{"id":39473,"date":"2025-03-18T00:02:21","date_gmt":"2025-03-17T16:02:21","guid":{"rendered":"https:\/\/17aitech.com\/?p=39473"},"modified":"2025-03-18T00:02:21","modified_gmt":"2025-03-17T16:02:21","slug":"%e7%9c%9f%e6%ad%a3%e7%9a%84ai%e6%99%ba%e8%83%bd%e4%bd%93%e6%97%b6%e4%bb%a3%e5%8d%b3%e5%b0%86%e5%88%b0%e6%9d%a5%ef%bc%8c%e6%88%91%e4%bb%ac%e5%8f%91%e7%8e%b0%e4%ba%86%e5%87%a0%e7%82%b9%e3%80%8c%e8%8b%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39473","title":{"rendered":"\u771f\u6b63\u7684AI\u667a\u80fd\u4f53\u65f6\u4ee3\u5373\u5c06\u5230\u6765\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u51e0\u70b9\u300c\u82e6\u6da9\u7684\u6559\u8bad\u300d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-17-5\" target=\"_blank\">\u771f\u6b63\u7684AI\u667a\u80fd\u4f53\u65f6\u4ee3\u5373\u5c06\u5230\u6765\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u51e0\u70b9\u300c\u82e6\u6da9\u7684\u6559\u8bad\u300d<\/a><\/p>\n<section>\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c\u667a\u80fd\u4f53\uff08Agent\uff09\u518d\u6b21\u6210\u4e3a AI \u9886\u57df\u70ed\u8bae\u7684\u7126\u70b9\u3002<\/section>\n<section><\/section>\n<section>2025 \u5e74 1 \u6708\uff0cOpenAI \u53d1\u5e03\u4e86\u540d\u4e3a DeepResearch \u7684 o3 \u6a21\u578b\u53d8\u79cd\uff0c\u4e13\u95e8\u7528\u4e8e\u7f51\u9875\u548c\u6587\u6863\u641c\u7d22\u3002\u5f97\u76ca\u4e8e\u5728\u6d4f\u89c8\u4efb\u52a1\u4e0a\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0cDeepResearch \u5177\u5907\u4e86\u5236\u5b9a\u641c\u7d22\u7b56\u7565\u3001\u4ea4\u53c9\u5f15\u7528\u4fe1\u606f\u6765\u6e90\u3001\u751a\u81f3\u5229\u7528\u4e2d\u95f4\u53cd\u9988\u6765\u5904\u7406\u6df1\u5c42\u6b21\u77e5\u8bc6\u7684\u80fd\u529b\u3002\u65e0\u72ec\u6709\u5076\uff0cClaude Sonnet 3.7 \u4e5f\u6210\u529f\u5730\u5c06\u540c\u6837\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5e94\u7528\u4e8e\u4ee3\u7801\u9886\u57df\uff0c\u5728\u590d\u6742\u7684\u7f16\u7a0b\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u8d85\u8d8a\u4e86\u4ee5\u5f80\u6a21\u578b\u7684\u7ec4\u5408\u5e94\u7528\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section>\u6b63\u5982\u6469\u6839\u65af\u5766\u5229\u5b66\u8005 William Brown \u5728\u6f14\u8bb2\u4e2d\u6240\u8bf4\u7684\uff1a\u300cLLM \u667a\u80fd\u4f53\u5df2\u80fd\u591f\u5b8c\u6210\u957f\u65f6\u95f4\u3001\u591a\u6b65\u9aa4\u7684\u4efb\u52a1\u4e86\u3002\u300d<\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u8fdb\u5c55\u4e0d\u4ec5\u8ba9\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fc8\u4e0a\u4e86\u4e00\u4e2a\u65b0\u53f0\u9636\uff0c\u4e5f\u5f15\u53d1\u4e86\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1aLLM \u667a\u80fd\u4f53\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f<\/section>\n<section><\/section>\n<section>2024 \u5e74 12 \u6708\uff0cAnthropic \u7ed9\u51fa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u5b9a\u4e49\uff1a\u300cLLM \u667a\u80fd\u4f53\u662f\u80fd\u591f\u52a8\u6001\u6307\u5bfc\u81ea\u8eab\u6d41\u7a0b\u548c\u5de5\u5177\u4f7f\u7528\uff0c\u5e76\u4fdd\u6301\u5bf9\u4efb\u52a1\u5b8c\u6210\u65b9\u5f0f\u63a7\u5236\u7684\u7cfb\u7edf\u3002\u300d<\/section>\n<section><\/section>\n<section>\u4e0e\u4e4b\u76f8\u5bf9\uff0c\u76ee\u524d\u66f4\u4e3a\u666e\u904d\u7684\u667a\u80fd\u4f53\u5b9e\u9645\u4e0a\u90fd\u662f\u5de5\u4f5c\u6d41\u7cfb\u7edf\uff08workflows\uff09\uff0c\u4e5f\u5c31\u662f\u901a\u8fc7\u9884\u8bbe\u7684\u4ee3\u7801\u548c\u89c4\u5219\u6765\u534f\u8c03 LLM \u548c\u5de5\u5177\u7684\u7cfb\u7edf\uff0c\u4f8b\u5982\u6700\u8fd1\u5907\u53d7\u5173\u6ce8\u7684 Manus AI\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u5f88\u591a\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u4e9b LLM \u667a\u80fd\u4f53\u5f62\u6210\u7684\u5de5\u4f5c\u6d41\u7cfb\u7edf\u80fd\u5426\u63d0\u9ad8\u751f\u4ea7\u529b\u3001\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u63d0\u9ad8\uff0c\u624d\u662f\u5173\u952e\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd1\u671f\u7684\u6d4b\u8bd5\u4e2d\uff0c\u5f00\u53d1\u8005 Alexander Doria \u53d1\u73b0\u4e86\u4e00\u4e9b\u663e\u8457\u7684\u5c40\u9650\u6027\uff0c\u5e76\u5199\u6210\u535a\u5ba2\u5206\u4eab\u7ed9\u5927\u5bb6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e365b7740b54ce6ed3600b0c17d631e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e365b7740b54ce6ed3600b0c17d631e1.png\"><\/a><\/section>\n<section>\u535a\u5ba2\u5730\u5740\uff1ahttps:\/\/vintagedata.org\/blog\/posts\/designing-llm-agents<\/section>\n<section><\/section>\n<section>\u300c\u6211\u5728\u5468\u672b\u8fdb\u884c\u7684\u6240\u6709\u6d4b\u8bd5\u90fd\u663e\u793a\u51fa\u4e00\u4e2a\u7ed3\u679c\uff0c\u5373\u5de5\u4f5c\u6d41\u7cfb\u7edf\u5b58\u5728\u7740\u4e00\u4e9b\u6839\u672c\u6027\u5c40\u9650\uff0c\u8fd9\u4e9b\u5c40\u9650\u65e9\u5728 AutoGPT \u65f6\u4ee3\u5c31\u5df2\u663e\u73b0\uff0c\u800c\u5728\u641c\u7d22\u9886\u57df\u8868\u73b0\u5f97\u5c24\u4e3a\u660e\u663e\u3002\u300d<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4e0d\u80fd\u6709\u6548\u5236\u5b9a\u8ba1\u5212\uff0c\u7ecf\u5e38\u4e2d\u9014\u5361\u58f3\uff1b\u00a0<\/section>\n<\/li>\n<li>\n<section>\u4e0d\u80fd\u8bb0\u5fc6\u5185\u5bb9\uff0c\u65e0\u6cd5\u5904\u7406\u8d85\u8fc7 5-10 \u5206\u949f\u7684\u4efb\u52a1\uff1b\u00a0<\/section>\n<\/li>\n<li>\n<section>\u65e0\u6cd5\u957f\u671f\u6709\u6548\u6267\u884c\u4efb\u52a1\uff0c\u5bb9\u6613\u56e0\u8fde\u7eed\u7684\u5c0f\u9519\u8bef\u6700\u7ec8\u5f7b\u5e95\u5931\u8d25\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f5c\u8005\u4ee5\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u300cLLM \u667a\u80fd\u4f53\u300d\u7684\u5b9a\u4e49\u4e3a\u51fa\u53d1\u70b9\u3002\u5b83\u57fa\u4e8e\u5927\u578b\u5b9e\u9a8c\u5ba4\u7684\u6709\u9650\u4fe1\u606f\u3001\u5f00\u653e\u7814\u7a76\u751f\u6001\u7cfb\u7edf\u4e2d\u4e0d\u65ad\u6d8c\u73b0\u7684\u590d\u73b0\u6210\u679c\uff0c\u518d\u7ed3\u5408\u4e00\u4e9b\u4e2a\u4eba\u63a8\u6d4b\uff0c\u5c3d\u529b\u5bf9\u6211\u4eec\u76ee\u524d\u6240\u4e86\u89e3\u7684\u5185\u5bb9\u8fdb\u884c\u5168\u9762\u603b\u7ed3\u3002<\/section>\n<section><\/section>\n<section>\u535a\u5ba2\u4e3b\u8981\u5185\u5bb9\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section><strong>LLM \u667a\u80fd\u4f53\u7684\u300c\u82e6\u6da9\u6559\u8bad\u300d\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u7684\u667a\u80fd\u4f53\u4e0e\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\uff08base LLM\uff09\u5b8c\u5168\u4e0d\u540c\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4f20\u7edf\u7684\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u4e2d\uff0c\u667a\u80fd\u4f53\u88ab\u7f6e\u4e8e\u53d7\u9650\u7684\u73af\u5883\u4e2d\uff0c\u5c31\u50cf\u5728\u8ff7\u5bab\u91cc\u884c\u8d70\uff0c\u667a\u80fd\u4f53\u7684\u6bcf\u4e2a\u52a8\u4f5c\u90fd\u6709\u7269\u7406\u6216\u89c4\u5219\u4e0a\u7684\u7ea6\u675f\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u667a\u80fd\u4f53\u4ecd\u4fdd\u7559\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u81ea\u7531\uff0c\u56e0\u4e3a\u89e3\u51b3\u8c1c\u9898\u6216\u6e38\u620f\u7684\u65b9\u6cd5\u5f80\u5f80\u4e0d\u6b62\u4e00\u79cd\u3002\u7136\u800c\uff0c\u6bcf\u4e00\u6b65\u884c\u52a8\u90fd\u5fc5\u987b\u4ee5\u6700\u7ec8\u83b7\u80dc\u548c\u83b7\u5f97\u5956\u52b1\u4e3a\u76ee\u6807\u8fdb\u884c\u8ba1\u7b97\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u4f1a\u8bb0\u4f4f\u8fc7\u53bb\u7684\u884c\u52a8\uff0c\u5e76\u9010\u6b65\u603b\u7ed3\u51fa\u6a21\u5f0f\u548c\u542f\u53d1\u5f0f\u7b56\u7565\u6765\u4f18\u5316\u5176\u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u8fc7\u7a0b\u88ab\u79f0\u4e3a\u300c\u641c\u7d22\u300d\uff0c\u667a\u80fd\u4f53\u5728\u8ff7\u5bab\u4e2d\u7684\u63a2\u7d22\u884c\u4e3a\u4e0e\u7528\u6237\u5728\u641c\u7d22\u5f15\u64ce\u4e0a\u7684\u70b9\u51fb\u6a21\u5f0f\u5982\u51fa\u4e00\u8f99\u3002\u641c\u7d22\u7814\u7a76\u6709\u7740\u957f\u8fbe\u6570\u5341\u5e74\u7684\u4e30\u5bcc\u5386\u53f2\u3002\u4f8b\u5982\uff0c\u636e\u4f20\u4e3a OpenAI \u65b0\u4e00\u4ee3\u6a21\u578b\u63d0\u4f9b\u652f\u6301\u7684 Q-star \u7b97\u6cd5\uff0c\u4fbf\u662f\u6e90\u81ea 1968 \u5e74\u7684 A-Star \u641c\u7d22\u7b97\u6cd5\u3002\u6700\u8fd1\uff0cPufferlib \u8fdb\u884c\u7684\u5b9d\u53ef\u68a6\u8bad\u7ec3\u5b9e\u9a8c\u4fbf\u662f\u8fd9\u4e00\u8fc7\u7a0b\u7684\u7edd\u4f73\u4f8b\u8bc1\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u667a\u80fd\u4f53\u88ab\u89c2\u5bdf\u5230\u79ef\u6781\u5bfb\u627e\u6700\u4f18\u8def\u5f84\uff0c\u5931\u8d25\u540e\u4e0d\u65ad\u5c1d\u8bd5\uff0c\u901a\u8fc7\u53cd\u590d\u8bd5\u9519\u6765\u4f18\u5316\u7b56\u7565\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-10725c27bc1258494a3d64f39c5e6af1.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-10725c27bc1258494a3d64f39c5e6af1.gif\"><\/a><\/section>\n<section>\u7136\u800c\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u903b\u8f91\u6070\u6070\u76f8\u53cd\uff1a\u00a0<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u667a\u80fd\u4f53\u80fd\u8bb0\u4f4f\u73af\u5883\uff0c\u4f46\u57fa\u7840 LLM \u4e0d\u80fd\uff0c\u5b83\u4eec\u53ea\u80fd\u5904\u7406\u5f53\u524d\u7a97\u53e3\u5185\u7684\u4fe1\u606f\uff1b<\/section>\n<\/li>\n<li>\n<section>\u667a\u80fd\u4f53\u53d7\u73b0\u5b9e\u6761\u4ef6\u9650\u5236\uff0c\u4f46\u57fa\u7840 LLM \u751f\u6210\u7684\u662f\u6982\u7387\u6700\u9ad8\u7684\u6587\u672c\uff0c\u968f\u65f6\u53ef\u80fd\u300c\u8dd1\u9898\u300d\uff1b<\/section>\n<\/li>\n<li>\n<section>\u667a\u80fd\u4f53\u80fd\u89c4\u5212\u957f\u671f\u7b56\u7565\uff0c\u57fa\u7840 LLM \u5374\u53ea\u80fd\u505a\u597d\u5355\u6b65\u63a8\u7406\uff0c\u9762\u5bf9\u591a\u6b65\u63a8\u7406\u4efb\u52a1\u5f88\u5feb\u5c31\u4f1a\u300c\u8d85\u8f7d\u300d\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u76ee\u524d\uff0c\u5927\u90e8\u5206 LLM \u667a\u80fd\u4f53\u7684\u505a\u6cd5\u662f\u5229\u7528\u9884\u5b9a\u4e49\u7684\u63d0\u793a\u8bcd\uff08prompt\uff09\u548c\u89c4\u5219\u6765\u5f15\u5bfc\u6a21\u578b\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u6ce8\u5b9a\u4f1a\u9047\u5230\u300c\u82e6\u6da9\u7684\u6559\u8bad\u300d\uff08Bitter Lesson\uff09\u3002\u6240\u8c13\u6559\u8bad\uff0c\u662f\u6307\u4eba\u4eec\u5f80\u5f80\u503e\u5411\u4e8e\u5c06\u81ea\u5df1\u7684\u77e5\u8bc6\u786c\u7f16\u7801\u5230\u7cfb\u7edf\u4e2d\uff0c\u77ed\u671f\u5185\u53ef\u80fd\u6548\u679c\u663e\u8457\uff0c\u4f46\u957f\u671f\u6765\u770b\u5374\u4e25\u91cd\u9650\u5236\u4e86\u7cfb\u7edf\u7684\u53d1\u5c55\u6f5c\u529b\u3002\u771f\u6b63\u7684\u7a81\u7834\u603b\u662f\u6765\u81ea\u4e8e\u641c\u7d22\u4e0e\u5b66\u4e60\u80fd\u529b\u7684\u63d0\u5347\uff0c\u800c\u975e\u4eba\u4e3a\u89c4\u5219\u7684\u5806\u780c\u3002\u8fd9\u4e00\u6559\u8bad\u63d0\u9192\u6211\u4eec\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u89c4\u5219\u8bbe\u8ba1\u53ef\u80fd\u4f1a\u963b\u788d\u7cfb\u7edf\u7684\u81ea\u6211\u4f18\u5316\u548c\u8fdb\u5316\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u7c7b\u4f3c Manus AI \u8fd9\u7c7b\u5de5\u4f5c\u6d41\u7cfb\u7edf\u65e0\u6cd5\u987a\u5229\u5730\u8ba2\u673a\u7968\u6216\u6559\u4f60\u5f92\u624b\u6253\u864e \u2014\u2014 \u5b83\u4eec\u672c\u8d28\u4e0a\u662f\u88ab\u82e6\u6da9\u6559\u8bad\u54ac\u4e86\u4e00\u53e3\u3002\u9760\u63d0\u793a\u8bcd\u548c\u89c4\u5219\u65e0\u6cd5\u6301\u7eed\u6269\u5c55\uff0c\u4f60\u5fc5\u987b\u4ece\u6839\u672c\u4e0a\u8bbe\u8ba1\u80fd\u591f\u771f\u6b63\u641c\u7d22\u3001\u89c4\u5212\u3001\u884c\u52a8\u7684\u7cfb\u7edf\u3002<\/section>\n<section><\/section>\n<section><strong>\u5f3a\u5316\u5b66\u4e60 + \u63a8\u7406\uff1aLLM \u667a\u80fd\u4f53\u7684\u300c\u6210\u529f\u79d8\u8bc0\u300d<\/strong><\/section>\n<section><\/section>\n<section>\u771f\u6b63\u7684 LLM \u667a\u80fd\u4f53\uff0c\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u5462\uff1f\u8fd9\u662f\u4e00\u4e2a\u590d\u6742\u7684\u95ee\u9898\uff0c\u76ee\u524d\u516c\u5f00\u7684\u4fe1\u606f\u5f88\u5c11\u3002Anthropic\u3001OpenAI\u3001DeepMind \u7b49\u5c11\u6570\u5b9e\u9a8c\u5ba4\u638c\u63e1\u7740\u5173\u952e\u77e5\u8bc6\u3002\u76ee\u524d\uff0c\u6211\u4eec\u53ea\u80fd\u4ece\u73b0\u6709\u7684\u7814\u7a76\u4e2d\u5c1d\u8bd5\u6765\u63a8\u6d4b\uff1a<\/section>\n<section><\/section>\n<section>1. \u5f3a\u5316\u5b66\u4e60 RL\uff1a\u4e0e\u4f20\u7edf\u667a\u80fd\u4f53\u7c7b\u4f3c\uff0cLLM \u667a\u80fd\u4f53\u4e5f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u91cc\u7684\u300c\u8ff7\u5bab\u300d\u662f\u6240\u6709\u53ef\u80fd\u7684\u6587\u672c\u7ec4\u5408\uff0c\u800c\u300c\u51fa\u53e3\u300d\u6216\u300c\u5956\u52b1\u300d\u5219\u662f\u6700\u7ec8\u7684\u76ee\u6807\u3002\u9a8c\u8bc1\u662f\u5426\u8fbe\u6210\u5956\u52b1\u7684\u8fc7\u7a0b\u88ab\u79f0\u4e3a\u300c\u9a8c\u8bc1\u5668\u300d\u2014\u2014William Brown \u65b0\u5f00\u53d1\u7684\u9a8c\u8bc1\u5668\u5e93\u6b63\u662f\u4e3a\u6b64\u800c\u751f\u3002\u76ee\u524d\uff0c\u9a8c\u8bc1\u5668\u4e3b\u8981\u7528\u4e8e\u5f62\u5f0f\u5316\u7ed3\u679c\uff0c\u5982\u6570\u5b66\u65b9\u7a0b\u6216\u7f16\u7a0b\u4ee3\u7801\u3002\u4f46 Kalomaze \u7684\u7814\u7a76\u8868\u660e\uff0c\u901a\u8fc7\u8bad\u7ec3\u4e13\u95e8\u5206\u7c7b\u5668\uff0c\u4e5f\u53ef\u4e3a\u975e\u4e25\u683c\u53ef\u9a8c\u8bc1\u7684\u8f93\u51fa\u6784\u5efa\u9a8c\u8bc1\u5668\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8bed\u8a00\u6a21\u578b\u5728\u8bc4\u4f30\u65b9\u9762\u7684\u8868\u73b0\u4f18\u4e8e\u751f\u6210\uff0c\u56e0\u6b64\u5373\u4f7f\u7528\u5c0f\u578b LLM-as-judge\uff0c\u4e5f\u80fd\u663e\u8457\u63d0\u5347\u6027\u80fd\u548c\u5956\u52b1\u8bbe\u8ba1\u3002<\/section>\n<section><\/section>\n<section>2. \u8349\u7a3f\u6a21\u5f0f\uff08Drafts\uff09\uff1aLLM \u667a\u80fd\u4f53\u7684\u8bad\u7ec3\u4f9d\u8d56\u4e8e\u751f\u6210\u8349\u7a3f\u5e76\u540c\u65f6\u8bc4\u4f30\u3002\u8fd9\u4e00\u9009\u62e9\u5e76\u975e\u663e\u800c\u6613\u89c1\uff0c\u56e0\u4e3a\u65e9\u671f\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u6269\u5c55\u641c\u7d22\u5230\u6574\u4e2a token \u5e8f\u5217\u3002\u8ba1\u7b97\u9650\u5236\u548c\u300c\u63a8\u7406\u300d\u6a21\u578b\u7684\u7a81\u7834\u63a8\u52a8\u4e86\u8fd9\u4e00\u8f6c\u53d8\u3002\u5178\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u662f\u8ba9\u6a21\u578b\u751f\u6210\u903b\u8f91\u5e8f\u5217\uff0c\u5047\u8bbe\u80fd\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u7684\u5e8f\u5217\u66f4\u53ef\u80fd\u662f\u6b63\u786e\u7684\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u53cd\u76f4\u89c9\u7684\u7ed3\u679c\uff08\u5982 DeepSeek R0 \u6a21\u578b\u5076\u5c14\u5728\u82f1\u8bed\u548c\u4e2d\u6587\u95f4\u5207\u6362\uff09\u3002\u7136\u800c\uff0c\u6b63\u5982\u82e6\u6da9\u7684\u6559\u8bad\u6240\u793a\uff0c\u5f3a\u5316\u5b66\u4e60\u53ea\u5173\u6ce8\u7ed3\u679c\u7684\u6709\u6548\u6027\uff0c\u751a\u81f3\u5141\u8bb8\u975e\u6b63\u7edf\u6216\u8ba1\u5212\u5916\u7684\u6377\u5f84\u3002\u5c31\u50cf\u667a\u80fd\u4f53\u5728\u8ff7\u5bab\u4e2d\u5bfb\u627e\u51fa\u8def\uff0c\u8bed\u8a00\u6a21\u578b\u5fc5\u987b\u901a\u8fc7\u7eaf\u7cb9\u63a8\u7406\u627e\u5230\u8def\u5f84 \u2014\u2014 \u6ca1\u6709\u9884\u5b9a\u4e49\u63d0\u793a\uff0c\u53ea\u6709\u5956\u52b1\u548c\u83b7\u53d6\u5956\u52b1\u7684\u65b9\u5f0f\u3002<\/section>\n<section><\/section>\n<section>3. \u7ed3\u6784\u5316\u8f93\u51fa\uff08rubric\uff09\uff1aLLM \u8349\u7a3f\u901a\u5e38\u88ab\u9884\u5b9a\u4e49\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u90e8\u5206\uff0c\u4ee5\u4fbf\u4e8e\u5956\u52b1\u9a8c\u8bc1\uff0c\u5e76\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7b80\u5316\u6574\u4f53\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u662f\u4e00\u79cd\u300c\u8bc4\u5206\u6807\u51c6\u5de5\u7a0b\u300d\uff0c\u65e2\u53ef\u4ee5\u76f4\u63a5\u4f5c\u4e3a\u5956\u52b1\u51fd\u6570\u8fdb\u884c\u7ba1\u7406\uff0c\u4e5f\u53ef\u4ee5\u5728\u5927\u578b\u5b9e\u9a8c\u5ba4\u7684\u8bad\u7ec3\u8bbe\u7f6e\u4e2d\u901a\u8fc7\u540e\u8bad\u7ec3\u9636\u6bb5\u5b9e\u73b0\u3002<\/section>\n<section><\/section>\n<section>4. \u591a\u6b65\u8bad\u7ec3\uff1aLLM \u667a\u80fd\u4f53\u7684\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u8349\u7a3f\u548c\u591a\u6b65\u9aa4\u8fed\u4ee3\u3002\u641c\u7d22\u9886\u57df\u7684\u60c5\u51b5\u5c24\u5176\u5982\u6b64\uff1a\u6211\u4eec\u4e0d\u4f1a\u4e00\u6b21\u6027\u8bc4\u4f30\u641c\u7d22\u7ed3\u679c\uff0c\u800c\u662f\u8bc4\u4f30\u6a21\u578b\u83b7\u53d6\u8d44\u6e90\u3001\u5904\u7406\u7ed3\u679c\u3001\u8fdb\u4e00\u6b65\u83b7\u53d6\u8d44\u6e90\u3001\u8c03\u6574\u8ba1\u5212\u3001\u56de\u6eaf\u7b49\u80fd\u529b\u3002\u56e0\u6b64\uff0cDeepSeek \u7684 GRPO \u7ed3\u5408 vllm \u7684\u6587\u672c\u751f\u6210\u6210\u4e3a\u5f53\u524d\u9996\u9009\u65b9\u6cd5\u3002\u8fd1\u671f\uff0c\u6211\u53d1\u5e03\u4e86\u4e00\u4e2a\u57fa\u4e8e William Brown \u5de5\u4f5c\u7684\u4ee3\u7801\u7b14\u8bb0\u672c\uff0c\u6210\u529f\u5728 Google Colab \u63d0\u4f9b\u7684\u4e00\u5757 A100 GPU \u4e0a\u8fd0\u884c\u4e86 GRPO\u3002\u8ba1\u7b97\u9700\u6c42\u7684\u964d\u4f4e\u5c06\u662f\u672a\u6765\u51e0\u5e74\u5f3a\u5316\u5b66\u4e60\u548c\u667a\u80fd\u4f53\u8bbe\u8ba1\u666e\u53ca\u7684\u5173\u952e\u56e0\u7d20\u3002<\/section>\n<section><\/section>\n<section><strong>\u5982\u4f55\u5b9e\u73b0\u89c4\u6a21\u5316\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4ee5\u4e0a\u662f\u57fa\u7840\u6784\u5efa\u6a21\u5757\uff0c\u4f46\u4ece\u8fd9\u4e9b\u5230 OpenAI \u7684 DeepResearch \u4ee5\u53ca\u5176\u4ed6\u80fd\u591f\u5904\u7406\u957f\u52a8\u4f5c\u5e8f\u5217\u7684\u667a\u80fd\u4f53\uff0c\u8fd8\u6709\u4e00\u6bb5\u8ddd\u79bb\u3002\u8bf7\u5141\u8bb8\u6211\u505a\u4e00\u4e9b\u63a8\u6d4b\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\u7684\u5f00\u653e\u5f3a\u5316\u5b66\u4e60 \/ \u63a8\u7406\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u6570\u5b66\u9886\u57df\uff0c\u56e0\u4e3a\u6211\u4eec\u62e5\u6709\u5927\u91cf\u6570\u5b66\u7ec3\u4e60\u9898\uff0c\u5176\u4e2d\u4e00\u4e9b\u88ab Common Crawl \u6536\u5f55\uff0c\u5e76\u7531 HuggingFace \u901a\u8fc7\u5206\u7c7b\u5668\u63d0\u53d6\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u8bb8\u591a\u5176\u4ed6\u9886\u57df\uff08\u5c24\u5176\u662f\u641c\u7d22\u9886\u57df\uff09\uff0c\u6211\u4eec\u7f3a\u4e4f\u76f8\u5173\u6570\u636e\uff0c\u56e0\u4e3a\u6211\u4eec\u9700\u8981\u771f\u5b9e\u7684\u52a8\u4f5c\u5e8f\u5217\uff1a\u65e5\u5fd7\u3001\u70b9\u51fb\u8bb0\u5f55\u3001\u884c\u4e3a\u6a21\u5f0f\u7b49\u3002\u6211\u4e0d\u4e45\u524d\u66fe\u5728\u65e5\u5fd7\u5206\u6790\u9886\u57df\u5de5\u4f5c\u8fc7\uff0c\u6a21\u578b\uff08\u867d\u7136\u4ecd\u5728\u4f7f\u7528\u9a6c\u5c14\u53ef\u592b\u94fe\uff0c\u4f46\u8fd9\u4e2a\u9886\u57df\u53d8\u5316\u5f88\u5feb\uff09\u4ecd\u7136\u5e38\u5728 20 \u4e16\u7eaa 90 \u5e74\u4ee3\u672b\u6cc4\u9732\u7684 AOL \u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u6700\u8fd1\uff0c\u81f3\u5c11\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u516c\u5f00\u6570\u636e\u96c6\u88ab\u5f15\u5165\uff1aWikipedia Clickstream\uff0c\u8fd9\u662f\u4e00\u7ec4\u4ece\u4e00\u7bc7\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u5230\u53e6\u4e00\u7bc7\u6587\u7ae0\u7684\u533f\u540d\u70b9\u51fb\u8f68\u8ff9\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u8ba9\u6211\u95ee\u4e00\u4e2a\u7b80\u5355\u7684\u95ee\u9898\uff1a\u8fd9\u4e2a\u6570\u636e\u96c6\u5728 HuggingFace \u4e0a\u5417\uff1f\u6ca1\u6709\u3002<\/section>\n<section><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0cHuggingFace \u4e0a\u51e0\u4e4e\u6ca1\u6709\u771f\u6b63\u80fd\u589e\u5f3a\u89c4\u5212\u80fd\u529b\u7684\u300c\u667a\u80fd\u4f53\u6570\u636e\u300d\u3002\u6574\u4e2a\u9886\u57df\u4ecd\u7136\u9ed8\u8ba4 LLM \u6a21\u578b\u9700\u8981\u901a\u8fc7\u81ea\u5b9a\u4e49\u7684\u89c4\u5219\u7cfb\u7edf\u8fdb\u884c\u7f16\u6392\u3002\u6211\u751a\u81f3\u4e0d\u786e\u5b9a OpenAI \u6216 Anthropic \u662f\u5426\u62e5\u6709\u8db3\u591f\u6570\u91cf\u7684\u6b64\u7c7b\u6570\u636e\u3002\u8fd9\u81f3\u5c11\u662f\u4e00\u4e2a\u4f20\u7edf\u79d1\u6280\u516c\u53f8\u5360\u636e\u5f3a\u52bf\u5730\u4f4d\u7684\u9886\u57df\uff0c\u800c\u4e14\u6ca1\u6709\u7b80\u5355\u7684\u66ff\u4ee3\u65b9\u6848\uff1a\u4f60\u65e0\u6cd5\u8d2d\u4e70\u8c37\u6b4c\u5e9e\u5927\u7684\u7528\u6237\u641c\u7d22\u5386\u53f2\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\u80fd\u60f3\u5230\u7684\u89e3\u51b3\u65b9\u6cd5\u662f\uff1a\u901a\u8fc7\u6a21\u62df\u76f4\u63a5\u751f\u6210\u6570\u636e\u3002\u4f20\u7edf\u7684\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u5e76\u4e0d\u4f9d\u8d56\u8fc7\u5f80\u7684\u5b9e\u4f8b\u3002\u5b83\u4eec\u901a\u8fc7\u5e7f\u6cdb\u4e14\u53cd\u590d\u7684\u641c\u7d22\u6765\u63a8\u65ad\u51fa\u7ea6\u675f\u6761\u4ef6\u548c\u8fc7\u5ea6\u7b56\u7565\u3002\u4e00\u65e6\u5e94\u7528\u5230\u641c\u7d22\u9886\u57df\uff0c\u5178\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u4e0e\u535a\u5f08\u4e2d\u7684\u5f3a\u5316\u5b66\u4e60\u5e76\u65e0\u592a\u5927\u5dee\u5f02\uff1a\u8ba9\u6a21\u578b\u81ea\u7531\u63a2\u7d22\uff0c\u6bcf\u5f53\u5b83\u627e\u5230\u6b63\u786e\u7b54\u6848\u65f6\u5c31\u7ed9\u4e88\u5956\u52b1\u3002\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u6f2b\u957f\u7684\u63a2\u7d22\u8fc7\u7a0b\u3002\u5c31\u597d\u6bd4\u4f60\u8981\u627e\u51fa\u4e00\u7bc7 20 \u4e16\u7eaa 60 \u5e74\u4ee3\u88ab\u9057\u5fd8\u7684\u82cf\u8054\u8bba\u6587\u4e2d\u8bb0\u8f7d\u7684\u67d0\u4e2a\u7279\u5b9a\u5316\u5b66\u5b9e\u9a8c\u3002\u901a\u8fc7\u7eaf\u7cb9\u7684\u86ee\u529b\uff0c\u4e5f\u8bb8\u5f3a\u5236\u6267\u884c\u4e00\u4e9b\u8bed\u8a00\u67e5\u8be2\u53d8\u5316\uff0c\u6a21\u578b\u6700\u7ec8\u5076\u7136\u627e\u5230\u4e86\u6b63\u786e\u7ed3\u679c\u3002\u7136\u540e\uff0c\u5b83\u53ef\u4ee5\u6c47\u603b\u5bfc\u81f4\u8fd9\u4e00\u7ed3\u679c\u7684\u6240\u6709\u56e0\u7d20\uff0c\u4ece\u800c\u4f7f\u8fd9\u4e00\u53d1\u73b0\u5728\u672a\u6765\u66f4\u6709\u53ef\u80fd\u5b9e\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u6765\u505a\u4e00\u4e9b\u7b80\u5355\u7684\u8ba1\u7b97\u3002\u5728\u5178\u578b\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bbe\u8ba1\u4e2d\uff0c\u4ee5 GRPO \u4e3a\u4f8b\uff0c\u4e00\u6b21\u53ef\u4ee5\u540c\u65f6\u8fdb\u884c 16 \u4e2a\u8349\u7a3f\u7684\u63a2\u7d22 \u2014\u2014 \u5982\u679c\u5927\u578b\u5b9e\u9a8c\u5ba4\u8bad\u7ec3\u7684\u6a21\u578b\u91c7\u7528\u66f4\u9ad8\u7684\u8349\u7a3f\u8fed\u4ee3\u6b21\u6570\uff0c\u6211\u4e5f\u4e0d\u4f1a\u611f\u5230\u610f\u5916\u3002\u6bcf\u4e2a\u8349\u7a3f\u53ef\u80fd\u4f1a\u4f9d\u6b21\u6d4f\u89c8\u81f3\u5c11 100 \u4e2a\u4e0d\u540c\u7684\u9875\u9762\u3002\u8fd9\u610f\u5473\u7740\u4e00\u6b21\u5c31\u6709 2000 \u4e2a\u6f5c\u5728\u67e5\u8be2\uff0c\u800c\u8fd9\u4ec5\u4ec5\u53ea\u662f\u4e00\u6b65\u3002\u4e00\u4e2a\u590d\u6742\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u5e8f\u5217\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u6570\u5341\u4e07\u6b65\uff08\u8fd9\u4e5f\u662f\u6211\u8ba4\u4e3a\u5f53\u524d\u8bad\u7ec3\u6b63\u5904\u4e8e\u4e2d\u671f\u9636\u6bb5\u7684\u539f\u56e0\u4e4b\u4e00\uff09\uff0c\u5e76\u4e14\u8981\u5904\u7406\u5404\u79cd\u5404\u6837\u7684\u4efb\u52a1\uff0c\u5c24\u5176\u662f\u9488\u5bf9\u50cf\u901a\u7528\u641c\u7d22\u80fd\u529b\u8fd9\u6837\u590d\u6742\u7684\u4efb\u52a1\u3002\u5982\u6b64\u7b97\u6765\uff0c\u4e00\u4e2a\u8bad\u7ec3\u5e8f\u5217\u5c31\u9700\u8981\u6570\u4ebf\u6b21\u7684\u5355\u72ec\u8fde\u63a5 \u2014\u2014 \u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u751a\u81f3\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4e00\u4e9b\u5e38\u7528\u5b66\u672f\u8d44\u6e90\u906d\u53d7\u7c7b\u4f3c\u5206\u5e03\u5f0f\u62d2\u7edd\u670d\u52a1\uff08DDoS\uff09\u653b\u51fb\u7684\u60c5\u51b5\u3002\u8fd9\u663e\u7136\u5e76\u4e0d\u7406\u60f3\uff0c\u6b64\u65f6\uff0c\u7f51\u7edc\u5e26\u5bbd\u800c\u975e\u5b9e\u9645\u8ba1\u7b97\u80fd\u529b\uff0c\u6210\u4e86\u4e3b\u8981\u7684\u9650\u5236\u56e0\u7d20\u3002<\/section>\n<section><\/section>\n<section>Game RL \u9762\u4e34\u7740\u7c7b\u4f3c\u7684\u9650\u5236\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u50cf Pufferlib \u8fd9\u6837\u7684 SOTA \u65b9\u6cd5\u4f1a\u300c\u4ece\u5b66\u4e60\u5e93\u7684\u89d2\u5ea6\u5c06\u73af\u5883\u5305\u88c5\u6210 Atari\uff0c\u800c\u4e0d\u4f1a\u5931\u53bb\u901a\u7528\u6027\u300d\uff1aRL \u6a21\u578b\u53ea\u9700\u8981\u770b\u5230\u5b83\u4eec\u6240\u9700\u4f7f\u7528\u7684\u4fe1\u606f\u3002\u5f53\u8fd9\u79cd\u65b9\u6cd5\u5e94\u7528\u4e8e\u641c\u7d22\u9886\u57df\u65f6\uff0c\u6d89\u53ca\u5230\u501f\u52a9\u5927\u578b\u7684 Common Crawl \u6570\u636e\u8f6c\u50a8\uff0c\u5e76\u5c06\u6570\u636e\u4f2a\u88c5\u6210\u901a\u8fc7 Web \u5904\u7406\u7684\u6837\u5b50\uff0c\u5305\u542b \u00a0url\u3001api \u8c03\u7528\u548c\u5176\u4ed6\u5178\u578b\u7684 http \u5de5\u4ef6\u3002\u800c\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u6570\u636e\u65e9\u5df2\u5b58\u50a8\u5728\u672c\u5730\u5177\u6709\u5feb\u901f\u67e5\u8be2\u80fd\u529b\u7684\u6570\u636e\u6846\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u6211\u63a8\u6d4b\u7528\u4e8e\u641c\u7d22\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5229\u7528\u56fa\u5b9a\u7684\u6570\u636e\u96c6\u521b\u5efa\u4e00\u4e2a\u5927\u578b\u7684\u7f51\u7edc\u641c\u7d22\u6a21\u62df\u73af\u5883\uff0c\u5e76\u6301\u7eed\u5c06\u6570\u636e\u300c\u8f6c\u6362\u300d\u540e\u53cd\u9988\u7ed9\u6a21\u578b\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u8ba9\u6a21\u578b\u4eff\u4f5b\u7f6e\u8eab\u4e8e\u771f\u5b9e\u7684\u7f51\u7edc\u641c\u7d22\u573a\u666f\u4e2d\u8fdb\u884c\u5b66\u4e60\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u67d0\u79cd\u5f62\u5f0f\u7684\u8f7b\u91cf\u7ea7 SFT\uff08\u5982 DeepSeek \u7684 SFT-RL-SFT-RL \u6b65\u9aa4\uff09\u9884\u51b7\u6a21\u578b\uff0c\u53ef\u80fd\u57fa\u4e8e\u53ef\u4ee5\u627e\u5230\u7684\u4efb\u4f55\u73b0\u6709\u641c\u7d22\u6a21\u5f0f\u3002\u5176\u603b\u4f53\u601d\u8def\u662f\u9884\u5148\u89c4\u8303\u6a21\u578b\u7684\u63a8\u7406\u548c\u8f93\u51fa\u65b9\u5f0f\uff0c\u4ece\u800c\u52a0\u5feb\u5b9e\u9645\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u901f\u5ea6\uff0c\u8fd9\u7c7b\u4f3c\u4e8e\u8fdb\u884c\u67d0\u79cd\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u8bbe\u8ba1\u3002<\/section>\n<\/li>\n<li>\n<section>\u51c6\u5907\u6216\u591a\u6216\u5c11\u590d\u6742\u7684\u67e5\u8be2\uff0c\u5e76\u5c06\u76f8\u5173\u7ed3\u679c\u4f5c\u4e3a\u9a8c\u8bc1\u5668\u3002\u6211\u552f\u4e00\u7684\u731c\u6d4b\u662f\uff0c\u5b83\u6d89\u53ca\u4e00\u4e9b\u590d\u6742\u7684\u5408\u6210\u7ba1\u9053\uff0c\u4ece\u73b0\u6709\u8d44\u6e90\u8fdb\u884c\u53cd\u5411\u7ffb\u8bd1\uff0c\u6216\u8005\u53ef\u80fd\u53ea\u662f\u6765\u81ea\u535a\u58eb\u7ea7\u6ce8\u91ca\u8005\u7684\u975e\u5e38\u6602\u8d35\u7684\u6ce8\u91ca\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u6b65\u9aa4 RL \u4e2d\u7684\u5b9e\u9645\u8bad\u7ec3\u3002\u6a21\u578b\u63d0\u4ea4\u67e5\u8be2\u3001\u53d1\u8d77\u641c\u7d22\u3001\u53d1\u9001\u7ed3\u679c\u3001\u6d4f\u89c8\u9875\u9762\u6216\u91cd\u65b0\u8868\u8ff0\u7ed3\u679c\uff0c\u6240\u6709\u8fd9\u4e9b\u90fd\u662f\u591a\u6b65\u9aa4\u5b8c\u6210\u7684\u3002\u4ece\u6a21\u578b\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5b83\u5c31\u50cf\u662f\u5728\u6d4f\u89c8\u7f51\u9875\uff0c\u4f46\u6240\u6709\u8fd9\u4e9b\u6570\u636e\u4ea4\u6362\u90fd\u662f\u7531\u641c\u7d22\u6a21\u62df\u5668\u5728\u540e\u53f0\u51c6\u5907\u7684\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e5f\u8bb8\u4e00\u65e6\u6a21\u578b\u5728\u641c\u7d22\u65b9\u9762\u8db3\u591f\u597d\uff0c\u5c31\u4f1a\u91cd\u65b0\u8fdb\u884c\u53e6\u4e00\u8f6e RL \u548c SFT\uff0c\u8fd9\u6b21\u66f4\u4e13\u6ce8\u4e8e\u7f16\u5199\u6700\u7ec8\u7684\u7efc\u5408\u4f53\u3002\u540c\u6837\uff0c\u8fd9\u53ef\u80fd\u6d89\u53ca\u4e00\u4e2a\u590d\u6742\u7684\u5408\u6210\u6d41\u7a0b\uff0c\u5176\u4e2d\u8f93\u51fa\u4f1a\u8f6c\u53d8\u4e3a\u8f93\u5165\uff0c\u4f8b\u5982\u5c06\u539f\u59cb\u7684\u957f\u7bc7\u62a5\u544a\u62c6\u5206\u6210\u5c0f\u5757\uff0c\u7136\u540e\u901a\u8fc7\u63a8\u7406\u5c06\u5b83\u4eec\u91cd\u65b0\u7ec4\u5408\u8d77\u6765\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u544a\u522b\u5bf9\u667a\u80fd\u4f53\u8fdb\u884c\u63d0\u793a<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u7ec8\uff0c\u6211\u4eec\u5f97\u5230\u4e86\u4e00\u4e2a\u771f\u6b63\u7684\u667a\u80fd\u4f53\u6a21\u578b\u3002\u5b83\u5728\u5b9e\u8df5\u4e2d\u4f1a\u5982\u4f55\u6539\u53d8\u6807\u51c6\u7684\u5de5\u4f5c\u6d41\u7a0b\u6216\u6a21\u578b\u7f16\u6392\u5462\uff1f\u4ec5\u4ec5\u662f\u6574\u4f53\u8d28\u91cf\u7684\u63d0\u5347\uff0c\u8fd8\u662f\u4e00\u79cd\u5168\u65b0\u7684\u8303\u5f0f\u8f6c\u53d8\uff1f<\/section>\n<section><\/section>\n<section>\u8ba9\u6211\u4eec\u56de\u987e\u4e00\u4e0b Anthropic \u5bf9\u667a\u80fd\u4f53\u7684\u5b9a\u4e49\uff1aLLM \u667a\u80fd\u4f53\u300c\u80fd\u591f\u52a8\u6001\u5730\u5f15\u5bfc\u81ea\u8eab\u7684\u5904\u7406\u6d41\u7a0b\u548c\u5de5\u5177\u4f7f\u7528\uff0c\u81ea\u4e3b\u638c\u63a7\u4efb\u52a1\u7684\u5b8c\u6210\u65b9\u5f0f\u300d\u3002\u6211\u5c06\u518d\u6b21\u4ee5\u6211\u8f83\u4e3a\u719f\u6089\u7684\u641c\u7d22\u573a\u666f\u4e3a\u4f8b\u8fdb\u884c\u8bf4\u660e\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u76f4\u4ee5\u6765\uff0c\u6709\u5f88\u591a\u4eba\u731c\u6d4b\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u4f1a\u88ab\u5177\u5907\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u7684\u76f4\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u6240\u53d6\u4ee3\u3002\u4f46\u8fd9\u79cd\u60c5\u51b5\u5e76\u672a\u53d1\u751f\uff0c\u539f\u56e0\u6709\u5f88\u591a\uff1a\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u8ba1\u7b97\u6210\u672c\u9ad8\u6602\uff0c\u5728\u5904\u7406\u76f8\u5bf9\u590d\u6742\u7684\u67e5\u8be2\u65f6\u51c6\u786e\u6027\u6b20\u4f73\uff0c\u800c\u4e14\u8f93\u5165\u4fe1\u606f\u7684\u53ef\u8ffd\u6eaf\u6027\u8f83\u5dee\u3002\u771f\u6b63\u5177\u5907\u667a\u80fd\u4f53\u80fd\u529b\u7684\u641c\u7d22\u5927\u8bed\u8a00\u6a21\u578b\u5e76\u4e0d\u4f1a\u53d6\u4ee3 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\u667a\u80fd\u4f53\u5177\u6709\u5de8\u5927\u7684\u98a0\u8986\u6f5c\u529b\u548c\u4ef7\u503c\u83b7\u53d6\u80fd\u529b\uff0c\u6211\u575a\u4fe1\u8ba9 LLM \u667a\u80fd\u4f53\u7684\u8bad\u7ec3\u548c\u90e8\u7f72\u8d70\u5411\u5927\u4f17\u5316\u5df2\u523b\u4e0d\u5bb9\u7f13\u3002\u56e0\u6b64\uff0c\u5f00\u653e\u9a8c\u8bc1\u5668\u3001GRPO \u8bad\u7ec3\u6837\u672c\uff0c\u4ee5\u53ca\u53ef\u80fd\u4f1a\u5f88\u5feb\u51fa\u73b0\u7684\u590d\u6742\u5408\u6210\u7ba1\u9053\u548c\u6a21\u62df\u5668\u3002<\/section>\n<section><\/section>\n<section>2025 \u5e74\u4f1a\u662f\u667a\u80fd\u4f53\u5143\u5e74\u5417\uff1f\u6709\u53ef\u80fd\u3002\u8ba9\u6211\u4eec\u62ed\u76ee\u4ee5\u5f85\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u5185\u5bb9\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/vintagedata.org\/blog\/posts\/designing-llm-agents<\/em><\/sup><\/section>\n<section><em><sup>https:\/\/x.com\/dotey\/status\/1900179777635356827<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-17-5\" target=\"_blank\">\u771f\u6b63\u7684AI\u667a\u80fd\u4f53\u65f6\u4ee3\u5373\u5c06\u5230\u6765\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u51e0\u70b9\u300c\u82e6\u6da9\u7684\u6559\u8bad\u300d<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u771f\u6b63\u7684AI\u667a\u80fd\u4f53\u65f6\u4ee3\u5373 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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