8221;\uff08\u5982\u4f55\u5224\u65ad\u3001\u5982\u4f55\u63a8\u7406\uff09\u66f4\u6709\u610f\u4e49\uff0c\u800c\u8fd9\u6070\u6070\u66f4\u96be\u88ab\u6807\u51c6\u5316\u3002\u4e94\u5e74\u540e\uff0c\u5f88\u591a\u516c\u53f8\u4f1a\u5efa\u7acb\u7cfb\u7edf\u6536\u96c6\u4e13\u5bb6\u8f93\u5165\uff0c\u518d\u628a\u8fd9\u4e9b\u8f93\u5165\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6a21\u578b\u7b56\u7565\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/out-of-distribution-data.jpg\" alt=\"Out-of-distribution data\" \/><figcaption>Out-of-distribution data<\/figcaption><\/figure>\n<h2>\u4e94\u3001\u6570\u636e\u6548\u7387\u4e0e\u6301\u7eed\u5b66\u4e60\u7684\u672a\u89e3\u4e4b\u8c1c<\/h2>\n<p>\u5728\u7ebf RL \u6240\u9700\u7684\u6570\u636e\u662f\u5426\u8db3\u591f\uff1fYash \u628a\u8fd9\u79f0\u4e3a\u7eff\u5730\u9886\u57df\uff0c\u6838\u5fc3\u96be\u9898\u662f<strong>\u6570\u636e\u6548\u7387\u4e0e\u7a00\u758f\u5956\u52b1\u4e0b\u7684\u5b66\u4e60<\/strong>\u3002\u4ed6\u68b3\u7406\u4e86\u4e00\u6761\u80fd\u529b\u8c31\u7cfb\uff1a\u9884\u8bad\u7ec3\u4e0d\u600e\u4e48\u6570\u636e\u9ad8\u6548\uff0c\u4f46\u6cdb\u5316\u6781\u5f3a\uff1b\u76d1\u7763\u5fae\u8c03\u66f4\u7701\u6570\u636e\u4f46\u4f9d\u7136\u4e00\u822c\uff1b\u5e26\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684 RL \u7528\u53ef\u56de\u653e\u73af\u5883\u548c\u9a8c\u8bc1\u5668\uff0c\u4ee5\u6570\u636e\u6570\u91cf\u6362\u8d28\u91cf\uff0c\u5374\u4ecd\u7136\u8c08\u4e0d\u4e0a\u6570\u636e\u9ad8\u6548\u3002<\/p>\n<p>\u672a\u6765\u4e00\u5b9a\u4f1a\u51fa\u73b0\u66f4\u6570\u636e\u9ad8\u6548\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5728\u7ebf RL\u3001\u5728\u7ebf\u7b56\u7565\u81ea\u84b8\u998f\u7b49\u6280\u672f\u6b63\u662f\u524d\u6cbf\u3002\u800c\u963b\u65ad&#8221;\u6301\u7eed\u5b66\u4e60&#8221;\u7684\u6839\u672c\u969c\u788d\uff0c\u662f\u4ece\u7a00\u758f\u5956\u52b1\u4e2d\u505a\u6781\u9ad8\u6570\u636e\u6548\u7387\u8bad\u7ec3\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u5c1a\u672a\u89e3\u51b3\u7684\u95ee\u9898\u3002Applied Compute \u4eca\u5929\u5c31\u5df2\u548c\u5ba2\u6237\u5f00\u5c55\u5728\u7ebf\u8bad\u7ec3\uff1a\u5229\u7528\u6570\u4e07\u3001\u6570\u5341\u4e07\u7528\u6237\u7684\u5927\u89c4\u6a21\u63a8\u7406\u90e8\u7f72\uff0c\u7528\u751f\u4ea7\u6570\u636e\u6539\u8fdb\u6a21\u578b\uff1b\u56e2\u961f\u5e76\u4e0d\u7ed1\u5b9a\u67d0\u4e00\u79cd\u8bad\u7ec3\u8303\u5f0f\uff0c\u7814\u7a76\u7cfb\u7edf\u56e2\u961f\u4f1a\u5728\u771f\u5b9e\u5ba2\u6237\u8eab\u4e0a\u8bd5\u9a8c\u5404\u79cd\u65b0\u65b9\u6cd5\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/data-efficiency-continual-learning.jpg\" alt=\"Data efficiency continual learning\" \/><figcaption>Data efficiency continual learning<\/figcaption><\/figure>\n<h2>\u516d\u3001\u4ec0\u4e48\u65f6\u5019\u503c\u5f97\u66f4\u65b0\u6a21\u578b\u6743\u91cd<\/h2>\n<p>\u672a\u6765\u662f\u5426\u4e00\u5b9a\u8d70\u5411&#8221;\u975e\u9759\u6001\u7684\u4e00\u7ec4\u6743\u91cd&#8221;\uff1fYash \u8868\u793a\u4ed6\u4eec\u6df1\u5ea6\u76f8\u4fe1\u8fd9\u4e00\u70b9\uff1a\u73b0\u5b9e\u4e16\u754c\u4f1a\u901a\u8fc7\u67d0\u79cd\u53cd\u9988\u56de\u8def\u56de\u6d41\u5230\u6a21\u578b\u3002\u4f46\u5e76\u975e\u6bcf\u4e2a\u4efb\u52a1\u90fd\u9700\u8981\u8fd9\u4e2a\u56de\u8def\u3002\u968f\u65f6\u95f4\u53d8\u5316\u3001\u9700\u8981\u65b0\u4fe1\u606f\u95ed\u73af\u56de\u6d41\u7684\u4efb\u52a1\u9002\u5408\uff1b\u800c\u57fa\u7840\u6a21\u578b\u5f00\u7bb1\u5373\u7ed9\u7684\u667a\u80fd\u4f1e\u4e0d\u65ad\u6269\u5927\uff0c\u5927\u91cf\u6d41\u7a0b\u5bfc\u5411\u3001\u4e8b\u52a1\u6027\u4efb\u52a1\u5c4a\u65f6\u5c06\u8db3\u591f\u3002\u771f\u6b63\u9700\u8981\u8fed\u4ee3\u8bad\u7ec3\u7684\uff0c\u662f\u66f4\u504f\u5224\u65ad\u5bfc\u5411\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u4e00\u4e2a\u771f\u5b9e\u5ba2\u6237\u6848\u4f8b\uff1a\u7528\u6237\u5728\u4e00\u4e2a\u52a9\u624b\u4ea7\u54c1\u4e0a\u5b8c\u6210\u4efb\u52a1\u540e\u76f4\u63a5\u7ed9\u51fa\u53cd\u9988\uff0c\u4e0e\u5176\u7ef4\u62a4\u5de8\u578b\u6280\u80fd\u6587\u4ef6\u6216\u4e0a\u4e0b\u6587\uff0c\u4e0d\u5982\u7528\u5728\u7ebf\u8bad\u7ec3\u65b9\u6cd5\u76f4\u63a5\u57fa\u4e8e\u7528\u6237\u53cd\u9988\u504f\u7f6e\u6a21\u578b\uff0c\u7ed3\u679c\u7528\u6237\u6ee1\u610f\u5ea6\u3001\u5b8c\u6210\u7387\u4e0a\u5347\uff0c\u5de5\u5177\u8c03\u7528\u5931\u8d25\u4e0b\u964d\u3002\u51b3\u7b56\u987a\u5e8f\u4e0a\uff0c\u516c\u53f8\u4ecd\u5e94\u5148\u6324\u5e72\u4e0a\u4e0b\u6587\u4f18\u5316\u4e0e\u5de5\u5177\u94fe\uff08harness\uff09\u4f18\u5316\u7684\u6c34\u5206\uff1b\u5f53\u4f60\u628a\u81ea\u5efa\u5de5\u5177\u80fd\u69a8\u7684\u90fd\u69a8\u5b8c\uff0c\u7ee7\u7eed\u4f18\u5316&#8221;\u7b56\u7565\u5982\u4f55\u66f4\u597d\u5730\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177&#8221;\u4ecd\u6709\u5927\u91cf\u7a7a\u95f4\u3002\u540e\u8bad\u7ec3\u3001\u8c03\u6574\u6743\u91cd\u7684\u603b\u6210\u672c\u6b63\u5728\u4e0b\u964d\uff0c\u4f46\u843d\u5730\u7684\u4e3b\u8981\u6210\u672c\u524a\u51cf\u6765\u81ea\u7b97\u6cd5\u4fa7\u4e0e\u7cfb\u7edf\u4fa7\uff1aGPU \u5b9e\u9645\u5229\u7528\u7387\u8fdc\u4f4e\u4e8e\u60f3\u8c61\uff0c\u5168\u5c40\u805a\u5408\u540e\u8fd8\u80fd\u6324\u51fa\u5927\u91cf\u4f59\u91cf\uff1b\u66f4\u6570\u636e\u9ad8\u6548\u7684\u7b97\u6cd5\u5219\u610f\u5473\u7740\u8bad\u7ec3\u66f4\u77ed\u3001\u7b97\u529b\u66f4\u7701\u3002<\/p>\n<h2>\u4e03\u3001\u6bcf\u5bb6\u516c\u53f8\u90fd\u9700\u8981\u81ea\u5df1\u7684\u6a21\u578b\u5417<\/h2>\n<p>Satya Nadella \u66fe\u8bf4&#8221;\u4e16\u754c\u4e0a\u5e94\u8be5\u6709\u591a\u5c11\u5bb6\u516c\u53f8\uff0c\u5c31\u6709\u591a\u5c11\u4e2a\u6a21\u578b&#8221;\u3002Yash \u8ba4\u4e3a\u4e0d\u5fc5\u5b57\u9762\u7406\u89e3\u4e3a\u6bcf\u5bb6\u516c\u53f8\u90fd\u8981\u9884\u8bad\u7ec3\u6216\u4e2d\u8bad\u7ec3\u81ea\u5df1\u7684\u6a21\u578b\uff0c\u4f46\u6bcf\u5bb6\u516c\u53f8\u5185\u90e8\u90fd\u5b58\u5728\u503c\u5f97\u6355\u83b7\u7684\u95ed\u73af\u53cd\u9988\u7cfb\u7edf\u3002\u597d\u6a21\u578b\u4e3a\u6240\u6709\u4eba\u8bbe\u5b9a\u4e86\u5730\u677f\uff0c\u800c\u4f60\u5982\u4f55\u4f18\u5316\u6a21\u578b\u3001\u5982\u4f55\u6784\u5efa\u51fa\u8272\u7684 AI \u7cfb\u7edf\uff0c\u624d\u51b3\u5b9a\u4e86\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u3002<\/p>\n<p>\u884c\u4e1a\u4e4b\u95f4\u5dee\u5f02\u6781\u5927\uff1a\u5236\u836f\u516c\u53f8\u5404\u81ea\u805a\u7126\u75be\u75c5\u9886\u57df\u3001\u751f\u6210\u5927\u91cf\u5b9e\u9a8c\u6570\u636e\uff0c\u81ea\u7136\u8be5\u6709\u81ea\u5df1\u7684\u6a21\u578b\uff1b\u94f6\u884c\u4e4b\u95f4\u5219\u53ef\u80fd\u8d70\u5411\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6574\u5408\u3002\u4f46\u6bcf\u5bb6\u516c\u53f8\u505a\u51fa\u7684\u4e00\u8fde\u4e32\u51b3\u7b56\u4e0e\u53d6\u820d\u5e76\u4e0d\u76f8\u540c\uff0c\u6a21\u578b\u4ecd\u6709\u7ade\u4e89\u7a7a\u95f4\u3002\u5f53\u4e0b\u6b63\u5904\u4e8e\u7b97\u529b\u4f9b\u5e94\u7d27\u5f20\u671f\uff0c\u80fd\u628a\u6a21\u578b\u548c\u73b0\u6709\u7b97\u529b\u69a8\u5f97\u66f4\u5e72\uff0c\u672c\u8eab\u5c31\u662f\u5dee\u5f02\u5316\u2014\u2014\u6bd4\u7ade\u4e89\u5bf9\u624b\u4fbf\u5b9c\u5341\u500d\u505a\u4e8b\uff0c\u5c31\u662f\u7ade\u4e89\u4f18\u52bf\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/does-every-firm-need-model.jpg\" alt=\"Does every firm need model\" \/><figcaption>Does every firm need model<\/figcaption><\/figure>\n<h2>\u516b\u3001\u4e0d\u53ef\u9a8c\u8bc1\u9886\u57df\u91cc\u7684 RL<\/h2>\n<p>RL \u6700\u65e9\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u8fd9\u7c7b\u9ad8\u5ea6\u53ef\u9a8c\u8bc1\u9886\u57df\u8d77\u6b65\u3002Yash \u6307\u51fa\uff0c\u628a\u4e0d\u53ef\u9a8c\u8bc1\u9886\u57df\u8f6c\u6210\u67d0\u79cd&#8221;\u4ee3\u7406\u53ef\u9a8c\u8bc1&#8221;\u9886\u57df\u540e\uff0c\u722c\u5c71\u5176\u5b9e\u51fa\u5947\u5730\u5bb9\u6613\uff1a\u57fa\u4e8e\u8bc4\u5206\u89c4\u5219\uff08rubric\uff09\u7684 RL \u6548\u679c\u76f8\u5f53\u597d\uff1b\u6ca1\u6709\u552f\u4e00\u7b54\u6848\u7684\u4efb\u52a1\uff0c\u7ed9\u51fa\u4e13\u5bb6\u7b54\u6848\u5e76\u636e\u6b64\u6253\u5206\uff0c\u5c31\u662f\u76f8\u5f53\u4e0d\u9519\u7684\u4ee3\u7406\u3002\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u4e0d\u540c\u516c\u53f8\u8bf7\u4e0d\u540c\u4e13\u5bb6\u4f18\u5316\uff0c\u4f1a\u5f97\u5230\u622a\u7136\u4e0d\u540c\u7684\u6a21\u578b\u3002<\/p>\n<p>\u4ed6\u6709\u4e00\u53e5\u5206\u91cf\u5f88\u91cd\u7684\u8bdd\uff1a<strong>\u6211\u4eec\u624b\u4e0a\u7684 RL \u672c\u8d28\u662f\u4e00\u53f0\u722c\u5c71\u673a\u5668\uff0c\u6700\u96be\u7684\u90e8\u5206\u662f\u5b9a\u4e49\u8981\u722c\u7684\u90a3\u5ea7\u5c71<\/strong>\u3002\u56e0\u6b64\u8bc4\u4f30\uff08evals\uff09\u65e2\u662f\u516c\u53f8\u8981\u91cd\u70b9\u5efa\u8bbe\u7684\u8d44\u4ea7\uff0c\u4e5f\u5fc5\u987b\u8c28\u614e\u4fdd\u62a4\u2014\u2014\u516c\u5f00\u57fa\u51c6\u4e00\u65e6\u516c\u5f00\u5c31\u4f1a\u88ab\u57fa\u51c6\u5316\uff0c\u800c\u4f60\u5e0c\u671b\u81ea\u5df1\u72ec\u6709\u7684&#8221;\u597d\u574f\u6807\u51c6&#8221;\u4e0d\u88ab\u5916\u4eba\u77e5\u9053\u3002\u5458\u5de5\u4e0d\u662f\u53ef\u4e92\u6362\u7684\uff0c\u6a21\u578b\u540c\u7406\u3002\u9886\u5148\u7684\u5e94\u7528\u516c\u53f8\u5904\u5728\u4e24\u96be\uff1a\u628a\u8bc4\u4f30\u4ea4\u7ed9\u5b9e\u9a8c\u5ba4\u6709\u52a9\u4e8e\u6269\u5c55\u80fd\u529b\uff0c\u5374\u4e5f\u6cc4\u9732\u4e86\u6765\u4e4b\u4e0d\u6613\u7684\u6d1e\u89c1\u3002\u8fd9\u6b63\u662f\u6bcf\u5bb6\u516c\u53f8\u90fd\u5e94\u6295\u8d44\u5f00\u653e\u6a21\u578b\u57fa\u7840\u8bbe\u65bd\u3001\u62e5\u62b1\u591a\u6a21\u578b\u672a\u6765\u7684\u539f\u56e0\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/rl-hill-climbing-machine.jpg\" alt=\"RL hill-climbing machine\" \/><figcaption>RL hill-climbing machine<\/figcaption><\/figure>\n<h2>\u4e5d\u3001\u63a8\u7406\u751f\u610f\uff1a\u4e3a\u4ec0\u4e48\u540e\u8bad\u7ec3\u8d62\u5728\u63a8\u7406<\/h2>\n<p>Applied Compute \u6311\u9009\u5ba2\u6237\u7684\u6807\u51c6\u5f88\u6e05\u6670\uff1a\u8981\u4e48\u662f\u80fd\u529b\u63d0\u5347\u4ef7\u503c\u6781\u9ad8\u7684\u573a\u666f\uff08\u5236\u836f\u3001\u7f51\u7edc\u5b89\u5168\u3001\u82af\u7247\u516c\u53f8\u7b49\uff09\uff0c\u8981\u4e48\u63a8\u7406\u8d1f\u8f7d\u6781\u5927\u2014\u2014\u628a\u6548\u7387\u3001\u8d28\u91cf\u6539\u8fdb\u644a\u5230\u6d77\u91cf\u7528\u6237\u6216\u6570\u5341\u4ebf\u3001\u4e07\u4ebf token \u4e0a\uff0c\u540c\u6837\u4ef7\u503c\u5de8\u5927\uff0c\u56e0\u6b64\u4ed6\u4eec\u6700\u9752\u7750\u5927\u89c4\u6a21\u63a8\u7406\u8d1f\u8f7d\u6216\u9ad8\u5ea6\u5206\u5e03\u5916\u6570\u636e\u3002<\/p>\n<p>\u5173\u4e8e\u63a8\u7406\u5e02\u573a\uff0cYash \u5224\u65ad\u63a8\u7406\u5c06\u6210\u4e3a\u5168\u7403\u6700\u5927\u5e02\u573a\u4e4b\u4e00\uff08\u5373\u4fbf\u4e0d\u662f\u6700\u5927\uff09\uff0c\u800c\u6838\u5fc3\u89c2\u70b9\u662f<strong>\u540e\u8bad\u7ec3\u8d62\u5728\u63a8\u7406<\/strong>\u3002\u4f01\u4e1a\u901a\u5e38\u5148\u7528\u524d\u6cbf\u6a21\u578b\u5927\u91cf\u8bd5\u9519\uff0c\u5de5\u4f5c\u8d1f\u8f7d\u6210\u719f\u5e76\u89c4\u6a21\u5316\u540e\uff0c\u624d\u8f6c\u5411\u5f00\u653e\u6a21\u578b\u505a\u6210\u672c\u4f18\u5316\u3001\u5916\u63a8\u5e15\u7d2f\u6258\u66f2\u7ebf\uff1b\u800c\u82b1\u94b1\u6700\u591a\u3001\u89c4\u6a21\u6700\u5927\u7684\u8d1f\u8f7d\uff0c\u6070\u6070\u6700\u5e94\u8be5\u5148\u505a\u540e\u8bad\u7ec3\uff0c\u56e0\u4e3a\u90a3\u91cc\u6536\u76ca\u6700\u539a\u3002\u8bad\u7ec3\u65b9\u5f0f\u8fd8\u4f1a\u53cd\u8fc7\u6765\u5f71\u54cd\u63a8\u7406\u90e8\u7f72\uff1a\u957f\u7a0b\u5de5\u5177\u4f7f\u7528\u578b agent \u4e0e\u89e3\u7801\u5bc6\u96c6\u578b\u8d1f\u8f7d\uff0c\u9700\u8981\u4e0d\u540c\u7684\u89e3\u8026\u5f0f\u90e8\u7f72\uff0cprefill \u4e0e decode \u53ef\u7528\u4e0d\u540c\u82af\u7247\u3002<\/p>\n<p>\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u662f\uff1a\u9664\u4e86\u628a\u63a8\u7406\u6210\u672c\u780d 10%\uff0c\u8fd8\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u540c\u7b49\u8868\u73b0\u4e0b token \u6548\u7387\u63d0\u9ad8 10%\uff0c\u76f4\u63a5\u524a\u51cf token \u8d26\u5355\u2014\u2014\u8fd9\u662f\u540c\u4e00\u679a\u786c\u5e01\u7684\u4e24\u9762\uff0c\u6240\u4ee5 Applied Compute \u60f3\u540c\u65f6\u505a\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u96c6\u4e2d\u4f9b\u5e94\u5546\u3002\u81f3\u4e8e\u628a\u751f\u4ea7\u7ea7\u63a8\u7406\u8dd1\u8d77\u6765\u6709\u591a\u96be\uff0c\u4ed6\u547c\u5e94 Dylan Patel \u7684\u8bf4\u6cd5\uff1a\u6709 GPU\u3001\u88c5\u4e0a vLLM\u3001\u63a5\u5230 OpenRouter\uff0c&#8221;\u5dee\u4e0d\u591a&#8221;\u5c31\u6709\u4e86\u4e00\u4e2a\u751f\u4ea7\u63a8\u7406\u670d\u52a1\uff1b\u5f53\u7136\u89c4\u6a21\u5316\u540e\u7684\u4f18\u5316\u3001token \u901f\u5ea6\u4ecd\u662f\u786c\u529f\u592b\uff0c\u4f46\u76f8\u8f83\u8bad\u7ec3\uff0c\u628a\u63a8\u7406\u8dd1\u8d77\u6765\u662f\u66f4\u5bb9\u6613\u7684\u90a3\u4e00\u534a\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/post-training-wins-inference.jpg\" alt=\"Post-training wins inference\" \/><figcaption>Post-training wins inference<\/figcaption><\/figure>\n<h2>\u5341\u3001\u65b0\u4e00\u4ee3 AI \u8d85\u7b97\u5382\u7684\u53cd\u5411\u91d1\u5b57\u5854\u62bc\u6ce8<\/h2>\n<p>\u4e91\u65f6\u4ee3\u6709 AWS\u3001GCP\u3001Azure\uff0c\u5b83\u4eec\u5728 CPU \u7b97\u529b\u4e4b\u4e0a\u6784\u5efa\u4e86\u7f51\u7edc\u3001\u5b58\u50a8\u3001\u6570\u636e\u5e93\u3001\u6570\u636e\u6e56\u7b49\u7075\u6d3b\u4ea7\u54c1\u3002\u5982\u4eca\u65b0\u7684\u8ba1\u7b97\u57fa\u5e95\u662f GPU\uff0c\u800c&#8221;\u6a21\u578b&#8221;\u8fd9\u5806\u6743\u91cd\u4e0e\u53c2\u6570\u7531\u63a8\u7406\u5f15\u64ce\u627f\u8f7d\u2014\u2014\u63a8\u7406\u5f15\u64ce\u662f AI \u8f6f\u4ef6\u6808\u91cc\u7b2c\u4e00\u4e2a\u771f\u6b63\u5177\u5907\u7c98\u6027\u7684\u8f6f\u4ef6\u3002<\/p>\n<p>Yash \u62bc\u6ce8\uff1a\u8fd9\u4e00\u8f6f\u4ef6\u5c42\u8fdc\u4e0d\u6b62\u63a8\u7406\u3002\u5982\u4f55\u628a GPU \u7b97\u529b\u53d8\u6210\u66f4\u667a\u80fd\u7684 token \u662f\u8bad\u7ec3\uff0c\u5982\u4f55\u670d\u52a1\u8fd9\u4e9b token \u662f\u63a8\u7406\uff0c\u5982\u4f55\u6311\u9009\u8be5\u670d\u52a1\u7684 token \u662f\u8def\u7531\uff0c\u6b64\u5916\u8fd8\u6709\u5b89\u5168\u76d1\u63a7\u3001\u8eab\u4efd\u3001agent \u6c99\u7bb1\u7b49\u3002\u4ed6\u7528<strong>\u53cd\u5411\u91d1\u5b57\u5854<\/strong>\u63cf\u8ff0\u6218\u7565\uff1a\u91d1\u5b57\u5854\u5e95\u90e8\u662f\u6781\u5c11\u6570\u4eba\u80fd\u505a\u7684\u6a21\u578b\u8bad\u7ec3\uff0c\u5f80\u4e0a\u4f9d\u6b21\u662f\u63a8\u7406\u3001\u8def\u7531\u3001\u4e0a\u4e0b\u6587\u4e0e\u5de5\u5177\u94fe\u3002\u516c\u53f8\u76ee\u524d 16 \u4e2a\u6708\u5927\uff0c\u5148\u4ece\u8bad\u7ec3\u5207\u5165\u63a8\u7406\uff0c\u805a\u7126\u9ad8\u6760\u6746\u3001\u9ad8 ROI\u3001\u9700\u8981 robust \u57fa\u7840\u8bbe\u65bd\u548c\u81ea\u6709 GPU \u673a\u961f\u7684\u73af\u8282\uff0c\u968f\u6210\u719f\u5ea6\u6a2a\u5411\u62d3\u5bbd\u3002\u73b0\u9636\u6bb5\u4ed6\u4eec\u4e0d\u78b0 0 \u5230 1 \u7684 agent \u642d\u5efa\uff0c\u4e5f\u4e0d\u505a harness \u4e0e\u4e0a\u4e0b\u6587\u5c42\uff0c\u4e13\u6ce8\u6a21\u578b\u5c42\uff0c\u4e3a\u6210\u719f\u4ea7\u54c1\u80cc\u540e\u7684\u6a21\u578b\u505a\u4f18\u5316\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/new-ai-hyperscaler-bet.jpg\" alt=\"New AI hyperscaler bet\" \/><figcaption>New AI hyperscaler bet<\/figcaption><\/figure>\n<h2>\u5341\u4e00\u3001\u6784\u5efa RL \u73af\u5883\uff1a\u4efb\u52a1\u3001\u73af\u5883\u3001\u9a8c\u8bc1\u5668<\/h2>\n<p>\u6784\u5efa\u4e00\u4e2a RL \u73af\u5883\u4e0e\u6784\u5efa\u8bad\u7ec3\u6570\u636e\u3001\u6784\u5efa\u8bc4\u4f30\u662f\u540c\u6784\u7684\uff0c\u4e09\u4ef6\u4e3b\u4ef6\uff1a<strong>\u6b63\u786e\u7684\u4efb\u52a1\u3001\u6a21\u578b\u53ef\u8bbf\u95ee\u7684\u5de5\u5177\u4e0e\u670d\u52a1\u73af\u5883\u3001\u4ee5\u53ca\u597d\u574f\u5224\u5b9a\u65b9\u5f0f\uff08\u9a8c\u8bc1\u5668\uff09<\/strong>\u3002\u4ed6\u4e3e\u4e86\u4e0e\u6cd5\u5f8b\u79d1\u6280\u516c\u53f8 Harvey \u5408\u4f5c\u8bad\u7ec3\u6cd5\u5f8b\u8bc4\u5ba1\u4e13\u7528\u6a21\u578b\u7684\u6848\u4f8b\uff1a\u6536\u96c6\u4e13\u5bb6\u8bc4\u5206\u89c4\u5219\u4e0e\u7b54\u6848\uff0c\u8f85\u4ee5\u5408\u6210\u6570\u636e\uff0c\u7ed9\u6a21\u578b\u5f00\u653e\u5de5\u5177\u4e0e\u6587\u6863\u5e93\uff0c\u8ba9\u5b83\u5b8c\u6210\u4fe1\u606f\u62bd\u53d6\u4efb\u52a1\uff0c\u518d\u7528\u4e13\u5bb6\u7b54\u6848\u6253\u5206\u3002\u6700\u96be\u7684\u90e8\u5206\u662f\u8ba9\u4eba\u7f16\u5199\u8bc4\u5206\u89c4\u5219\u3001\u6784\u9020\u771f\u5b9e\u53ef\u4fe1\u7684\u6587\u6863\u3002\u771f\u5b9e\u4e13\u5bb6\u73af\u8282\u5fc5\u987b\u4e0e\u5ba2\u6237\u56e2\u961f\u76f4\u63a5\u534f\u4f5c\uff0c\u5408\u6210\u7684\u95ee\u7b54\u5bf9\uff08\u5982\u6587\u6863\u56de\u8bd1\uff09\u5219\u53ef\u4ee5\u7531 Applied Compute \u5b8c\u6210\u3002<\/p>\n<h2>\u5341\u4e8c\u3001\u5feb\u95ee\u5feb\u7b54\uff1aJevons \u6096\u8bba\u3001\u5956\u52b1\u9ed1\u5ba2\u4e0e AI \u7f16\u7a0b<\/h2>\n<p>RL \u7684\u6cdb\u5316\u8fdc\u4e0d\u53ca\u9884\u8bad\u7ec3\uff1a\u5728\u6570\u5b66\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u8fc1\u79fb\u5230\u6cd5\u5f8b\u9886\u57df\u7684\u6548\u679c\u6709\u9650\uff0c\u53ea\u4f1a\u5411\u90bb\u8fd1\u9886\u57df&#8221;\u6e17&#8221;\u3002\u8fc7\u53bb\u4e00\u5e74\u4ed6\u6700\u610f\u5916\u7684\u662f <strong>Jevons \u6096\u8bba\u7684\u771f\u5b9e\u7a0b\u5ea6<\/strong>\u2014\u2014OpenRouter \u6570\u636e\u663e\u793a\u6a21\u578b\u4e00\u964d\u4ef7\uff0c\u7528\u91cf\u7acb\u523b\u98d9\u5347\uff1b\u884c\u4e1a\u6b63\u8fdb\u5165\u6781\u5ea6\u6210\u672c\u4f18\u5316\u7684\u4e16\u754c\uff0c&#8221;\u4e3a\u6b63\u786e\u4efb\u52a1\u9009\u6b63\u786e\u6a21\u578b&#8221;\u7684\u6743\u91cd\u8fdc\u8d85\u4ed6\u9884\u671f\u3002\u50cf JAV \u8fd9\u7c7b\u4fbf\u5b9c\u3001\u5feb\u901f\u3001\u9762\u5411\u7279\u5b9a\u4efb\u52a1\u7684\u6a21\u578b\uff0c\u66f4\u591a\u662f\u4f7f\u80fd\u8005\u800c\u975e\u66ff\u4ee3\u8005\uff0c\u8ba9\u4ee5\u524d\u6210\u672c\u4e0a\u4e0d\u53ef\u80fd\u7684\u5927\u89c4\u6a21 token \u7ea7\u5206\u7c7b\u3001\u8f68\u8ff9\u5206\u6790\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p>\u8c08\u5230\u5956\u52b1\u9ed1\u5ba2\uff0c\u4ed6\u5f62\u5bb9\u6a21\u578b&#8221;\u50cf\u6c34\u4e00\u6837\u627e\u5230\u963b\u529b\u6700\u5c0f\u7684\u8def\u5f84&#8221;\uff1a\u7f16\u7a0b\u7c7b\u5ba2\u6237\u8eab\u4e0a\u5c31\u53d1\u73b0\u8fc7\u6a21\u578b\u5229\u7528\u8f6f\u4ef6\u5305\u6f0f\u6d1e\u8f7b\u677e\u5237\u5956\u52b1\u7684\u60c5\u51b5\uff1b\u8fd9\u4e5f\u662f\u7f51\u7edc\u5b89\u5168\u516c\u53f8\u70ed\u8877\u4e8e\u8bad\u7ec3 RL \u6a21\u578b\u7684\u539f\u56e0\u2014\u2014\u7f16\u7a0b\u5148\u9a8c\u6781\u5f3a\uff0c\u8fdb\u653b\u6027\u7f51\u7edc\u80fd\u529b\u7684\u5956\u52b1\u4fe1\u53f7\u5929\u7136\u826f\u597d\u3002\u5173\u4e8e AI 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