{"id":1273,"date":"2026-01-13T17:16:50","date_gmt":"2026-01-13T09:16:50","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=1273"},"modified":"2026-01-13T17:16:51","modified_gmt":"2026-01-13T09:16:51","slug":"%e5%94%90%e6%9d%b0%e3%80%81%e6%9d%a8%e6%a4%8d%e9%ba%9f%e3%80%81%e6%9e%97%e4%bf%8a%e6%97%b8%e3%80%81%e5%a7%9a%e9%a1%ba%e9%9b%a8%ef%bc%9a%e4%bb%96%e4%bb%ac%e7%9c%bc%e4%b8%ad%e7%9a%84-agi-%e4%b8%89","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2026\/01\/13\/1273\/","title":{"rendered":"\u5510\u6770\u3001\u6768\u690d\u9e9f\u3001\u6797\u4fca\u65f8\u3001\u59da\u987a\u96e8\uff1a\u4ed6\u4eec\u773c\u4e2d\u7684 AGI \u4e09\u4e2a\u8f6c\u6298\u70b9"},"content":{"rendered":"\n

2026\u5e741\u670810\u65e5\u4e0b\u5348\uff0c\u4e2d\u5173\u6751\u56fd\u9645\u521b\u65b0\u4e2d\u5fc3\uff0c\u4e00\u573a\u540d\u4e3aAGI-Next \u524d\u6cbf\u5cf0\u4f1a\u7684\u95ed\u95e8\u4f1a\u8bae\u6b63\u5728\u8fdb\u884c\u3002<\/p>\n\n\n\n

\u5c31\u5728\u4e24\u5929\u524d\uff0c\u6e2f\u4ea4\u6240\u8fce\u6765\u4e86\u201c\u5168\u7403\u5927\u6a21\u578b\u7b2c\u4e00\u80a1\u201d\u3002\u800c\u6b64\u523b\uff0c\u8fd9\u5bb6\u516c\u53f8\u7684\u6838\u5fc3\u4eba\u7269\u4e4b\u4e00\uff0c\u6e05\u534e\u5927\u5b66\u6559\u6388\u3001\u667a\u8c31\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5bb6\u5510\u6770\uff0c\u5df2\u7ecf\u51fa\u73b0\u5728\u5317\u4eac\u7684\u4f1a\u573a\u4e0a\u3002<\/p>\n\n\n\n

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\u8fd9\u573a\u7531\u6e05\u534e\u5927\u5b66\u57fa\u7840\u6a21\u578b\u5317\u4eac\u5e02\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u53d1\u8d77\u7684\u4f1a\u8bae\uff0c\u805a\u96c6\u4e86\u5f53\u4e0b\u4e2d\u56fdAI\u5b66\u672f\u4e0e\u4ea7\u4e1a\u6700\u6838\u5fc3\u7684\u4e00\u6279\u4eba\u7269\uff1a\u5510\u6770\u3001\u6708\u4e4b\u6697\u9762\u521b\u59cb\u4eba\u517cCEO\u6768\u690d\u9e9f\u3001\u963f\u91ccQwen\u6280\u672f\u8d1f\u8d23\u4eba\u6797\u4fca\u65f8\u3001\u817e\u8baf\u9996\u5e2dAI\u79d1\u5b66\u5bb6\u59da\u987a\u96e8\u3002<\/p>\n\n\n\n

\u8fd9\u573aAGI\u5b66\u672f\u4f1a\u8bae\u6ca1\u6709\u201c\u5e94\u7528\u5c42\u201d\u7684\u55a7\u95f9\uff0c\u8ba8\u8bba\u5168\u90e8\u6307\u5411\u4e00\u4e2a\u66f4\u5e95\u5c42\u7684\u95ee\u9898\uff1a\u4e0b\u4e00\u4ee3\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u5f80\u54ea\u8d70\u3002<\/p>\n\n\n\n

\u5982\u679c\u8bf4\u5728\u8fc7\u53bb\u4e24\u5e74\uff0cScaling\u548cToken\u662fAGI\u9886\u57df\u4e2d\u6700\u7ecf\u5e38\u88ab\u63d0\u53ca\u7684\u4e24\u4e2a\u5173\u952e\u8bcd\uff0c\u90a3\u4e48\u5230\u4eca\u5929\uff0c\u4e00\u4e9b\u53d8\u91cf\u5df2\u7ecf\u5f00\u59cb\u53d1\u751f\u3002<\/p>\n\n\n\n

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\u4ed6\u76f4\u8a00\uff0c\u4eca\u5929\u7684\u95ee\u9898\u4e0d\u518d\u662f\u7b97\u529b\u6709\u6ca1\u6709\uff0c\u800c\u662f\u201c\u5982\u679c\u7ee7\u7eed\u6295\u5165\uff0c\u6548\u7387\u5df2\u7ecf\u53d8\u6210\u74f6\u9888\u201d\u3002\u5728\u4ed6\u770b\u6765\uff0c\u5f53\u7b97\u529b\u3001\u6570\u636e\u548c\u6210\u672c\u7684\u6295\u5165\u4e0d\u65ad\u653e\u5927\uff0c\u4f46\u667a\u80fd\u63d0\u5347\u7684\u589e\u91cf\u5374\u6301\u7eed\u53d8\u5c0f\uff0c\u201cScaling\u4e5f\u8bb8\u662f\u4e00\u4e2a\u6bd4\u8f83\u5077\u61d2\u7684\u65b9\u5f0f\u201d\u3002<\/p>\n\n\n\n

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\u8fc7\u53bb\u4e00\u5e74\uff0c\u4f5c\u4e3a\u5927\u6a21\u578b\u201c\u516d\u5c0f\u9f99\u201d\u4e4b\u4e00\u7684\u6708\u4e4b\u6697\u9762\uff0c\u51e0\u4e4e\u5c06\u5168\u90e8\u7cbe\u529b\u6295\u5165\u5230\u5982\u4f55\u7528\u66f4\u5c11\u7684 Token \u538b\u4f4e Loss \u4e0a\u3002\u5728 K2 \u6a21\u578b\u4e2d\uff0c\u4ed6\u4eec\u5c1d\u8bd5\u4ee5\u7ebf\u6027\u6ce8\u610f\u529b\u7b49\u65b0\u67b6\u6784\uff0c\u5c3d\u53ef\u80fd\u63d0\u5347 Token efficiency\u3002\u80cc\u540e\u7684\u903b\u8f91\u5e76\u4e0d\u590d\u6742\u2014\u2014\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cToken \u672c\u8eab\u662f\u4e00\u4e2a\u5e38\u91cf\uff0c\u4e00\u65e6 Token \u88ab\u201c\u5403\u5b8c\u201d\uff0c\u6a21\u578b\u7684\u667a\u80fd\u4e0a\u9650\u4e5f\u968f\u4e4b\u88ab\u9501\u6b7b\u3002<\/p>\n\n\n\n

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\u59da\u987a\u96e8\u5224\u65ad\uff0c\u201ctoC \u548c toB\uff0c\u6b63\u5728\u8d70\u5411\u4e24\u5957\u5b8c\u5168\u4e0d\u540c\u7684\u903b\u8f91\u3002\u201d\u4ed6\u6307\u51fa\uff0c\u5728\u6d88\u8d39\u7aef\uff0c\u201c\u6a21\u578b\u53d8\u5f97\u66f4\u5f3a\uff0c\u5e76\u4e0d\u4e00\u5b9a\u80fd\u88ab\u5927\u591a\u6570\u7528\u6237\u611f\u77e5\u201d\uff0c\u5f88\u591a\u65f6\u5019\u53ea\u662f\u641c\u7d22\u4f53\u9a8c\u7684\u589e\u5f3a\uff1b<\/p>\n\n\n\n

\u4f46\u5728 toB \u573a\u666f\u91cc\uff0c\u201c\u667a\u80fd\u8d8a\u9ad8\uff0c\u751f\u4ea7\u529b\u8d8a\u9ad8\uff0c\u503c\u94b1\u7684\u4e5f\u8d8a\u591a\u201d\uff0c\u800c\u4e14\u8fd9\u79cd\u5dee\u8ddd\u4f1a\u968f\u7740\u6a21\u578b\u80fd\u529b\u63d0\u5347\u88ab\u4e0d\u65ad\u653e\u5927\u3002\u6b63\u56e0\u4e3a\u5982\u6b64\uff0c\u5f3a\u6a21\u578b\u548c\u201c\u7a0d\u5fae\u5f31\u4e00\u70b9\u7684\u6a21\u578b\u201d\u4e4b\u95f4\uff0c\u5728\u4f01\u4e1a\u7aef\u7684\u5206\u5316\u4f1a\u8d8a\u6765\u8d8a\u660e\u663e\uff0c\u8fd9\u4e5f\u5728\u5012\u903c\u6a21\u578b\u516c\u53f8\u91cd\u65b0\u9009\u62e9\u81ea\u5df1\u7684\u4e3b\u6218\u573a\u3002<\/p>\n\n\n\n

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\u864e\u55c5\u6ce8\uff1a\u4ee5\u4e0b\u4e09\u9879\u8d8b\u52bf\u4e3a\u7b14\u8005\u57fa\u4e8e\u5510\u6770\u3001\u6768\u690d\u9e9f\u7684\u53d1\u8a00\u53ca\u5706\u684c\u8ba8\u8bba\u5185\u5bb9\u6240\u4f5c\u7684\u7efc\u5408\u5206\u6790<\/p>\n\n\n\n

\u8d8b\u52bf\u4e00\uff1aScaling \u4e4b\u5916\uff0c\u65b0\u7684\u8303\u5f0f\u6b63\u5728\u6210\u4e3a\u65b0\u547d\u9898<\/p>\n\n\n\n

\u5728 AGI-Next \u524d\u6cbf\u5cf0\u4f1a\u4e0a\uff0c\u5173\u4e8e Scaling \u7684\u8ba8\u8bba\uff0c\u5df2\u7ecf\u660e\u663e\u4e0d\u518d\u505c\u7559\u5728\u201c\u8fd8\u8981\u4e0d\u8981\u7ee7\u7eed\u505a\u5927\u6a21\u578b\u201d\u8fd9\u4e00\u5c42\u9762\uff0c\u800c\u662f\u88ab\u4e0d\u65ad\u63a8\u5411\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u95ee\u9898\uff1a\u5982\u679c\u7ee7\u7eed\u6295\u5165\uff0c\u662f\u5426\u8fd8\u503c\u5f97\uff1f<\/p>\n\n\n\n

\u5510\u6770\u5e76\u6ca1\u6709\u56de\u907f Scaling \u4ecd\u7136\u6709\u6548\u8fd9\u4e00\u4e8b\u5b9e\u3002\u4ed6\u5766\u8a00\uff0c\u53ea\u8981\u7ee7\u7eed\u6269\u5927\u7b97\u529b\u3001\u6570\u636e\u4e0e\u53c2\u6570\u89c4\u6a21\uff0c\u6a21\u578b\u80fd\u529b\u4f9d\u7136\u4f1a\u63d0\u5347\u3002\u4f46\u4ed6\u968f\u5373\u7ed9\u51fa\u4e86\u4e00\u4e2a\u66f4\u73b0\u5b9e\u7684\u5224\u65ad\uff1a\u771f\u6b63\u7684\u74f6\u9888\uff0c\u5df2\u7ecf\u4e0d\u5728\u4e8e\u7b97\u529b\u6709\u6ca1\u6709\uff0c\u800c\u5728\u4e8e\u6548\u7387\u662f\u5426\u8fd8\u5212\u7b97\u3002<\/p>\n\n\n\n

\u5728\u8fd9\u79cd\u8bed\u5883\u4e0b\uff0c\u5510\u6770\u5c06\u5355\u7eaf\u4f9d\u8d56 Scaling \u5f62\u5bb9\u4e3a\u201c\u4e00\u79cd\u76f8\u5bf9\u5077\u61d2\u7684\u65b9\u5f0f\u201d\u3002\u7c7b\u4f3c\u7684\u8d28\u7591\u5e76\u975e\u53ea\u51fa\u73b0\u5728\u56fd\u5185\u3002OpenAI \u8054\u5408\u521b\u59cb\u4eba Ilya Sutskever \u8fd1\u5e74\u6765\u4e5f\u591a\u6b21\u6307\u51fa\uff0c\u5f53\u9ad8\u8d28\u91cf\u6570\u636e\u9010\u6e10\u8017\u5c3d\u3001\u8bad\u7ec3\u6210\u672c\u6301\u7eed\u62ac\u5347\uff0c\u5355\u7eaf\u901a\u8fc7\u5806\u53e0\u89c4\u6a21\u6240\u83b7\u5f97\u7684\u667a\u80fd\u589e\u91cf\u6b63\u5728\u8fc5\u901f\u6536\u7a84\uff0c\u4e0b\u4e00\u9636\u6bb5\u7684\u7a81\u7834\uff0c\u65e0\u6cd5\u518d\u4ec5\u9760\u201c\u628a\u6a21\u578b\u505a\u5f97\u66f4\u5927\u201d\u6765\u5b9e\u73b0\u3002<\/p>\n\n\n\n

\u8fd9\u5e76\u975e\u5bf9\u8fc7\u53bb\u8def\u5f84\u7684\u5426\u5b9a\uff0c\u800c\u662f\u4e00\u79cd\u9636\u6bb5\u6027\u7684\u53cd\u601d\u3002\u8fc7\u53bb\u51e0\u5e74\uff0c\u5927\u6a21\u578b\u80fd\u529b\u7684\u8dc3\u8fc1\uff0c\u786e\u5b9e\u9ad8\u5ea6\u4f9d\u8d56\u53c2\u6570\u89c4\u6a21\u4e0e\u6570\u636e\u91cf\u7684\u7ebf\u6027\u6269\u5f20\uff1b\u4f46\u5f53\u8fd9\u4e00\u65b9\u6cd5\u9010\u6e10\u903c\u8fd1\u8fb9\u754c\uff0c\u7ee7\u7eed\u6cbf\u7740\u540c\u4e00\u65b9\u5411\u524d\u8fdb\uff0c\u6240\u80fd\u6362\u53d6\u7684\uff0c\u66f4\u591a\u662f\u6210\u672c\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u800c\u975e\u667a\u80fd\u7684\u540c\u7b49\u8dc3\u8fc1\u3002<\/p>\n\n\n\n

\u6b63\u662f\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0c\u5510\u6770\u5f00\u59cb\u53cd\u590d\u5f3a\u8c03\u4e00\u4e2a\u5173\u952e\u8bcd\uff1a\u6548\u7387\u3002\u65e0\u8bba\u662f\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u7b56\u7565\uff0c\u8fd8\u662f\u5f3a\u5316\u5b66\u4e60\u4e0e Agent \u73af\u5883\u7684\u5f15\u5165\uff0c\u6838\u5fc3\u76ee\u6807\u90fd\u5728\u4e8e\uff0c\u7528\u66f4\u5c11\u7684\u6295\u5165\uff0c\u6362\u53d6\u66f4\u9ad8\u8d28\u91cf\u7684\u667a\u80fd\u589e\u91cf\u3002\u5728\u4ed6\u7684\u8868\u8ff0\u4e2d\uff0cScaling \u4e0d\u518d\u662f\u76ee\u6807\u672c\u8eab\uff0c\u800c\u53ea\u662f\u624b\u6bb5\u4e4b\u4e00\uff1b\u771f\u6b63\u9700\u8981\u88ab\u91cd\u65b0\u5b9a\u4e49\u7684\uff0c\u662f\u667a\u80fd\u662f\u5982\u4f55\u589e\u957f\u7684\u3002<\/p>\n\n\n\n

\u800c\u8fd9\u79cd\u5bf9\u201c\u4e0b\u4e00\u4ee3\u8303\u5f0f\u201d\u7684\u7126\u8651\uff0c\u5176\u5b9e\u5728\u7845\u8c37\u65e9\u5c31\u4f20\u6765\u4e86\u3002<\/p>\n\n\n\n

\u5728\u5706\u684c\u8ba8\u8bba\u4e2d\uff0c\u59da\u987a\u96e8\u5c06\u8fd9\u4e00\u53d8\u5316\u653e\u8fdb\u4e86\u66f4\u5927\u7684\u5168\u7403\u8bed\u5883\u4e2d\u3002\u5982\u679c\u56de\u770b\u8fc7\u53bb\u5341\u5e74\uff0cOpenAI \u5b9e\u9645\u4e0a\u5df2\u7ecf\u5148\u540e\u63a8\u52a8\u4e86\u4e24\u4e2a\u91cd\u8981\u8303\u5f0f\uff1a\u7b2c\u4e00\u4e2a\u662f\u4ee5\u9884\u8bad\u7ec3\u4e3a\u6838\u5fc3\u7684\u901a\u7528\u6a21\u578b\u8303\u5f0f\uff0c\u7b2c\u4e8c\u4e2a\u662f\u4ee5\u5bf9\u9f50\u3001\u63a8\u7406\u548c\u5f3a\u5316\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u80fd\u529b\u589e\u5f3a\u8303\u5f0f\u3002<\/p>\n\n\n\n

\u59da\u987a\u96e8\u8868\u793a\uff0c\u5f53\u4e0b\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8005\u5f00\u59cb\u5c06\u76ee\u5149\u6295\u5411\u4e00\u4e2a\u5c1a\u672a\u88ab\u6e05\u6670\u5b9a\u4e49\u7684\u65b0\u8303\u5f0f\uff0c\u8fd9\u4e2a\u65b0\u8303\u5f0f\u7684\u524d\u63d0\u5c31\u662f\u81ea\u4e3b\u5b66\u4e60\u3002<\/p>\n\n\n\n

\u201c\u5728\u7845\u8c37\u7684\u5927\u8857\u5c0f\u5df7\u3001\u5496\u5561\u9986\u91cc\uff0c\u5927\u5bb6\u90fd\u5728\u8c08\u81ea\u4e3b\u5b66\u4e60\u3002\u201d\u59da\u987a\u96e8\u5f62\u5bb9\u9053\u3002\u4f46\u4ed6\u968f\u5373\u6307\u51fa\uff0c\u8fd9\u4e2a\u6982\u5ff5\u672c\u8eab\u5e76\u4e0d\u662f\u4e00\u4e2a\u7edf\u4e00\u7684\u65b9\u6cd5\u8bba\uff0c\u800c\u66f4\u50cf\u662f\u4e00\u7ec4\u5c1a\u672a\u88ab\u5145\u5206\u5c55\u5f00\u7684\u95ee\u9898\u96c6\u5408\u3002\u771f\u6b63\u7684\u74f6\u9888\uff0c\u5e76\u4e0d\u5728\u4e8e\u6709\u6ca1\u6709\u65b0\u7684\u7b97\u6cd5\u6280\u5de7\uff0c\u800c\u5728\u4e8e\uff1a\u6570\u636e\u4ece\u54ea\u91cc\u6765\uff0c\u4efb\u52a1\u5982\u4f55\u5b9a\u4e49\u3002<\/p>\n\n\n\n

\u5728\u4ed6\u7684\u89c2\u5bdf\u4e2d\uff0c\u81ea\u4e3b\u5b66\u4e60\u5176\u5b9e\u5df2\u7ecf\u4ee5\u975e\u5e38\u201c\u6e29\u548c\u201d\u7684\u65b9\u5f0f\u53d1\u751f\u7740\u3002ChatGPT \u6b63\u5728\u4e0d\u65ad\u62df\u5408\u4eba\u7c7b\u7684\u804a\u5929\u98ce\u683c\u4e0e\u8868\u8fbe\u4e60\u60ef\uff1bClaude Code \u5df2\u7ecf\u53ef\u4ee5\u4e3a\u81ea\u5df1\u5199\u51fa\u76f8\u5f53\u6bd4\u4f8b\u7684\u4ee3\u7801\uff0c\u5728\u5e2e\u52a9\u81ea\u8eab\u7cfb\u7edf\u53d8\u5f97\u66f4\u597d\u3002\u4f46\u8fd9\u4e9b\u53d8\u5316\u4e4b\u6240\u4ee5\u5c1a\u672a\u663e\u5f97\u201c\u77f3\u7834\u5929\u60ca\u201d\uff0c\u5e76\u4e0d\u662f\u56e0\u4e3a\u65b9\u5411\u9519\u8bef\uff0c\u800c\u662f\u53d7\u9650\u4e8e\u4e00\u4e2a\u73b0\u5b9e\u6761\u4ef6\u2014\u2014\u7f3a\u4e4f\u8db3\u591f\u5f3a\u7684\u9884\u8bad\u7ec3\u80fd\u529b\u4e0e\u901a\u7528\u5e95\u5ea7\u3002<\/p>\n\n\n\n

\u81f3\u4e8e\u4fe1\u53f7\u4f55\u65f6\u4f1a\u771f\u6b63\u51fa\u73b0\uff0c\u59da\u987a\u96e8\u7ed9\u51fa\u4e86\u4e00\u4e2a\u76f8\u5bf9\u514b\u5236\u7684\u5224\u65ad\uff1a2026 \u5e74\uff0c\u53ef\u80fd\u4f1a\u770b\u5230\u4e00\u4e9b\u8ff9\u8c61\uff0c\u6bd4\u5982 Cursor \u8fd9\u7c7b\u5de5\u5177\u6240\u5c55\u73b0\u51fa\u7684\u53d8\u5316\u3002\u4f46\u4ed6\u8ba4\u4e3a\uff0c\u66f4\u5927\u7684\u95ee\u9898\u751a\u81f3\u4e0d\u5728\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u60f3\u8c61\u529b\u2014\u2014\u5982\u679c\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u81ea\u4e3b\u5b66\u4e60\u51fa\u73b0\uff0c\u5b83\u4f1a\u957f\u6210\u4ec0\u4e48\u6837\uff1f\u5b83\u7684\u6548\u679c\uff0c\u5e94\u8be5\u5982\u4f55\u88ab\u9a8c\u8bc1\uff1f<\/p>\n\n\n\n

\u5f53\u88ab\u95ee\u53ca\u201c\u4e0b\u4e00\u4e2a\u8303\u5f0f\u6700\u6709\u53ef\u80fd\u51fa\u73b0\u5728\u54ea\u5bb6\u516c\u53f8\u201d\u65f6\uff0c\u59da\u987a\u96e8\u7ed9\u51fa\u7684\u7b54\u6848\u4f9d\u7136\u662f OpenAI\u3002\u5c3d\u7ba1\u4ed6\u4e5f\u540c\u65f6\u6307\u51fa\uff0c\u5176\u5546\u4e1a\u5316\u8fdb\u7a0b\u6b63\u5728\u4e0d\u53ef\u907f\u514d\u5730\u5f71\u54cdOpenAI\u7684\u521b\u65b0\u57fa\u56e0\u3002<\/p>\n\n\n\n

\u8fd9\u6837\u7684\u5236\u8861\u5173\u7cfb\uff0c\u672c\u8eab\u5c31\u662f\u65b0\u8303\u5f0f\u5728\u5168\u7403\u8303\u56f4\u5185\u90fd\u8fd8\u8fdf\u8fdf\u672a\u80fd\u6e05\u6670\u843d\u5730\u7684\u91cd\u8981\u539f\u56e0\u4e4b\u4e00\u3002<\/p>\n\n\n\n

\u6797\u4fca\u65f8\u5219\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u8865\u5145\u9053\uff1a\u7528 AI \u8bad AI\u5728\u6280\u672f\u4e0a\u5f88\u5feb\u5c31\u53ef\u4ee5\u5b9e\u73b0\uff0c\u4f46\u771f\u6b63\u56f0\u96be\u7684\uff0c\u662f\u8ba9\u7cfb\u7edf\u6301\u7eed\u7406\u89e3\u7528\u6237\u672c\u8eab\u3002\u5728\u4ed6\u770b\u6765\uff0c\u5982\u679c\u81ea\u4e3b\u5b66\u4e60\u53ea\u662f\u505c\u7559\u5728\u53c2\u6570\u66f4\u65b0\u6216\u6a21\u578b\u81ea\u4e3e\u5c42\u9762\uff0c\u610f\u4e49\u6709\u9650\uff1b\u771f\u6b63\u7684\u6311\u6218\uff0c\u5728\u4e8e\u8ba9\u6a21\u578b\u5728\u957f\u671f\u4ea4\u4e92\u4e2d\u5f62\u6210\u7a33\u5b9a\u3001\u53ef\u6f14\u8fdb\u7684\u8ba4\u77e5\u7ed3\u6784\u3002<\/p>\n\n\n\n

\u8fd9\u4e9b\u8ba8\u8bba\u6700\u7ec8\u6307\u5411\u4e00\u4e2a\u5c1a\u672a\u88ab\u56de\u7b54\u7684\u95ee\u9898\uff1a\u5f53 Scaling \u7684\u8fb9\u9645\u6536\u76ca\u5f00\u59cb\u4e0b\u964d\uff0c\u81ea\u4e3b\u5b66\u4e60\u4ecd\u7136\u505c\u7559\u5728\u65e9\u671f\u4fe1\u53f7\u9636\u6bb5\uff0c\u201c\u65b0\u7684\u8303\u5f0f\u7a76\u7adf\u4f1a\u5728\u54ea\u91cc\u7387\u5148\u6210\u5f62\uff1f\u201d<\/p>\n\n\n\n

\u6216\u8005\u8bf4\uff0c\u4e2d\u56fd\u7684\u5927\u6a21\u578b\u516c\u53f8\uff0c\u662f\u5426\u6709\u673a\u4f1a\u53c2\u4e0e\u3001\u751a\u81f3\u5f15\u9886\u8fd9\u4e00\u8f6e\u8303\u5f0f\u8f6c\u79fb\uff1f<\/p>\n\n\n\n

\u8d8b\u52bf\u4e8c\uff1aToken\u6548\u7387\u6108\u52a0\u6210\u4e3a\u56fd\u5185\u5927\u6a21\u578b\u80fd\u529b\u7684\u51b3\u5b9a\u6027\u56e0\u7d20<\/p>\n\n\n\n

\u5982\u679c\u8bf4\u5728 Scaling \u9010\u6e10\u903c\u8fd1\u8fb9\u754c\u4e4b\u540e\uff0c\u884c\u4e1a\u5f00\u59cb\u91cd\u65b0\u5bfb\u627e\u201c\u4e0b\u4e00\u6b65\u5f80\u54ea\u8d70\u201d\u7684\u7b54\u6848\uff0c\u90a3\u4e48\u5728\u8fd9\u573a\u4f1a\u8bae\u4e0a\uff0c\u4e00\u4e2a\u66f4\u73b0\u5b9e\u3001\u4e5f\u66f4\u5177\u7ea6\u675f\u529b\u7684\u53d8\u91cf\uff0c\u88ab\u53cd\u590d\u6446\u5230\u4e86\u53f0\u524d\uff1aToken \u6548\u7387\u3002<\/p>\n\n\n\n

\u201cToken efficiency\u201d\u51e0\u4e4e\u662f\u5728\u6768\u690d\u9e9f\u6f14\u8bb2\u4e2d\u6700\u5e38\u88ab\u63d0\u53ca\u7684\u6982\u5ff5\u3002<\/p>\n\n\n\n

\u4ed6\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1\uff0c\u91cd\u65b0\u62c6\u89e3\u4e86\u5927\u6a21\u578b\u80fd\u529b\u589e\u957f\u7684\u8def\u5f84\u3002\u5728\u4ed6\u770b\u6765\uff0c\u4ece 2019 \u5e74\u81f3\u4eca\uff0c\u5927\u6a21\u578b\u59cb\u7ec8\u9075\u5faa\u540c\u4e00\u6761\u57fa\u672c\u903b\u8f91\uff1a\u901a\u8fc7 Scaling Law\uff0c\u5c06\u66f4\u591a\u7b97\u529b\u3001\u6570\u636e\u548c\u53c2\u6570\u8f6c\u5316\u4e3a\u66f4\u4f4e\u7684 Loss\u3001\u66f4\u9ad8\u7684\u667a\u80fd\u6c34\u5e73\u3002\u4f46\u8fd9\u4e00\u903b\u8f91\u7684\u9690\u542b\u524d\u63d0\u662f\uff0cToken \u53ef\u4ee5\u88ab\u65e0\u9650\u6d88\u8017\u3002<\/p>\n\n\n\n

\u800c\u73b0\u5b9e\u5e76\u975e\u5982\u6b64\u3002<\/p>\n\n\n\n

\u5f53\u9884\u8bad\u7ec3 Token \u88ab\u5403\u5b8c\uff0c\u6a21\u578b\u6240\u80fd\u8fbe\u5230\u7684\u667a\u80fd\u4e0a\u9650\uff0c\u4e5f\u5c31\u88ab\u63d0\u524d\u9501\u6b7b\u4e86\u3002\u8fd9\u610f\u5473\u7740\uff0c\u95ee\u9898\u4e0d\u518d\u53ea\u662f\u201c\u7528\u591a\u5c11 Token\u201d\uff0c\u800c\u662f\u6bcf\u4e00\u4e2a Token \u80fd\u6362\u6765\u591a\u5c11\u6709\u6548\u667a\u80fd\u3002\u5728\u4ed6\u7684\u8868\u8ff0\u4e2d\uff0cToken efficiency \u5df2\u7ecf\u4e0d\u53ea\u662f\u8bad\u7ec3\u6548\u7387\u7684\u95ee\u9898\uff0c\u800c\u662f\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u8fd8\u80fd\u8d70\u591a\u8fdc\u7684\u4e0a\u9650\u53d8\u91cf\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u4ed6\u5f15\u5165\u4e86\u4e00\u4e2a\u5e38\u88ab\u5ffd\u7565\u7684\u89c6\u89d2\uff1a\u5728\u4e0d\u540c Context \u957f\u5ea6\u4e0b\uff0c\u6a21\u578b\u5bf9 Token \u7684\u5229\u7528\u6548\u7387\u5e76\u4e0d\u76f8\u540c\u3002\u5728\u77ed\u4e0a\u4e0b\u6587\u573a\u666f\u4e2d\uff0c\u4e0d\u540c\u67b6\u6784\u4e4b\u95f4\u7684\u5dee\u5f02\u5e76\u4e0d\u660e\u663e\uff1b\u4f46\u5f53 Context \u62c9\u957f\u5230\u4e0a\u5343\u3001\u4e0a\u4e07\u751a\u81f3\u6570\u5341\u4e07 Token \u65f6\uff0cToken \u7684\u4f4d\u7f6e\u635f\u8017\uff08position loss\uff09\u5f00\u59cb\u663e\u8457\u62c9\u5f00\u5dee\u8ddd\u3002\u4e5f\u6b63\u662f\u5728\u8fd9\u91cc\uff0cToken efficiency \u5f00\u59cb\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u5728\u590d\u6742\u63a8\u7406\u4e0e Agent \u4efb\u52a1\u4e2d\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n

\u6b63\u56e0\u5982\u6b64\uff0c\u8fc7\u53bb\u4e00\u5e74\uff0c\u6708\u4e4b\u6697\u9762\u51e0\u4e4e\u5c06\u6240\u6709\u6838\u5fc3\u5de5\u4f5c\u90fd\u538b\u5728token\u6548\u7387\u4e0a\uff0c\u5373\u7528\u66f4\u5c11\u7684 Token\uff0c\u505a\u5230\u66f4\u4f4e\u7684 Loss\u3002\u5728 K2 \u6a21\u578b\u4e2d\uff0c\u4ed6\u4eec\u5c1d\u8bd5\u5f15\u5165\u65b0\u7684\u4f18\u5316\u5668\uff08muon\u4f18\u5316\u5668\uff09\u4e0e\u67b6\u6784\u8bbe\u8ba1\uff08linear attention\uff09\uff0c\u901a\u8fc7\u63d0\u5347 Token efficiency\uff0c\u4f7f\u6a21\u578b\u5728\u201c\u7528\u4e00\u534a\u6570\u636e\u8fbe\u5230\u76f8\u540c\u6548\u679c\u201d\u7684\u610f\u4e49\u4e0a\uff0c\u83b7\u5f97\u7b49\u4ef7\u4e8e\u4e00\u6b21 Scaling \u7684\u6536\u76ca\u3002<\/p>\n\n\n\n

\u6768\u690d\u9e9f\u5c06\u8fd9\u79cd\u6548\u679c\u76f4\u63a5\u7c7b\u6bd4\u4e3a\uff1a\u201c\u5728Scaling\u7684\u5c3a\u5ea6\u4e0b\uff0c\u7528\u66f4\u5c11\u7684\u53c2\u6570\uff0c\u5c31\u80fd\u5f97\u5230\u66f4\u597d\u7684Scaling\u6548\u679c\u201d<\/p>\n\n\n\n

\u4f46\u4ed6\u968f\u5373\u5f3a\u8c03\uff0c\u8fd9\u91cc\u7684 efficiency\uff0c\u5e76\u4e0d\u4ec5\u4ec5\u662f\u201c\u5feb\u201d\u6216\u201c\u7701\u201d\uff0c\u800c\u662f\u667a\u80fd\u4e0a\u9650\u672c\u8eab\u3002\u5728 Agent \u573a\u666f\u4e2d\uff0c\u6a21\u578b\u7684\u63a8\u7406\u548c\u5f3a\u5316\u5b66\u4e60\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u641c\u7d22\u8fc7\u7a0b\uff1b\u5982\u679c Token \u5229\u7528\u7387\u4e0d\u9ad8\uff0c\u641c\u7d22\u7a7a\u95f4\u5c31\u4f1a\u8fc5\u901f\u81a8\u80c0\uff0c\u6a21\u578b\u9700\u8981\u679a\u4e3e\u5927\u91cf\u65e0\u610f\u4e49\u7684\u7ec4\u5408\uff0c\u624d\u80fd\u903c\u8fd1\u6b63\u786e\u7b54\u6848\u3002\u76f8\u53cd\uff0c\u66f4\u9ad8\u7684 Token efficiency\uff0c\u610f\u5473\u7740\u66f4\u5f3a\u7684\u5148\u9a8c\uff0c\u53ef\u4ee5\u5728\u6709\u9650 Token \u5185\u5b8c\u6210\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\uff0c\u5728\u4ed6\u7684\u5224\u65ad\u4e2d\uff0cToken efficiency \u4e0e\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u5e76\u4e0d\u662f\u4e24\u4e2a\u72ec\u7acb\u95ee\u9898\uff0c\u800c\u662f\u9700\u8981\u88ab\u540c\u65f6\u4f18\u5316\u7684\u4e58\u79ef\u53d8\u91cf\u2014\u2014\u524d\u8005\u51b3\u5b9a\u5355\u4f4d Token \u7684\u4ef7\u503c\uff0c\u540e\u8005\u51b3\u5b9a\u6a21\u578b\u80fd\u5426\u627f\u62c5\u771f\u5b9e\u4e16\u754c\u4e2d\u7684\u957f\u7a0b\u4efb\u52a1\u3002\u4e24\u8005\u53e0\u52a0\uff0c\u624d\u662f Agent \u80fd\u529b\u771f\u6b63\u653e\u5927\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n

\u5f53 Scaling \u4e0d\u518d\u662f\u201c\u65e0\u8111\u5806\u8d44\u6e90\u201d\u7684\u9009\u62e9\uff0cToken \u6548\u7387\u4fbf\u4ece\u5de5\u7a0b\u7ec6\u8282\uff0c\u4e0a\u5347\u4e3a\u56fd\u5185\u5927\u6a21\u578b\u7ade\u4e89\u4e2d\u7684\u7ed3\u6784\u6027\u7ea6\u675f\u3002\u8c01\u80fd\u5728\u6709\u9650\u7b97\u529b\u4e0e\u6570\u636e\u6761\u4ef6\u4e0b\uff0c\u66f4\u9ad8\u6548\u5730\u201c\u6d88\u8017 Token\u201d\uff0c\u8c01\u5c31\u66f4\u6709\u53ef\u80fd\u5728\u4e0b\u4e00\u9636\u6bb5\u7684\u6a21\u578b\u7ade\u4e89\u4e2d\u5360\u636e\u4e3b\u52a8\u3002<\/p>\n\n\n\n

\u800c\u8fd9\u4e00\u53d8\u5316\uff0c\u4e5f\u6b63\u5728\u6084\u7136\u91cd\u5851\u56fd\u5185\u5927\u6a21\u578b\u7684\u6280\u672f\u8def\u7ebf\u9009\u62e9\u3002<\/p>\n\n\n\n

\u8d8b\u52bf\u4e09\uff1a\u4e2d\u7f8e\u5927\u6a21\u578b\u6b63\u5728\u8d70\u5411\u4e0d\u540c\u7684\u6f14\u8fdb\u8def\u5f84<\/p>\n\n\n\n

\u5728\u5510\u6770\u3001\u59da\u987a\u96e8\u3001\u6797\u4fca\u65f8\u7b49\u5b66\u8005\u7684\u8ba8\u8bba\u4e2d\uff0c\u4e00\u4e2a\u53cd\u590d\u88ab\u63d0\u53ca\u7684\u95ee\u9898\u662f\uff1a\u4e2d\u7f8e\u5927\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u7a76\u7adf\u4f53\u73b0\u5728\u54ea\u91cc\uff1f<\/p>\n\n\n\n

\u59da\u987a\u96e8\u7ed9\u51fa\u7684\u5224\u65ad\uff0c\u5e76\u4e0d\u662f\u5355\u4e00\u7ef4\u5ea6\u7684\u201c\u80fd\u529b\u9ad8\u4f4e\u201d\uff0c\u800c\u662f\u6307\u5411\u4e24\u6761\u6b63\u5728\u9010\u6e10\u5206\u53c9\u7684\u6f14\u8fdb\u8def\u5f84\u3002<\/p>\n\n\n\n

\u5728\u4ed6\u770b\u6765\uff0c\u7f8e\u56fd\u7684\u5927\u6a21\u578b\u53d1\u5c55\uff0c\u6b63\u5728\u660e\u663e\u5411\u751f\u4ea7\u529b\u4e0e\u4f01\u4e1a\u7ea7\u573a\u666f\u96c6\u4e2d\uff0c\u5c24\u5176\u662f\u5728 Coding \u4e0e Agent \u65b9\u5411\u4e0a\uff0c\u6a21\u578b\u80fd\u529b\u51e0\u4e4e\u76f4\u63a5\u91cd\u5851\u4e86\u5de5\u4f5c\u65b9\u5f0f\u672c\u8eab\u3002\u6bd4\u5982\u5de5\u7a0b\u5e08\u4e0d\u518d\u5199\u4ee3\u7801\uff0c\u800c\u662f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u7cfb\u7edf\u534f\u4f5c\u3002\u5728\u8fd9\u79cd\u8bed\u5883\u4e0b\uff0c\u6a21\u578b\u80fd\u529b\u4e0e\u4e2a\u4f53\u751f\u4ea7\u529b\u88ab\u5f3a\u7ed1\u5b9a\uff0c\u6a21\u578b\u662f\u5426\u201c\u8db3\u591f\u5f3a\u201d\uff0c\u4f1a\u76f4\u63a5\u5f71\u54cd\u5de5\u4f5c\u7ed3\u679c\u672c\u8eab\u3002<\/p>\n\n\n\n

\u4e5f\u6b63\u662f\u5728\u8fd9\u79cd\u80cc\u666f\u4e0b\uff0c\u7f8e\u56fd\u5e02\u573a\u5bf9\u6a21\u578b\u80fd\u529b\u7684\u4ef7\u683c\u5bb9\u5fcd\u5ea6\u660e\u663e\u66f4\u9ad8\u3002\u59da\u987a\u96e8\u5728\u8ba8\u8bba\u4e2d\u63d0\u5230\uff0c\u8bb8\u591a\u7528\u6237\u66f4\u613f\u610f\u4e3a\u6210\u529f\u7387\u66f4\u9ad8\u3001\u4e0d\u786e\u5b9a\u6027\u66f4\u4f4e\u7684\u6a21\u578b\u652f\u4ed8\u6ea2\u4ef7\u3002\u6a21\u578b\u80fd\u529b\u672c\u8eab\uff0c\u5728\u7f8e\u56fd\u5e02\u573a\u4e2d\u66f4\u5bb9\u6613\u88ab\u76f4\u63a5\u89c6\u4e3a\u4e00\u79cd\u201c\u751f\u4ea7\u8d44\u6599\u201d\u3002<\/p>\n\n\n\n

\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e2d\u56fd\u7684\u5927\u6a21\u578b\u516c\u53f8\u6240\u9762\u5bf9\u7684\u73b0\u5b9e\u73af\u5883\u5219\u660e\u663e\u4e0d\u540c\u3002\u4e00\u65b9\u9762\uff0c\u56fd\u5185\u4f01\u4e1a\u7ea7\u5e02\u573a\u5bf9\u6210\u672c\u9ad8\u5ea6\u654f\u611f\uff0c\u6a21\u578b\u80fd\u529b\u7684\u8fb9\u9645\u63d0\u5347\uff0c\u5e76\u4e0d\u603b\u80fd\u987a\u7545\u8f6c\u5316\u4e3a\u4ef7\u683c\u6ea2\u4ef7\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u91cf toB \u573a\u666f\u672c\u8eab\u4ecd\u9ad8\u5ea6\u788e\u7247\u5316\uff0c\u5bf9\u6a21\u578b\u7684\u9700\u6c42\u66f4\u591a\u96c6\u4e2d\u5728\u7a33\u5b9a\u6027\u3001\u53ef\u63a7\u6027\u4e0e\u4ea4\u4ed8\u6548\u7387\u4e0a\uff0c\u800c\u975e\u5355\u70b9\u7684\u201c\u6700\u5f3a\u667a\u80fd\u201d\u3002<\/p>\n\n\n\n

\u8fd9\u4f7f\u5f97\u6a21\u578b\u5728\u4e2d\u56fd\u5e02\u573a\u4e2d\uff0c\u66f4\u50cf\u662f\u4e00\u79cd\u88ab\u5d4c\u5165\u65e2\u6709\u7cfb\u7edf\u7684\u57fa\u7840\u80fd\u529b\uff0c\u800c\u975e\u53ef\u4ee5\u72ec\u7acb\u5b9a\u4ef7\u7684\u751f\u4ea7\u529b\u4e3b\u4f53\u3002<\/p>\n\n\n\n

\u8fd9\u79cd\u5dee\u5f02\uff0c\u5e76\u4e0d\u4ec5\u4f53\u73b0\u5728\u5e02\u573a\u5c42\u9762\uff0c\u4e5f\u88ab\u8fdb\u4e00\u6b65\u8ffd\u6eaf\u5230\u66f4\u5e95\u5c42\u7684 Lab \u6587\u5316\u4e0a\u3002<\/p>\n\n\n\n

\u5728\u59da\u987a\u96e8\u7684\u89c2\u5bdf\u4e2d\uff0c\u7f8e\u56fd\u7684\u5927\u6a21\u578b\u516c\u53f8\u4e0e\u7814\u7a76\u673a\u6784\uff0c\u5f80\u5f80\u957f\u671f\u56f4\u7ed5\u201c\u524d\u6cbf\u95ee\u9898\u201d\u8fd0\u8f6c\u3002\u7814\u7a76\u56e2\u961f\u88ab\u9f13\u52b1\u5728\u8f83\u957f\u5468\u671f\u5185\u6295\u5165\u5230\u9ad8\u98ce\u9669\u3001\u9ad8\u4e0d\u786e\u5b9a\u6027\u7684\u65b9\u5411\u4e2d\uff0c\u5373\u4fbf\u77ed\u671f\u5185\u770b\u4e0d\u5230\u660e\u786e\u7684\u4ea7\u54c1\u56de\u62a5\u3002\u8fd9\u79cd\u6587\u5316\uff0c\u4f7f\u5f97\u201c\u628a\u6a21\u578b\u80fd\u529b\u63a8\u5230\u6781\u9650\u201d\u672c\u8eab\uff0c\u5c31\u5177\u5907\u6301\u7eed\u83b7\u5f97\u8d44\u6e90\u6295\u5165\u7684\u6b63\u5f53\u6027\u3002<\/p>\n\n\n\n

\u800c\u5728\u4e2d\u56fd\uff0c\u5927\u6a21\u578b\u7814\u53d1\u73af\u5883\u5219\u66f4\u5f3a\u8c03\u6548\u7387\u4e0e\u53cd\u9988\u5468\u671f\u3002\u6216\u8005\u7528\u4ed6\u7684\u539f\u8bdd\u6765\u8bf4\uff0c\u201c\u4e2d\u56fd\uff08\u7684Lab\uff09\u8fd8\u662f\u66f4\u559c\u6b22\u505a\u5b89\u5168\u7684\u4e8b\u60c5\u3002\u201d<\/p>\n\n\n\n

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