{"id":3782,"date":"2026-04-13T15:00:11","date_gmt":"2026-04-13T07:00:11","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/04\/13\/claude%e5%bc%ba%e5%88%b0%e4%b8%8d%e6%95%a2%e5%8f%91%e7%9a%84mythos%ef%bc%8c%e8%a2%ab%e8%b4%a8%e7%96%91%e7%94%a8%e4%ba%86%e5%ad%97%e8%8a%82seed%e6%8a%80%e6%9c%af\/"},"modified":"2026-04-13T15:00:11","modified_gmt":"2026-04-13T07:00:11","slug":"claude%e5%bc%ba%e5%88%b0%e4%b8%8d%e6%95%a2%e5%8f%91%e7%9a%84mythos%ef%bc%8c%e8%a2%ab%e8%b4%a8%e7%96%91%e7%94%a8%e4%ba%86%e5%ad%97%e8%8a%82seed%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/04\/13\/claude%e5%bc%ba%e5%88%b0%e4%b8%8d%e6%95%a2%e5%8f%91%e7%9a%84mythos%ef%bc%8c%e8%a2%ab%e8%b4%a8%e7%96%91%e7%94%a8%e4%ba%86%e5%ad%97%e8%8a%82seed%e6%8a%80%e6%9c%af\/","title":{"rendered":"Claude\u5f3a\u5230\u4e0d\u6562\u53d1\u7684Mythos\uff0c\u88ab\u8d28\u7591\u7528\u4e86\u5b57\u8282Seed\u6280\u672f"},"content":{"rendered":"
\"Claude\u5f3a\u5230\u4e0d\u6562\u53d1\u7684Mythos\uff0c\u88ab\u8d28\u7591\u7528\u4e86\u5b57\u8282Seed\u6280\u672f\"\/<\/div><\/figure>\n
\"Claude\u5f3a\u5230\u4e0d\u6562\u53d1\u7684Mythos\uff0c\u88ab\u8d28\u7591\u7528\u4e86\u5b57\u8282Seed\u6280\u672f\"\/<\/div><\/figure>\n
\"Claude\u5f3a\u5230\u4e0d\u6562\u53d1\u7684Mythos\uff0c\u88ab\u8d28\u7591\u7528\u4e86\u5b57\u8282Seed\u6280\u672f\"\/<\/div><\/figure>\n
\"Claude\u5f3a\u5230\u4e0d\u6562\u53d1\u7684Mythos\uff0c\u88ab\u8d28\u7591\u7528\u4e86\u5b57\u8282Seed\u6280\u672f\"\/<\/div><\/figure>\n

Claude\u6700\u5f3a\u201c\u795e\u8bdd\u201d\u6a21\u578b\uff0c\u53ef\u80fd\u7528\u5230\u6765\u81ea\u5b57\u8282\u7684\u6280\u672f\uff1f<\/p>\n

\u8fd9\u6761\u731c\u6d4b\u76f4\u63a5\u51b2\u4e0a\u70ed\u641c\u699c\u3002<\/p>\n

\u8fd9\u6b3e\u201c\u5f3a\u5230\u4e0d\u6562\u516c\u5f00\u53d1\u5e03\u201d\u7684Mythos\u6a21\u578b\uff0c\u786e\u5b9e\u523a\u6fc0\u4e86\u4eba\u4eec\u5bf9\u4e0b\u4e00\u4ee3LLM\u67b6\u6784\u7684\u60f3\u8c61\u3002<\/p>\n

\u793e\u533a\u6b63\u5728\u70ed\u70c8\u8ba8\u8bba\u5b83\u662f\u5426\u91c7\u7528\u4e86\u5faa\u73af\u8bed\u8a00\u6a21\u578b\uff08Looped Language Model\uff09\u67b6\u6784\u3002<\/p>\n

\u8fd9\u4e2a\u6982\u5ff5\u6765\u81ea\u5b57\u8282Seed\u56e2\u961f\u4e0e\u591a\u4e2a\u9ad8\u6821\u5408\u4f5c\u7684\u4e00\u7bc7\u8bba\u6587\uff0cYoshua Bengio\u4e5f\u53c2\u4e0e\u5176\u4e2d\u3002<\/p>\n

\u5173\u952e\u7ebf\u7d22\u5728\u4e8eAnthropic\u516c\u5e03\u7684\u4e00\u7ec4\u6d4b\u8bd5\u6570\u636e\u3002<\/p>\n

\u5b57\u8282\u8bba\u6587\u6307\u51fa\uff0c\u56fe\u641c\u7d22\u662f\u5faa\u73af\u7b97\u6cd5\u76f8\u6bd4\u6807\u51c6RLVR\u5177\u6709\u5de8\u5927\u7406\u8bba\u4f18\u52bf\u7684\u9886\u57df\u4e4b\u4e00\u3002<\/p>\n

\u518d\u770bMythos\uff0c\u6b63\u662f\u5728\u5e7f\u5ea6\u641c\u7d22\u4f18\u5148\u7684\u56fe\u641c\u7d22\u6d4b\u8bd5GraphWalks BFS\u4e2d\uff0c\u8d85\u8d8a\u5bf9\u624bGPT5.4\u6700\u591a\u3002<\/p>\n

80%\u5bf921.4%\uff0c\u63a5\u8fd14\u500d\u7684\u5dee\u8ddd\u3002<\/p>\n

\u5728\u5176\u4ed6\u7c7b\u578b\u7684\u4efb\u52a1\u4e0a\uff0c\u5e76\u6ca1\u6709\u51fa\u73b0\u5982\u6b64\u5f02\u5e38\u7684\u5206\u5dee\u3002<\/p>\n

\u8bf4\u660e\u8fd9\u79cd\u8fdb\u6b65\u5f88\u53ef\u80fd\u4e0d\u662f\u6765\u81ea\u901a\u7528\u7684Scaling Law\uff0c\u800c\u662f\u67b6\u6784\u521b\u65b0\u3002<\/p>\n

GraphWalks BFS\u6d4b\u8bd5\uff0c\u5c31\u662f\u7ed9\u6a21\u578b\u4e00\u4e2a\u590d\u6742\u7684\u56fe\u7ed3\u6784\uff0c\u8ba9\u5b83\u505a\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\uff0c\u4ece\u8d77\u70b9\u51fa\u53d1\uff0c\u4e00\u5c42\u4e00\u5c42\u5730\u8bbf\u95ee\u6240\u6709\u76f8\u90bb\u8282\u70b9\u3002<\/p>\n

\u6807\u51c6Transformer\u5904\u7406\u8fd9\u7c7b\u95ee\u9898\u53ea\u80fd\u4e00\u6b21\u524d\u5411\u4f20\u64ad\uff0c\u4ece\u5934\u8d70\u5230\u5c3e\uff0c\u8f93\u51fa\u7ed3\u679c\uff0c\u6ca1\u6709\u201c\u8fed\u4ee3\u201d\u8fd9\u4e2a\u6982\u5ff5\u3002<\/p>\n

Mythos\u5728\u56fe\u904d\u5386\u4e0a\u62ff\u5230\u4e8680%\u7684\u5206\u6570\uff0c\u8868\u660e\u5b83\u5185\u90e8\u5f88\u53ef\u80fd\u5728\u201c\u201d\u53cd\u590d\u8ba1\u7b97\u201d\uff0c\u5bf9\u540c\u4e00\u7ec4\u4fe1\u606f\u6765\u56de\u5904\u7406\u4e86\u597d\u51e0\u904d\u3002<\/p>\n

\u90a3\u4e48\u4ec0\u4e48\u6837\u7684\u67b6\u6784\u80fd\u5b9e\u73b0\u201c\u53cd\u590d\u8ba1\u7b97\u201d\uff1f<\/p>\n

\u5b57\u8282Seed\u56e2\u961f\u5728\u8bba\u6587\u4e2d\u63d0\u51faLoopLM\u5faa\u73af\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n

\u7b80\u5355\u603b\u7ed3LoopLM\u6709\u4e09\u4e2a\u7279\u70b9\u3002<\/p>\n

1\u3001\u4e0d\u5199\u957f\u6587\u601d\u8003\uff0c\u5728\u6a21\u578b\u5185\u90e8\u6f5c\u7a7a\u95f4\u8fed\u4ee3\uff0c\u4e0d\u989d\u5916\u8f93\u51fa\u66f4\u591atoken\u3002<\/p>\n

2\u3001\u7b80\u5355\u9898\u5c11\u60f3\u51e0\u6b65\uff0c\u96be\u9898\u591a\u60f3\u51e0\u6b65\uff0c\u81ea\u52a8\u8c03\u8282\u3002<\/p>\n

3\u3001\u9884\u8bad\u7ec3\u65f6\u5c31\u5b66 \u201c\u600e\u4e48\u5728\u6f5c\u7a7a\u95f4\u601d\u8003\u201d\uff0c\u800c\u4e0d\u662f\u53ea\u5b66 \u201c\u600e\u4e48\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u201d\u3002<\/p>\n

\u5728\u5b9e\u9a8c\u4e2d\uff0c\u56e2\u961f\u8bad\u7ec3\u4e86Ouro\u7cfb\u5217\u5faa\u73af\u8bed\u8a00\u6a21\u578b\uff0c\u5185\u7f6e\u4e86\u5faa\u73af\u601d\u8003\u3002<\/p>\n

\u6d4b\u8bd5\u7ed3\u679c\uff0c1.4B\u7684Ouro\u6a21\u578b\u6027\u80fd\u5bf9\u6807\u7ea64B\u7684\u4f20\u7edf\u6a21\u578b\u30022.8B\u7684Ouro\u6a21\u578b\u76f8\u5f53\u4e8e8B\u201312B\u7684\u4f20\u7edf\u6a21\u578b\u3002<\/p>\n

\u81f3\u4e8e\u5faa\u73af\u6a21\u578b\u7684\u80fd\u529b\u63d0\u5347\u6765\u81ea\u4f55\u5904\uff0c\u8bba\u6587\u8be6\u7ec6\u5206\u6790\u4e86\u77e5\u8bc6\u5b58\u50a8vs\u77e5\u8bc6\u64cd\u4f5c\u7684\u533a\u522b\u3002<\/p>\n

\u77e5\u8bc6\u5b58\u50a8\uff08Knowledge Storage\uff09\u7684\u5bb9\u91cf\u662f\u6709\u9650\u7684\uff0c\u5927\u7ea6\u6bcf\u4e2a\u53c2\u65702bits\uff0c\u4e0d\u7ba1\u7528\u4ec0\u4e48\u67b6\u6784\uff0c\u8fd9\u4e2a\u6570\u5b57\u57fa\u672c\u4e0d\u53d8\u3002<\/p>\n

\u5faa\u73af\u4e5f\u4e0d\u4f1a\u8ba9\u4f60\u201c\u8bb0\u4f4f\u201d\u66f4\u591a\u4e1c\u897f\u3002<\/p>\n

\u4f46\u77e5\u8bc6\u64cd\u4f5c\uff08Knowledge Manipulation\uff09\u4e0d\u4e00\u6837\uff0c\u628a\u5df2\u77e5\u4e8b\u5b9e\u7ec4\u5408\u8d77\u6765\u505a\u591a\u8df3\u63a8\u7406\u3001\u6267\u884c\u7a0b\u5e8f\u3001\u641c\u7d22\u56fe\u7ed3\u6784\uff0c\u8fd9\u7c7b\u80fd\u529b\u968f\u5faa\u73af\u6b65\u6570\u548c\u8bad\u7ec3tokens\u6307\u6570\u7ea7\u589e\u957f\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u5faa\u73af\u6a21\u578b\u6ca1\u6709\u7ed9AI\u4e00\u4e2a\u66f4\u5927\u7684\u77e5\u8bc6\u5e93\uff0c\u4f46\u5b83\u8ba9AI\u5728\u77e5\u8bc6\u5e93\u5e93\u91cc\u7684\u641c\u7d22\u548c\u7ec4\u5408\u80fd\u529b\u63d0\u5347\u4e86\u4e00\u4e2a\u91cf\u7ea7\u3002<\/p>\n

\u90a3\u4e48Mythos\u7a76\u7adf\u662f\u4e0d\u662f\u5faa\u73af\u6a21\u578b\u67b6\u6784\uff0c\u6709\u4eba\u603b\u7ed3\u51fa\u9664\u4e86GraphWalks\u4e4b\u5916\u7684\u66f4\u591a\u7ebf\u7d22\u3002<\/p>\n

\u7b2c\u4e00\u6761\u7ebf\u7d22\uff0c\u4e5f\u5c31\u662f\u5e7f\u5ea6\u4f18\u5148\u56fe\u641c\u7d22\u6d4b\u8bd5\u7ed3\u679c\u3002<\/p>\n

Mythos\u9664\u4e86\u5206\u6570\u662fGPT5.4\u76844\u500d\uff0c\u6bd4\u4e0a\u4e00\u4ee3Opus\u63d0\u5347\u5e45\u5ea6\u4e5f\u5f02\u5e38\u5927\u3002<\/p>\n

\u7b2c\u4e8c\u6761\u7ebf\u7d22\uff0cAnthropic\u62a5\u544aMythos\u6bcf\u4e2a\u4efb\u52a1\u4f7f\u7528\u7684token\u6570\u91cf\u662fOpus4.6\u76841\/5\uff0c\u4f46\u901f\u5ea6\u66f4\u6162\u3002<\/p>\n

\uff08\u4ef7\u683c\u4e5f\u8d355\u500d\uff01\uff09<\/p>\n

\u8fd9\u5728\u6807\u51c6Transformer\u6846\u67b6\u4e0b\u5f88\u96be\u8bf4\u5f97\u901a\uff0ctoken\u5c11\uff0c\u751f\u6210\u6b65\u9aa4\u5c31\u5c11\uff0c\u5e94\u8be5\u66f4\u5feb\u624d\u5bf9\u3002<\/p>\n

\u4f46\u5faa\u73af\u6a21\u578b\u521a\u597d\u89e3\u91ca\u4e86\u8fd9\u4e2a\u77db\u76fe\uff1a\u63a8\u7406\u4e0d\u53d1\u751f\u5728token\u5c42\u9762\uff0c\u800c\u662f\u53d1\u751f\u5728\u6f5c\u7a7a\u95f4\uff0c\u8ba1\u7b97\u91cf\u82b1\u5728\u4e86\u770b\u4e0d\u89c1\u7684\u5730\u65b9\u3002<\/p>\n

\u7ebf\u7d22\u4e09\uff0cMythos\u5728\u7f51\u7edc\u5b89\u5168\u65b9\u9762\u975e\u5e38\u7a81\u51fa\u3002<\/p>\n

Mythos\u5728CyberGym\u6d4b\u8bd5\u4e0a\u62ff\u523083.1%\uff0cOpus4.6\u662f66.6%\uff0c\u9886\u5148\u8fd117\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

\u4ee5\u53ca\u627e\u5230\u4e0a\u5343\u4e2a\u96f6\u65e5\u6f0f\u6d1e\uff0c\u4e3b\u6d41\u64cd\u4f5c\u7cfb\u7edf\u548c\u6d4f\u89c8\u5668\u5168\u90fd\u6ca1\u9003\u8fc7\u3002<\/p>\n

\u6f0f\u6d1e\u53d1\u73b0\u7684\u672c\u8d28\u5c31\u662f\u5bf9\u63a7\u5236\u6d41\u56fe\u505a\u904d\u5386\u3002\u627e\u5230\u4e00\u6761\u4ece\u8f93\u5165\u5230\u5371\u9669\u51fd\u6570\u7684\u8def\u5f84\uff0c\u4e5f\u5c31\u662f\u56fe\u7684\u53ef\u8fbe\u6027\u95ee\u9898\u3002<\/p>\n

\u53c8\u662f\u56fe\u904d\u5386\u3002\u53c8\u662f\u5faa\u73af\u67b6\u6784\u7684\u5929\u751f\u5f3a\u9879\u3002<\/p>\n

\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u7ec8\u5f52\u53ea\u662f\u5927\u5bb6\u7684\u731c\u6d4b\uff0cAnthropic\u6ca1\u6709\u516c\u5f00\u4efb\u4f55\u5173\u4e8eMythos\u67b6\u6784\u7684\u4fe1\u606f\uff0c\u5f88\u53ef\u80fd\u4ee5\u540e\u4e5f\u4e0d\u4f1a\u516c\u5f00\u3002<\/p>\n

\u4f46\u6709\u4e00\u53e5\u8bdd\u503c\u5f97\u601d\u8003\uff1a<\/p>\n

Scaling Law\u6539\u5584\u4e00\u5207\uff0c\u76f8\u5bf9\u5747\u5300\uff0c\u67b6\u6784\u521b\u65b0\u5728\u5339\u914d\u5176\u5f52\u7eb3\u504f\u7f6e\u7684\u4efb\u52a1\u4e0a\u521b\u9020\u5f02\u5e38\u5c16\u5cf0\u503c\u3002<\/p>\n

\u5faa\u73afTransformer\u7684\u5f52\u7eb3\u504f\u7f6e\u5c31\u662f\u8fed\u4ee3\u56fe\u7b97\u6cd5\u3002Mythos\u7684\u5f02\u5e38\u5c16\u5cf0\uff0c\u6070\u597d\u51fa\u73b0\u5728\u56fe\u904d\u5386\u4efb\u52a1\u4e0a\u3002<\/p>\n

Anthropic\u4e0d\u8bf4\uff0c\u4f46\u6d4b\u8bd5\u6570\u636e\u5df2\u7ecf\u66ff\u5b83\u8bf4\u4e86\u3002<\/p>\n

\u5b57\u8282\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2510.25741<\/p>\n

\u53c2\u8003\u94fe\u63a5\uff1a[1]https:\/\/x.com\/ChrisHayduk\/status\/2042711699413926262[2]https:\/\/aiia.ro\/blog\/claude-mythos-looped-language-model-theory<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

Claude\u6700\u5f3a\u201c\u795e\u8bdd\u201d\u6a21\u578b\uff0c\u53ef\u80fd\u7528\u5230\u6765\u81ea\u5b57\u8282\u7684\u6280\u672f\uff1f<\/p>\n

\u8fd9\u6761\u731c\u6d4b\u76f4\u63a5\u51b2\u4e0a\u70ed\u641c\u699c\u3002<\/p>\n

\u8fd9\u6b3e\u201c\u5f3a\u5230\u4e0d\u6562\u516c\u5f00\u53d1\u5e03\u201d\u7684Mythos\u6a21\u578b\uff0c\u786e\u5b9e\u523a\u6fc0\u4e86\u4eba\u4eec\u5bf9\u4e0b\u4e00\u4ee3LLM\u67b6\u6784\u7684\u60f3\u8c61\u3002<\/p>\n

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