{"id":40283,"date":"2025-05-08T21:02:50","date_gmt":"2025-05-08T13:02:50","guid":{"rendered":"https:\/\/17aitech.com\/?p=40283"},"modified":"2025-05-08T21:02:50","modified_gmt":"2025-05-08T13:02:50","slug":"pokee-ai-%e6%9c%b1%e5%93%b2%e6%b8%85%ef%bc%9a%e7%94%a8-rl-%e6%90%ad%e5%bb%ba%e6%99%ba%e8%83%bd%e4%bd%93%e7%9a%84%e3%80%8c%e9%aa%a8%e9%aa%bc%e4%b8%8e%e7%a5%9e%e7%bb%8f%e3%80%8d-ai-%e4%ba%a7%e5%93%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40283","title":{"rendered":"Pokee.ai \u6731\u54f2\u6e05\uff1a\u7528 RL \u642d\u5efa\u667a\u80fd\u4f53\u7684\u300c\u9aa8\u9abc\u4e0e\u795e\u7ecf\u300d| AI \u4ea7\u54c1\u5341\u4eba\u8c08"},"content":{"rendered":"<p>\u5728 Pokee.ai \u5185\u6d4b\u4e4b\u524d\uff0c\u6211\u4eec\u5c31\u5148\u611f\u53d7\u4e86\u4e00\u628a\u8fd9\u6b3e Agent \u7684\u80fd\u529b\u3002<\/p>\n<p>\u201c\u4f60\u53d1\u7ed9\u6211\u4e00\u4e2a\u90ae\u4ef6\u5c31\u884c\uff0c\u6211\u7684 Agent \u80fd\u81ea\u52a8\u751f\u6210\u65e5\u7a0b\u8868\u3002\u201d\u5728\u8ddf\u6731\u54f2\u6e05\u7ea6\u7535\u8bdd\u4f1a\u8bae\u7684\u65f6\u5019\uff0c\u5fae\u4fe1\u90a3\u5934\u7684\u8fd9\u4e2a\u4eba\u5982\u662f\u8bf4\u3002<\/p>\n<p>\u4ed6\u662f\u77e5\u4e4e\u548c\u5c0f\u7ea2\u4e66\u7684\u53cc\u6599\u6d3b\u8dc3\u7528\u6237\uff0c\u540c\u65f6\u4e5f\u662f\u5f3a\u5316\u5b66\u4e60\u754c\u5189\u5189\u5347\u8d77\u7684\u65b0\u661f\u3002\u4ed6\u548c\u56e2\u961f 2023 \u5e74 12 \u6708\u4efd\u5c31\u53d1\u5e03\u4e86\u5f00\u6e90\u5f3a\u5316\u5b66\u4e60\u6846\u67b6 Pearl\uff0c\u4e0a\u7ebf\u9996\u65e5\u5373\u5728 Github \u4e0a\u6536\u83b7\u4e86 540 star\uff0c\u76ee\u524d\u66f4\u662f\u5347\u81f3 2.8k\u3002<\/p>\n<p>2016 \u5e74\uff0cAlphaGo 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\u7684\u601d\u8003\u3001\u63a2\u7d22\u4e0e\u5b9e\u8df5\u3002\u8c08\u5230\u521b\u4e1a\uff0c\u8fd9\u4f4d\u4e00\u9879\u51b7\u9759\u7684\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u8005\u4e5f\u5fcd\u4e0d\u4f4f\u6fc0\u52a8\u8d77\u6765\uff0c\u6bd5\u7adf\u4e00\u5207\u6b63\u5982\u4ed6\u5728\u77e5\u4e4e\u4e0a\u6240\u5199\u4e0b\u7684\uff1a<\/p>\n<p>\u8fd9\u6ce2AGI\u7684\u6d6a\u6f6e\u771f\u7684\u5f88\u5927\uff0c\u4eb2\u81ea\u8e0f\u6d6a\u624d\u4e0d\u4f1a\u540e\u6094\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f AI \u79d1\u6280\u8bc4\u8bba\u4e0e\u6731\u54f2\u6e05\u7684\u5bf9\u8bdd\u5b9e\u5f55\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u4e0d\u6539\u539f\u610f\u7684\u7f16\u8f91\u6574\u7406\uff1a<\/p>\n<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=40283\/#%E4%B8%80%E4%B8%AA%E5%9D%9A%E5%AE%9A%E7%9A%84_RL_%E4%BF%A1%E4%BB%B0%E8%80%85%E4%B8%8E%E4%BB%96%E7%9A%84_ASI_%E9%87%8E%E5%BF%83\" >\u4e00\u4e2a\u575a\u5b9a\u7684 RL \u4fe1\u4ef0\u8005\u4e0e\u4ed6\u7684 ASI \u91ce\u5fc3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40283\/#%E4%BB%80%E4%B9%88%E6%89%8D%E6%98%AF%E4%B8%8B%E4%B8%80%E4%BB%A3%E7%9A%84Agent%EF%BC%9F\" >\u4ec0\u4e48\u624d\u662f\u4e0b\u4e00\u4ee3\u7684Agent\uff1f<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%80%E4%B8%AA%E5%9D%9A%E5%AE%9A%E7%9A%84_RL_%E4%BF%A1%E4%BB%B0%E8%80%85%E4%B8%8E%E4%BB%96%E7%9A%84_ASI_%E9%87%8E%E5%BF%83\"><\/span>\u4e00\u4e2a\u575a\u5b9a\u7684 RL \u4fe1\u4ef0\u8005\u4e0e\u4ed6\u7684 ASI \u91ce\u5fc3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4ece\u4f60\u7684\u5b66\u672f\u80cc\u666f\u548c\u5de5\u4f5c\u7ecf\u5386\u6765\u770b\uff0c\u4f60\u4e00\u76f4\u5728\u505a\u5f3a\u5316\u5b66\u4e60\u76f8\u5173\u7684\u7814\u7a76\u548c\u5b9e\u8df5\u3002\u4f60\u662f\u4ece\u4ec0\u4e48\u65f6\u5019\u5f00\u59cb\u63a5\u89e6\u5f3a\u5316\u5b66\u4e60\u7684\uff1f<\/p>\n<p>\u6731\u54f2\u6e05\uff1a\u6211\u63a5\u89e6\u5f3a\u5316\u5b66\u4e60\u975e\u5e38\u65e9\uff0c\u5927\u6982\u662f\u5728 2016 \u5e74\uff0c\u672c\u79d1\u4e8c\u5e74\u7ea7\u7684\u65f6\u5019\u3002\u5f53\u65f6\u6211\u5f00\u59cb\u5b66\u4e60\u548c\u7814\u7a76\u4e00\u4e9b RL \u76f8\u5173\u7684\u5185\u5bb9\uff0c\u5c24\u5176\u662f\u504f Planning \u65b9\u5411\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u674e\u4e16\u77f3\u548c AlphaGo \u5bf9\u6218\u7684\u6bd4\u8d5b\u5bf9\u6211\u5f71\u54cd\u975e\u5e38\u6df1\u3002\u5f53\u65f6\u6211\u6b63\u5728\u4e0a\u5173\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684 AI \u8bfe\u7a0b\uff0cAlphaGo \u6bd4\u8d5b\u4e4b\u540e\uff0c\u8fd9\u95e8\u8bfe\u7a81\u7136\u7206\u6ee1\u3002\u53ef\u4ee5\u8bf4\uff0c\u90a3\u662f RL \u7b2c\u4e00\u6b21\u5728\u5927\u4f17\u5c42\u9762\u8fce\u6765\u771f\u6b63\u7684\u9ad8\u5149\u65f6\u523b\uff0cAI \u7b2c\u4e00\u6b21\u5728\u56f4\u68cb\u4e0a\u6218\u80dc\u4eba\u7c7b\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u4eba\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u770b\u6cd5\u3002\u968f\u540e\u51e0\u5e74\u91cc\uff0c\u56f4\u7ed5 AlphaStar \u5728\u661f\u9645\u4e89\u9738\u7b49\u590d\u6742\u6e38\u620f\u4e2d\u7684\u7a81\u7834\uff0c\u8ba9\u66f4\u591a\u4eba\u5173\u6ce8\u8d77 RL\u3002\u4f46\u5f88\u5feb\u6211\u4e5f\u4eb2\u5386\u4e86\u8fd9\u4e2a\u9886\u57df\u7684\u201c\u51b7\u5374\u671f\u201d\u3002<\/p>\n<p>\u5f53\u6211\u6b63\u5f0f\u8fdb\u5165\u5de5\u4f5c\u540e\uff0c\u53d1\u73b0\u5f3a\u5316\u5b66\u4e60\u7684\u70ed\u5ea6\u5f00\u59cb\u9010\u6e10\u56de\u843d\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u662f\u6025\u8f6c\u76f4\u4e0b\u3002\u539f\u56e0\u5176\u5b9e\u5f88\u73b0\u5b9e\uff0cRL \u59cb\u7ec8\u96be\u4ee5\u8131\u79bb\u201c\u6e38\u620f\u73af\u5883\u201d\u3002\u5b83\u7684\u8bad\u7ec3\u5f3a\u4f9d\u8d56\u73af\u5883\u7684\u6784\u5efa\u548c\u53cd\u9988\u673a\u5236\uff0c\u800c\u8fd9\u4e9b\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u662f\u5f88\u96be\u5b8c\u6574\u8bbe\u5b9a\u7684\u3002\u6bd4\u5982\u56f4\u68cb\u3001\u7535\u5b50\u6e38\u620f\u90fd\u6709\u660e\u786e\u5b9a\u4e49\u7684\u89c4\u5219\u548c\u53cd\u9988\u8def\u5f84\uff1a\u4f60\u4e0b\u4ec0\u4e48\u68cb\u4f1a\u5bfc\u81f4\u4ec0\u4e48\u540e\u679c\uff0c\u7cfb\u7edf\u53ef\u4ee5\u6e05\u6670\u53cd\u9988\u3002<\/p>\n<p>\u4f46\u73b0\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u573a\u666f\uff0c\u6bd4\u5982\u641c\u7d22\u6392\u5e8f\u3001\u5185\u5bb9\u63a8\u8350\u3001\u6216\u8005\u5b89\u5353\u5e73\u53f0\u4e0a\u7684\u7528\u6237\u884c\u4e3a\u5efa\u6a21\uff0c\u5b83\u4eec\u7684\u53cd\u9988\u5f80\u5f80\u4e0d\u662f\u4eba\u4e3a\u89c4\u5b9a\u597d\u7684\u3002\u8fd9\u5c31\u610f\u5473\u7740\u6211\u4eec\u5f88\u96be\u6784\u5efa\u51fa\u4e00\u4e2a\u8bad\u7ec3\u73af\u5883\u53bb\u627f\u63a5 RL \u7684\u7b56\u7565\u4f18\u5316\u8fc7\u7a0b\u3002\u5305\u62ec Alphago \u9879\u76ee\u7684\u6838\u5fc3\u6210\u5458 David Silver \u5728\u90a3\u4e4b\u540e\u4e5f\u4e00\u76f4\u5c1d\u8bd5\u628a\u8fd9\u4e9b\u6280\u672f\u8fc1\u79fb\u5230\u771f\u5b9e\u4e16\u754c\u4e2d\uff0c\u4f46\u6700\u7ec8\u4ecd\u4e0d\u5f97\u4e0d\u9000\u56de\u5230\u66f4\u660e\u786e\u53cd\u9988\u673a\u5236\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u6570\u5b66\u8bc1\u660e\u4e4b\u7c7b\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5728 AlphaGo \u4e4b\u540e\u867d\u7136\u66fe\u6709\u4e00\u6ce2 RL \u70ed\u6f6e\uff0c\u4f46\u7531\u4e8e\u771f\u5b9e\u843d\u5730\u592a\u96be\uff0c\u8fd9\u6ce2\u70ed\u5ea6\u5f88\u5feb\u5c31\u964d\u6e29\u4e86\u3002\u771f\u6b63\u628a RL \u5e26\u56de\u5927\u5bb6\u89c6\u91ce\u7684\uff0c\u5176\u5b9e\u662f RLHF \u7684\u5174\u8d77\u3002\u4ece 2017\u5e74\u30012018 \u5e74\u5f00\u59cb\uff0c\u76f4\u5230 2022 \u5e74\u4e4b\u524d\uff0cRL\u57fa\u672c\u5904\u4e8e\u4e00\u4e2a\u4f4e\u8c37\u671f\u3002\u5728\u8fd9\u6bb5\u65f6\u95f4\u91cc\uff0c\u5927\u591a\u6570\u7814\u7a76\u8005\u5176\u5b9e\u90fd\u8fdc\u79bb\u4e86\u8fd9\u4e2a\u65b9\u5411\u3002\u5f7c\u65f6\u7684\u884c\u4e1a\u4e3b\u6d41\u89c2\u70b9\u8ba4\u4e3a\uff0cTransformer \u5df2\u7ecf\u80fd\u89e3\u51b3\u4e00\u5207\uff0c\u7b97\u6cd5\u4e0d\u518d\u91cd\u8981\uff0c\u6570\u636e\u548c\u5927\u6a21\u578b\u53c2\u6570\u624d\u662f\u5173\u952e\uff0cRL \u4f3c\u4e4e\u5df2\u7ecf\u201c\u8fc7\u65f6\u201d\u4e86\u3002<\/p>\n<p>\u4f46\u662f\u6211\u6ca1\u6709\u653e\u5f03\uff0c\u4e00\u76f4\u575a\u5b9a\u5730\u8ba4\u4e3a RL \u4ecd\u6709\u4ef7\u503c\uff0c\u5173\u952e\u662f\u627e\u5230\u5b83\u771f\u6b63\u9002\u5408\u7684\u843d\u5730\u8def\u5f84\u3002\u5728 Meta \u5de5\u4f5c\u7684\u90a3\u51e0\u5e74\uff0c\u6211\u89c1\u8bc1\u4e86\u6574\u4e2a RL \u56e2\u961f\u4ece\u9ad8\u5cf0\u8d70\u5411\u8fb9\u7f18\u3002\u5f53\u65f6 Meta \u7684 RL 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AlphaGo\u3001AlphaStar\uff0c\u518d\u8fdb\u4e00\u6b65\u5f15\u7533\u5230\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u4ef7\u503c\uff0c\u6700\u540e\u8ba8\u8bba\u5f3a\u5316\u5b66\u4e60\u76f8\u5bf9\u4e8e\u5176\u4ed6\u7b97\u6cd5\u7684\u72ec\u7279\u4f18\u52bf\u3002<\/p>\n<p>\u8fd9\u4e24\u79cd\u601d\u7ef4\u8def\u5f84\u672c\u8d28\u4e0a\u5b8c\u5168\u4e0d\u540c\u3002\u800c\u540e\u8005\u2014\u2014\u4ee5\u76ee\u6807\u4e3a\u5bfc\u5411\u3001\u5012\u63a8\u4efb\u52a1\u8def\u5f84\uff0c\u624d\u662f\u4eba\u7c7b\u89e3\u51b3\u590d\u6742\u95ee\u9898\u65f6\u7684\u5178\u578b\u6a21\u5f0f\u3002\u4f60\u4e0d\u53ef\u80fd\u9760\u201c\u8d70\u5230\u54ea\u7b97\u54ea\u201d\u7684\u968f\u673a\u63a8\u8fdb\uff0c\u6765\u7cfb\u7edf\u5730\u5b8c\u6210\u4e00\u4e2a\u590d\u6742\u7684\u9879\u76ee\u3002<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u7684\u672c\u8d28\u4f18\u52bf\u5c31\u5728\u8fd9\u91cc\uff1a\u5b83\u7684\u601d\u7ef4\u7ed3\u6784\uff08thinking structure\uff09\u662f\u56f4\u7ed5\u201c\u76ee\u6807\u9a71\u52a8\u201d\u7684\u3002\u53ea\u6709\u56f4\u7ed5\u660e\u786e\u76ee\u6807\uff0c\u4e0d\u65ad\u8c03\u6574\u7b56\u7565\u3001\u89c4\u5212\u8def\u5f84\uff0c\u624d\u80fd\u771f\u6b63\u653b\u514b\u590d\u6742\u95ee\u9898\u3002<\/p>\n<p>\u6240\u4ee5\u5f53\u65f6\u6211\u5c31\u8ba4\u5b9a\uff0c\u5373\u4f7f\u672a\u6765\u6a21\u578b\u53d8\u5f97\u518d\u5927\u3001\u8bad\u7ec3\u6570\u636e\u518d\u591a\uff0c\u5982\u679c\u5b83\u4eec\u6ca1\u6709\u660e\u786e\u7684\u76ee\u6807\u9a71\u52a8\u3001\u6ca1\u6709\u57fa\u4e8e\u5956\u52b1\u673a\u5236\u53bb\u4e3b\u52a8\u89c4\u5212\u548c\u6267\u884c\u7684\u80fd\u529b\uff0c\u5c31\u6c38\u8fdc\u65e0\u6cd5\u771f\u6b63\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002\u8fd9\u5c31\u662f\u6211\u5f53\u5e74\u575a\u6301 RL \u7684\u5e95\u5c42\u903b\u8f91\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u4f60\u5728 Meta \u8bc1\u660e\u4e86\u4f60\u5bf9 RL 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\u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u89c9\u5f97\u4f60\u505a\u5bf9\u4e86\u4ec0\u4e48\uff1f<\/p>\n<p>\u6731\u54f2\u6e05\uff1a\u8fd9\u80cc\u540e\u5176\u5b9e\u6709\u4e00\u4e2a\u524d\u63d0\uff0c\u5c31\u662f\u4f60\u81ea\u5df1\u5fc5\u987b\u5bf9 RL \u6709\u975e\u5e38\u6df1\u523b\u7684\u8ba4\u77e5\uff0c\u4e0d\u4ec5\u8981\u61c2\u7b97\u6cd5\uff0c\u8fd8\u8981\u80fd\u591f\u771f\u6b63\u843d\u5730\u5230\u590d\u6742\u7684\u3001\u771f\u5b9e\u7684\u5e94\u7528\u573a\u666f\u4e2d\u3002<\/p>\n<p>\u6211\u4eec\u786e\u5b9e\u770b\u5230\u4e86\u5f88\u591a RL \u7b97\u6cd5\u9010\u6e10\u51fa\u73b0\u901a\u7528\u6027\u7684\u8ff9\u8c61\uff0c\u4f46\u79bb\u771f\u6b63\u7684\u4e00\u4ee5\u8d2f\u4e4b\u7684\u901a\u7528 RL \u6846\u67b6\uff0c\u8fd8\u5dee\u5f88\u8fdc\u3002\u6211\u4eec\u60f3\u8981\u8ffd\u5bfb\u7684\u662f\uff0c\u6253\u9020\u4e00\u79cd\u80fd\u591f\u4ece\u5934\u5230\u5c3e\u7528 RL \u903b\u8f91\u8d2f\u7a7f\u7684\u901a\u7528 Agent\u3002\u4e0d\u7ba1\u9762\u5bf9\u4ec0\u4e48\u4efb\u52a1\u3001\u4ec0\u4e48\u95ee\u9898\uff0c\u53ea\u8981\u628a\u4efb\u52a1\u4e22\u7ed9 Agent\uff0c\u5b83\u5c31\u80fd\u81ea\u4e3b\u89c4\u5212\u3001\u81ea\u4e3b\u89e3\u51b3\u3002<\/p>\n<p>\u8fd9\u5176\u4e2d\u66f4\u672c\u8d28\u7684\u95ee\u9898\u5c31\u662f\uff1a\u5728\u9762\u5bf9\u90a3\u4e48\u591a\u4e0d\u540c\u7c7b\u578b\u7684\u95ee\u9898\u65f6\uff0c\u6709\u6ca1\u6709\u4e00\u79cd RL \u8def\u5f84\uff0c\u662f\u53ef\u4ee5\u505a\u5230\u771f\u6b63\u901a\u7528\u7684\uff1f\u8fd9\u662f\u6211\u5728 2024 \u5e74 10 \u6708\u79bb\u5f00 Meta \u4e4b\u524d\uff0c\u6211\u4eec\u56e2\u961f\u4e00\u76f4\u5728\u63a2\u7d22\u7684\u6838\u5fc3\u8bae\u9898\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5176\u5b9e\u4f60\u4e00\u76f4\u90fd\u5728\u5bfb\u627e\u4e00\u79cd\u771f\u6b63\u5e95\u5c42\u901a\u7528\u3001\u80fd\u591f\u5927\u8303\u56f4\u89e3\u51b3\u95ee\u9898\u7684 RL \u6846\u67b6\uff1f<\/p>\n<p>\u6731\u54f2\u6e05\uff1a\u56e0\u4e3a RL \u672c\u8eab\u6709\u5f88\u591a\u5929\u7136\u7684\u9650\u5236\uff0c\u6bd4\u5982\u7ebf\u4e0b\u5b66\u4e60\u7684\u95ee\u9898\uff0c\u4f60\u53ef\u4ee5\u4ece\u6570\u636e\u96c6\u4e2d\u5b66\u5230\u4e00\u5b9a\u7684\u4e1c\u897f\uff0c\u4f46\u7ebf\u4e0b\u6570\u636e\u548c\u771f\u5b9e\u73af\u5883\u5dee\u5f02\u5de8\u5927\u3002\u5e76\u4e14\u7ebf\u4e0b\u5b66\u5230\u7684\u7b56\u7565\u5982\u4f55\u5b89\u5168\u4e14\u9ad8\u6548\u5730\u5e94\u7528\u5230\u7ebf\u4e0a\uff1f\u4e24\u8005\u5dee\u5f02\u600e\u4e48\u4fee\u6b63\uff1f\u7ebf\u4e0a\u8fd0\u884c\u540e\uff0c\u5982\u4f55\u6301\u7eed\u6536\u96c6\u65b0\u6570\u636e\uff0c\u4e0d\u65ad\u8bad\u7ec3\u4f18\u5316\uff0c\u4e14\u907f\u514d\u6027\u80fd\u9000\u5316\uff1f<\/p>\n<p>\u6240\u6709\u8fd9\u4e9b\u95ee\u9898\uff0c\u5982\u679c\u6bcf\u6b21\u90fd\u9760\u5355\u72ec\u7684 trick 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\u8fd9\u79cd\u65b9\u5f0f\uff0c\u8ba9\u5b83\u5728\u67d0\u4e2a\u7ef4\u5ea6\u4e0a\u201c\u66f4\u597d\u201d\uff0c\u6bd4\u5982\u63d0\u9ad8\u7528\u6237\u6ee1\u610f\u5ea6\u3001\u4f18\u5316\u8f93\u51fa\u8868\u73b0\u7b49\u7b49\u3002\u6240\u4ee5\u76ee\u524d\u7684 RL \u66f4\u591a\u662f\u4e00\u79cd\u201c\u589e\u5f3a\u5668\u201d\uff0c\u4e0d\u662f\u4e3b\u89d2\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u662f\u89c9\u5f97\u5b83\u8fd8\u6ca1\u6709\u6210\u4e3a\u201c\u4e3b\u5bfc\u667a\u80fd\u201d\u7684\u90a3\u90e8\u5206\u6280\u672f\u3002<\/p>\n<p>\u6731\u54f2\u6e05\uff1a\u4ece\u6211\u4e2a\u4eba\u7406\u89e3\u6765\u770b\uff0c\u73b0\u5728\u8fd9\u6ce2 AI\uff0c\u5df2\u7ecf\u53ef\u4ee5\u8bf4\u8fbe\u5230\u4e86\u201c\u8fd1\u4eba\u7c7b\u7ea7\u522b\u667a\u80fd\u201d\uff08human-level intelligence\uff09\u7684 80%~90%\u3002\u867d\u7136 AGI\uff08\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff09\u8fd9\u4e2a\u6982\u5ff5\u975e\u5e38\u6a21\u7cca\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u5148\u4e0d\u53bb\u5b9a\u4e49\u5b83\u3002\u90a3\u4e0b\u4e00\u6b65\u5462\uff1f\u5f88\u591a\u4eba\u8c08\u7684\u662f\u201c Superhuman Intelligence\u201d\uff08\u8d85\u4eba\u7c7b\u667a\u80fd\uff09\u3002\u5982\u679c\u771f\u8981\u5f80\u8fd9\u4e2a\u65b9\u5411\u8d70\uff0c\u6211\u8ba4\u4e3a\u5f3a\u5316\u5b66\u4e60\u662f\u7ed5\u4e0d\u5f00\u7684\u8def\u5f84\u3002<\/p>\n<p>\u56e0\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6700\u64c5\u957f\u7684\u662f\u77e5\u8bc6\u56de\u5fc6\u548c\u6a21\u4eff\uff0c\u5b83\u80fd\u63d0\u51fa\u5efa\u8bae\u3001\u751f\u6210\u6587\u672c\uff0c\u4f46\u5b83\u7f3a\u4e4f\u201c\u7ed3\u6784\u5316\u89e3\u51b3\u95ee\u9898\u201d\u7684\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u5b83\u6ca1\u6709\u201c\u4e3b\u52a8\u6027\u201d\u6216\u201c\u76ee\u6807\u9a71\u52a8\u6027\u201d\u3002\u800c RL 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\u81ea\u52a8\u5316\u5de5\u5177\u6240\u66ff\u4ee3\u3002\u751a\u81f3\u8fde\u9884\u671f\u7ba1\u7406\u3001\u5185\u5bb9\u751f\u6210\u7c7b\u5de5\u4f5c\uff0c\u4e5f\u90fd\u4f1a\u88ab\u201c\u4f1a\u8868\u8fbe\u3001\u4f1a\u89c4\u5212\u201d\u7684AI\u63a5\u7ba1\u3002\u8fd9\u610f\u5473\u7740\uff0c\u4e0b\u4e00\u4ee3\u667a\u80fd\u7a81\u7834\u53e3\u7684\u7814\u53d1\uff0c\u662f\u6700\u503c\u5f97\u82b1\u65f6\u95f4\u7684\u4e8b\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u6211\u4e3a\u4ec0\u4e48\u9009\u62e9\u79bb\u5f00 Meta\uff0c\u53bb\u505a\u6211\u73b0\u5728\u8fd9\u5bb6\u516c\u53f8\u3002\u6211\u4eec\u73b0\u5728\u5728\u505a\u7684\uff0c\u4e0d\u53ea\u662f\u5de5\u5177\u4ea7\u54c1\uff0c\u800c\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u201c\u80fd\u529b\u7cfb\u7edf\u201d\u3002\u5148\u901a\u8fc7\u5de5\u5177+\u89c4\u5212\u53bb\u63a5\u8fd1\u667a\u80fd\u4f53\u7684\u6807\u51c6\uff0c\u7136\u540e\u9010\u6b65\u6269\u5c55\u5b83\u7684\u5de5\u5177\u5e93\u3001\u64cd\u4f5c\u7a7a\u95f4\u548c\u51b3\u7b56\u6df1\u5ea6\u3002\u76ee\u6807\u4e0d\u662f\u50cf\u4eba\u4e00\u6837\u5b8c\u6210\u4efb\u52a1\uff0c\u800c\u662f\u8d85\u8fc7\u4eba\u7c7b\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u7684\u7b56\u7565\u9009\u62e9\u548c\u89c4\u5212\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u6211\u6240\u7406\u89e3\u7684\u201c\u901a\u5411 Superhuman Intelligence \u201d\u7684\u8def\u5f84\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%80%E4%B9%88%E6%89%8D%E6%98%AF%E4%B8%8B%E4%B8%80%E4%BB%A3%E7%9A%84Agent%EF%BC%9F\"><\/span>\u4ec0\u4e48\u624d\u662f\u4e0b\u4e00\u4ee3\u7684Agent\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u8c08\u8c08\u4f60\u7684\u8fd9\u6b3e AI Agent \u4ea7\u54c1 Pokee.ai \u5427\u3002<\/p>\n<p>\u6731\u54f2\u6e05\uff1aPokee.ai \u662f\u4e00\u6b3e\u5177\u5907\u5f3a\u6267\u884c\u529b\u7684\u901a\u7528 AI Agent\uff0c\u5b83\u4e0d\u662f\u505c\u7559\u5728\u201c\u751f\u6210\u5185\u5bb9\u201d\u5c42\u9762\u7684\u52a9\u624b\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u771f\u6b63\u52a8\u624b\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u7684\u667a\u80fd\u6267\u884c\u4f53\u3002\u4f60\u53ea\u9700\u8981\u7528\u81ea\u7136\u8bed\u8a00\u4e0b\u8fbe\u4e00\u4e2a\u6307\u4ee4\uff0c\u6bd4\u5982\u201c\u751f\u6210\u4e00\u7ec4\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u5e76\u53d1\u5e03\u201d\uff0cPokee.ai 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RL \u505a\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5b9a\u5236\u4f18\u5316\uff0c\u4f60\u600e\u4e48\u770b\u8fd9\u79cd\u65b9\u5f0f\uff1f<\/p>\n<p>\u6731\u54f2\u6e05\uff1a\u4e5f\u4e0d\u80fd\u8bf4\u8fd9\u79cd\u65b9\u5f0f\u5b8c\u5168\u4e0d\u53ef\u53d6\uff0c\u5b83\u5728\u67d0\u4e9b\u573a\u666f\u786e\u5b9e\u6bd4\u201c\u76f4\u63a5\u5957\u58f3\u201d\u8981\u5f3a\u3002\u4f46\u5173\u952e\u95ee\u9898\u662f\uff0c\u540e\u8bad\u7ec3\u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff1f\u4f60\u5230\u5e95\u8981\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff1f\u4f60\u5f97\u4ece\u5934\u53bb\u89e3\u6784\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u53ea\u6709\u628a\u6574\u4e2a\u7cfb\u7edf\u903b\u8f91\u91cd\u65b0\u5b9a\u4e49\u5e76\u91cd\u5efa\uff0c\u4f60\u624d\u6709\u53ef\u80fd\u505a\u51fa\u4e00\u4e2a\u771f\u6b63\u201c\u51b3\u7b56\u80fd\u529b\u5f3a\u201d\u7684 Agent\u3002<\/p>\n<p>\u73b0\u5728\u5927\u5bb6\u5728\u505a RL \u65f6\u90fd\u9ed8\u8ba4\u662f\u5728\u8bed\u8a00\u6a21\u578b\u67b6\u6784\u4e0a\u8bad\u7ec3 LLM\uff0c\u8fd9\u4f1a\u628a\u6574\u4e2a\u95ee\u9898\u60f3\u5f97\u592a\u72ed\u7a84\u3002\u6211\u4eec\u9009\u62e9\u8df3\u51fa\u8fd9\u79cd\u8303\u5f0f\uff0c\u7528\u81ea\u5df1\u7684\u65b9\u5f0f\u53bb\u91cd\u6784\u51b3\u7b56\u67b6\u6784\uff0c\u5e76\u501f\u52a9 RL \u53bb\u89e3\u51b3\u771f\u6b63\u6838\u5fc3\u7684\u89c4\u5212\u4e0e\u6267\u884c\u95ee\u9898\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5982\u679c\u662f\u5927\u6a21\u578b\u516c\u53f8\u81ea\u5df1\u6765\u505a Agent\uff0c\u4f1a\u4e0d\u4f1a\u66f4\u6709\u4f18\u52bf\uff1f<\/p>\n<p>\u6731\u54f2\u6e05\uff1a\u6211\u89c9\u5f97\u8fd9\u8981\u5177\u4f53\u770b\u4f60\u60f3\u505a\u7684 Agent \u662f\u4ec0\u4e48\u7c7b\u578b\u3002\u5982\u679c\u4f60\u5b9a\u4e49\u7684 Agent \u53ea\u662f\u5904\u7406\u8bed\u8a00\u76f8\u5173\u4efb\u52a1\uff0c\u6bd4\u5982\u6574\u7406\u3001\u68c0\u7d22\u3001\u603b\u7ed3\u3001\u63a8\u7406\u8fd9\u7c7b\uff0c\u90a3\u4e48\u5927\u578b\u8bed\u8a00\u6a21\u578b\u516c\u53f8\u786e\u5b9e\u6709\u5f88\u5927\u4f18\u52bf\u3002\u56e0\u4e3a\u4ed6\u4eec\u5728\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u4e0a\u7684\u6280\u672f\u79ef\u7d2f\u975e\u5e38\u6df1\u539a\u3002<\/p>\n<p>\u4f46\u5982\u679c\u4f60\u5b9a\u4e49\u7684 Agent \u662f\u90a3\u79cd\u80fd\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u884c\u52a8\u3001\u8c03\u7528\u5de5\u5177\u3001\u4e0e\u73af\u5883\u53d1\u751f\u4ea4\u4e92\u7684\u667a\u80fd\u4f53\uff0c\u90a3\u4e48\u5355\u7eaf\u4f9d\u8d56\u8bed\u8a00\u6a21\u578b\u662f\u4e0d\u591f\u7684\u3002\u56e0\u4e3a\u8fd9\u65f6\u5019\uff0cAgent 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\u9700\u8981\u7406\u89e3\u548c\u64cd\u4f5c\u590d\u6742\u7ed3\u6784\u5316\u6570\u636e\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u751f\u6210\u51e0\u6bb5\u81ea\u7136\u8bed\u8a00\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5927\u6a21\u578b\u516c\u53f8\u5728\u8bed\u8a00\u65b9\u9762\u7684\u79ef\u7d2f\u4f18\u52bf\u5c31\u4e0d\u660e\u663e\u4e86\u3002\u6240\u4ee5\uff0c\u5230\u5e95\u8c01\u6709\u4f18\u52bf\uff0c\u8981\u770b\u4f60\u5b9a\u4e49\u7684 Agent \u662f\u54ea\u79cd\u7c7b\u578b\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u4f60\u89c9\u5f97\uff0c\u672a\u6765\u6709\u6ca1\u6709\u53ef\u80fd\u51fa\u73b0\u4e00\u79cd\u771f\u6b63\u201c\u901a\u7528\u201d\u7684 Agent\uff1f\u6bd4\u5982\u5b83\u65e2\u80fd\u505a\u4f9b\u5e94\u94fe\u4f18\u5316\uff0c\u4e5f\u80fd\u5904\u7406\u65e5\u5e38\u751f\u6d3b\u4efb\u52a1\uff1f<\/p>\n<p>\u6731\u54f2\u6e05\uff1a\u6211\u8ba4\u4e3a\u4e0d\u4f1a\u5b58\u5728\u4e00\u4e2a\u5355\u4e00\u7684 Super Agent \u6765\u505a\u6240\u6709\u4e8b\u60c5\u3002\u66f4\u53ef\u80fd\u51fa\u73b0\u7684\u662f\u4e00\u79cd\u5206\u5c42\u7ed3\u6784\uff1a\u9876\u5c42\u6709\u4e00\u4e2a\u7edf\u4e00\u8c03\u5ea6\u7684\u603b\u63a7 Agent\uff08\u4e2d\u592e\u8c03\u5ea6\u5668\uff09\uff0c\u5b83\u6839\u636e\u7528\u6237\u8f93\u5165\u5206\u914d\u4efb\u52a1\u7ed9\u4e13\u4e1a\u7684\u5782\u7c7b\u6216\u8005\u670d\u52a1\u65b9\u7684 Agent\uff0c\u5404\u81ea\u5904\u7406\u7279\u5b9a\u9886\u57df\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u4f9b\u5e94\u94fe\u3001\u5185\u5bb9\u521b\u4f5c\u3001\u4fe1\u606f\u68c0\u7d22\u3001\u91d1\u878d\u51b3\u7b56\u3001\u5ba2\u6237\u670d\u52a1\u7b49\u7b49\u3002<\/p>\n<p>\u73b0\u5728\u5927\u5bb6\u8bf4\u7684\u201c\u591a\u4f53 Agent\u201d\uff08multi-agent systems\uff09\uff0c\u5176\u5b9e\u8ddf\u5b66\u672f\u754c\u7684\u5b9a\u4e49\u8fd8\u6709\u70b9\u5dee\u8ddd\u3002\u771f\u6b63\u5b66\u672f\u610f\u4e49\u4e0a\u7684 multi-agent\uff0c\u6307\u7684\u662f\u591a\u4e2a\u667a\u80fd\u4f53\u4e4b\u95f4\u8981\u4e48\u6709\u901a\u4fe1\u534f\u8c03\uff0c\u8981\u4e48\u662f\u4e92\u76f8\u7ade\u4e89\u6216\u534f\u4f5c\u53bb\u5171\u540c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002\u76ee\u524d\u5e02\u9762\u4e0a\u7684\u201c\u591a\u4f53 Agent\u201d\uff0c\u66f4\u591a\u662f\u7b80\u5355\u7684\u4efb\u52a1\u5206\u5de5\uff0c\u4f46\u8fd9\u79cd\u591a\u4f53\u7ed3\u6784\uff0c\u786e\u5b9e\u662f\u672a\u6765\u5b9e\u73b0\u901a\u7528\u667a\u80fd\u4f53\u7684\u91cd\u8981\u8def\u5f84\u3002<\/p>\n<p>\u5982\u679c\u8fd9\u6837\u53d1\u5c55\u4e0b\u53bb\uff0c\u6211\u8ba4\u4e3a\u672a\u6765\u7684\u5f62\u6001\u53ef\u80fd\u662f\uff1a\u7528\u6237\u4e0d\u518d\u9700\u8981\u624b\u52a8\u4f7f\u7528\u5404\u79cd App\u3001\u5de5\u5177\u3002\u53ea\u9700\u8981\u7ed9\u7cfb\u7edf\u8f93\u5165\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u6216\u76ee\u6807\uff0c\u6bd4\u5982\uff1a\u201c\u5e2e\u6211\u5b8c\u6210\u8fd9\u4e2a\u9879\u76ee\u201d\u3001\u201c\u5e2e\u6211\u5236\u5b9a\u65c5\u884c\u8ba1\u5212\u201d\u3002\u540e\u53f0\u6709\u4e00\u6574\u5957\u5206\u5e03\u5f0f\u3001\u6a21\u5757\u5316\u7684 Agent \u4f53\u7cfb\uff0c\u81ea\u52a8\u5b8c\u6210\u4ece\u4fe1\u606f\u68c0\u7d22\u3001\u51b3\u7b56\u89c4\u5212\u3001\u5230\u5b9e\u9645\u6267\u884c\u7684\u5168\u90e8\u6b65\u9aa4\u3002<\/p>\n<p>\u5c31\u50cf\u4eca\u5929\u7684\u4e92\u8054\u7f51\uff0c\u524d\u7aef\u662f\u6d4f\u89c8\u5668\uff0c\u540e\u7aef\u662f\u5404\u79cd\u7f51\u9875\u548c\u5e94\u7528\u3002\u672a\u6765\u7684 Agent 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