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Radford\uff1b<\/p>\n<p>\u4e5f\u6709\u4eba\u8bf4\u4ed6\u50cf\u6881\u6587\u950b\u4e00\u6837\uff0c\u8f6c\u5934\u7814\u7a76\u91cf\u5316\u53bb\u4e86\u3002<\/p>\n<p>\u4f46\u8fd9\u4e00\u6b21\u7206\u6599\u80fd\u8fc5\u901f\u70b8\u5f00\uff0c\u8fd8\u771f\u4e0d\u53ea\u662f\u56e0\u4e3a\u300cIlya\u300d\u4e09\u4e2a\u5b57\u81ea\u5e26\u6d41\u91cf\u3002<\/p>\n<p>\u800c\u662f\u5b83\u786e\u5b9e\u78b0\u4e0a\u4e86\u51e0\u6761\u5df2\u7ecf\u516c\u5f00\u7684\u7ebf\u7d22\uff0c\u7ecf\u68b3\u7406\u81f3\u5c11\u6709\u4e09\u6761\uff1a<\/p>\n<p>\u7b2c\u4e00\u6761\uff0c\u90e8\u7f72\u540e\u6301\u7eed\u5b66\u4e60\uff0c\u548cIlya\u53bb\u5e7411\u6708\u5728Dwarkesh Patel\u64ad\u5ba2\u4e2d\u8868\u8fbe\u7684\u89c2\u70b9\u9ad8\u5ea6\u4e00\u81f4\u3002<\/p>\n<p>\u5f53\u65f6Ilya\u8868\u793a\uff1a\u300cAGI\u300d\u548c\u300c\u9884\u8bad\u7ec3\u300d\u4e24\u4e2a\u8bcd\u628a\u884c\u4e1a\u5e26\u504f\u4e86\u3002<\/p>\n<p>\u56e0\u4e3a\u4eba\u5e76\u4e0d\u662f\u751f\u6765\u4fbf\u638c\u63e1\u6240\u6709\u5de5\u4f5c\u7684\u901a\u7528\u667a\u80fd\uff0c\u4eba\u771f\u6b63\u4f9d\u9760\u7684\u662f\u6301\u7eed\u5b66\u4e60\u3002<\/p>\n<p>\u4ed6\u8bbe\u60f3\u4e2d\u7684\u8d85\u7ea7\u667a\u80fd\uff0c\u66f4\u50cf\u4e00\u4e2a\u6781\u5176\u806a\u660e\u3001\u6c42\u77e5\u6b32\u65fa\u76db\u768415\u5c81\u5c11\u5e74\u3002<\/p>\n<p>\u5b83\u61c2\u5f97\u4e0d\u7b97\u591a\uff0c\u5374\u80fd\u5728\u90e8\u7f72\u4e4b\u540e\u5b66\u4e60\u7f16\u7a0b\u3001\u533b\u5b66\u548c\u5404\u79cd\u5de5\u4f5c\uff0c\u5728\u4e00\u6b21\u6b21\u8bd5\u9519\u4e2d\u7ee7\u7eed\u6210\u957f\u3002<\/p>\n<p>\u5728Ilya\u770b\u6765\uff0cSSI\u8981\u9020\u7684\u4e0d\u662f\u4e00\u53f0\u51fa\u5382\u65f6\uff08\u9884\u8bad\u7ec3\u7ed3\u675f\u540e\uff09\u4fbf\u65e0\u6240\u4e0d\u77e5\u7684\u673a\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u591f\u5b66\u4f1a\u4efb\u4f55\u5de5\u4f5c\u7684\u5fc3\u667a\u3002<\/p>\n<p>\u8fd9\u4e2a\u76ee\u6807\u5e26\u6709\u660e\u663e\u7684\u5143\u5b66\u4e60\u8272\u5f69\uff1a\u6a21\u578b\u9700\u8981\u638c\u63e1\u7684\u4e0d\u53ea\u662f\u67d0\u9879\u6280\u80fd\uff0c\u8fd8\u6709\u5b66\u4e60\u65b0\u6280\u80fd\u7684\u65b9\u6cd5\u3002<\/p>\n<p>Ilya\u867d\u7136\u5f53\u65f6\u6ca1\u6709\u63d0\u5230TTT\uff0c\u4f46\u5b83\u4eec\u6307\u5411\u4e86\u540c\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n<p>\u6a21\u578b\u80fd\u4e0d\u80fd\u5728\u90e8\u7f72\u4e4b\u540e\uff0c\u7ee7\u7eed\u6539\u53d8\u81ea\u5df1\uff1f<\/p>\n<p>\u7b2c\u4e8c\u6761\u7ebf\u7d22\u6765\u81ea\u82f1\u4f1f\u8fbe\u3002<\/p>\n<p>\u4eca\u5e747\u670827\u65e5\uff0c\u82f1\u4f1f\u8fbe\u4e0eSSI\u5ba3\u5e03\u957f\u671f\u6218\u7565\u5408\u4f5c\uff0c\u540c\u65f6\u6295\u8d44SSI\uff0c\u5e76\u5411\u5176\u63d0\u4f9b\u4e0b\u4e00\u4ee3Vera Rubin\u7cfb\u7edf\u3002<\/p>\n<p>SSI\u7684\u7b97\u529b\u5c06\u589e\u52a0\u4e00\u4e2a\u6570\u91cf\u7ea7\uff0c\u4e5f\u5c31\u662f\u7ea610\u500d\uff0c\u800c\u4e14\u636e\u8def\u900f\u793e\u7206\u6599\uff0c\u6295\u8d44\u91d1\u989d\u9ad8\u8fbe50\u4ebf\u7f8e\u5143\u3002<\/p>\n<p>\u5173\u952e\u94b1\u548cGPU\u8fd8\u4e0d\u662f\u6700\u91cd\u8981\u7684\u90e8\u5206\u3002<\/p>\n<p>\u82f1\u4f1f\u8fbe\u5728\u516c\u544a\u91cc\u7279\u610f\u5199\u9053\uff0cSSI\u8fc7\u53bb\u4e24\u5e74\u4e00\u76f4\u5728\u6084\u6084\u63a8\u8fdb\u4e00\u6761\u65b0\u7684\u7814\u7a76\u8def\u7ebf\u3002<\/p>\n<p>\u82f1\u4f1f\u8fbe\u7f55\u89c1\u5730\u63a5\u89e6\u5230\u8fd9\u9879\u4e25\u5bc6\u4fdd\u5bc6\u7684\u7814\u7a76\u540e\uff0c\u51b3\u5b9a\u63a8\u52a8\u5b83\u8fdb\u5165\u4e0b\u4e00\u9636\u6bb5\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u8001\u9ec4\u9a8c\u8fc7\u724c\u4e86\u3002\u81f3\u4e8e\u724c\u662f\u4ec0\u4e48\uff0c\u4ed6\u6ca1\u8bf4\u3002<\/p>\n<p>Ilya\u81ea\u5df1\u7684\u8868\u6001\u540c\u6837\u8010\u4eba\u5bfb\u5473\uff1a\u662f\u65f6\u5019\u6269\u5927SSI\u4e86\uff01<\/p>\n<p>\u90a3\u2026\u2026\u8fd9\u4e2a\u6269\u5927\u89c4\u6a21\uff0c\u5c31\u5f88\u7075\u6027\u3002<\/p>\n<p>Ilya\uff0c\u4f60\u8fd9\u53cc\u773c\u775b\u7a76\u7adf\u770b\u5230\u4e86\u4ec0\u4e48\uff1f<\/p>\n<p>\u7b2c\u4e09\u6761\u7ebf\u7d22\uff0c\u662fTTT\u672c\u8eab\u5728\u8fc7\u53bb\u4e24\u5e74\u7684\u8fdb\u5c55\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u8d8a\u6765\u8d8a\u591a\u7814\u7a76\u8005\u5f00\u59cb\u5c1d\u8bd5\u8d8a\u8fc7\u300c\u4e0d\u65ad\u6269\u5c55\u4e0a\u4e0b\u6587\u300d\u8fd9\u6761\u8def\u7ebf\uff0c\u5bfb\u627e\u4e00\u79cd\u66f4\u63a5\u8fd1\u6301\u7eed\u5b66\u4e60\u7684\u8303\u5f0f\u3002<\/p>\n<p>\u539f\u56e0\u4e5f\u5f88\u7b80\u5355\u3002\u56e0\u4e3a\u4eba\u5e76\u4e0d\u662f\u901a\u8fc7\u628a\u5c0f\u6284\u8d8a\u5199\u8d8a\u957f\u6765\u5b66\u4e60\uff0c\u66f4\u4e0d\u4f1a\u50cf\u300a\u8bb0\u5fc6\u788e\u7247\u300b\u91cc\u7684\u7537\u4e3b\u4e00\u6837\uff0c\u628a\u9047\u5230\u7684\u6bcf\u4ef6\u4e8b\u90fd\u7eb9\u5728\u8eab\u4e0a\u3002<\/p>\n<p>\u7ecf\u5386\u4e00\u4ef6\u4e8b\u4e4b\u540e\uff0c\u5927\u8111\u4f1a\u8c03\u6574\u5185\u90e8\u8fde\u63a5\u3002\u4e0b\u4e00\u6b21\u518d\u9047\u5230\u7c7b\u4f3c\u95ee\u9898\u65f6\uff0c\u4eba\u5df2\u7ecf\u4e0d\u662f\u4e0a\u4e00\u6b21\u7684\u81ea\u5df1\uff0c\u8fd9\u4e5f\u662fTTT\u8fd9\u6761\u8def\u7ebf\u771f\u6b63\u6709\u610f\u601d\u7684\u5730\u65b9\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0cTTT\uff08Test-Time Training\uff09\u5c31\u662f\u6d4b\u8bd5\u65f6\u8bad\u7ec3\uff0c\u5b83\u8ba9\u6a21\u578b\u4e0d\u518d\u628a\u300c\u8bad\u7ec3\u300d\u548c\u300c\u63a8\u7406\u300d\u5f7b\u5e95\u5207\u5f00\uff0c\u800c\u662f\u5728\u771f\u6b63\u89e3\u51b3\u95ee\u9898\u65f6\uff0c\u62ff\u773c\u524d\u7684\u6570\u636e\u7ee7\u7eed\u8bad\u7ec3\u81ea\u5df1\uff0c\u518d\u6839\u636e\u9884\u6d4b\u7ed3\u679c\u4e0e\u76ee\u6807\u4e4b\u95f4\u7684\u8bef\u5dee\uff0c\u8c03\u6574\u5185\u90e8\u72b6\u6001\uff0c\u751a\u81f3\u76f4\u63a5\u66f4\u65b0\u4e00\u90e8\u5206\u53c2\u6570\u3002<\/p>\n<p>\u7206\u6599\u4e2d\uff0c\u300c\u4e09\u53ea\u8349\u8393\u300d\u8fd8\u7279\u610f\u63d0\u5230\u4e86\u4e00\u7bc7\u76f8\u5173\u7684\u8bba\u6587\u2014\u2014<\/p>\n<p>End-to-End Test-Time Training for Long Context\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u8fd9\u7bc7\u8bba\u6587\u628a\u957f\u4e0a\u4e0b\u6587\u95ee\u9898\u91cd\u65b0\u7406\u89e3\u6210\u4e86\u4e00\u4e2a\u6301\u7eed\u5b66\u4e60\u95ee\u9898\u3002<\/p>\n<p>\u4f20\u7edf\u957f\u4e0a\u4e0b\u6587\u6a21\u578b\u4f1a\u628a\u524d\u6587\u4fdd\u5b58\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\uff0c\u6bcf\u6b21\u751f\u6210\u65b0\u5185\u5bb9\u65f6\uff0c\u518d\u56de\u5934\u67e5\u627e\u9700\u8981\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u8bba\u6587\u63d0\u51fa\u7684TTT-E2E\u5219\u628a\u6574\u6bb5\u4e0a\u4e0b\u6587\u5f53\u6210\u8bad\u7ec3\u6570\u636e\uff0c\u8ba9\u6a21\u578b\u5728\u8bfb\u53d6\u8fc7\u7a0b\u4e2d\u7ee7\u7eed\u505a\u4e0b\u4e00\u4e2aToken\u9884\u6d4b\uff0c\u5e76\u628a\u8bfb\u5230\u7684\u4fe1\u606f\u538b\u8fdb\u81ea\u5df1\u7684\u6743\u91cd\u3002<\/p>\n<p>\u7531\u6b64\uff0c\u4e0a\u4e0b\u6587\u4e0d\u518d\u53ea\u662f\u4e00\u5f20\u968f\u65f6\u7ffb\u9605\u7684\u4f5c\u5f0a\u5c0f\u6284\uff0c\u800c\u5f00\u59cb\u53d8\u6210\u771f\u6b63\u6539\u53d8\u6a21\u578b\u672c\u8eab\u7684\u5b66\u4e60\u6750\u6599\u3002<\/p>\n<p>\u800c\u4e14\u503c\u5f97\u8865\u5145\u8bf4\u660e\u7684\u662f\uff0cTTT\u548c\u6700\u8fd1\u7206\u706b\u7684Agent Harness\u3001Context Engineering\u6709\u672c\u8d28\u7684\u4e0d\u540c\u3002<\/p>\n<p>\u540e\u4e24\u8005\u4f9d\u9760\u5916\u90e8\u4e0a\u4e0b\u6587\u642d\u5efa\u811a\u624b\u67b6\uff0c\u8ba9\u6a21\u578b\u770b\u5230\u66f4\u591a\u4fe1\u606f\u3001\u8c03\u7528\u66f4\u591a\u5de5\u5177\uff0c\u4f46\u6a21\u578b\u672c\u8eab\u5e76\u6ca1\u6709\u6539\u53d8\u3002<\/p>\n<p>TTT\u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u5b83\u4e0d\u53ea\u662f\u8ba9\u6a21\u578b\u770b\u5230\u66f4\u591a\u3001\u8c03\u7528\u66f4\u591a\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5728\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\u4e2d\uff0c\u76f4\u63a5\u6539\u53d8\u81ea\u5df1\u3002<\/p>\n<p>\u90a3\u4e48\u8bdd\u53c8\u8bf4\u56de\u6765\u4e86\u3002<\/p>\n<p>\u65e2\u7136TTT\u4e0d\u662f\u65b0\u4e1c\u897f\uff0c\u4e14\u8fd9\u4e48\u725b\uff0c\u4e3a\u4ec0\u4e48\u6ca1\u6709\u65e9\u70b9\u7528\u8d77\u6765\uff1f\u539f\u56e0\u561b\uff0c\u4e5f\u4e0d\u96be\u731c\uff1a<\/p>\n<p>\u56e0\u4e3a\u6a21\u578b\u4e00\u65e6\u80fd\u5728\u90e8\u7f72\u540e\u4fee\u6539\u81ea\u5df1\uff0c\u5c31\u53ef\u80fd\u5b66\u9519\u3001\u5b66\u504f\uff0c\u751a\u81f3\u5fd8\u6389\u539f\u6709\u80fd\u529b\u3002<\/p>\n<p>2016\u5e74\uff0c\u5fae\u8f6f\u804a\u5929\u673a\u5668\u4ebaTay\u4e0a\u7ebf\u4e0d\u523024\u5c0f\u65f6\uff0c\u5c31\u5728\u7f51\u53cb\u8bf1\u5bfc\u4e0b\u5f00\u59cb\u8f93\u51fa\u653b\u51fb\u6027\u5185\u5bb9\uff0c\u6700\u7ec8\u88ab\u7d27\u6025\u4e0b\u7ebf\u3002<\/p>\n<p>Tay\u4e0eTTT\u5e76\u975e\u540c\u4e00\u79cd\u6280\u672f\uff0c\u5374\u5f88\u65e9\u5c31\u66b4\u9732\u4e86\u540c\u4e00\u4e2a\u96be\u9898\uff1a<\/p>\n<p>\u5b89\u5168\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5c31\u81ea\u7136\u6709\u7f51\u53cb\u63d0\u95ee\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u7136\u540e\u4e09\u53ea\u8349\u8393\u8868\u793aIlya\u5df2\u89e3\u51b3\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u53e5\u8bdd\u8fdc\u8fdc\u7b97\u4e0d\u4e0a\u8bc1\u636e\uff0c\u751a\u81f3\u66f4\u50cf\u4e00\u53e5\u8f7b\u98d8\u98d8\u7684\u6c5f\u6e56\u4f20\u8a00\u3002<\/p>\n<p>\u4f46\u504f\u504f\uff0c\u5b83\u53c8\u7ed5\u56de\u4e86SSI\uff08Safe 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