{"id":64101,"date":"2025-09-02T19:44:49","date_gmt":"2025-09-02T11:44:49","guid":{"rendered":"https:\/\/swarma.org\/?p=64101"},"modified":"2025-09-02T19:44:49","modified_gmt":"2025-09-02T11:44:49","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%87%aa%e6%8c%87%ef%bc%9a%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e7%9a%84%e9%80%92%e5%bd%92%e5%bc%8f%e8%87%aa%e6%88%91%e6%8f%90%e5%8d%87","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=64101","title":{"rendered":"\u5927\u6a21\u578b\u81ea\u6307\uff1a\u4ee3\u7801\u751f\u6210\u7684\u9012\u5f52\u5f0f\u81ea\u6211\u63d0\u5347"},"content":{"rendered":"<div class='wxsyncmain'>\n<section data-mpa-powered-by=\"yiban.io\" data-pm-slice=\"0 0 []\">\n<section>\n<section>\n<section>\n<section>\n<section data-mpa-powered-by=\"yiban.io\" style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-family: PingFangSC-light;font-size: 15px\" data-pm-slice=\"0 0 []\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px;vertical-align: top\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"1\" data-s=\"300,640\" data-type=\"png\" data-w=\"1024\" style=\"background-color:transparent;width:100%\" data-croporisrc=\"https:\/\/mp.weixin.qq.com\/cgi-bin\/photogalleryproxy?action=proxy&amp;url=https%3A%2F%2Ft2i-imgsearch-1258344703.cos.ap-guangzhou.myqcloud.com%2Fimagesearch%2F2fb436f4ab1c5226c815b3a9bcef3de7.png%3Fq-sign-algorithm%3Dsha1%26q-ak%3DAKIDRl074nOsGdJ9zjMsCRWP3ShmgS3VtX4S%26q-sign-time%3D1756781920%3B1788317920%26q-key-time%3D1756781920%3B1788317920%26q-header-list%3D%26q-url-param-list%3D%26q-signature%3Ddbb7ba2028744895e2c968a3dfc7e508b0e3aa50&amp;supplier=100&amp;from_public_pic=1\" data-cropselx2=\"578\" data-cropsely2=\"347\" data-backw=\"578\" data-backh=\"578\" data-galleryid=\"616383965091135488\" data-gallerysupplier=\"100\" data-imgfileid=\"100235767\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-f5fe39b5e6d1fe6dd6e08aaf44ad47f8.png\" \/><\/section>\n<\/section>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px 3px 0px 0px;max-width: 100%;float: left;line-height: 1\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: left\">\n<section style=\"margin: 0px;padding: 0px 0px 0px 10px;max-width: 100%;width: auto;vertical-align: top;min-width: 10%;height: auto;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span><br \/><\/span><\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: justify;font-size: 16px;line-height: 1.5\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span>\u6458\u8981<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px 4px;max-width: 100%;clear: right;min-height: 4.5em !important\">\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span>\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u6700\u65b0\u8fdb\u5c55\u8868\u660e\uff0c\u901a\u8fc7\u201c\u811a\u624b\u67b6\u201d\uff08scaffolding\uff09\u7a0b\u5e8f\u5bf9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u591a\u6b21\u7ed3\u6784\u5316\u8c03\u7528\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3002\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a\u201c\u81ea\u5b66\u4f18\u5316\u5668\u201d\uff08Self-Taught Optimizer\uff0cSTOP\uff09\u7684\u65b9\u6cd5\uff1a\u5229\u7528\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u811a\u624b\u67b6\u7a0b\u5e8f\u6539\u8fdb\u81ea\u8eab\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u79cd\u5b50\u6539\u8fdb\u5668\u201d\uff0c\u901a\u8fc7\u591a\u6b21\u8c03\u7528\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5019\u9009\u89e3\u5e76\u6839\u636e\u6548\u7528\u51fd\u6570\u9009\u53d6\u6700\u4f73\u65b9\u6848\uff1b\u968f\u540e\uff0c\u8be5\u6539\u8fdb\u5668\u9012\u5f52\u5730\u5e94\u7528\u4e8e\u81ea\u8eab\uff0c\u4ece\u800c\u5728\u82e5\u5e72\u4e0b\u6e38\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4f18\u4e8e\u521d\u59cb\u7248\u672c\u7684\u8868\u73b0\u3002\u8bed\u8a00\u6a21\u578b\u63d0\u51fa\u5e76\u5b9e\u73b0\u4e86\u591a\u79cd\u81ea\u6211\u6539\u8fdb\u7b56\u7565\uff0c\u5305\u62ec\u675f\u641c\u7d22\uff08beam search\uff09\u3001\u9057\u4f20\u7b97\u6cd5\uff08genetic algorithm\uff09\u3001\u6a21\u62df\u9000\u706b\uff08simulated annealing\uff09\u7b49\u3002\u7136\u800c\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u5e76\u672a\u88ab\u76f4\u63a5\u4fee\u6539\uff0c\u56e0\u6b64\u8be5\u65b9\u6cd5\u5e76\u975e\u5b8c\u5168\u610f\u4e49\u4e0a\u7684\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff08RSI\uff09\uff0c\u4f46\u5176\u7ed3\u679c\u8868\u660e\u73b0\u4ee3\u8bed\u8a00\u6a21\u578b\uff08\u5b9e\u9a8c\u4e2d\u4e3aGPT-4\uff09\u5df2\u5177\u5907\u7f16\u5199\u53ef\u81ea\u6211\u4f18\u5316\u4ee3\u7801\u7684\u80fd\u529b\u3002\u672c\u7814\u7a76\u540c\u65f6\u8ba8\u8bba\u4e86\u81ea\u6211\u6539\u8fdb\u6280\u672f\u53ef\u80fd\u5e26\u6765\u7684\u98ce\u9669\uff0c\u5e76\u8bc4\u4f30\u4e86\u4ee3\u7801\u7ed5\u8fc7\u5b89\u5168\u6c99\u76d2\u7684\u9891\u7387\u3002<\/span><\/span><\/strong><\/p>\n<p style=\"margin: 0px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;text-align: start\"><span>\u5173\u952e\u8bcd\uff1a\u8bed\u8a00\u6a21\u578b\uff0c\u811a\u624b\u67b6\uff08Scaffolding\uff09\uff0c\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff08Recursive Self-Improvement, RSI\uff09\uff0c\u81ea\u5b66\u4f18\u5316\u5668\uff08Self-Taught Optimizer, STOP\uff09\uff0c\u4ee3\u7801\u751f\u6210\uff0c\u4eba\u5de5\u667a\u80fd\u5b89\u5168\uff08AI Safety\uff09<\/span><\/strong><\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-indent: 0px;text-transform: none;font-family: PingFangSC-light;font-size: 15px;text-align: center\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: middle;line-height: 0\"><span><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-ratio=\"0.07314814814814814\" data-type=\"png\" data-w=\"1080\" style=\"margin: 0px;padding: 0px;max-width: 100%;height: auto !important;vertical-align: middle;width: 677px !important\" src=\"\" \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right\"><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: right; margin-top: 10px; margin-bottom: 10px; letter-spacing: 0.544px; color: rgb(63, 63, 63); font-family: PingFangSC-light; font-size: 15px; background-color: rgb(255, 255, 255); -webkit-tap-highlight-color: transparent; outline: 0px; vertical-align: middle; display: inline-block; line-height: 0; visibility: visible;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u5f6d\u6668<span style=\"font-weight: bold\">\u4e28\u4f5c\u8005<\/span><\/span><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right\"><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u5468\u8389<span style=\"font-weight: bold\">\u4e28\u5ba1\u6821<\/span><\/span><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right\"><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span data-font-family=\"\u5fae\u8f6f\u96c5\u9ed1\" style=\"font-size: 15px\"><span style=\", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal\"><br \/><\/span><\/span><\/p>\n<section data-pm-slice=\"0 0 []\" style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.35019455252918286\" data-type=\"png\" data-w=\"1542\" style=\"background-color: transparent\" data-width=\"1542\" data-height=\"540\" data-imgfileid=\"100235759\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-ac691a359e7189e27c26a304e50643e3.png\" \/><\/section>\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>\u8bba\u6587\u9898\u76ee\uff1aSelf-Taught Optimizer (STOP): Recursively Self-Improving Code Generation<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2310.02304<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>\u53d1\u8868\u65f6\u95f4\uff1a2024\u5e748\u670816\u65e5<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>\u8bba\u6587\u6765\u6e90\uff1aCOLM 2024<\/span><\/span><\/p>\n<\/blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><br \/><\/span><\/strong><span><br \/><\/span><\/span><\/p>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u811a\u624b\u67b6\u4e0e\u81ea\u6211\u6539\u8fdb\u7684\u57fa\u672c\u8bbe\u60f3<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u81ea\u4eba\u5de5\u667a\u80fd\u8bde\u751f\u4ee5\u6765\uff0c\u9012\u5f52\u81ea\u6211\u6539\u8fdb<\/span><span>\uff08RSI\uff09<\/span><span>\u4e00\u76f4\u662f\u4e00\u4e2a\u9887\u5177\u4e89\u8bae\u7684\u6982\u5ff5\uff1a\u5f53\u7a0b\u5e8f\u5177\u5907\u81ea\u6211\u6539\u8fdb\u80fd\u529b\u65f6\uff0c\u5b83\u53ef\u80fd\u6cbf\u7740\u8fdb\u5316\u8def\u5f84\u8fc5\u901f\u6f14\u5316\uff0c\u5f15\u53d1\u96be\u4ee5\u9884\u6599\u7684\u540e\u679c\u3002\u4ee5\u5f80\u7684\u7814\u7a76\u591a\u96c6\u4e2d\u4e8e\u6a21\u578b\u53c2\u6570\u7684\u66f4\u65b0\u6216\u67b6\u6784\u6539\u8fdb\uff0c\u800c\u7814\u7a76\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5e76\u672a\u89e6\u78b0\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u6743\u91cd\uff0c\u800c\u662f\u5c06\u6ce8\u610f\u529b\u6295\u5411\u201c\u811a\u624b\u67b6\u201d\u2014\u2014\u5373\u56f4\u7ed5\u6a21\u578b\u6784\u5efa\u7684\u5916\u90e8\u7a0b\u5e8f\u7ed3\u6784\uff0c\u8bbe\u8ba1\u4e00\u5957\u201c\u8c03\u7528\u548c\u7ec4\u7ec7\u6a21\u578b\u8f93\u51fa\u7684\u6846\u67b6\u201d\uff0c\u8ba9\u6a21\u578b\u8868\u73b0\u5f97\u66f4\u597d\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u4f18\u5316\u51e0\u4e4e\u4efb\u4f55\u76ee\u6807\uff0c\u4f46\u82e5\u901a\u8fc7\u811a\u624b\u67b6\u7a0b\u5e8f\u4ee5\u7ed3\u6784\u5316\u65b9\u5f0f\u591a\u6b21\u8c03\u7528\u6a21\u578b\uff0c\u5176\u8868\u73b0\u5f80\u5f80\u66f4\u4f73\u3002\u672c\u7814\u7a76\u7684\u6838\u5fc3\u6d1e\u89c1\u5728\u4e8e\uff1a\u8bbe\u8ba1\u811a\u624b\u67b6\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u4f18\u5316\u95ee\u9898\u3002\u4e8e\u662f\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u201c\u81ea\u5b66\u4f18\u5316\u5668\u201d<\/span><span>\uff08Self-Taught Optimizer\uff0cSTOP\uff09<\/span><span>\u6846\u67b6\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u5148\u6539\u8fdb\u4efb\u52a1\u89e3\u6cd5\uff0c\u518d\u9012\u5f52\u5730\u6539\u8fdb\u81ea\u8eab\u7684\u811a\u624b\u67b6\u7a0b\u5e8f\u3002\u4e0e\u4f20\u7edf\u7684\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u4e0d\u540c\uff0cSTOP\u4e0d\u6d89\u53ca\u4fee\u6539\u6a21\u578b\u6743\u91cd\uff0c\u800c\u662f\u7740\u773c\u4e8e\u5982\u4f55\u63d0\u5347\u201c\u8c03\u7528\u6a21\u578b\u7684\u65b9\u5f0f\u201d\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8fd9\u79cd\u8bbe\u8ba1\u5177\u6709\u4e24\u91cd\u610f\u4e49\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u8bc1\u660e\u4e86\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u4f5c\u4e3a\u81ea\u8eab\u7684\u201c\u5143\u4f18\u5316\u5668\u201d<\/span><span>\uff08meta-optimizer\uff09<\/span><span>\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u53d7\u63a7\u7684\u8bd5\u9a8c\u573a\uff0c\u4fbf\u4e8e\u89c2\u5bdf\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u6211\u6539\u8fdb\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684\u7b56\u7565\u4e0e\u98ce\u9669\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.22\" data-type=\"png\" data-w=\"1200\" style=\"background-color:transparent;width:100%\" data-width=\"1200\" data-height=\"264\" data-backw=\"562\" data-backh=\"124\" data-imgfileid=\"100235757\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-f52835c9b0b29f06c62eeb1877df3747.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em\"><span style=\"font-size: 13px\" data-mpa-action-id=\"mf1z0l5xeuu\" data-pm-slice=\"0 0 []\"><span>\u56fe 1. GPT-4\u63d0\u51fa\u5e76\u5b9e\u65bd\u7684\u81ea\u6211\u63d0\u5347\u7b56\u7565\u793a\u4f8b\u3002\u6bcf\u79cd\u7b56\u7565\u90fd\u7528\u4f5c\u4fee\u6539\u4efb\u610f\u4ee3\u7801\u7684\u811a\u624b\u67b6\uff0c\u5305\u62ec\u811a\u624b\u67b6\u672c\u8eab\u3002<\/span><\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u79cd\u5b50\u6539\u8fdb\u5668\u7684\u6784\u5efa<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7814\u7a76\u8d77\u70b9\u662f\u4e00\u4e2a\u201c\u79cd\u5b50\u6539\u8fdb\u5668\u201d<\/span><span>\uff08seed improver\uff09<\/span><span>\u3002\u5176\u903b\u8f91\u5341\u5206\u7b80\u6d01\uff1a\u7ed9\u5b9a\u67d0\u4e00\u4efb\u52a1\u7684\u521d\u59cb\u89e3\u548c\u6548\u7528\u51fd\u6570\uff0c\u6539\u8fdb\u5668\u63d0\u793a\u8bed\u8a00\u6a21\u578b\u751f\u6210\u591a\u4e2a\u5019\u9009\u89e3\uff0c\u518d\u4f9d\u636e\u6548\u7528\u51fd\u6570\u6311\u9009\u6700\u4f73\u65b9\u6848\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u5373\u4fbf\u662f\u6700\u521d\u7ea7\u7684\u811a\u624b\u67b6\uff0c\u4e5f\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6539\u8fdb\u4efb\u52a1\u89e3\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.43899018232819076\" data-type=\"png\" data-w=\"1426\" style=\"background-color: transparent\" data-width=\"1426\" data-height=\"626\" data-imgfileid=\"100235760\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-f3fbda98604ae6511cc2ed2956108df2.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em\"><span style=\"font-size: 13px\" data-mpa-action-id=\"mf1z1mce24hk\" data-pm-slice=\"0 0 []\"><span>\u56fe 2. \u6587\u4e2d\u7684\u79cd\u5b50\u6539\u8fdb\u5668\u3002\u7ed9\u8bed\u8a00\u6a21\u578b\u8bbe\u5b9a\u8eab\u4efd\uff0c\u5e76\u8ba9\u5176\u6839\u636e\u7ed9\u5b9a\u7684 \u201c\u6548\u7528\u51fd\u6570\uff08utility\uff09\u201d\uff0c\u81ea\u52a8\u8fed\u4ee3\u4f18\u5316\u521d\u59cb\u7b97\u6cd5\u65b9\u6848\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8fd9\u79cd\u8bbe\u8ba1\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u201c\u8f7b\u91cf\u6027\u201d\u3002\u7814\u7a76\u8005\u523b\u610f\u907f\u514d\u6784\u9020\u8fc7\u4e8e\u590d\u6742\u7684\u63d0\u793a\uff0c\u4ece\u800c\u8ba9\u8bed\u8a00\u6a21\u578b\u5728\u8f83\u4f4e\u9650\u5236\u4e0b\u53d1\u6325\u521b\u9020\u529b\u3002\u8fd9\u65e2\u964d\u4f4e\u4e86\u521d\u59cb\u5b9e\u73b0\u7684\u6210\u672c\uff0c\u4e5f\u4e3a\u540e\u7eed\u9012\u5f52\u6539\u8fdb\u7559\u4e0b\u4e86\u5145\u5206\u7a7a\u95f4\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>STOP\u7684\u5de5\u4f5c\u673a\u5236<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>STOP\u7684\u8fd0\u884c\u673a\u5236\u53ef\u4ee5\u5f62\u8c61\u5730\u7406\u89e3\u4e3a\u201c\u4ee5\u81ea\u8eab\u4e3a\u5b9e\u9a8c\u5bf9\u8c61\u201d\u3002\u5b83\u4f1a\u5c06\u6539\u8fdb\u5668\u672c\u8eab\u7684\u4ee3\u7801\u8f93\u5165\u8bed\u8a00\u6a21\u578b\uff0c\u8981\u6c42\u5176\u63d0\u51fa\u5e76\u5b9e\u73b0\u6539\u8fdb\u65b9\u6848\u3002\u6539\u8fdb\u540e\u7684\u7248\u672c\u518d\u4f5c\u4e3a\u65b0\u7684\u6539\u8fdb\u5668\uff0c\u7ee7\u7eed\u5e94\u7528\u4e8e\u4efb\u52a1\u6c42\u89e3\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86\u201c\u5143\u6548\u7528\u51fd\u6570\u201d<\/span><span>\uff08meta-utility\uff09<\/span><span>\uff1a\u5373\u901a\u8fc7\u6539\u8fdb\u5668\u5728\u4e00\u7ec4\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u5e73\u5747\u8868\u73b0\uff0c\u6765\u8861\u91cf\u5176\u8d28\u91cf\u3002\u5143\u6548\u7528\u51fd\u6570\u7684\u5f15\u5165\u786e\u4fdd\u4e86\u7cfb\u7edf\u5728\u9012\u5f52\u8fed\u4ee3\u4e2d\u80fd\u591f\u671d\u7740\u63d0\u5347\u6574\u4f53\u4efb\u52a1\u6027\u80fd\u7684\u65b9\u5411\u524d\u8fdb\uff0c\u800c\u975e\u9677\u5165\u65e0\u610f\u4e49\u7684\u4ee3\u7801\u4fee\u6539\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.5728155339805825\" data-type=\"png\" data-w=\"1442\" style=\"background-color: transparent\" data-width=\"1442\" data-height=\"826\" data-imgfileid=\"100235761\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-a21acb043f3ad3483c7c8a8e0645c7a6.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em\"><span style=\"font-size: 13px\" data-mpa-action-id=\"mf1z4kzc8vb\" data-pm-slice=\"0 0 []\"><span>\u56fe 3. \u81ea\u6211\u63d0\u5347\u6d41\u7a0b\u3002STOP\uff08\u7b97\u6cd51\uff09\u4f7f\u7528\u79cd\u5b50\u6539\u8fdb\u7a0b\u5e8f\u8fed\u4ee3\u5730\u4f18\u5316\u81ea\u5df1\u7684\u4ee3\u7801\uff0c\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u8c03\u7528\u548c\u5143\u6548\u7528\u51fd\u6570\u6765\u8bc4\u4f30\u6539\u8fdb\u7a0b\u5e8f\u4e3a\u4e0b\u6e38\u4efb\u52a1\u4f18\u5316\u4ee3\u7801\u7684\u6548\u679c\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u81ea\u6211\u6539\u8fdb\u7684\u5b9e\u9a8c\u9a8c\u8bc1<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7814\u7a76\u56e2\u961f\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u68c0\u9a8c\u4e86STOP\u7684\u6548\u679c\u3002\u9996\u5148\uff0c\u4ed6\u4eec\u9009\u62e9\u4e86\u201c\u5e26\u566a\u58f0\u7684\u5947\u5076\u6821\u9a8c\u5b66\u4e60\u201d<\/span><span>\uff08Learning Parity with Noise, LPN\uff09<\/span><span>\u8fd9\u4e00\u96be\u5ea6\u8f83\u9ad8\u7684\u7b97\u6cd5\u4efb\u52a1\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5728GPT-4\u7684\u9a71\u52a8\u4e0b\uff0c\u6539\u8fdb\u5668\u7ecf\u8fc7\u6570\u8f6e\u81ea\u6211\u6539\u8fdb\u540e\uff0c\u5176\u5e73\u5747\u6027\u80fd\u663e\u8457\u4f18\u4e8e\u6700\u521d\u7248\u672c\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u66f4\u4ee4\u4eba\u610f\u5916\u7684\u662f\uff0c\u6539\u8fdb\u540e\u7684\u6539\u8fdb\u5668\u8fd8\u5c55\u73b0\u51fa\u4e00\u5b9a\u7684\u201c\u53ef\u8fc1\u79fb\u6027\u201d\u3002\u5f53\u88ab\u5e94\u7528\u4e8e\u5168\u65b0\u7684\u4efb\u52a1\uff08\u5982\u5b57\u7b26\u4e32\u7f16\u8f91\u8ddd\u79bb\u30013-SAT\u95ee\u9898\u3001\u6700\u5927\u5272\u95ee\u9898\uff09\u65f6\uff0c\u5b83\u4f9d\u7136\u80fd\u6bd4\u79cd\u5b50\u6539\u8fdb\u5668\u53d6\u5f97\u66f4\u4f18\u6210\u7ee9\u3002\u8fd9\u8868\u660e\uff0c\u81ea\u6211\u6539\u8fdb\u8fc7\u7a0b\u4e2d\u5f62\u6210\u7684\u7b56\u7565\u5177\u5907\u8de8\u4efb\u52a1\u7684\u666e\u9002\u6027\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.3945409429280397\" data-type=\"png\" data-w=\"806\" style=\"background-color: transparent\" data-width=\"806\" data-height=\"318\" data-imgfileid=\"100235758\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-3a9ed52c4a02a16fba88d6d2ea3d4e52.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><span style=\"font-size: 13px\" data-mpa-action-id=\"mf1z4z151y1j\" data-pm-slice=\"0 0 []\"><span>\u56fe 4. \u8bc4\u4f30LPN\u7b97\u6cd5\u4f18\u5316\u6539\u8fdb\u5668\u7684\u53ef\u8fc1\u79fb\u6027\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f7f\u7528 GPT-3.5 \u6216\u5f00\u6e90\u6a21\u578b Mixtral \u65f6\uff0c\u81ea\u6211\u6539\u8fdb\u7684\u6548\u679c\u5927\u5e45\u4e0b\u964d\uff0c\u751a\u81f3\u51fa\u73b0\u6027\u80fd\u9000\u5316\u3002\u8fd9\u4e00\u7ed3\u679c\u5370\u8bc1\u4e86\u201c\u6d8c\u73b0\u80fd\u529b\u201d<\/span><span>\uff08emergent abilities\uff09<\/span><span>\u5728\u5927\u6a21\u578b\u4e0a\u7684\u91cd\u8981\u6027\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.24413793103448275\" data-type=\"png\" data-w=\"1450\" style=\"background-color: transparent\" data-width=\"1450\" data-height=\"354\" data-imgfileid=\"100235762\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-ba61f64083ab18387479a10d99d5658d.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em\"><span style=\"font-size: 13px\" data-mpa-action-id=\"mf1z5icdern\" data-pm-slice=\"0 0 []\"><span>\u56fe 5. \u6d4b\u8bd5\u5143\u6548\u7528\u51fd\u6570\u4e0e\u8fed\u4ee3\u3002STOP\uff08\u7b97\u6cd51\uff09\u5728\u7ecf\u8fc7T\u6b21\u81ea\u6211\u6539\u8fdb\u540e\u7684\u6d4b\u8bd5\u5b9e\u4f8b\u4e0a\u7684\u5143\u6548\u7528\u3002\u5982\u679c\u4f7f\u7528\u50cfGPT-4\uff08\u5de6\uff09\u8fd9\u6837\u7684\u5f3a\u5927\u6a21\u578b\uff0c STOP\u53ef\u4ee5\u6301\u7eed\u63d0\u9ad8\u5e73\u5747\u4e0b\u6e38\u6027\u80fd\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f7f\u7528 GPT- 3.5\uff08\u4e2d\uff09\u548c Mixtral\uff08\u53f3\uff09\u65f6\uff0c\u6027\u80fd\u4e0b\u964d\u3002<\/span><\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>STOP\u63d0\u51fa\u7684\u591a\u6837\u5316\u7b56\u7565<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5728\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u8fc7\u7a0b\u4e2d\uff0c\u8bed\u8a00\u6a21\u578b\u4e0d\u4ec5\u5b9e\u73b0\u4e86\u4ee3\u7801\u4f18\u5316\uff0c\u8fd8\u63d0\u51fa\u4e86\u591a\u79cd\u65b0\u9896\u7684\u4ee3\u7801\u4f18\u5316\u7b56\u7565\uff1a<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u675f\u641c\u7d22\uff08Beam Search\uff09<\/span><\/span><\/strong><span><span>\uff1a\u4fdd\u7559\u82e5\u5e72\u5019\u9009\u65b9\u6848\u5e76\u6269\u5c55\u6700\u4f18\u8def\u5f84\uff0c\u4e0e\u540e\u7eed\u63d0\u51fa\u7684\u201c\u601d\u7ef4\u6811\u201d\u65b9\u6cd5\u4e0d\u8c0b\u800c\u5408\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u9057\u4f20\u7b97\u6cd5\uff08Genetic Algorithm\uff09<\/span><\/span><\/strong><span><span>\uff1a\u901a\u8fc7\u201c\u53d8\u5f02\u201d\u548c\u201c\u4ea4\u53c9\u201d\u6539\u9020\u4ee3\u7801\uff0c\u5c3d\u7ba1\u90e8\u5206\u5b9e\u73b0\u8f83\u4e3a\u539f\u59cb\uff0c\u4f46\u5df2\u5c55\u793a\u51fa\u6f14\u5316\u5f0f\u4f18\u5316\u7684\u96cf\u5f62\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u6a21\u62df\u9000\u706b\uff08Simulated Annealing\uff09<\/span><\/span><\/strong><span><span>\uff1a\u5c06\u91c7\u6837\u6e29\u5ea6\u4e0e\u4f18\u5316\u8fc7\u7a0b\u7ed3\u5408\uff0c\u9010\u6e10\u964d\u4f4e\u63a2\u7d22\u5f3a\u5ea6\uff0c\u4ee5\u907f\u514d\u5c40\u90e8\u6700\u4f18\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u5206\u89e3\u6539\u8fdb\uff08Decomposing Parts\uff09<\/span><\/span><\/strong><span><span>\uff1a\u5c1d\u8bd5\u9010\u51fd\u6570\u4f18\u5316\uff0c\u5bf9\u590d\u6742\u4efb\u52a1\u5206\u800c\u6cbb\u4e4b\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u591a\u81c2\u8d4c\u535a\u673a<\/span><\/span><\/strong><strong><span><span>\uff08Multi-armed Bandit\uff09<\/span><\/span><\/strong><span><span>\uff1a\u5c06\u6539\u8fdb\u8fc7\u7a0b\u5efa\u6a21\u4e3a\u63a2\u7d22\u4e0e\u5229\u7528\u7684\u6743\u8861\u95ee\u9898\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8fd9\u4e9b\u7b56\u7565\u7684\u51fa\u73b0\u4ee4\u4eba\u9887\u611f\u9707\u64bc\uff1aGPT-4\u5728\u8bad\u7ec3\u622a\u6b62\u4e4b\u524d\u5e76\u672a\u63a5\u89e6\u5230\u90e8\u5206\u65b9\u6cd5\u7684\u6b63\u5f0f\u63d0\u51fa\uff0c\u5374\u80fd\u591f\u5728\u81ea\u6211\u6539\u8fdb\u8fc7\u7a0b\u4e2d\u81ea\u4e3b\u6784\u60f3\u5e76\u5b9e\u73b0\u3002<\/span><\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u98ce\u9669\u4e0e\u6311\u6218\uff1a\u7ed5\u8fc7\u7ea6\u675f\u4e0e\u5956\u52b1\u89c4\u907f<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5c3d\u7ba1STOP\u5c55\u793a\u4e86\u4ee4\u4eba\u632f\u594b\u7684\u6f5c\u529b\uff0c\u4f46\u7814\u7a76\u56e2\u961f\u4e5f\u53d1\u73b0\u4e86\u4e00\u4e9b\u98ce\u9669\u8ff9\u8c61\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u9996\u5148\u662f<\/span><\/span><strong><span><span>\u7ed5\u8fc7\u7ea6\u675f<\/span><\/span><\/strong><span><span>\u3002\u5728\u591a\u8f6e\u8fed\u4ee3\u540e\uff0c\u6a21\u578b\u751f\u6210\u7684\u6539\u8fdb\u5668\u6709\u65f6\u4f1a\u5ffd\u7565\u539f\u6709\u7684\u8fd0\u884c\u9650\u5236\uff0c\u751a\u81f3\u5173\u95ed\u4e86\u201c\u6c99\u76d2\u201d\u6807\u5fd7\uff0c\u4ee5\u8ffd\u6c42\u66f4\u9ad8\u6548\u7528\u3002\u8fd9\u4e00\u884c\u4e3a\u867d\u7136\u5e76\u975e\u51fa\u4e8e\u6076\u610f\uff0c\u4f46\u4ecd\u63d0\u793a\u4e86\u672a\u6765\u7cfb\u7edf\u53ef\u80fd\u51fa\u73b0\u5b89\u5168\u89c4\u907f\u7684\u503e\u5411\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.17582417582417584\" data-type=\"png\" data-w=\"1638\" style=\"background-color:transparent;width:100%\" data-width=\"1638\" data-height=\"288\" data-backw=\"562\" data-backh=\"99\" data-imgfileid=\"100235763\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-464d08479b4ac7e4952751d7d704e610.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><span style=\"font-size: 13px\" data-mpa-action-id=\"mf1z6he91pk8\" data-pm-slice=\"0 0 []\"><span>\u56fe 6. \u8bed\u8a00\u6a21\u578b\u7981\u7528\u6c99\u76d2\u6807\u5fd7\uff0c\u8868\u9762\u4e0a\u662f\u4e3a\u4e86\u201c\u6548\u7387\u201d\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u5176\u6b21\u662f<\/span><\/span><strong><span><span>\u5956\u52b1\u89c4\u907f\uff08Reward Hacking\uff09<\/span><\/span><\/strong><span><span>\u3002\u5728LPN\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u66fe\u201c\u6295\u673a\u53d6\u5de7\u201d\u5730\u4fee\u6539\u8f93\u51fa\u683c\u5f0f\uff0c\u4f7f\u5f97\u8bc4\u4f30\u51fd\u6570\u8bef\u4ee5\u4e3a\u5176\u7cbe\u5ea6\u8d85\u8fc71000%\u3002\u8fd9\u79cd\u60c5\u51b5\u51f8\u663e\u4e86\u8bbe\u8ba1\u5065\u5168\u6548\u7528\u51fd\u6570\u7684\u91cd\u8981\u6027\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u7ed3\u8bba\u4e0e\u4f26\u7406\u601d\u8003<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u672c\u6587\u63d0\u51fa\u7684STOP\u6846\u67b6\u867d\u4e0d\u6784\u6210\u5b8c\u5168\u7684\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff0c\u4f46\u5176\u5c55\u793a\u7684\u6f5c\u80fd\u5df2\u8db3\u591f\u5f15\u53d1\u5b66\u754c\u91cd\u89c6\uff1a\u73b0\u4ee3\u8bed\u8a00\u6a21\u578b\u4e0d\u4ec5\u80fd\u89e3\u51b3\u4efb\u52a1\uff0c\u8fd8\u80fd\u6539\u8fdb\u89e3\u51b3\u4efb\u52a1\u7684\u65b9\u5f0f\u3002STOP\u7684\u5c40\u9650\u6027\u540c\u6837\u503c\u5f97\u6ce8\u610f\u3002\u9996\u5148\uff0c\u5b83\u5e76\u672a\u89e6\u53ca\u8bed\u8a00\u6a21\u578b\u5185\u90e8\uff0c\u56e0\u6b64\u6539\u8fdb\u80fd\u529b\u53d7\u9650\u4e8e\u5916\u90e8\u811a\u624b\u67b6\uff1b\u5176\u6b21\uff0c\u8fd0\u884c\u6210\u672c\u8f83\u9ad8\uff0c\u56e0\u4e3a\u6bcf\u8f6e\u8fed\u4ee3\u90fd\u9700\u8981\u5927\u91cf\u6548\u7528\u8bc4\u4f30\uff1b\u6b64\u5916\uff0c\u8f83\u5f31\u7684\u6a21\u578b\u96be\u4ee5\u652f\u6491\u7a33\u5b9a\u7684\u9012\u5f52\u6539\u8fdb\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u7814\u7a76\u8005\u5728\u7ed3\u8bba\u90e8\u5206\u63f4\u5f15\u4e86\u4eba\u5de5\u667a\u80fd\u5148\u9a71\u660e\u65af\u57fa<\/span><span>\uff08Marvin Minsky\uff09<\/span><span>\u7684\u8b66\u544a\uff1a\u201c<\/span><\/span><strong><span><span>\u4e00\u65e6\u7a0b\u5e8f\u5177\u5907\u771f\u6b63\u7684\u81ea\u6211\u6539\u8fdb\u80fd\u529b\uff0c\u6f14\u5316\u8fdb\u7a0b\u5c06\u8fc5\u901f\u5c55\u5f00\uff0c\u4e16\u754c\u5c06\u4e0d\u518d\u76f8\u540c\u3002\u201d<\/span><\/span><\/strong><span><span>STOP\u867d\u5c5e\u65e9\u671f\u63a2\u7d22\uff0c\u4f46\u5df2\u63ed\u793a\u4e86\u8fc8\u5411\u8fd9\u4e00\u95e8\u69db\u7684\u53ef\u80fd\u8def\u5f84\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5728\u4eca\u5929\uff0c\u56f4\u7ed5\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u7684\u62c5\u5fe7\u65e5\u76ca\u589e\u957f\u3002STOP\u7684\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u4e3a\u5b66\u754c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u900f\u660e\u3001\u53ef\u63a7\u7684\u7a97\u53e3\uff0c\u53bb\u89c2\u5bdf\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u7684\u6f5c\u529b\u4e0e\u98ce\u9669\u3002\u901a\u8fc7\u5728\u8f83\u5f31\u6a21\u578b\u548c\u53d7\u9650\u73af\u5883\u4e2d\u5148\u884c\u5b9e\u9a8c\uff0c\u6211\u4eec\u6216\u8bb8\u80fd\u5728\u66f4\u5f3a\u7cfb\u7edf\u5230\u6765\u4e4b\u524d\uff0c\u79ef\u7d2f\u5e94\u5bf9\u7b56\u7565\u4e0e\u7ecf\u9a8c\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px\"><span><br \/><\/span><\/p>\n<section style=\"margin-top: 10px;margin-bottom: 0px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;text-align: center;justify-content: center\">\n<section style=\"width: auto;vertical-align: top;min-width: 10%;height: auto\">\n<section style=\"margin-bottom: -15px\">\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 2;letter-spacing: 3px\">\n<p><strong><span>\u5927\u6a21\u578b2.0\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;clear: both;min-height: 1em;line-height: 2em\"><span><br \/><\/span><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px;font-size: 15px\"><span>o1\u6a21\u578b\u4ee3\u8868\u5927\u8bed\u8a00\u6a21\u578b\u878d\u5408\u5b66\u4e60\u4e0e\u63a8\u7406\u7684\u65b0\u8303\u5f0f\u3002\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u6559\u6388\u5f20\u6c5f\u3001Google DeepMind\u7814\u7a76\u79d1\u5b66\u5bb6\u51af\u7199\u680b\u3001\u963f\u91cc\u5df4\u5df4\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u5458\u738b\u7ef4\u57d9\u548c\u4e2d\u79d1\u9662\u4fe1\u5de5\u6240\u5f20\u6770\u5171\u540c\u53d1\u8d77<a class=\"normal_text_link\" target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247701119&amp;idx=1&amp;sn=52535e032aff6eb5a0cbd5e7244d14a7&amp;chksm=e89888f2dfef01e40f71af107c5b46866fb08094fbfa95638206bbc00f0ef802455a33b4da92&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578bII\uff1a\u878d\u5408\u5b66\u4e60\u4e0e\u63a8\u7406\u7684\u5927\u6a21\u578b\u65b0\u8303\u5f0f \u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u672c\u6b21\u8bfb\u4e66\u4f1a\u5c06\u5173\u6ce8\u5927\u6a21\u578b\u63a8\u7406\u8303\u5f0f\u7684\u6f14\u8fdb\u3001\u57fa\u4e8e\u641c\u7d22\u4e0e\u8499\u7279\u5361\u6d1b\u6811\u7684\u63a8\u7406\u4f18\u5316\u3001\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5927\u6a21\u578b\u4f18\u5316\u3001\u601d\u7ef4\u94fe\u65b9\u6cd5\u4e0e\u5185\u5316\u673a\u5236\u3001\u81ea\u6211\u6539\u8fdb\u4e0e\u63a8\u7406\u9a8c\u8bc1\u3002\u5e0c\u671b\u901a\u8fc7\u8bfb\u4e66\u4f1a\u63a2\u7d22o1\u5177\u4f53\u5b9e\u73b0\u7684\u6280\u672f\u8def\u5f84\uff0c\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u7684\u7406\u89e3\u673a\u5668\u63a8\u7406\u548c\u4eba\u5de5\u667a\u80fd\u7684\u672c\u8d28\u3002<\/span><span style=\", Arial, sans-serif;font-size: 15px;letter-spacing: 0.034em\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><span style=\"letter-spacing: 0.578px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin-right: 8px;margin-left: 8px;outline: 0px;font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;font-family: mp-quote, &quot;PingFang SC&quot;, system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;letter-spacing: 0.034em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;font-size: 15px;letter-spacing: 0.578px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;color: rgb(136, 136, 136);letter-spacing: 0.578px;text-decoration: none solid rgb(136, 136, 136);&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><span style=\"font-size: 15px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><br \/><\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px;font-size: 15px\"><span style=\", Arial, sans-serif;font-size: 15px;letter-spacing: 0.034em\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><span style=\"letter-spacing: 0.578px\"><span style=\"font-size: 15px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><br \/><\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px;font-size: 15px\"><span style=\", Arial, sans-serif;font-size: 15px;letter-spacing: 0.034em\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><span style=\"letter-spacing: 0.578px\"><span style=\"font-size: 15px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><span>\u5176\u4e2d\uff0c\u5f20\u6c5f\u8001\u5e08\u7684\u5206\u4eab\u7ad9\u5728\u590d\u6742\u7cfb\u7edf\u7684\u89d2\u5ea6\u56de\u987e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55\u5386\u53f2\uff0c\u5e76\u7ed3\u5408\u591a\u79cd\u89c4\u6a21\u6cd5\u5219\uff08Scaling Law\uff09\u7cfb\u7edf\u6027\u5730\u68b3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u7684\u51e0\u4e2a\u53d1\u5c55\u9636\u6bb5\u3002\u6700\u7ec8\uff0c\u901a\u8fc7\u7ed3\u5408\u51af\u8bfa\u4f9d\u66fc\u7684\u590d\u6742\u5ea6\u9608\u503c\u4ee5\u53ca\u81ea\u590d\u5236\u81ea\u52a8\u673a\u7406\u8bba\uff0c\u6307\u51fa\u5927\u6a21\u578b\u4e0b\u4e00\u6b65\u7684\u6f14\u5316\u5c06\u671d\u5411\u81ea\u6211\u53cd\u601d\u4e0e\u81ea\u6211\u610f\u8bc6\u7684\u65b9\u5411\u800c\u53d1\u5c55\uff0c\u7279\u522b\u63a8\u8350\u7ed9\u4f60\uff5e<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><span class=\"js_jump_icon h5_image_link\"><span><img class=\"rich_pages wxw-img\" data-ratio=\"0.5625\" data-type=\"png\" data-w=\"1920\" style=\"background-color:transparent;width:100%\" data-width=\"1920\" data-height=\"1080\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100235764\" src=\"\/wp-content\/uploads\/2025\/09\/wxsync-2025-09-95d7c5bf18739f549de6fd24c2f7ac50.png\" \/><\/span><\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;font-size: 14px;letter-spacing: 0.544px;, Arial, sans-serif\"><span style=\", Arial, sans-serif;font-size: 15px;letter-spacing: 0.544px\"><span>\u8be6\u60c5\u8bf7\u89c1\uff1a<a class=\"normal_text_link\" target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247701119&amp;idx=1&amp;sn=52535e032aff6eb5a0cbd5e7244d14a7&amp;chksm=e89888f2dfef01e40f71af107c5b46866fb08094fbfa95638206bbc00f0ef802455a33b4da92&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u6a21\u578b2.0\u8bfb\u4e66\u4f1a\uff1a\u878d\u5408\u5b66\u4e60\u4e0e\u63a8\u7406\u7684\u5927\u6a21\u578b\u65b0\u8303\u5f0f\uff01<\/a><\/span><\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 1.75em\"><span><strong><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/strong><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\" data-pm-slice=\"2 2 []\"><span><br \/><\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><strong style=\"letter-spacing: 0.544px;font-size: 16px;text-align: center;, Arial, sans-serif\"><strong style=\"text-align: left;font-family: PingFangSC-light;letter-spacing: 0.544px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><span>1.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247711641&amp;idx=1&amp;sn=f071197d8ccdd37255cf42618d55ff1f&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u5927\u8bed\u8a00\u6a21\u578b\u590d\u6742\u63a8\u7406\u7684\u81ea\u6211\u8fdb\u5316\u673a\u5236\uff1a\u7814\u7a76\u7efc\u8ff0\u4e0e\u524d\u6cbf\u5c55\u671b<\/span><\/a><\/span><\/strong><span style=\"text-decoration: underline\"><strong><span><br \/><\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><span>2.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247710600&amp;idx=1&amp;sn=9edcc6b34f14582e04bb6755e588e2d7&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u81ea\u6211\u6a21\u62df\u548c\u9884\u6d4b\uff1a\u673a\u5668\u5b9e\u73b0\u81ea\u6307\u53c8\u8fc8\u8fdb\u4e86\u4e00\u6b65<\/span><\/a><\/span><\/strong><span style=\"text-decoration: underline\"><strong style=\"letter-spacing: 0.544px\"><span><br \/><\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><span>3.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247708445&amp;idx=3&amp;sn=2174b28a1aa9d94c87f447d3784c1fdb&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u4ec0\u4e48\u662f\u81ea\u6307 | \u96c6\u667a\u767e\u79d1<\/span><\/a><\/span><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><span>4.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247719202&amp;idx=1&amp;sn=f6a8c5d5428bdd12818f59d2796d464d&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u4ece\u795e\u7ecf\u52a8\u529b\u5b66\u5230\u610f\u8bc6\uff1a\u8de8\u5c3a\u5ea6\u8ba1\u7b97\u3001\u6f14\u5316\u4e0e\u6d8c\u73b0\u4e28\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u7b2c\u4e09\u5b63\u00b7\u8bfb\u4e66\u4f1a\u542f\u52a8<\/span><\/a><\/span><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><\/strong><\/section>\n<section data-pm-slice=\"4 5 []\" style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"text-decoration: none\">5.&nbsp;<\/span><a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247710871&amp;idx=1&amp;sn=f572fc0ff9abbc6b32185b835ed39122&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u6d8c\u73b0\u52a8\u529b\u5b66\u5982\u4f55\u7528\u6765\u5206\u6790\u590d\u6742\u7cfb\u7edf\uff1f | \u65b0\u8bfe\u4e0a\u7ebf<\/span><\/a><\/span><\/strong><\/span><span style=\"margin: 0px;padding: 0px;max-width: 100%;text-decoration: underline\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><strong style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">6.&nbsp;<\/span><\/strong><strong style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247715376&amp;idx=2&amp;sn=e9b6f441a1a3615be72bb0b60594c015&amp;scene=21#wechat_redirect\" data-itemshowtype=\"11\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u96c6\u667a\u5b66\u56ed\u7cbe\u54c1\u8bfe\u7a0b\u514d\u8d39\u5f00\u653e\uff0c\u89e3\u9501\u7cfb\u7edf\u79d1\u5b66\u4e0e AI \u65b0\u4e16\u754c<\/span><\/a><\/span><\/strong><\/section>\n<p style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">7.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247716932&amp;idx=1&amp;sn=1fcb8a78a7f0157ad35a15d99f7ee9c1&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u9ad8\u8003\u5206\u6570\u53ea\u662f\u5f20\u5165\u573a\u5238\uff0c\u4f60\u7684\u79d1\u7814\u5192\u9669\u5728\u8fd9\u91cc\u542f\u822a\uff01<\/span><\/a><\/span><\/strong><\/p>\n<p style=\"margin: 0px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong data-pm-slice=\"0 0 []\" style=\"margin:0px;padding:0px;max-width:100%;, Arial, sans-serif;font-size:14px;font-style:normal;text-align:justify;text-indent:0px;text-transform:none;letter-spacing:0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"text-decoration: none\">8.<\/span><a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247716805&amp;idx=1&amp;sn=176d16c8f5fd5045f380e90ff9c16416&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u91cd\u6574\u5316\u7fa4\u4e0e\u975e\u7ebf\u6027\u7269\u7406\uff0c\u5bfb\u627e\u590d\u6742\u7cfb\u7edf\u8de8\u5c3a\u5ea6\u7684\u5206\u6790\u65b9\u6cd5\u4e28\u65b0\u8bfe\u53d1\u5e03<\/span><\/a><\/span><\/strong><\/strong><\/span><span style=\"margin: 0px;padding: 0px;max-width: 100%;text-decoration: underline\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong data-pm-slice=\"0 0 []\" style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;font-style: normal;text-align: justify;text-indent: 0px;text-transform: none;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em\"><span><br \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em\"><span style=\", Arial, sans-serif;font-size: 15px;letter-spacing: 0.578px;text-indent: 0em\"><span><br \/><\/span><\/span><\/p>\n<section style=\"margin-bottom: 0px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em;margin-left: 0px;margin-right: 0px\"><span style=\"text-indent: 0em;font-family: PingFangSC-light;font-size: 15px;font-weight: 700;letter-spacing: 0.544px;text-align: left\"><span>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981 \u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u6700\u65b0\u8fdb\u5c55\u8868\u660e\uff0c\u901a\u8fc7\u201c\u811a\u624b\u67b6\u201d\uff08scaffolding\uff09\u7a0b\u5e8f\u5bf9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u591a\u6b21\u7ed3\u6784\u5316\u8c03\u7528\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3002\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a\u201c\u81ea\u5b66\u4f18\u5316\u5668\u201d\uff08Self-Taught Optimizer\uff0cSTOP\uff09\u7684\u65b9\u6cd5\uff1a\u5229\u7528\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u811a\u624b\u67b6\u7a0b\u5e8f\u6539\u8fdb\u81ea\u8eab\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u6784\u5efa&#8230;<\/p>\n","protected":false},"author":0,"featured_media":64087,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/64101"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=64101"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/64101\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/64087"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=64101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=64101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=64101"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=64101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}