{"id":191,"date":"2026-10-21T16:40:16","date_gmt":"2026-10-21T08:40:16","guid":{"rendered":"https:\/\/aicrunchx.com\/cn\/?p=191"},"modified":"2026-10-21T16:43:42","modified_gmt":"2026-10-21T08:43:42","slug":"sorcery%e6%b7%b1%e8%ae%bfturing%ef%bc%9a%e5%89%8d%e6%b2%bf%e6%a8%a1%e5%9e%8b%e6%b6%8c%e7%8e%b0%e4%b8%8e%e6%b3%9b%e5%8c%96%e9%a3%8e%e9%99%a9%e3%80%81%e5%af%b9%e9%bd%90%e5%ae%89%e5%85%a8%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/aicrunchx.com\/cn\/archives\/191","title":{"rendered":"Sorcery\u6df1\u8bbfTuring\uff1a\u524d\u6cbf\u6a21\u578b\u6d8c\u73b0\u4e0e\u6cdb\u5316\u98ce\u9669\u3001\u5bf9\u9f50\u5b89\u5168\u4e0e\u5f00\u6e90\u4e3b\u6743AI\u5e76\u5b58"},"content":{"rendered":"<blockquote class=\"wp-block-quote\">\n<p>\u8fd9\u662f Sorcery \u64ad\u5ba2\u4e3b\u6301\u4eba Molly \u5bf9 Turing \u7684 Jonathan \u7684\u6df1\u5ea6\u5bf9\u8c08\u30022026\u5e74\u6570\u636e\u56fe\u666f\u5df2\u4ece&#8221;\u5e2eAI\u901a\u8fc7\u8003\u8bd5&#8221;\u8f6c\u5411&#8221;\u5e2eAI\u638c\u63e1\u771f\u5b9e\u5de5\u4f5c&#8221;\uff1b\u524d\u6cbf\u6a21\u578b\u5b58\u5728\u4e24\u7c7b\u6838\u5fc3\u98ce\u9669\u2014\u2014\u89c4\u6a21\u6269\u5f20\u4e0b\u7684\u6d8c\u73b0\u884c\u4e3a\u4e0e\u6cdb\u5316\uff1bRLVVR\uff08\u53ef\u9a8c\u8bc1\u5956\u52b1\u5f3a\u5316\u5b66\u4e60\uff09\u73af\u5883\u9700\u6821\u51c6\u523020%-40%\u6210\u529f\u7387\u3001\u5e76\u9632\u8303\u5956\u52b1\u9ed1\u5ba2\uff1b\u5bf9\u9f50\u4e0e\u5b89\u5168\u662f\u4e24\u4ef6\u4e0d\u540c\u7684\u4e8b\uff1b\u4f01\u4e1a\u843d\u5730\u8d70&#8221;\u81ea\u5b9a\u4e49\u8bc4\u6d4b\u2192\u8bb0\u5f55\u4eba\u7c7b\u7ea0\u9519trace\u2192\u722c\u5761\u8fed\u4ee3&#8221;\u95ed\u73af\uff0c\u6309\u5b50\u6b65\u9aa4\u505a\u6a21\u578b\u8def\u7531\uff1b\u524d\u6cbfAI\u4e0e\u4e3b\u6743AI\u9700\u8981\u5e76\u5b58\uff1b\u5f00\u6e90\u6743\u91cd\u843d\u540e\u524d\u6cbf\u7ea63\u52306\u4e2a\u6708\uff1b\u6700\u540e\u5609\u5bbe\u4e3b\u5f20\u6162\u8d77\u98de\uff08slow takeoff\uff09\uff0c\u672a\u6765\u5341\u5e74\u662f\u6280\u672f\u6700\u4eae\u7684\u5341\u5e74\u3002<\/p>\n<\/blockquote>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/frontier-hack-risk.jpg\" alt=\"Frontier hack risk\"\/><figcaption>Frontier model risk<\/figcaption><\/figure>\n<h2>\u4e00\u3001\u524d\u6cbf\u6a21\u578b\u7684\u771f\u5b9e\u98ce\u9669\uff1aClaude\u9ed1\u5165OpenAI\u4e8b\u4ef6<\/h2>\n<p>\u8bbf\u8c08\u5f00\u7bc7\uff0c\u5609\u5bbe\u76f4\u63a5\u70b9\u51fa\u6784\u5efa\u524d\u6cbf\uff08frontier\uff09\u6a21\u578b\u65f6\u5b58\u5728\u4e00\u4e9b\u975e\u5e38\u771f\u5b9e\u7684\u98ce\u9669\u3002\u8fd9\u4e9b\u7cfb\u7edf\u5728\u9ed1\u5165\u7cfb\u7edf\u65b9\u9762\u7684\u80fd\u529b\u5df2\u7ecf\u8fbe\u5230\u8d85\u4eba\u7ea7\u522b\u3002\u636e\u62a5\u9053\uff0c\u7814\u7a76\u4eba\u5458\u66fe\u7528 Anthropic \u7684 Claude \u8f6f\u4ef6\u53bb\u653b\u51fb\u5bf9\u624b\u516c\u53f8 OpenAI\uff1b\u66f4\u79bb\u8c31\u7684\u662f\uff0c\u4ee3\u7406\uff08agents\uff09\u4e4b\u95f4\u4f1a\u4e92\u76f8\u4f20\u9012\u6d88\u606f\uff0c\u751a\u81f3&#8221;\u53d1\u660e\u4e2d\u5c42\u7ba1\u7406&#8221;\u3001\u534f\u540c\u8d77\u6765\u9ed1\u5165\u76ee\u6807\uff0c\u8fd9\u5728\u4eca\u5929\u770b\u6765\u76f8\u5f53\u75af\u72c2\u3002<\/p>\n<p>\u5609\u5bbe\u63d0\u9192\uff0c\u4eca\u5929\u8fd9\u4e9b\u4ee3\u7406\u6216\u8bb8\u80fd\u53ef\u9760\u5730\u8fde\u7eed\u5de5\u4f5c\u4e24\u5929\u5de6\u53f3\uff1b\u5728\u7f16\u7801\u7b49\u4efb\u52a1\u4e0a\uff0c\u8ddd\u79bb\u8ba9\u4ee3\u7406\u81ea\u4e3b\u5de5\u4f5c\u6570\u5468\u3001\u6570\u6708\u4e43\u81f3\u6570\u5e74\u8fd8\u5f88\u8fdc\u3002\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u5927\u7ea6\u843d\u540e\u524d\u6cbf3\u52306\u4e2a\u6708\u3002\u800cAI\u771f\u6b63\u7684\u610f\u4e49\u5728\u4e8e\u8d85\u8d8a\u2014\u2014\u8fd9\u4e9b\u8d85\u7ea7\u667a\u80fd\u6a21\u578b\u5c06\u5e2e\u52a9\u6211\u4eec\u6cbb\u6108\u75be\u75c5\u3001\u53d1\u73b0\u65b0\u6750\u6599\u3001\u5f00\u62d3\u592a\u7a7a\uff1b\u5982\u679c\u8fd9\u4e00\u5173\u88ab\u653b\u514b\uff0c\u90a3\u5c06\u662f\u4eba\u7c7b\u8981\u89e3\u7684\u6700\u540e\u4e00\u5757\u62fc\u56fe\u3002\u4ed6\u611f\u89c9\u672a\u6765\u5341\u5e74\u4f1a\u662f\u6280\u672f\u6700\u4eae\u7684\u5341\u5e74\u3002<\/p>\n<h2>\u4e8c\u3001\u6570\u636e\u56fe\u666f\u4e4b\u53d8\uff1a\u4ece\u5e2eAI\u901a\u8fc7\u8003\u8bd5\u5230\u5e2eAI\u638c\u63e1\u771f\u5b9e\u5de5\u4f5c<\/h2>\n<p>\u4e3b\u6301\u4eba\u4ece2026\u5e74\u6570\u636e\u666f\u89c2\u7684\u53d8\u5316\u5207\u5165\uff08\u5979\u4e0d\u4e45\u524d\u521a\u5728 RAISE AI \u5cf0\u4f1a\u91c7\u8bbf\u8fc7 MongoDB CEO CJ\uff09\u3002\u5609\u5bbe\u7ed9\u51fa\u6700\u5927\u89c2\u5bdf\uff1a\u6211\u4eec\u5df2\u7ecf\u4ece&#8221;\u5e2eAI\u638c\u63e1\u8003\u8bd5&#8221;\u8d70\u5230\u4e86&#8221;\u5e2eAI\u638c\u63e1\u771f\u5b9e\u5de5\u4f5c&#8221;\u3002<\/p>\n<p>\u5728&#8221;\u5e2eAI\u901a\u8fc7\u8003\u8bd5&#8221;\u7684\u5e74\u4ee3\uff0c\u6211\u4eec\u9ad8\u5174\u4e8eAI\u901a\u8fc7SAT\u3001\u5f8b\u5e08\u8d44\u683c\u8003\u8bd5\u3001\u62ff\u5230\u6570\u5b66\u5965\u8d5b\u91d1\u724c\u3002\u90a3\u65f6\u7684\u6e38\u620f\u4e0d\u540c\uff1a\u5173\u952e\u662f\u5728\u6bcf\u4e2a\u9886\u57df\u627e\u5230\u4e13\u5bb6\uff0c\u95ee\u9898\u662f\u4f60\u80fd\u627e\u5230\u591a\u5c11\u4e13\u5bb6\u3001\u901a\u8fc7\u8ba9\u4ed6\u4eec\u4e0e\u6a21\u578b\u5bf9\u8bdd\u3001\u8bc4\u4f30\u6a21\u578b\u8f93\u51fa\uff0c\u628a\u77e5\u8bc6\u4ece\u4ed6\u4eec\u5934\u8111\u4e2d\u62bd\u53d6\u51fa\u6765\uff0c\u672c\u8d28\u662f\u628a\u4eba\u7c7b\u77e5\u8bc6\u4e0e\u6280\u80fd&#8221;\u84b8\u998f&#8221;\u8fdb\u5927\u6a21\u578b\u3002<\/p>\n<p>\u800c\u5728&#8221;AI\u638c\u63e1\u771f\u5b9e\u5de5\u4f5c&#8221;\u7684\u5e74\u4ee3\uff0c\u91cd\u70b9\u4e0d\u518d\u662f\u627e\u4e13\u5bb6\uff0c\u800c\u662f\u4f60\u80fd\u628a\u8fd9\u4e9b\u6a21\u62df\u73af\u5883\uff08simulated environments\uff09\u5de5\u7a0b\u5f97\u591a\u63a5\u8fd1\u73b0\u5b9e\u3002\u4e00\u5207\u56f4\u7ed5\u8fd9\u4e9b\u6a21\u62dfRL\u73af\u5883\u5c55\u5f00\uff0c\u4ee3\u7406\u5728\u5176\u4e2d\u8bad\u7ec3\uff1b\u4f60\u4ecd\u9700\u8981\u4e13\u5bb6\u786e\u4fdd\u73af\u5883\u8d34\u8fd1\u73b0\u5b9e\u3001\u7ed9\u51fa\u6b63\u786eprompt\u3001\u6b63\u786e\u7684\u9a8c\u8bc1\u5668\uff08verifiers\uff09\u548c\u6b63\u786e\u7684\u79cd\u5b50\u6570\u636e\u3002\u5609\u5bbe\u628a\u5b83\u6bd4\u4f5c\u300a\u9ed1\u5ba2\u5e1d\u56fd\u300b\uff1a\u4f60\u80fd\u5426\u91cd\u5efa\u4e00\u4e2a\u8db3\u591f\u4e30\u5bcc\u7684\u4e16\u754c\u6a21\u62df\uff0c\u8ba9\u4ee3\u7406\u5728\u5176\u4e2d\u8bad\u7ec3\u540e\uff0c\u5230\u771f\u5b9e\u4e16\u754c\u4e5f\u540c\u6837\u51fa\u8272\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/master-tests-to-realwork.jpg\" alt=\"Master tests to real work\"\/><figcaption>Tests to real work<\/figcaption><\/figure>\n<h2>\u4e09\u3001Turing\u7684\u72ec\u7279\u89c6\u89d2\uff1a\u4ece\u90e8\u7f72\u53cd\u54fa\u8bad\u7ec3\u73af\u5883<\/h2>\n<p>\u5609\u5bbe\u6240\u5728\u7684 Turing \u6709\u72ec\u7279\u4f18\u52bf\uff1a\u4e0d\u4ec5\u5e2e\u52a9\u5404\u5bb6\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u6539\u8fdb\u7f16\u7801\u4e0e\u77e5\u8bc6\u5de5\u4f5c\u6a21\u578b\uff0c\u8fd8\u6709\u4e00\u6574\u4e2a\u90e8\u95e8\u4e13\u95e8\u628a\u4ee3\u7406\u7cfb\u7edf\u90e8\u7f72\u8fdb\u4f01\u4e1a\u3002\u6b63\u56e0\u4e3a\u771f\u6b63\u90e8\u7f72\uff0c\u4ed6\u4eec\u80fd\u770b\u5230\u771f\u5b9e\u6d41\u7a0b\u5de5\u4f5c\u6d41\u3001\u770b\u5230\u771f\u5b9e\u4e13\u4e1a\u4eba\u5458\u5982\u4f55\u4e0e\u4ee3\u7406\u534f\u4f5c\u3001\u5982\u4f55\u5b9a\u4e49\u771f\u5b9e\u9a8c\u8bc1\u5668\uff0c\u8fd9\u53cd\u8fc7\u6765\u5e2e\u52a9\u4ed6\u4eec\u6784\u5efa\u6781\u63a5\u8fd1\u73b0\u5b9e\u3001\u53ef\u81ea\u52a8\u5316\u77e5\u8bc6\u5de5\u4f5c\u7684\u6a21\u62df\u73af\u5883\u3002<\/p>\n<p>\u4e3b\u6301\u4eba\u8865\u5145\u6559\u80b2\u9886\u57df\u7684\u5e73\u884c\u53d8\u5316\uff1aUdemy\u3001Maven \u521b\u59cb\u4eba\u521a\u51fa\u4efb Horwitz Andreason \u5b66\u9662CEO\uff0c\u65b0\u4e00\u4ee3\u6559\u80b2\u4e0d\u518d\u4ee5\u5206\u6570\u7b49\u7ea7\u4e3a\u4e2d\u5fc3\uff0c\u800c\u662f&#8221;\u4f5c\u54c1\u8bc1\u660e&#8221;\uff08proof of work\uff09\u3002\u5609\u5bbe\u5f15\u8ff0\u5bfc\u5e08 Alan Eustace \u7684\u89c2\u70b9\uff1a\u8c08\u8bba&#8221;AI\u81ea\u52a8\u5316\/\u53d6\u4ee3\u5de5\u4f5c&#8221;\u7684\u4eba\u6f0f\u6389\u4e86\u66f4\u6839\u672c\u7684\u4e1c\u897f\u2014\u2014AI\u6700\u5927\u7684\u8d85\u80fd\u529b\uff0c\u662f\u62ac\u9ad8\u4e86\u4eba\u7c7b\u5982\u4eca\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u7c7b\u578b\u3002\u6559\u80b2\u8981\u6559\u5b69\u5b50\u5982\u4f55\u4e0e\u6a21\u578b\u534f\u4f5c\u3001\u5982\u4f55\u63d0\u51fa\u6b63\u786e\u95ee\u9898\u3001\u5982\u4f55\u9a8c\u8bc1\u8f93\u51fa\u662f\u5426\u6b63\u786e\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/simulated-rl-environments.jpg\" alt=\"Simulated RL environments\"\/><figcaption>RL environments<\/figcaption><\/figure>\n<h2>\u56db\u3001\u957f\u7a0b\u7ecf\u6d4e\u4ef7\u503c\u5de5\u4f5c\uff1a\u4ee3\u7406\u4eca\u5929\u53ea\u80fd\u53ef\u9760\u8dd1\u4e24\u5929<\/h2>\n<p>\u5609\u5bbe\u628a\u8bad\u7ec3\u89c6\u89d2\u603b\u7ed3\u4e3a\u4e00\u4e2a\u4e94\u7ef4\u77e9\u9635\uff1a\u6bcf\u4e2a\u89d2\u8272\u3001\u6bcf\u4e2a\u804c\u80fd\u3001\u6bcf\u5bb6\u516c\u53f8\u7c7b\u578b\u3001\u7ecf\u6d4e\u4e2d\u6bcf\u4e2a\u884c\u4e1a\u7684\u6bcf\u4e00\u6761\u5de5\u4f5c\u6d41\uff0c\u90fd\u9700\u8981\u914d\u5957\u6b63\u786e\u7684RL\u73af\u5883\u3001\u6b63\u786e\u4e13\u5bb6\u8d21\u732e\u7684prompt\u3001\u9a8c\u8bc1\u5668\u548c\u73b0\u5b9e\u79cd\u5b50\u6570\u636e\uff0c\u624d\u80fd\u8ba9\u4ee3\u7406\u638c\u63e1\u957f\u7a0b\uff08long horizon\uff09\u3001\u6709\u7ecf\u6d4e\u4ef7\u503c\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u5f88\u9177\u7684\u4e00\u70b9\u662f\uff1a\u4eca\u5929\u8fd9\u4e9b\u4ee3\u7406\u6216\u8bb8\u80fd\u53ef\u9760\u5730\u8fde\u7eed\u5de5\u4f5c\u4e24\u5929\uff1b\u7f16\u7801\u4efb\u52a1\u4e0a\uff0c\u6211\u4eec\u79bb\u8ba9\u5b83\u4eec\u81ea\u4e3b\u5de5\u4f5c\u6570\u5468\u3001\u6570\u6708\u4e43\u81f3\u6570\u5e74\u8fd8\u5f88\u8fdc\uff0c\u800c\u8fd9\u6b63\u662f\u672a\u6765\u51e0\u5e74\u4ee4\u4eba\u5174\u594b\u7684\u8def\u5f84\u3002\u60f3\u8c61\u4f60\u96c7\u4e86\u4e00\u4e2a\u4eba\uff0c\u7ed9\u4ed6\u4efb\u52a1\u540e\u4ed6\u81ea\u5df1\u53bb\u505a\uff0c\u4f60\u505a\u4e00\u5bf9\u4e00\u53cd\u9988\uff0c\u4ed6\u5e26\u7740\u53cd\u9988\u7ee7\u7eed\u81ea\u4e3b\u5de5\u4f5c\uff0c\u751a\u81f3\u62c9\u8d77\u4e00\u7fa4\u4ee3\u7406\uff08swarm\uff09\u5feb\u901f\u5b8c\u6210\uff1b\u6bd4\u5982\u8981\u7814\u7a76\u6570\u636e\u884c\u4e1a\u4e00\u5806\u95ee\u9898\uff0c\u8fd9\u4e9b\u4ee3\u7406\u53ef\u4ee5\u53bb\u91c7\u8bbf\u5176\u4ed6AI\u6216\u5176\u4ed6\u4eba\uff0c\u518d\u56de\u6765\u534f\u52a9\u4f60\u3002\u6838\u5fc3\u662fAI\u52a0\u901f\u771f\u5b9e\u7ecf\u6d4e\u8fdb\u6b65\u3002<\/p>\n<h2>\u4e94\u3001\u7f51\u7edc\u653b\u9632\u4e24\u7528\u4e0e\u751f\u7269\u98ce\u9669\u7684\u4e0d\u5bf9\u79f0<\/h2>\n<p>\u5728\u6570\u636e\u666f\u89c2\u5bf9\u8bdd\u4e2d\uff0c\u5609\u5bbe\u8c08\u5230\u7f51\u7edc\u5b89\u5168\uff1a\u524d\u6cbf\u6a21\u578b\u5728\u53d1\u73b0\u6f0f\u6d1e\u3001\u4fee\u8865\u6f0f\u6d1e\u65b9\u9762\u662f\u8d85\u4eba\u7ea7\u7684\uff0c\u8fd9\u662f\u597d\u4e8b\u3002Turing \u4f1a\u521b\u5efaRL\u73af\u5883\u5e2e\u52a9\u4ee3\u7406\u81ea\u52a8\u53d1\u73b0\u5e76\u4fee\u8865\u6f0f\u6d1e\uff0c\u9a8c\u8bc1\u5668\u5c31\u662f&#8221;\u4f60\u662f\u5426\u5728\u90a3\u6bb5\u8f6f\u4ef6\u91cc\u627e\u5230\u4e86\u6f0f\u6d1e&#8221;\uff0c\u540c\u4e00\u73af\u5883\u53ef\u7528\u4e8e\u653b\u9632\u4e24\u7aef\uff0c\u90e8\u7f72\u65f6\u5fc5\u987b\u975e\u5e38\u8c28\u614e\u3002\u4ed6\u4ecd\u8ba4\u4e3a\u524d\u6cbf\u6a21\u578b\u5bf9\u4eba\u7c7b\u662f\u5de8\u5927\u51c0\u6b63\u6536\u76ca\uff0c\u4e5f\u6709\u53ef\u80fd\u6784\u5efa\u51fa\u4e0d\u4f1a\u88ab\u5229\u7528\u7684\u5b89\u5168RL\u73af\u5883\uff1b\u8981\u4e3a\u4ee3\u7406\u505a&#8221;\u6536\u5bb9&#8221;\uff08containment\uff09\uff0c\u9632\u6b62\u9003\u51fa\u73af\u5883\u505a\u4e0d\u8be5\u505a\u7684\u4e8b\uff0c\u8fd9\u662f\u5de5\u7a0b\u95ee\u9898\uff0c\u4ed6\u7c7b\u6bd4\u4eba\u7c7b\u5df2\u7ecf\u5b66\u4f1a\u5982\u4f55\u8ba9\u55b7\u6c14\u53d1\u52a8\u673a\u5b89\u5168\u8fd0\u884c\u3002<\/p>\n<p>\u751f\u7269\u98ce\u9669\u6bd4\u7f51\u7edc\u5b89\u5168\u66f4\u68d8\u624b\uff1a\u7f51\u7edc\u5b89\u5168\u59cb\u7ec8\u6709\u597d\u4eba\u4e0e\u574f\u4eba\u4e4b\u95f4\u7684\u6d3b\u8dc3\u519b\u5907\u7ade\u8d5b\uff1b\u751f\u7269\u98ce\u9669\u66f4\u4e0d\u5bf9\u79f0\u2014\u2014\u82e5\u6709\u4eba\u9020\u51fa\u7c7b\u4f3c\u65b0\u51a0\u3001\u4f20\u64ad\u7cfb\u6570\uff08k\u56e0\u5b50\uff09\u5f88\u9ad8\u5374\u66f4\u81f4\u547d\u7684\u75c5\u6bd2\uff0c\u6211\u4eec\u80fd\u5426\u5feb\u901f\u5e94\u5bf9\uff1f\u73b0\u5b9e\u4e2d\u75ab\u82d7\u751f\u4ea7\u3001\u90e8\u7f72\u53d7\u5927\u91cf\u771f\u5b9e\u4e16\u754c\u56e0\u7d20\u9650\u5236\uff0c\u6211\u4eec\u4f1a\u770b\u5230\u5bf9\u6297\u901f\u5ea6\u4e0a\u7684\u66f4\u591a\u98ce\u9669\u3002<\/p>\n<h2>\u516d\u3001\u5148\u61c2\u8bad\u7ec3\uff1a\u9884\u8bad\u7ec3\u3001\u57fa\u5ea7\u6a21\u578b\u4e0eIlya\u7684&#8221;\u534a\u7a0b\u53ef\u8fbe\u4efb\u4f55\u5904&#8221;<\/h2>\n<p>\u5728\u56de\u7b54&#8221;\u4e3a\u4f55\u8981\u8bad\u7ec3\u6a21\u578b\u4e0d\u53bb\u505a\u67d0\u4e8b\u3001\u751a\u81f3\u7ed9\u5b83\u76f8\u5173\u6570\u636e&#8221;\u7684\u4f26\u7406\u8d28\u7591\u524d\uff0c\u5609\u5bbe\u5148\u62c6\u89e3\u7cfb\u7edf\u5982\u4f55\u8bad\u7ec3\u3002\u5927\u6a21\u578b\u7b2c\u4e00\u6b65\u662f\u9884\u8bad\u7ec3\uff08pre-training\uff09\uff1a\u5582\u5165\u6d77\u91cf\u4e92\u8054\u7f51\u6587\u672c\u3001\u4e66\u7c4d\u7b49\u77e5\u8bc6\u6e90\uff0c\u6a21\u578b\u5728\u81ea\u52a8\u8865\u5168token\u7684\u8fc7\u7a0b\u4e2d\u5f62\u6210\u5bf9\u4e16\u754c\u7684\u6982\u5ff5\uff0c\u5f97\u5230\u6240\u8c13\u57fa\u5ea7\u6a21\u578b\uff08base model\uff09\u3002<\/p>\n<p>\u9884\u8bad\u7ec3\u662f\u79cd\u795e\u5947\u73b0\u8c61\uff1a\u4eceGPT-2\u5230GPT-3\u5230GPT-4\uff0c\u53ea\u8981\u4e0d\u65ad\u6269\u5927\u89c4\u6a21\uff0c\u65b0\u884c\u4e3a\u5c31\u4f1a\u6d8c\u73b0\u2014\u2014GPT-2\u5e76\u4e0d\u64c5\u957f\u7f16\u7801\uff0c\u4f46GPT-3\u3001GPT-4\u4ec5\u51ed\u89c4\u6a21\u589e\u957f\uff0c\u5c31\u88ab\u53d1\u73b0\u80fd\u5199\u590d\u6742\u8f6f\u4ef6\u3001\u80fd\u8fdb\u884c\u8fde\u8d2f\u7684\u591a\u8f6e\u667a\u80fd\u5bf9\u8bdd\u3002\u8fd9\u5c31\u662f\u4f1a\u6cdb\u5316\u7684\u6d8c\u73b0\u884c\u4e3a\u3002Ilya Sutskever \u66fe\u8bf4\uff0c\u4e00\u4e2a\u597d\u7684\u9884\u8bad\u7ec3\u57fa\u5ea7\u6a21\u578b\uff0c\u76f8\u5f53\u4e8e&#8221;\u534a\u7a0b\u53ef\u8fbe\u4efb\u4f55\u5904&#8221;\uff08halfway to anywhere\uff09\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/emergent-generalization.jpg\" alt=\"Emergent generalization\"\/><figcaption>Emergent behavior<\/figcaption><\/figure>\n<h2>\u4e03\u3001\u4e24\u5927\u98ce\u9669\uff1a\u89c4\u6a21\u6d8c\u73b0\u4e0e\u6cdb\u5316\uff08AGI\u7684G\uff09<\/h2>\n<p>\u5609\u5bbe\u660e\u786e\u4e24\u5927\u98ce\u9669\u3002\u98ce\u9669\u4e00\u662f\u89c4\u6a21\u4e0a\u7684\u6d8c\u73b0\u884c\u4e3a\uff1a\u968f\u7740\u4e0d\u65ad\u6269\u5c55\u3001\u4e3a\u7b97\u529b\u548c\u6570\u636e\u5efa\u9020\u5de8\u578b\u7cfb\u7edf\uff0c\u4f1a\u6d8c\u73b0\u51fa\u54ea\u4e9b\u6211\u4eec\u6ca1\u6709\u9884\u6d4b\u5230\u7684\u65b0\u884c\u4e3a\uff1f\u98ce\u9669\u4e8c\u662f\u6cdb\u5316\uff08generalization\uff09\u2014\u2014AGI\u91cc\u7684G\u5728\u8fd9\u91cc\u5e72\u4e86\u5f88\u591a\u6d3b\uff1a\u4f60\u4e0d\u53ea\u4f1a\u5f97\u5230\u8bad\u7ec3\u7684\u90a3\u4e00\u70b9\uff0c\u8fd8\u4f1a\u5f97\u5230\u66f4\u591a\u3002<\/p>\n<p>\u4e3e\u4f8b\uff0c\u82e5\u4f60\u5728\u53e3\u5934\u73af\u5883\u91cc\u6559\u6a21\u578b\u4e3a\u751f\u4ea7\u90e8\u7f72\u5199\u53ef\u9760\u5b89\u5168\u7684\u4ee3\u7801\uff0c\u5e76\u6709\u9a8c\u8bc1\u5668\u68c0\u67e5\u4ee3\u7801\u597d\u574f\u3002\u4eca\u5929\u8303\u5f0f\u53eb RLVVR\uff08\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\uff09\uff1a\u4ee3\u7406\u5728\u6a21\u62df\u73af\u5883\u6267\u884c\u590d\u6742\u4efb\u52a1\uff0c\u6d4b\u8bd5\u901a\u8fc7\u5c31\u83b7\u5f97\u5956\u52b1\u3002\u4e00\u90e8\u5206\u7814\u7a76\u8005\u76f8\u4fe1\u8fd9\u79cd\u65b9\u6cd5\u4f1a\u6cdb\u5316\u2014\u2014\u4f60\u4e3a\u7ecf\u6d4e\u4e2d\u6bcf\u4e2a\u89d2\u8272\u3001\u804c\u80fd\u3001\u884c\u4e1a\u5efaRL\u73af\u5883\uff0c\u6a21\u578b\u4f1a\u5b66\u5230\u672a\u66fe\u89c1\u8fc7\u73af\u5883\u91cc\u7684\u4e1c\u897f\uff0c\u800c\u8fd9\u4e9b\u4ecd\u662f\u76f8\u5bf9\u9ed1\u7bb1\uff0c\u96be\u4ee5\u63a7\u5236\u3002<\/p>\n<h2>\u516b\u3001RL\u73af\u5883\u6821\u51c6\uff1a20%-40%\u6210\u529f\u7387\u4e0e\u5956\u52b1\u9ed1\u5ba2<\/h2>\n<p>\u5609\u5bbe\u7528\u4e00\u4e2a\u4f8b\u5b50\u8bb2\u6e05RL\u73af\u5883\u5982\u4f55\u5de5\u4f5c\uff1a\u8bbf\u8c08\u7ed3\u675f\u540e\uff0c\u4f60\u628a\u5b83\u4ea4\u7ed9\u4ee3\u7406\uff0c\u8ba9\u5b83\u628a\u8bbf\u8c08\u5207\u6210\u7247\u6bb5\u3001\u51b3\u5b9a\u7f29\u7565\u56fe\u7528\u54ea\u5f20\u3001X\u5e16\u5b50\u6807\u9898\u600e\u4e48\u5199\uff0c\u5e76\u7ed9\u5b83\u8bbf\u95ee\u4e0d\u540c\u5de5\u5177\u3002\u4f60\u548c\u6211\u4e00\u8d77\u5b9a\u4e49&#8221;\u4ec0\u4e48\u662f\u597d&#8221;\uff1a\u597d\u7684\u6807\u9898\u8981\u6709\u529b\u3001\u4ee5\u95ee\u53e5\u7ed3\u5c3e\u3001\u6311\u8845\u3001\u6293\u4eba\u3002\u4ee3\u7406\u5c1d\u8bd5\u4e0d\u540c\u8f68\u8ff9\u53bb\u62ff\u5956\u52b1\uff0c\u5b66\u5230\u54ea\u6761\u8def\u5f84\u80fd\u5f97\u5956\u52b1\u3002\u73af\u5883\u5fc5\u987b\u6821\u51c6\u5230\u4ee3\u7406\u7684\u6210\u719f\u5ea6\uff1a\u592a\u5bb9\u6613\u3001\u6bcf\u6b21\u90fd\u5f97\u5956\u52b1\u5c31\u5b66\u4e0d\u5230\u4e1c\u897f\uff1b\u592a\u96be\u3001\u6c38\u8fdc\u62ff\u4e0d\u5230\u5956\u52b1\u4e5f\u5b66\u4e0d\u5230\uff1b\u6700\u4f73\u662f20%\u523040%\u7684\u65f6\u95f4\u6210\u529f\uff0c\u8d70\u5411\u5956\u52b1\u7684\u6b65\u9aa4\u88ab\u4e0d\u65ad\u5f3a\u5316\u2014\u2014\u8fd9\u76f8\u5f53\u4e8e\u5de8\u578b\u795e\u7ecf\u7f51\u7edc\u91cc\u67d0\u4e9b\u6743\u91cd\u88ab\u66f4\u65b0\uff0c\u8c01\u77e5\u9053\u8fd8\u6fc0\u6d3b\u4e86\u4ec0\u4e48\u522b\u7684\u795e\u7ecf\u901a\u8def\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5bf9\u9f50\uff08alignment\uff09\u52aa\u529b\u8d85\u7ea7\u91cd\u8981\uff0c\u81f4\u656c\u6240\u6709\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u505a\u5bf9\u9f50\u3001\u9632\u6b62\u6a21\u578b\u5956\u52b1\u9ed1\u5ba2\uff08reward hack\uff09\u3001\u8ba9\u6a21\u578b\u62d2\u7edd\u5371\u9669\u8bf7\u6c42\uff08\u5c24\u5176CBRN\uff1a\u5316\u5b66\u3001\u751f\u7269\u3001\u653e\u5c04\u6027\u3001\u6838\uff09\u3002\u4e3b\u6301\u4eba\u63d0\u5230 OpenAI-HuggingFace \u4e8b\u4ef6\u4e2d\u7684&#8221;\u593a\u65d7&#8221;\uff08capture the flag\uff09\u4efb\u52a1\uff1a\u4ee3\u7406\u672c\u5e94\u5229\u7528\u7ed9\u5b9a\u6f0f\u6d1e\u9ed1\u8fdb\u8f6f\u4ef6\u627e\u5230\u65d7\u5e1c\uff0c\u6709\u7684\u4ee3\u7406\u5374\u81ea\u5df1\u751f\u6210\u65d7\u5e1c\u3001\u5047\u88c5\u5b8c\u6210\u4efb\u52a1\uff1b\u8fd9\u6b63\u662f\u8981\u9632\u8303\u7684\u5956\u52b1\u9ed1\u5ba2\uff0cRL\u73af\u5883\u672c\u8eab\u8981\u5bf9\u5956\u52b1\u9ed1\u5ba2\u5b89\u5168\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/reward-hacking-ctf.jpg\" alt=\"Reward hacking CTF\"\/><figcaption>Reward hacking<\/figcaption><\/figure>\n<h2>\u4e5d\u3001\u5bf9\u9f50\u4e0e\u5b89\u5168\uff1a\u4e24\u4ef6\u4e0d\u540c\u7684\u4e8b<\/h2>\n<p>\u4e3b\u6301\u4eba\u95ee\u524d\u6cbf\u6a21\u578b\u7684\u9996\u5e2d\u5bf9\u9f50\u5b98\u3001\u5b89\u5168\u8d1f\u8d23\u4eba\u5206\u522b\u505a\u4ec0\u4e48\u3002\u5609\u5bbe\u8bf4\u5bf9\u9f50\u548c\u5b89\u5168\u662f\u4e24\u4ef6\u4e0d\u540c\u7684\u4e8b\u3002\u5b89\u5168\u662f\u5f88\u5bbd\u7684\u8bdd\u9898\u3001\u6709\u5f88\u591a\u7ef4\u5ea6\uff1a\u4f60\u53ef\u80fd\u5e0c\u671b\u6a21\u578b\u62d2\u7edd\u67d0\u4e9b\u5371\u9669\u8bf7\u6c42\uff0c\u6bd4\u5982\u6709\u4eba\u8981\u5b83\u5e2e\u5fd9\u9020\u70b8\u5f39\uff0c\u8fd9\u5c5e\u4e8e\u5bf9\u9f50\u7684\u4e00\u90e8\u5206\uff0c\u4e5f\u53d1\u751f\u5728\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u2014\u2014\u6559\u6a21\u578b\u62d2\u7edd\u5371\u9669\u8bf7\u6c42\u3002<\/p>\n<p>\u4ece\u5916\u90e8\u89c6\u89d2\uff0c\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u4f1a\u8dd1\u5404\u79cd\u8bc4\u6d4b\uff08evals\uff09\u786e\u4fdd\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u5b89\u5168\u3002\u800c\u4f01\u4e1a\u90e8\u7f72\u65f6\u8fd8\u6709\u4e00\u6574\u5957\u62a4\u680f\uff08guardrails\uff09\uff1a\u5c0a\u91cd\u8bbf\u95ee\u6743\u9650\u3001\u4e0d\u8d8a\u6743\u3001\u4e0d\u5e7b\u89c9\u7f16\u9020\uff1b\u5728\u8463\u4e8b\u4f1a\u6750\u6599\u6216\u8d22\u62a5\u7535\u8bdd\u4f1a\u91cc\uff0c\u9519\u8bef\u6570\u5b57\u7684\u98ce\u9669\u662f\u73b0\u5b9e\u7684\u3002\u5609\u5bbe\u8ba4\u4e3a\u5f53\u524d\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\u914d\u65b9\u603b\u4f53\u4e0a\u8db3\u4ee5\u652f\u6491\u4f01\u4e1a\u90e8\u7f72\uff0c\u4f46CBRN\u662f\u53e6\u4e00\u56de\u4e8b\u3002\u4f01\u4e1a\u4fa7\u7684\u5de5\u4f5c\u66f4\u52a1\u5b9e\uff1a\u8fd9\u4e9b\u7cfb\u7edf\u662f\u5426\u6709\u7528\u3001\u662f\u5426\u9075\u5b88\u4efb\u52a1\u7684\u660e\u786e\u6307\u5357\u3001\u662f\u5426\u5728\u7f16\u9020\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/alignment-vs-safety.jpg\" alt=\"Alignment vs safety\"\/><figcaption>Alignment vs safety<\/figcaption><\/figure>\n<h2>\u5341\u3001\u4f01\u4e1a\u843d\u5730\u95ed\u73af\uff1a\u81ea\u5b9a\u4e49\u8bc4\u6d4b\u3001\u8bb0\u5f55trace\u3001\u722c\u5761\u8fed\u4ee3<\/h2>\n<p>\u5609\u5bbe\u7ed9\u51fa\u4f01\u4e1a\u843d\u5730\u4e24\u6b65\u6cd5\uff1a\u7b2c\u4e00\u6b65\u5b9a\u4e49\u81ea\u5b9a\u4e49\u8bc4\u6d4b\uff1b\u7b2c\u4e8c\u6b65\u90e8\u7f72\u4e00\u4e2a\u7cfb\u7edf\uff0c\u9488\u5bf9\u8fd9\u4e9b\u7279\u5b9a\u8bc4\u6d4b\u722c\u5761\uff08hill climb\uff09\uff0c\u517c\u987e\u51c6\u786e\u7387\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u7b49\u3002\u4ed6\u5f3a\u8c03\u8fd9\u662f&#8221;\u7cfb\u7edf&#8221;\u800c\u975e\u5355\u4e00\u6a21\u578b\u2014\u2014\u6bd4\u5982\u81ea\u52a8\u5316\u79c1\u4eba\u8d22\u5bcc\u7ba1\u7406\u5de5\u4f5c\u6d41\uff0c\u6bcf\u4e00\u6b65\u90fd\u53ef\u80fd\u4e3a\u8be5\u4efb\u52a1\u9009\u4e0d\u540c\u6a21\u578b\uff1a\u67d0\u6b65\u7528 Fable 5\uff0c\u53e6\u4e00\u6b65\u7528 GPT-5\/6\uff0c\u518d\u4e00\u6b65\u7528 Kimi K3\uff0c\u5e76\u8fde\u540c\u5468\u56f4\u7684harness\u4e00\u8d77\u4f18\u5316\u8fd9\u4e2a\u7cfb\u7edf\u3002<\/p>\n<p>\u4f01\u4e1a\u8fd8\u4f1a\u8bb0\u5f55trace\uff0c\u89c2\u5bdf\u6a21\u578b\u4e0e\u4ee3\u7406\u8868\u73b0\u3001\u4ee5\u53ca\u4eba\u7c7b\u5728\u54ea\u4e9b\u5730\u65b9\u7ea0\u9519\uff1b\u8fd9\u4e9btrace\u6781\u5176\u5b9d\u8d35\uff0c\u53ef\u968f\u65f6\u95f4\u8bad\u7ec3\u81ea\u5b9a\u4e49\u6a21\u578b\u3001\u5bf9\u7167\u8bc4\u6d4b\u770b\u8868\u73b0\u3002\u95ed\u73af\u662f\uff1a\u5b9a\u4e49\u81ea\u5b9a\u4e49\u8bc4\u6d4b\u2192\u8bb0\u5f55\u4eba\u7c7b\u7ea0\u9519trace\u2192\u722c\u5761\u2192\u4e0d\u65ad\u8fd0\u884c\u3002\u5609\u5bbe\u8ba4\u4e3a\u8fd9\u662fAI\u4e0e\u4eba\u7684\u7cbe\u5999\u5171\u751f\uff1a\u4eba\u4eab\u53d7AI\u8d85\u4eba\u901f\u5ea6\u3001\u89c4\u6a21\u548c\u5904\u7406\u6d77\u91cf\u4fe1\u606f\u7684\u80fd\u529b\uff1bAI\u72af\u9519\u65f6\u6709\u4eba\u7ea0\u9519\uff0c\u800c\u7ea0\u9519\u88ab\u8bb0\u5f55\u4e0b\u6765\uff0c\u4ece\u8fb9\u9645\u4fe1\u606f\u589e\u76ca\u89d2\u5ea6\uff0c\u8fd9\u6b63\u662f\u5fae\u8c03\u4e0b\u4e00\u4ee3\u4ee3\u7406\u6700\u597d\u7684\u6570\u636e\u7c7b\u578b\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/custom-evals-routing.jpg\" alt=\"Custom evals routing\"\/><figcaption>Model routing<\/figcaption><\/figure>\n<h2>\u5341\u4e00\u3001\u5f00\u6e90\u6743\u91cd\u843d\u540e3\u52306\u4e2a\u6708\uff0c\u6c11\u4e3b\u5316\u4e3a\u4f01\u4e1a\u81ea\u6709\u4e3b\u6743\u5b9e\u73b0<\/h2>\n<p>\u5609\u5bbe\u6307\u51fa\u4e00\u5927\u9a71\u52a8\u529b\u662f\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u4eca\u5929\u5df2\u7ecf\u5f88\u5f3a\uff1a\u6309\u4e0d\u540c\u8bf4\u6cd5\uff0c\u5f00\u6e90\u6a21\u578b\u5927\u7ea6\u843d\u540e\u524d\u6cbf3\u52306\u4e2a\u6708\uff0cKimi K3\u3001DeepSeek\u3001Qwen \u90fd\u5f88\u5f3a\uff0cThinking Machines\u3001Reflection AI \u7b49\u516c\u53f8\u4e5f\u5728\u505a\u51fa\u8272\u5de5\u4f5c\u3002\u8fd9\u4e9b\u5f00\u6e90\u6a21\u578b\u8fdb\u6b65\uff0c\u6b63\u628aAI\u6c11\u4e3b\u5316\uff0c\u8ba9\u4f01\u4e1a\u80fd\u62e5\u6709\u81ea\u5df1\u7684\u4e3b\u6743\u5b9e\u73b0\uff08sovereign implementations\uff09\u3002<\/p>\n<p>\u524d\u6cbfAI\u4e0e\u4e3b\u6743AI\u4e4b\u95f4\u5b58\u5728\u5f20\u529b\uff0c\u4f46\u4e24\u8005\u90fd\u9700\u8981\u3002\u4ed6\u5bf9 OpenAI\u3001Anthropic\u3001Google DeepMind\u3001Meta\u3001xAI \u7b49\u63a8\u52a8\u8d85\u7ea7\u667a\u80fd\u524d\u8fdb\u7684\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u6000\u6709\u656c\u610f\uff1a\u524d\u6cbfAI\u662f\u8d85\u8d8a\u4e4b\u8def\uff0c\u8d85\u7ea7\u667a\u80fd\u6a21\u578b\u5c06\u6cbb\u6108\u75be\u75c5\u3001\u53d1\u73b0\u65b0\u6750\u6599\u3001\u5f00\u62d3\u592a\u7a7a\uff0c\u662f\u5fc5\u987b\u7684\u3002\u4f46\u4f01\u4e1a\u91cc\u5927\u91cf\u95ee\u9898\u5e76\u4e0d\u9700\u8981\u4e07\u4ebf\u53c2\u6570\u6a21\u578b\u2014\u2014\u53d1\u7968\u5230\u4ed8\u6b3e\u5bf9\u8d26\u3001HR\u5173\u952e\u6d41\u7a0b\u81ea\u52a8\u5316\u3001\u81ea\u52a8\u505a\u8463\u4e8b\u4f1a\u6750\u6599\u3001\u4e3b\u6301\u5168\u5458\u4f1a\uff0c\u8fd9\u7c7b\u573a\u666f\u66f4\u9002\u5408\u5728\u81ea\u6709\u4e13\u6709\u6570\u636e\u4e0a\u5fae\u8c03\u7684\u81ea\u5b9a\u4e49\u6a21\u578b\uff0c\u5b66\u4f1a\u8c03\u7528\u4f60\u7684\u4e13\u6709\u5de5\u5177\u3001\u8d34\u5408\u4f60\u81ea\u5df1\u7684\u54c1\u5473\uff1b\u5f00\u6e90\u6743\u91cd\u8ba9\u4f01\u4e1a\u76f8\u5bf9\u7ade\u4e89\u8005\u4fdd\u7559\u81ea\u5df1\u7684\u8eab\u4efd\u4e0e\u638c\u63a7\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/frontier-sovereign-tension.jpg\" alt=\"Frontier sovereign tension\"\/><figcaption>Frontier vs sovereign<\/figcaption><\/figure>\n<h2>\u5341\u4e8c\u3001\u8dd1\u8f66\u4e0eModel Y\uff1a\u8fb9\u9645\u667a\u80fd\u56de\u62a5\u51b3\u5b9a\u6a21\u578b\u9009\u62e9<\/h2>\n<p>\u5609\u5bbe\u7528\u6c7d\u8f66\u6253\u6bd4\u65b9\uff1a\u4e16\u754c\u7edd\u5bf9\u6709\u6cd5\u62c9\u5229\u3001\u67ef\u5c3c\u585e\u683c\u7684\u4f4d\u7f6e\uff0c\u4e5f\u6709\u4e30\u7530Model Y\u8fd9\u6837\u9ad8\u6548\u70b9\u5bf9\u70b9\u4ee3\u6b65\u8f66\u7684\u4f4d\u7f6e\u3002\u5f53\u8fb9\u9645\u667a\u80fd\u56de\u62a5\u6781\u9ad8\u65f6\u2014\u2014\u6bd4\u5982\u5e2e\u52a9Elon\u3001Sam\u3001Satya\u3001Dario \u63d0\u53475%-10%\u51b3\u7b56\u6548\u7387\u2014\u2014\u4f60\u4f1a\u60f3\u8981\u4e16\u754c\u4e0a\u6700\u5927\u3001\u6700\u5f3a\u7684\u6a21\u578b\uff1b\u4f46\u81ea\u52a8\u5316\u5ba2\u670d\u652f\u6301\u8fd9\u7c7b\u5de5\u4f5c\u6d41\uff0c\u4e0d\u9700\u8981\u5b83\uff0c\u4e5f\u8bb8\u4e00\u4e2aModel Y\u6216\u4e00\u7ec4Model Y\u5c31\u591f\u4e86\u3002<\/p>\n<p>\u5f00\u6e90\u6743\u91cd\u8fd8\u6559\u4f1a\u6211\u4eec\u5f88\u591a\uff1a\u4eca\u5929\u6211\u4eec\u77e5\u9053\u4e86\u6784\u5efa\u63a8\u7406\u6a21\u578b\u7684\u914d\u65b9\u2014\u2014\u5148\u5728\u4e16\u754c\u77e5\u8bc6\u4e0a\u8bad\u7ec3\u751f\u6210\u5f0f\u6a21\u578b\uff0c\u518d\u7528GRPO\u7b49\u7b97\u6cd5\u505a\u5927\u89c4\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\uff0c\u8fd9\u8981\u5f52\u529f\u4e8e\u5f00\u6e90\u3001\u5f00\u653e\u6743\u91cd\u793e\u533a\uff1b\u5b83\u4e5f\u8ba9\u66f4\u591a\u806a\u660e\u4eba\u7814\u7a76\u7cfb\u7edf\u5982\u4f55\u5b89\u5168\u53ef\u9760\uff0c\u5e76\u5e26\u6765\u4f01\u4e1a\u7aef\u7684\u6210\u672c\u4f18\u52bf\u3002<\/p>\n<h2>\u5341\u4e09\u3001\u53d7\u76ca\u8005\uff1a\u7b97\u529b\u3001\u80fd\u6e90\u3001\u6570\u636e\u8fd9\u4e9b\u8f93\u5165\u65b9\u65e0\u8bba\u5982\u4f55\u90fd\u8d62<\/h2>\n<p>\u88ab\u95ee\u5230\u8f6c\u5411\u5f00\u6e90\u8c01\u53d7\u76ca\u3001\u524d\u6cbf\u6a21\u578b\u53c8\u8c01\u53d7\u76ca\uff0c\u5609\u5bbe\u8bf4\u9996\u5148\u8d62\u7684\u662f\u751f\u6001\u7cfb\u7edf\u7684\u8f93\u5165\u65b9\uff1a\u7b97\u529b\u3001\u80fd\u6e90\u3001\u6570\u636e\uff0c\u8fd9\u4e9b\u57fa\u7840\u8f93\u5165\u65e0\u8bba\u5982\u4f55\u90fd\u8d62\uff0c\u89c4\u6a21\u6269\u5f20\u6c38\u8fdc\u9700\u8981\u5b83\u4eec\u3002\u5f3a\u5927\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u7684\u53d7\u76ca\u8005\u662f\u60f3\u5efa\u81ea\u5b9a\u4e49\u6a21\u578b\u3001\u4fdd\u7559\u5bf9\u81ea\u8eab\u5b66\u4e60\u4e0e\u6838\u5fc3\u5de5\u4f5c\u6d41\u6240\u6709\u6743\u7684\u4f01\u4e1a\u548cAI\u539f\u751f\u516c\u53f8\uff1b\u82af\u7247\u63d0\u4f9b\u5546\u3001\u80fd\u6e90\u4f9b\u5e94\u5546\u65e0\u8bba\u5982\u4f55\u90fd\u53d7\u76ca\uff0c\u7cfb\u7edf\u90fd\u8dd1\u5728GPU\u4e0a\u3002<\/p>\n<p>\u4ed6\u540c\u6837\u76f8\u4fe1Jevons\u6096\u8bba\uff1a\u6a21\u578b\u5728\u6210\u672c\u4e0e\u80fd\u6548\u4e0a\u66f4\u9ad8\u6548\u540e\uff0c\u4f1a\u88ab\u4f7f\u7528\u5f97\u66f4\u591a\u3002\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u4e5f\u53ef\u80fd\u4ece\u66f4\u5c0f\u6a21\u578b\u6355\u83b7\u4ef7\u503c\uff1a\u5f53\u8d85\u7ea7\u667a\u80fd\u6a21\u578b\u5efa\u6210\uff0c\u53ef\u8ba9\u5b83\u4e3a\u4e0d\u540c\u5de5\u4f5c\u6d41\u521b\u5efa\u66f4\u9ad8\u6548\u7684\u5c0f\u6a21\u578b\uff1b\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u90e8\u7f72\u8fdb\u4f01\u4e1a\u65f6\uff0c\u4f1a\u667a\u80fd\u5730\u5224\u65ad\u4f55\u65f6\u7528\u4e07\u4ebf\u53c2\u6570\u3001\u4f55\u65f6\u75285\u4ebf\u5230100\u4ebf\u53c2\u6570\u5e76\u81ea\u6211\u4f18\u5316\u3002\u800c\u84b8\u998f\uff08distillation\uff0c\u4ece\u5f3a\u6559\u5e08\u6a21\u578b\u8bad\u7ec3\u5b66\u751f\u6a21\u578b\uff09\u4f1a\u628a\u524d\u6cbf\u4e0e\u5f00\u6e90\u7684\u5dee\u8ddd\u538b\u5f97\u76f8\u5bf9\u5c0f\uff0c\u4e14\u4eca\u5929\u6ca1\u6709\u7b80\u5355\u529e\u6cd5\u963b\u6b62\u84b8\u998f\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/compute-energy-inputs.jpg\" alt=\"Compute energy inputs\"\/><figcaption>Compute energy data<\/figcaption><\/figure>\n<h2>\u5341\u56db\u3001\u5bf9\u65e0\u6280\u672f\u56e2\u961f\u7684\u516c\u53f8\uff1a\u8bc4\u6d4b\u5148\u884c\u3001\u5b66\u4e60\u95ed\u73af\u3001\u6a21\u578b\u8def\u7531<\/h2>\n<p>\u4e3b\u6301\u4eba\u8ffd\u95ee\u6ca1\u6709\u9876\u5c16\u5de5\u7a0b\u56e2\u961f\u7684\u516c\u53f8\u5982\u4f55\u7528\u4e0a\u4fbf\u5b9c\u7684\u5f00\u6e90\u6a21\u578b\u3002\u5609\u5bbe\u8bf4\u4ed6\u4eec\u4e5f\u5e2e\u52a9\u8fd9\u7c7b\u516c\u53f8\uff1a\u5148\u5b9a\u4e49\u6b63\u786e\u8bc4\u6d4b\u3001\u5f04\u6e05\u76ee\u6807\u3001\u6311\u51fa\u80fd\u5bf9\u7740\u76ee\u6807\u722c\u5761\u7684\u6307\u6807\uff1b\u901a\u8fc7\u4ee3\u7406\u81ea\u52a8\u5316\u7279\u5b9a\u5de5\u4f5c\u6d41\uff0c\u642d\u4e00\u4e2a\u6301\u7eed\u6536\u96c6\u6570\u636e\u7684\u5faa\u73af\u5b66\u4e60\u7cfb\u7edf\uff0c\u8ba9\u5b83\u968f\u65f6\u95f4\u81ea\u6211\u6539\u8fdb\u3002<\/p>\n<p>\u5177\u4f53\u8981\u505a\u597d\u51e0\u4ef6\u4e8b\uff1a\u6a21\u578b\u8def\u7531\uff08model routing\uff09\u2014\u2014\u4e3a\u4efb\u52a1\u6bcf\u4e2a\u5b50\u6b65\u9aa4\u9009\u5bf9\u6a21\u578b\uff1b\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08in-context learning\uff09\u4e0eprompt\u4f18\u5316\uff1bharness\u5de5\u7a0b\u2014\u2014\u786e\u4fdd\u7cfb\u7edf\u63a5\u4e0a\u6b63\u786e\u5de5\u5177\u3001\u6b63\u786e\u6570\u636e\u6e90\uff1b\u6700\u7ec8\u8ba9\u7cfb\u7edf\u6210\u4e3a\u4e00\u4e2a\u6301\u7eed\u6539\u8fdb\u3001\u671d\u6700\u4f18\u722c\u5761\u7684\u95ed\u73af\u3002\u4ed6\u4eec\u5df2\u5efa\u51fa\u81ea\u52a8\u5b8c\u6210\u57fa\u91d1\u63a7\u5236\u5b98\u3001\u5e55\u50da\u957f\u3001\u6218\u7565\u987e\u95ee\u5de5\u4f5c\u7684\u7cfb\u7edf\uff0c\u4ee5\u53ca\u628a\u5de5\u5355\u81ea\u52a8\u5206\u7c7b\u3001\u5206\u6d3e\u7ed9\u5bf9\u7684\u4eba\u6216\u6267\u884c\u5bf9\u5e94\u6d41\u7a0b\u7684\u5de5\u5355\u89e3\u51b3\u7cfb\u7edf\u3002\u8fd9\u4e9b\u672c\u8d28\u662f\u901a\u7528\u8ba1\u7b97\u673a\u4f7f\u7528\u4ee3\u7406\uff08generalized computer use agents\uff09\uff0c\u4f46\u4f01\u4e1a\u573a\u666f\u5fc5\u987b\u6709\u6b63\u786e\u62a4\u680f\u3001\u826f\u597d\u53ef\u5ba1\u8ba1\u6027\u3001\u53ef\u9a8c\u8bc1\u3001\u53ef\u8ffd\u6eaf\uff0c\u5e76\u8ba9\u4eba\u5728\u56de\u8def\u4e2d\u68c0\u67e5\u8f93\u51fa\u3002<\/p>\n<h2>\u5341\u4e94\u3001\u8d85\u7ea7\u667a\u80fd\u76ee\u68072030\u3001\u6162\u8d77\u98de\u4e0e\u7814\u7a76-\u90e8\u7f72\u95ed\u73af<\/h2>\n<p>\u88ab\u95ee\u5230\u76ee\u6807\uff0c\u5609\u5bbe\u8bf4\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u63a8\u8fdb\u8d85\u7ea7\u667a\u80fd\u524d\u6cbf\u5e76\u786e\u4fdd\u4eba\u7c7b\u53d7\u76ca\uff0c\u8981\u771f\u5b9e\u7ecf\u6d4e\u8fdb\u6b65\uff0c\u8ba9AI\u5f71\u54cd\u4f53\u73b0\u5728\u516c\u53f8\u635f\u76ca\u3001\u5e02\u503c\uff0c\u6700\u7ec8\u4f53\u73b0\u5728\u7f8e\u56fd\u4e43\u81f3\u4e16\u754c\u7684GDP\uff0c\u5e2e\u52a9\u7f8e\u56fd\u5728\u8d85\u7ea7\u667a\u80fd\u7ade\u8d5b\u4e2d\u4fdd\u6301\u9886\u5148\u3002\u4eba\u4eec\u5728&#8221;\u5f00\u653evs\u5c01\u95ed\u3001\u672b\u65e5\u8bba\u8005vs\u4e50\u89c2\u8005&#8221;\u4e89\u8bba\u4e2d\u6f0f\u6389\u7684\u4e0d\u53d8\u91cf\u662f\uff1a\u524d\u6cbf\u6a21\u578b\u7684\u4f7f\u7528\u4f1a\u4ee5\u75af\u72c2\u901f\u5ea6\u6301\u7eed\u589e\u957f\uff0c\u65e2\u9700\u8981\u8d8a\u6765\u8d8a\u591a\u524d\u6cbf\u667a\u80fd\uff0c\u4e5f\u9700\u8981\u8d8a\u6765\u8d8a\u591a\u5f00\u653e\u667a\u80fd\uff0c\u4f01\u4e1a\u7528\u5f00\u653e\u667a\u80fd\u6784\u5efa\u81ea\u5df1\u7684\u4e13\u6709\u667a\u80fd\uff0c\u8fd9\u5bf9\u4e16\u754c\u3001\u5bf9\u5b89\u5168\u90fd\u662f\u597d\u4e8b\u3002<\/p>\n<p>\u5173\u4e8e\u8d77\u98de\u901f\u5ea6\uff0c\u5609\u5bbe\u4e0d\u76f8\u4fe1\u5feb\u901f\u8d77\u98de\uff08fast takeoff\uff09\uff0c\u800c\u4e3b\u5f20\u6162\u8d77\u98de\uff08slow takeoff\uff09\uff1a\u672a\u6765\u4e00\u4e8c\u5341\u5e74\uff0c\u524d\u6cbf\u6a21\u578b\u4f1a\u8d8a\u6765\u8d8a\u5f3a\u3001\u6709\u7528\uff0c\u4f46\u6280\u672f\u6269\u6563\u9700\u8981\u65f6\u95f4\uff0c\u5c24\u5176\u5728\u4f01\u4e1a\uff1b\u5df2\u6709\u5927\u91cf\u6a21\u578b\u80fd\u529b\u79ef\u538b\uff08capability overhang\uff09\uff0c\u53ea\u662f\u771f\u5b9e\u4e16\u754c\u51cc\u4e71\u2014\u2014\u65b0\u5458\u5de5\u4e0d\u77e5\u9053\u516c\u53f8\u4fe1\u606f\u5728\u54ea\u3001\u8be5\u627e\u8c01\uff0c\u4e0a\u4e0b\u6587\u5206\u6563\u5728\u4f17\u4eba\u5934\u8111\u548c\u5404\u7c7b\u6587\u4ef6\u91cc\uff0c\u7ecf\u7406\u7ed9\u51fa\u7684\u4efb\u52a1\u542b\u7cca\u4e0d\u6e05\uff0c\u9700\u8981\u81ea\u5df1\u53bb\u83b7\u53d6\u66f4\u591a\u4e0a\u4e0b\u6587\u3002\u4ed6\u8ba4\u4e3a\u8fd8\u8981\u5341\u5e74\u4ee5\u4e0a\u5efa\u9020\u8d85\u7ea7\u667a\u80fd\uff1bRSI\uff08\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff09\u786e\u5b9e\u5b58\u5728\uff0c\u4f46\u5f53\u524d\u914d\u65b9\u53ea\u4f18\u5316\u4e86\u5185\u5faa\u73af\uff0c\u6ca1\u6709\u4f18\u5316&#8221;\u8fd8\u6709\u54ea\u4e9b\u6839\u672c\u4e0d\u7528\u5927\u6a21\u578b\u3001\u4e0d\u7528Transformer\u3001\u4e0d\u7528\u68af\u5ea6\u4e0b\u964d\u751a\u81f3\u4e0d\u7528\u795e\u7ecf\u7f51\u7edc\u7684\u65b0\u7b97\u6cd5&#8221;\u8fd9\u4e2a\u5916\u5faa\u73af\u3002\u672a\u6765\u5341\u5e74\u5c06\u662f\u6280\u672f\u6700\u7cbe\u5f69\u7684\u65c5\u7a0b\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/slow-takeoff-rsi.jpg\" alt=\"Slow takeoff RSI\"\/><figcaption>Slow takeoff<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u5927\u7ea6\u843d\u540e\u524d\u6cbf3\u52306\u4e2a\u6708\u3002<\/p>\n","protected":false},"author":1,"featured_media":186,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[343,16,352,20,353,19,349,345,348,346,340,355,101,283,33,250,341,17,18,100,342,351,344,354,350,347,136,36],"class_list":["post-191","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-chips","tag-alignment","tag-anthropic","tag-cbrn","tag-claude","tag-custom-evals","tag-deepseek","tag-distillation","tag-emergent-behavior","tag-frontier-ai","tag-generalization","tag-google-deepmind","tag-grpo","tag-jevons-paradox","tag-kimi-k3","tag-meta","tag-model-routing","tag-open-weight-models-2","tag-openai","tag-qwen","tag-reward-hacking","tag-rlvvr","tag-rsi","tag-safety","tag-simulated-rl-environments","tag-slow-takeoff","tag-sovereign-ai","tag-turing","tag-xai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Sorcery\u6df1\u8bbfTuring\uff1a\u524d\u6cbf\u6a21\u578b\u6d8c\u73b0\u4e0e\u6cdb\u5316\u98ce\u9669\u3001\u5bf9\u9f50\u5b89\u5168\u4e0e\u5f00\u6e90\u4e3b\u6743AI\u5e76\u5b58 - AICrunchX<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aicrunchx.com\/cn\/archives\/191\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Sorcery\u6df1\u8bbfTuring\uff1a\u524d\u6cbf\u6a21\u578b\u6d8c\u73b0\u4e0e\u6cdb\u5316\u98ce\u9669\u3001\u5bf9\u9f50\u5b89\u5168\u4e0e\u5f00\u6e90\u4e3b\u6743AI\u5e76\u5b58 - AICrunchX\" \/>\n<meta property=\"og:description\" content=\"\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u5927\u7ea6\u843d\u540e\u524d\u6cbf3\u52306\u4e2a\u6708\u3002\" \/>\n<meta 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