{"id":3954,"date":"2025-09-04T10:47:47","date_gmt":"2025-09-04T02:47:47","guid":{"rendered":"http:\/\/blog.cloud500.ai\/?p=3954"},"modified":"2025-09-04T10:47:47","modified_gmt":"2025-09-04T02:47:47","slug":"%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e4%b9%8b%e7%88%b6-richard-sutton-%e5%92%8c%e8%b0%b7%e6%ad%8c%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%89%af%e6%80%bb%e8%a3%81-david-silver-%e6%9c%80%e6%96%b0","status":"publish","type":"post","link":"http:\/\/blog.cloud500.ai\/?p=3954","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60\u4e4b\u7236 Richard Sutton \u548c\u8c37\u6b4c\u5f3a\u5316\u5b66\u4e60\u526f\u603b\u88c1 David Silver \u6700\u65b0\u529b\u4f5c\u300a\u6b22\u8fce\u6765\u5230\u7ecf\u9a8c\u65f6\u4ee3\u300b"},"content":{"rendered":"\n<figure class=\"wp-block-pullquote\"><blockquote><p><strong>\u6458\u8981<\/strong><\/p><cite>\u6211\u4eec\u6b63\u7ad9\u5728 AI \u65b0\u65f6\u4ee3\u7684\u5165\u53e3\uff0c\u8fd9\u4e00\u65b0\u65f6\u4ee3\u9884\u793a\u7740 AI 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<\/strong><strong>\u4eba\u7c7b\u6570\u636e<\/strong><\/h2>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0cAI \u901a\u8fc7\u5728\u6d77\u91cf\u4eba\u7c7b\u751f\u6210\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u5229\u7528\u4eba\u7c7b\u4e13\u5bb6\u63d0\u4f9b\u7684\u793a\u4f8b\u548c\u504f\u597d\u8fdb\u884c\u5fae\u8c03\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u8fd9\u4e00\u65b9\u6cd5\u7684\u5178\u578b\u4f8b\u5b50\u662f LLM\uff0c\u5b83\u4eec\u5df2\u7ecf\u5728\u4f17\u591a\u9886\u57df\u5c55\u73b0\u51fa\u4e86\u5e7f\u6cdb\u7684\u901a\u7528\u80fd\u529b\u3002\u5982\u4eca\uff0c\u5355\u4e00\u7684 LLM \u53ef\u4ee5\u5b8c\u6210\u4ece\u5199\u8bd7\u3001\u7269\u7406\u89e3\u9898\uff0c\u5230\u533b\u5b66\u8bca\u65ad\u3001\u6cd5\u5f8b\u6587\u4ef6\u603b\u7ed3\u7b49\u5404\u79cd\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u867d\u7136\u6a21\u4eff\u4eba\u7c7b\u8db3\u4ee5\u4f7f LLM 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class=\"wp-block-heading\"><strong>PART 06<\/strong><strong>&nbsp;\u2014\u2014 <\/strong><strong>\u89c4\u5212\u4e0e\u63a8\u7406<\/strong><\/h2>\n\n\n\n<p>\u7ecf\u9a8c\u65f6\u4ee3\u662f\u5426\u5c06\u6539\u53d8 Agent \u8fdb\u884c\u89c4\u5212\u4e0e\u63a8\u7406\u7684\u65b9\u5f0f\uff1f\u8fd1\u671f\uff0c\u4f7f\u7528 LLM \u8fdb\u884c\u63a8\u7406\uff0c\u5373\u5728\u8f93\u51fa\u56de\u5e94\u524d\u6cbf\u7740\u601d\u7ef4\u94fe\u5c55\u5f00\u601d\u8003\uff0c\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u4ece\u6982\u5ff5\u4e0a\u8bb2\uff0cLLM \u53ef\u4ee5\u5145\u5f53\u901a\u7528\u8ba1\u7b97\u673a\uff1aLLM \u80fd\u591f\u5c06\u65b0\u7684 token 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\u5b66\u4f1a\u4e86\u4ee5\u4e00\u79cd\u4e0e\u4eba\u7c7b\u6570\u5b66\u5bb6\u622a\u7136\u4e0d\u540c\u7684\u65b9\u5f0f\u5f62\u5f0f\u5316\u5730\u8bc1\u660e\u590d\u6742\u5b9a\u7406\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u201c\u901a\u7528\u8ba1\u7b97\u673a\u201d\u539f\u7406\u53ea\u6d89\u53ca Agent \u7684\u5185\u90e8\u8ba1\u7b97\uff0c\u5e76\u672a\u5c06\u5176\u4e0e\u5916\u90e8\u4e16\u754c\u7684\u73b0\u5b9e\u76f8\u8054\u7cfb\u3002\u4e00\u4e2a\u88ab\u8bad\u7ec3\u6765\u6a21\u4eff\u4eba\u7c7b\u601d\u7ef4\u6216\u5339\u914d\u4eba\u7c7b\u4e13\u5bb6\u7b54\u6848\u7684 Agent\uff0c\u53ef\u80fd\u7ee7\u627f\u690d\u6839\u4e8e\u6570\u636e\u4e4b\u4e2d\u7684\u8c2c\u8bef\u601d\u7ef4\u65b9\u5f0f\uff0c\u4f8b\u5982\u9519\u8bef\u7684\u5047\u8bbe\u6216\u56fa\u6709\u7684\u504f\u89c1\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a Agent \u88ab\u8bad\u7ec3\u4e3a\u4f7f\u7528 5,000 \u5e74\u524d\u7684\u4eba\u7c7b\u601d\u7ef4\u548c\u4e13\u5bb6\u7b54\u6848\u8fdb\u884c\u63a8\u7406\uff0c\u5b83\u53ef\u80fd\u4f1a\u4ee5\u4e07\u7269\u6709\u7075\u7684\u89c2\u5ff5\u6765\u601d\u8003\u7269\u7406\u95ee\u9898\uff1b1,000 \u5e74\u524d\uff0c\u5b83\u53ef\u80fd\u4f1a\u7528\u6709\u795e\u8bba\u7684\u65b9\u5f0f\u6765\u63a8\u7406\uff1b300\u5e74\u524d\uff0c\u5b83\u53ef\u80fd\u4f1a\u6839\u636e\u725b\u987f\u529b\u5b66\u8fdb\u884c\u63a8\u7406\uff1b\u800c 50 \u5e74\u524d\uff0c\u5b83\u5219\u53ef\u80fd\u4f9d\u636e\u91cf\u5b50\u529b\u5b66\u6765\u63a8\u7406\u3002\u8981\u8d85\u8d8a\u6bcf\u4e00\u79cd\u601d\u7ef4\u6a21\u5f0f\u90fd\u9700\u8981\u4e0e\u771f\u5b9e\u4e16\u754c\u7684\u4e92\u52a8\uff1a\u63d0\u51fa\u5047\u8bbe\u3001\u8fdb\u884c\u5b9e\u9a8c\u3001\u89c2\u5bdf\u7ed3\u679c\u5e76\u76f8\u5e94\u5730\u66f4\u65b0\u539f\u7406\u3002\u540c\u6837\uff0cAgent \u5fc5\u987b\u57fa\u4e8e\u771f\u5b9e\u4e16\u754c\u6570\u636e\uff0c\u624d\u80fd\u63a8\u7ffb\u8c2c\u8bef\u7684\u601d\u7ef4\u65b9\u5f0f\u3002\u8fd9\u79cd\u57fa\u4e8e\u73af\u5883\u7684\u65b9\u5f0f\u4e3a Agent \u63d0\u4f9b\u4e86\u4e00\u4e2a\u53cd\u9988\u5faa\u73af\uff0c\u4f7f\u5176\u80fd\u591f\u5c06\u7ee7\u627f\u7684\u5047\u8bbe\u62ff\u5230\u73b0\u5b9e\u4e2d\u68c0\u9a8c\uff0c\u5e76\u53d1\u73b0\u4e0d\u53d7\u5f53\u524d\u4e3b\u6d41\u4eba\u7c7b\u601d\u7ef4\u6a21\u5f0f\u5c40\u9650\u7684\u65b0\u539f\u7406\u3002\u6ca1\u6709\u8fd9\u79cd\u57fa\u7840\uff0c\u518d\u590d\u6742\u7684 Agent \u4e5f\u4f1a\u6ca6\u4e3a\u73b0\u6709\u4eba\u7c7b\u77e5\u8bc6\u7684\u56de\u97f3\u5ba4\u3002\u8981\u7a81\u7834\u8fd9\u4e00\u70b9\uff0cAgent \u5fc5\u987b\u4e3b\u52a8\u4e0e\u4e16\u754c\u4ea4\u4e92\uff0c\u6536\u96c6\u89c2\u6d4b\u6570\u636e\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u8fed\u4ee3\u5b8c\u5584\u5176\u8ba4\u77e5\uff0c\u5728\u5f88\u591a\u65b9\u9762\u8fd9\u7c7b\u4f3c\u4e8e\u63a8\u52a8\u4eba\u7c7b\u79d1\u5b66\u8fdb\u6b65\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u5c06\u601d\u8003\u76f4\u63a5\u57fa\u4e8e\u5916\u90e8\u4e16\u754c\u7684\u4e00\u4e2a\u53ef\u884c\u65b9\u6cd5\u662f\u6784\u5efa\u4e00\u4e2a\u4e16\u754c\u6a21\u578b\uff0c\u7528\u4e8e\u9884\u6d4b Agent \u7684\u884c\u52a8\u5bf9\u73af\u5883\u9020\u6210\u7684\u540e\u679c\uff0c\u5305\u62ec\u5bf9\u5956\u52b1\u7684\u9884\u6d4b\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5065\u5eb7\u52a9\u624b Agent \u53ef\u80fd\u4f1a\u8003\u8651\u63a8\u8350\u5f53\u5730\u5065\u8eab\u623f\u6216\u5065\u5eb7\u64ad\u5ba2\uff0c\u8be5 Agent \u7684\u4e16\u754c\u6a21\u578b\u53ef\u4ee5\u9884\u6d4b\u5728\u91c7\u53d6\u8fd9\u4e00\u884c\u52a8\u540e\u7528\u6237\u7684\u5fc3\u7387\u6216\u7761\u7720\u6a21\u5f0f\u4f1a\u53d1\u751f\u600e\u6837\u7684\u53d8\u5316\uff0c\u5e76\u9884\u6d4b\u672a\u6765\u4e0e\u7528\u6237\u7684\u5bf9\u8bdd\u3002\u8fd9\u4f7f Agent \u80fd\u591f\u76f4\u63a5\u57fa\u4e8e\u81ea\u8eab\u884c\u52a8\u53ca\u5176\u5bf9\u4e16\u754c\u7684\u56e0\u679c\u5f71\u54cd\u6765\u8fdb\u884c\u89c4\u5212\u3002\u968f\u7740 Agent \u5728\u5176\u6301\u7eed\u4ea4\u4e92\u4e2d\u6301\u7eed\u4e0e\u4e16\u754c\u4ea4\u4e92\uff0c\u5176\u52a8\u6001\u6a21\u578b\u4f1a\u4e0d\u65ad\u66f4\u65b0\uff0c\u4ee5\u4fee\u6b63\u9884\u6d4b\u4e2d\u7684\u4efb\u4f55\u8bef\u5dee\u3002\u5728\u62e5\u6709\u4e00\u4e2a\u4e16\u754c\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0cAgent \u53ef\u4ee5\u5e94\u7528\u53ef\u6269\u5c55\u7684\u89c4\u5212\u65b9\u6cd5\u6765\u63d0\u9ad8\u5176\u9884\u671f\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u89c4\u5212\u548c\u63a8\u7406\u7684\u65b9\u6cd5\u5e76\u975e\u76f8\u4e92\u6392\u65a5\uff1aAgent \u53ef\u4ee5\u5728\u89c4\u5212\u8fc7\u7a0b\u4e2d\u8fd0\u7528\u5185\u90e8 LLM \u7684\u8ba1\u7b97\u6765\u9009\u62e9\u6bcf\u4e00\u6b65\u884c\u52a8\uff0c\u6216\u6a21\u62df\u5e76\u8bc4\u4f30\u8fd9\u4e9b\u884c\u52a8\u7684\u540e\u679c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 07<\/strong><strong>&nbsp;\u2014\u2014 <\/strong><strong>\u4e3a\u4ec0\u4e48\u662f\u73b0\u5728<\/strong><\/h2>\n\n\n\n<p>\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u5e76\u4e0d\u662f\u65b0\u9c9c\u4e8b\u3002\u5f3a\u5316\u5b66\u4e60\u7cfb\u7edf\u8fc7\u53bb\u5df2\u7ecf\u638c\u63e1\u4e86\u5927\u91cf\u5728\u6a21\u62df\u5668\u4e2d\u5177\u6709\u6e05\u6670\u5956\u52b1\u4fe1\u53f7\u7684\u590d\u6742\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u81ea\u6211\u5bf9\u5f08\uff0c\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5728\u4ee5\u4e0b\u6e38\u620f\u548c\u4efb\u52a1\u4e2d\u8fbe\u5230\u4e86\u5ab2\u7f8e\u6216\u8d85\u8d8a\u4eba\u7c7b\u7684\u6c34\u5e73\uff1a\u897f\u6d0b\u53cc\u9646\u68cb\u3001\u56f4\u68cb\u3001\u56fd\u9645\u8c61\u68cb\u3001\u6251\u514b\u548c Stratego \u6218\u7565\u68cb\u7b49\u68cb\u7c7b\u6e38\u620f\uff1bAtari\u3001\u661f\u9645\u4e89\u9738 II\u3001Dota 2 \u548c Gran Turismo \u7b49\u7535\u5b50\u6e38\u620f\uff1b\u9c81\u6bd4\u514b\u9b54\u65b9\uff08Rubik\u2019s Cube\uff09\u7b49\u7075\u5de7\u624b\u7684\u64cd\u4f5c\u4efb\u52a1\uff1b\u4ee5\u53ca\u6570\u636e\u4e2d\u5fc3\u51b7\u5374\u4f18\u5316\u7b49\u8d44\u6e90\u7ba1\u7406\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u8bf8\u5982 AlphaZero \u7b49\u5f3a\u5927\u7684\u5f3a\u5316\u5b66\u4e60 Agent \u5728\u795e\u7ecf\u7f51\u7edc\u89c4\u6a21\u3001\u4ea4\u4e92\u7ecf\u9a8c\u6570\u91cf\u548c\u601d\u8003\u65f6\u95f4\u957f\u5ea6\u7b49\u65b9\u9762\u5c55\u73b0\u51fa\u4e86\u60ca\u4eba\u4e14\u65e0\u4e0a\u9650\u7684\u6f5c\u5728\u53ef\u6269\u5c55\u6027\u3002\u7136\u800c\uff0c\u57fa\u4e8e\u8fd9\u4e00\u8303\u5f0f\u7684 Agent \u5e76\u672a\u80fd\u8de8\u8d8a\u4ece\u6a21\u62df\u73af\u5883\uff08\u5c01\u95ed\uff0c\u5177\u6709\u5355\u4e00\u4e14\u7cbe\u786e\u5b9a\u4e49\u7684\u5956\u52b1\uff09\u5230\u73b0\u5b9e\u73af\u5883\uff08\u5f00\u653e\uff0c\u5177\u6709\u591a\u4e2a\u8868\u9762\u4e0a\u5b9a\u4e49\u4e0d\u660e\u7684\u5956\u52b1\uff09\u7684\u9e3f\u6c9f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"951\" height=\"555\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/09\/image-27.png\" alt=\"\" class=\"wp-image-3955\"\/><\/figure><\/div>\n\n\n<p>\u4eba\u7c7b\u6570\u636e\u65f6\u4ee3\u63d0\u4f9b\u4e86\u4e00\u79cd\u8bf1\u4eba\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6d77\u91cf\u7684\u4eba\u7c7b\u6570\u636e\u8bed\u6599\u5e93\u5305\u542b\u4e86\u6781\u5176\u591a\u6837\u5316\u4efb\u52a1\u7684\u81ea\u7136\u8bed\u8a00\u793a\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u7684 Agent \u76f8\u8f83\u4e8e\u201c\u6a21\u62df\u65f6\u4ee3\u201d\u90a3\u79cd\u8f83\u72ed\u7a84\u7684\u6210\u529f\uff0c\u5c55\u73b0\u4e86\u66f4\u5e7f\u6cdb\u7684\u80fd\u529b\u8303\u56f4\u3002\u7ed3\u679c\uff0c\u7ecf\u9a8c\u5f0f\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u88ab\u5927\u91cf\u5f03\u7528\uff0c\u8f6c\u800c\u91c7\u7528\u65e8\u5728\u8bad\u7ec3\u66f4\u901a\u7528 Agent \u7684\u65b9\u6cd5\uff0cAI 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<\/strong><strong>\u5f3a\u5316\u5b66\u4e60<\/strong><\/h2>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60\u6709\u7740\u60a0\u4e45\u7684\u5386\u53f2\uff0c\u5b83\u6df1\u6df1\u690d\u6839\u4e8e\u81ea\u4e3b\u5b66\u4e60\u7684\u9886\u57df\uff0cAgent \u901a\u8fc7\u4e0e\u73af\u5883\u76f4\u63a5\u4ea4\u4e92\u81ea\u884c\u5b66\u4e60\u3002\u65e9\u671f\u7684 RL \u7814\u7a76\u4ea7\u751f\u4e86\u4e00\u7cfb\u5217\u5f3a\u5927\u7684\u6982\u5ff5\u548c\u7b97\u6cd5\u3002\u4f8b\u5982\uff0c\u65f6\u5e8f\u5dee\u5206\u5b66\u4e60\uff08Temporal Difference Learning\uff09\u4f7f Agent \u80fd\u591f\u9884\u6d4b\u672a\u6765\u5956\u52b1\uff0c\u4fc3\u6210\u4e86\u5728\u897f\u6d0b\u53cc\u9646\u68cb\u4e2d\u5b9e\u73b0\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\u7b49\u7a81\u7834\u3002\u4ee5\u4e50\u89c2\u6216\u597d\u5947\u5fc3\u4e3a\u9a71\u52a8\u7684\u63a2\u7d22\u6280\u672f\u5e2e\u52a9 Agent \u53d1\u73b0\u6709\u521b\u9020\u6027\u7684\u5168\u65b0\u884c\u4e3a\uff0c\u907f\u514d\u9677\u5165\u6b21\u4f18\u7684\u60ef\u4f8b\u3002\u50cf Dyna 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