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\"\u4e2d\u56fdNeoLab\u65f6\u523b\uff1aEverMind\u75283\u7bc7\u8bba\u6587\uff0c\u4ea4\u51fa\u5168\u6808\u81ea\u8fdb\u5316\u9996\u4efd\u7b54\u5377\"\/<\/div><\/figure>\n
\"\u4e2d\u56fdNeoLab\u65f6\u523b\uff1aEverMind\u75283\u7bc7\u8bba\u6587\uff0c\u4ea4\u51fa\u5168\u6808\u81ea\u8fdb\u5316\u9996\u4efd\u7b54\u5377\"\/<\/div><\/figure>\n
\"\u4e2d\u56fdNeoLab\u65f6\u523b\uff1aEverMind\u75283\u7bc7\u8bba\u6587\uff0c\u4ea4\u51fa\u5168\u6808\u81ea\u8fdb\u5316\u9996\u4efd\u7b54\u5377\"\/<\/div><\/figure>\n
\"\u4e2d\u56fdNeoLab\u65f6\u523b\uff1aEverMind\u75283\u7bc7\u8bba\u6587\uff0c\u4ea4\u51fa\u5168\u6808\u81ea\u8fdb\u5316\u9996\u4efd\u7b54\u5377\"\/<\/div><\/figure>\n

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

2026\u5e74\u590f\u5929\uff0c\u6ce8\u5b9a\u662f\u81ea\u8fdb\u5316AI\u7684\u5386\u53f2\u4e00\u523b\u3002<\/p>\n

\u5f53\u6d77\u5916NeoLab\u8fd8\u5fd9\u4e8e\u9760\u53d9\u4e8b\u62ff\u4e0b\u6570\u4ebf\u7f8e\u5143\u878d\u8d44\u65f6\uff0c\u4e00\u5bb6\u4e2d\u56fd\u56e2\u961f\u7528\u8fde\u7eed\u4e09\u7bc7\u8bba\u6587\uff0c\u4ea4\u51fa\u4e86\u81ea\u8fdb\u5316AI\u9886\u57df\u7b2c\u4e00\u4efd\u5168\u6808\u7b54\u6848\u3002<\/p>\n

\u5b83\u5c31\u662fEverMind\uff0c\u7531\u76db\u5927\u96c6\u56e2\u5b75\u5316\uff0c\u5ef6\u88ad\u5f53\u5e74\u521b\u65b0\u9662\u7814\u7a76\u57fa\u56e0\u3002<\/p>\n

\u5176\u5b9e\u56de\u987e\u4e2d\u56fd\u4e92\u8054\u7f51\u53f2\uff0c\u76db\u5927\u521b\u65b0\u9662\u7684\u5b58\u5728\u51e0\u4e4e\u7b97\u5f97\u4e0a\u300c\u5f02\u7c7b\u300d\u3002<\/p>\n

2008\u5e74\uff0c\u9648\u5929\u6865\u5728\u76db\u5927\u96c6\u56e2\u5185\u90e8\u521b\u7acb\u8be5\u673a\u6784\uff0c\u5176\u5b9a\u4f4d\u4e0d\u662f\u505a\u4ea7\u54c1\u3001\u4e5f\u4e0d\u8ffdKPI\uff0c\u5c31\u662f\u7eaf\u7cb9\u5730\u63a2\u7d22\u6280\u672f\u524d\u6cbf\u3002<\/p>\n

\u8fd9\u5728\u90a3\u4e2a\u6d41\u91cf\u4e3a\u738b\u3001\u53d8\u73b0\u81f3\u4e0a\u7684\u4e92\u8054\u7f51\u65f6\u4ee3\uff0c\u5176\u5b9e\u662f\u4e00\u79cd\u6781\u4e3a\u7f55\u89c1\u7684\u4f01\u4e1a\u5185\u7814\u7a76\u6587\u5316\u3002<\/p>\n

\u5f7c\u65f6\uff0c\u8fd9\u79cd\u6a21\u5f0f\u5728\u4e2d\u56fd\u4f01\u4e1a\u754c\u51e0\u4e4e\u662f\u5f00\u521b\u6027\u7684\u3002<\/p>\n

\u5341\u4f59\u5e74\u540e\uff0c\u65f6\u4ee3\u7684\u5e95\u8272\u5df2\u7ecf\u4ece\u4e92\u8054\u7f51\u5207\u6362\u5230\u4e86AI\u3002<\/p>\n

\u800c\u76db\u5927\u96c6\u56e2\u7684\u6218\u7565\u5e03\u5c40\uff0c\u4e5f\u5df2\u7ecf\u96c6\u4e2d\u5230\u66f4\u4e3a\u524d\u6cbf\u7684\u8111\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u65b9\u5411\u2014\u2014<\/p>\n

\u8fd1\u4e09\u5e74\u6765\uff0c\u76db\u5927All in AI\uff0c\u5728\u539f\u6709\u98ce\u9669\u6295\u8d44\u4f53\u7cfb\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u5185\u90e8\u5b75\u5316\u673a\u5236\u5728\u5168\u7403\u8303\u56f4\u5185\u5e7f\u6cdb\u5438\u5f15\u9876\u5c16AI\u4eba\u624d\uff0c\u9646\u7eed\u5b75\u5316\u51fa\u591a\u652f\u4e13\u6ce8\u4e8e\u4e0d\u540cAI\u65b9\u5411\u7684\u7814\u7a76\u578b\u56e2\u961f\u3002<\/p>\n

EverMind\uff0c\u6b63\u662f\u5176\u4e2d\u4e00\u652f\u3002<\/p>\n

\u5982\u679c\u8bf4\u76db\u5927\u521b\u65b0\u9662\u5f00\u521b\u4e86\u4e2d\u56fd\u4f01\u4e1a\u5185\u7814\u7a76\u578b\u7ec4\u7ec7\u7684\u5148\u6cb3\uff0c\u90a3\u4e48EverMind\u7684\u51fa\u73b0\uff0c\u5219\u662f\u8fd9\u4e00\u57fa\u56e0\u5728AI\u65f6\u4ee3\u7684\u5ef6\u7eed\u4e0e\u5347\u534e\u3002<\/p>\n

\u4e5f\u6b63\u56e0\u5982\u6b64\uff0c\u8fd9\u652f\u56e2\u961f\u4ece\u4e00\u5f00\u59cb\u4fbf\u9009\u62e9\u4e86\u4e00\u6761\u5728\u5546\u4e1a\u4e0a\u770b\u4f3c\u201c\u6700\u96be\u201d\u3001\u5728\u6280\u672f\u4e0a\u5374\u201c\u6700\u6839\u672c\u201d\u7684\u8def\uff1a<\/p>\n

\u89e3\u51b3AI\u7684\u957f\u671f\u8bb0\u5fc6\u95ee\u9898\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u63a2\u7d22AI\u7684\u81ea\u8fdb\u5316\u4e4b\u8def\u3002<\/p>\n

\u653e\u81f32026\u5e74\u7684AI\u7248\u56fe\u4e0a\uff0c\u8fd9\u4e2a\u6a21\u5f0f\u6709\u4e86\u4e00\u4e2a\u66f4\u4e3a\u54cd\u4eae\u7684\u540d\u5b57\u2014\u2014NeoLab\uff08\u65b0\u4e00\u4ee3AI\u5b9e\u9a8c\u5ba4\uff09\u3002<\/p>\n

NeoLab\u8fd9\u4e2a\u8bcd\uff0c\u6700\u65e9\u662f\u88ab\u7528\u6765\u63cf\u8ff0\u90a3\u6279\u4eceOpenAI\u3001Google DeepMind\u3001Meta\u7b49\u9876\u7ea7AI\u673a\u6784\u51fa\u8d70\u3001\u62bc\u6ce8\u524d\u6cbf\u6280\u672f\u65b9\u5411\u72ec\u7acb\u521b\u4e1a\u7684\u7814\u7a76\u578b\u56e2\u961f\u3002<\/p>\n

\u4ed6\u4eec\u7684\u5171\u540c\u7279\u5f81\u662f\uff1a\u9762\u5411\u4e0b\u4e00\u4ee3AI\u6280\u672f\u3001\u7814\u7a76\u9a71\u52a8\u548c\u957f\u671f\u4e3b\u4e49\u3002<\/p>\n

2026\u5e74\uff0c\u8fd9\u80a1\u6d6a\u6f6e\u5df2\u7ecf\u6c79\u6d8c\u5230\u4e86\u65e0\u6cd5\u5ffd\u89c6\u7684\u7a0b\u5ea6\uff1a<\/p>\n

\u6bd4\u5982\uff0c\u524dSalesforce\u9996\u5e2d\u79d1\u5b66\u5bb6Richard Socher\u4e0e\u524dMeta FAIR\u79d1\u5b66\u5bb6\u603b\u76d1\u7530\u6e0a\u680b\u8054\u5408\u521b\u7acb\u7684Recursive Superintelligence\uff08RSI\uff09\u3002<\/p>\n

\u5176\u5728\u56e2\u961f\u4e0d\u8db330\u4eba\u3001\u5c1a\u65e0\u4efb\u4f55\u4ea7\u54c1\u7684\u60c5\u51b5\u4e0b\uff0c\u62ff\u5230\u4e866.5\u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u4f30\u503c\u9ad8\u8fbe46.5\u4ebf\u7f8e\u5143\uff0c\u5e76\u968f\u5373\u4e0eAWS\u7b7e\u7f72\u4e864.1\u4ebf\u7f8e\u5143\u7684\u591a\u5e74\u7b97\u529b\u5408\u4f5c\u534f\u8bae\u3002<\/p>\n

DeepMind\u7684AlphaGo\u4e4b\u7236David Silver\u5e26\u7740Ineffable Intelligence\u4ee551\u4ebf\u7f8e\u5143\u4f30\u503c\u6740\u5165\u6218\u5c40\u3002<\/p>\n

Engram\u4ee56\u4ebf\u7f8e\u5143\u4f30\u503c\u5b8c\u6210\u4e869800\u4e07\u7f8e\u5143A\u8f6e\u878d\u8d44\uff0cAdaption Labs\u4ee510\u4ebf\u7f8e\u5143\u4f30\u503c\u62ff\u5230\u4e865000\u4e07\u7f8e\u5143\u79cd\u5b50\u8f6e\uff0cCore Automation\u7684\u4f30\u503c\u76ee\u6807\u76f4\u630740\u4ebf\u7f8e\u5143\u2026\u2026<\/p>\n

\u8fd9\u4e9b\u56e2\u961f\u62bc\u6ce8\u7684\u6838\u5fc3\u547d\u9898\uff0c\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u65b9\u5411\uff1a\u5982\u4f55\u8ba9AI\u5728\u90e8\u7f72\u540e\u4e0d\u518d\u662f\u4e00\u6210\u4e0d\u53d8\u7684\u9759\u7269\uff0c\u800c\u662f\u80fd\u591f\u901a\u8fc7\u81ea\u6211\u8fed\u4ee3\u5b9e\u73b0\u6301\u7eed\u8fdb\u5316\u3002<\/p>\n

\u8fd9\u4e2a\u65b9\u5411\uff0c\u5728\u5b66\u672f\u4e0a\u88ab\u79f0\u4e3a\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff08Recursive Self-Improvement\uff09\uff0c\u5728\u4ea7\u4e1a\u4e0a\u88ab\u79f0\u4e3a\u81ea\u8fdb\u5316AI\uff08Self-Evolving AI\uff09\u3002<\/p>\n

\u7136\u800c\uff0c\u5f53\u6211\u4eec\u4ed4\u7ec6\u5ba1\u89c6\u8fd9\u4e9b\u4f30\u503c\u60ca\u4eba\u7684NeoLab\u65f6\uff0c\u4f1a\u53d1\u73b0\u4ed6\u4eec\u5927\u591a\u4ecd\u505c\u7559\u5728\u5355\u70b9\u7a81\u7834\u7684\u7406\u8bba\u63a2\u7d22\u9636\u6bb5\uff1a<\/p>\n

\u5c31\u5728\u6d77\u5916\u56e2\u961f\u8fd8\u5728\u5404\u81ea\u7684\u7ec6\u5206\u9886\u57df\u6478\u7d22\u65f6\uff0cEverMind\u6084\u7136\u5b8c\u6210\u4e86\u4e00\u4ef6\u4ee4\u4eba\u77a9\u76ee\u7684\u4e8b\uff1a<\/p>\n

\u8fde\u7eed\u53d1\u5e03\u4e09\u7bc7\u91cd\u91cf\u7ea7\u8bba\u6587\uff0c\u4ece\u6280\u80fd\u5c42\u3001\u811a\u624b\u67b6\u5c42\u5230\u6a21\u578b\u6743\u91cd\u5c42\uff0c\u7cfb\u7edf\u6027\u5730\u7ed9\u51fa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u81ea\u8fdb\u5316AI\u6280\u672f\u7b54\u6848\u3002<\/p>\n

\u5728\u6df1\u5165\u8fd9\u4e09\u7bc7\u8bba\u6587\u4e4b\u524d\uff0c\u6709\u4e00\u4e2a\u7ec6\u8282\u503c\u5f97\u5355\u72ec\u8bb0\u5f55\u3002<\/p>\n

\u4eca\u5e74\u56db\u6708\uff0cEverMind\u4e3b\u529e\u4e86\u4e00\u573a\u540d\u4e3a\u201c\u8bb0\u5fc6\u8d77\u6e90\u201d\uff08Memory Origins\uff09\u7684Hackathon\u6d3b\u52a8\u3002<\/p>\n

\u5728\u8fd9\u573a\u6d3b\u52a8\u4e0a\uff0c\u51fa\u73b0\u4e86\u4e00\u4f4d\u7279\u522b\u7684\u5609\u5bbe\u2014\u2014Recursive Superintelligence\uff08RSI\uff09\u7684\u8054\u5408\u521b\u59cb\u4eba\u4e4b\u4e00\uff0c\u7530\u6e0a\u680b\u3002<\/p>\n

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\u5728\u6d3b\u52a8\u7ed3\u675f\u540e\uff0c\u7530\u6e0a\u680b\u4e0eEverMind\u8d1f\u8d23\u4eba\u9093\u4e9a\u5cf0\u5171\u540c\u63a5\u53d7\u4e86\u300c\u7845\u8c37\u521b\u89c1\u6c47\u300d\u64ad\u5ba2\u7684\u91c7\u8bbf\uff0c\u4e24\u4eba\u5c31AI\u884c\u4e1a\u7684\u53d1\u5c55\u8d70\u5411\u548c\u8bb0\u5fc6\u76f8\u5173\u6280\u672f\u7684\u524d\u666f\u8fdb\u884c\u4e86\u6df1\u5165\u5bf9\u8c08\u3002<\/p>\n

\u5728\u8fd9\u6b21\u5bf9\u8bdd\u4e2d\uff0c\u9093\u4e9a\u5cf0\u63d0\u51fa\u4e86\u4e00\u4e2a\u6838\u5fc3\u5224\u65ad\uff0c\u4e5f\u900f\u9732\u4e86EverMind\u6280\u672f\u6218\u7565\u7684\u8109\u7edc\uff1a<\/p>\n

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\u8fd9\u53e5\u8bdd\u503c\u5f97\u7ec6\u7ec6\u54c1\u5473\u3002<\/p>\n

\u8bb0\u5fc6\uff0c\u662fAgent\u79ef\u7d2f\u7ecf\u9a8c\u7684\u8f7d\u4f53\uff1b\u81ea\u8fdb\u5316\uff0c\u662f\u628a\u7ecf\u9a8c\u8f6c\u5316\u4e3a\u80fd\u529b\u8dc3\u5347\u7684\u8def\u5f84\u3002<\/p>\n

\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684\u8bb0\u5fc6\uff0c\u81ea\u8fdb\u5316\u5c31\u662f\u65e0\u6e90\u4e4b\u6c34\uff1b\u6ca1\u6709\u81ea\u8fdb\u5316\u4f5c\u4e3a\u76ee\u6807\uff0c\u8bb0\u5fc6\u5c31\u53ea\u662f\u4e00\u4e2a\u8d8a\u6765\u8d8a\u5927\u7684\u6863\u6848\u9986\u3002<\/p>\n

EverMind\u4eceEverOS\uff08\u8bb0\u5fc6\u64cd\u4f5c\u7cfb\u7edf\uff09\u5230Raven\uff08\u81ea\u8fdb\u5316Agent\u6846\u67b6\uff09\uff0c\u518d\u5230\u4e09\u7bc7\u81ea\u8fdb\u5316\u8bba\u6587\u6240\u6784\u5efa\u7684\u5b8c\u6574\u6280\u672f\u6808\uff0c\u6b63\u662f\u8fd9\u4e00\u5224\u65ad\u7684\u7cfb\u7edf\u6027\u5b9e\u8df5\u3002<\/p>\n

\u7530\u6e0a\u680b\u4e0e\u9093\u4e9a\u5cf0\u5728\u540c\u4e00\u4e2a\u821e\u53f0\u4e0a\u7684\u76f8\u9047\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4e5f\u662f\u4e00\u4e2a\u9690\u55bb\uff1a<\/p>\n

\u5f53\u6d77\u5916\u6700\u9876\u5c16\u7684\u81ea\u8fdb\u5316\u7814\u7a76\u8005\uff0c\u4e0e\u4e2d\u56fd\u6700\u5177\u7814\u7a76\u6df1\u5ea6\u7684\u8bb0\u5fc6AI\u56e2\u961f\u76f8\u9047\uff0c\u4ed6\u4eec\u53d1\u73b0\u5f7c\u6b64\u6b63\u5728\u4ece\u4e0d\u540c\u7684\u5165\u53e3\uff0c\u6500\u767b\u540c\u4e00\u5ea7\u5c71\u5cf0\u3002<\/p>\n

\u5728\u6df1\u5165EverMind\u7684\u6280\u672f\u7ec6\u8282\u4e4b\u524d\uff0c\u8fd8\u9700\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff1a\u4e3a\u4ec0\u4e48\u201c\u8ba9AI\u81ea\u6211\u8fdb\u5316\u201d\u65e2\u662f\u5fc5\u7b54\u9898\uff0c\u53c8\u662f\u4e00\u9053\u96be\u9898\u3002<\/p>\n

\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u4e00\u65e6\u5b8c\u6210\u8bad\u7ec3\u5e76\u90e8\u7f72\uff0c\u80fd\u529b\u5c31\u88ab\u51bb\u7ed3\u4e86\uff0c\u4e0d\u518d\u968f\u4f7f\u7528\u800c\u589e\u957f\u3002\u53ef\u4eba\u7c7b\u667a\u80fd\u6700\u8ff7\u4eba\u7684\u5730\u65b9\u6070\u6070\u76f8\u53cd\u2014\u2014\u6bcf\u4e00\u6b21\u4ea4\u6d41\u3001\u6bcf\u4e00\u6b21\u601d\u8003\uff0c\u6211\u4eec\u90fd\u5728\u6084\u7136\u8fdb\u5316\u3002<\/p>\n

\u4e0b\u4e00\u4ee3AI\u4e5f\u7406\u5e94\u5982\u6b64\uff1a\u80fd\u591f\u901a\u8fc7\u6301\u7eed\u5b66\u4e60\u4e0d\u65ad\u53d8\u5f97\u66f4\u806a\u660e\uff0c\u800c\u4e0d\u662f\u505c\u5728\u51fa\u5382\u90a3\u4e00\u523b\u3002<\/p>\n

\u800c\u4e14\u8fd9\u6761\u8def\u6b63\u5728\u53d8\u5f97\u73b0\u5b9e\u3002<\/p>\n

\u968f\u7740\u5927\u6a21\u578b\u80fd\u529b\u7684\u8dc3\u5347\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u6848\u4f8b\u8868\u660e\uff0c\u201cAI\u81ea\u4e3b\u6539\u8fdbAI\u201d\u5df2\u7ecf\u4ece\u8bbe\u60f3\u8d70\u5411\u53ef\u884c\uff0c\u5728\u67d0\u4e9b\u73af\u8282\u751a\u81f3\u5f00\u59cb\u8d85\u8d8a\u4eba\u7c7b\u4e13\u5bb6\u3002<\/p>\n

\u4e00\u65e6AI\u80fd\u591f\u7a33\u5b9a\u5730\u81ea\u6211\u6539\u8fdb\uff0c\u968f\u4e4b\u800c\u6765\u7684\u5f88\u53ef\u80fd\u662f\u4e00\u573a\u751f\u4ea7\u529b\u7684\u8dc3\u8fc1\u3002<\/p>\n

\u4f46\u8981\u771f\u6b63\u505a\u5230\u8fd9\u4e00\u70b9\u5e76\u4e0d\u5bb9\u6613\u3002\u4e1a\u754c\u901a\u5e38\u6709\u4e09\u6761\u8def\u5f84\uff0c\u6bcf\u4e00\u6761\u90fd\u6a2a\u7740\u4e00\u9053\u96be\u5173\u3002<\/p>\n

\u811a\u624b\u67b6\uff08Harness\uff09\u7684\u81ea\u6211\u6539\u8fdb\uff0c\u662f\u7b2c\u4e00\u9053\u5173\u5361\u3002<\/p>\n

\u4e00\u4e2aAgent\u7684\u5b9e\u9645\u8868\u73b0\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6a21\u578b\u672c\u8eab\uff0c\u66f4\u53d6\u51b3\u4e8e\u5305\u88f9\u5728\u6a21\u578b\u5916\u56f4\u7684\u300c\u811a\u624b\u67b6\u300d\u2014\u2014\u63d0\u793a\u8bcd\u3001\u6ce8\u5165\u7684\u77e5\u8bc6\u3001\u8fd0\u884c\u65f6\u63a7\u5236\u903b\u8f91\u7b49\u3002<\/p>\n

\u8ba9\u6a21\u578b\u81ea\u5df1\u4fee\u6539\u8fd9\u4e9b\u4ee3\u7801\u770b\u4f3c\u7b80\u5355\uff0c\u771f\u6b63\u7684\u96be\u70b9\u5374\u5728\u4e8e\u5982\u4f55\u907f\u514d\u8fc7\u62df\u5408\uff1a\u6a21\u578b\u81ea\u6211\u751f\u6210\u7684\u53cd\u9988\u5f80\u5f80\u5145\u6ee1\u566a\u58f0\uff0c\u4e00\u4e2a\u770b\u4f3c\u6709\u6548\u7684\u4fee\u6539\uff0c\u53ef\u80fd\u53ea\u662f\u9488\u5bf9\u7279\u5b9a\u6d4b\u8bd5\u96c6\u7684\u8fc7\u62df\u5408\uff0c\u6362\u4e2a\u573a\u666f\u5c31\u4f1a\u5bfc\u81f4\u707e\u96be\u6027\u5d29\u6e83\u3002<\/p>\n

\u6280\u80fd\uff08Skills\uff09\u7684\u89c4\u6a21\u5316\u7ba1\u7406\uff0c\u662f\u7b2c\u4e8c\u9053\u5173\u5361\u3002<\/p>\n

\u5f53Agent\u628a\u6210\u529f\u7ecf\u9a8c\u56fa\u5316\u4e3a\u53ef\u590d\u7528\u7684\u6280\u80fd\u6587\u4ef6\uff0c\u6280\u80fd\u6570\u91cf\u4f1a\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u90a3\u4e48\u5982\u4f55\u7ba1\u7406\u8fd9\u4e9b\u788e\u7247\u5316\u3001\u5197\u4f59\u3001\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u7684\u6280\u80fd\uff1f\u53c8\u5982\u4f55\u5728\u4e00\u4e2a\u6570\u5341\u4e07\u91cf\u7ea7\u7684\u6280\u80fd\u5e93\u4e2d\uff0c\u7cbe\u51c6\u68c0\u7d22\u51fa\u5f53\u524d\u4efb\u52a1\u771f\u6b63\u9700\u8981\u7684\u90a3\u51e0\u4e2a\uff1f<\/p>\n

\u8fd9\u7c7b\u5de5\u7a0b\u95ee\u9898\u957f\u671f\u88ab\u5b66\u672f\u754c\u5ffd\u89c6\uff0c\u5374\u6070\u6070\u662f\u4ea7\u54c1\u80fd\u5426\u843d\u5730\u7684\u5173\u952e\u3002<\/p>\n

\u6a21\u578b\u6743\u91cd\uff08Weights\uff09\u7684\u8bad\u7ec3\u4fe1\u53f7\u5206\u914d\uff0c\u662f\u7b2c\u4e09\u9053\u5173\u5361\u3002<\/p>\n

\u5728\u6700\u5e95\u5c42\u7684\u6a21\u578b\u8bad\u7ec3\u9636\u6bb5\uff0c\u540c\u7b56\u7565\u81ea\u6211\u84b8\u998f\uff08On-Policy Self-Distillation\uff0cOPSD\uff09\u662f\u63d0\u5347\u63a8\u7406\u80fd\u529b\u7684\u6709\u6548\u624b\u6bb5\u3002<\/p>\n

\u4f46\u4f20\u7edfOPSD\u5728\u5904\u7406\u957f\u5e8f\u5217\u63a8\u7406\u65f6\uff0c\u4f1a\u628a\u76f8\u540c\u7684\u76d1\u7763\u6743\u91cd\u5747\u5300\u5206\u914d\u7ed9\u6bcf\u4e00\u4e2a\u751f\u6210\u6b65\u9aa4\uff0c\u5b8c\u5168\u5ffd\u7565\u4e86\u9519\u8bef\u53d1\u751f\u7684\u65f6\u5e8f\u4e0a\u4e0b\u6587\u3002\u8fd9\u5c31\u50cf\u957f\u8dd1\u65f6\uff0c\u65e0\u8bba\u4f60\u5728\u8d77\u8dd1\u6454\u5012\u8fd8\u662f\u5728\u7ec8\u70b9\u524d\u6454\u5012\uff0c\u6559\u7ec3\u7684\u60e9\u7f5a\u90fd\u4e00\u6a21\u4e00\u6837\u3002<\/p>\n

\u5982\u6b64\u7c97\u9897\u7c92\u5ea6\u7684\u4fe1\u53f7\u5206\u914d\uff0c\u4e25\u91cd\u62d6\u7d2f\u4e86\u6a21\u578b\u7684\u5b66\u4e60\u6548\u7387\u3002<\/p>\n

EverMind\u7684\u4e09\u7bc7\u8bba\u6587\uff0c\u6b63\u662f\u5206\u522b\u7784\u51c6\u8fd9\u4e09\u9053\u96be\u5173\uff0c\u5404\u81ea\u7ed9\u51fa\u4e86\u4e25\u8c28\u7684\u89e3\u6cd5\u3002<\/p>\n

\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\uff0c\u6a21\u578b\u6743\u91cd\u5f80\u5f80\u662f\u51bb\u7ed3\u7684\uff0c\u4fee\u6539Agent\u5916\u56f4\u7684Harness\u6210\u4e3a\u4e86\u63d0\u5347\u6027\u80fd\u7684\u6700\u76f4\u63a5\u624b\u6bb5\u3002<\/p>\n

EverMind\u5728\u300aHarnessBank: Semantic Gene-Bank Search with Gated Verification for Agent-Harness Self-Evolution\u300b\uff08https:\/\/arxiv.org\/abs\/2607.13683\uff09\u4e00\u6587\u4e2d\uff0c\u63d0\u51fa\u4e86\u4e00\u5957\u5168\u65b0\u7684\u6846\u67b6\uff1a<\/p>\n

\u5b83\u80fd\u591f\u8ba9Agent\u81ea\u4e3b\u8bca\u65ad\u5931\u8d25\u5e76\u91cd\u5199\u81ea\u5df1\u7684\u8fd0\u884c\u903b\u8f91\uff0c\u540c\u65f6\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e86\u81ea\u6211\u6539\u8fdb\u4e2d\u7684\u8fc7\u62df\u5408\u95ee\u9898\u3002<\/p>\n

\u8fd9\u5957\u6846\u67b6\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06\u201c\u63d0\u51fa\u53d8\u66f4\u201d\u4e0e\u201c\u5f52\u56e0\u53d8\u66f4\u201d\u5f7b\u5e95\u5206\u79bb\u3002<\/p>\n

\u5728\u8fc7\u53bb\u7684\u7814\u7a76\u4e2d\uff0c\u6a21\u578b\u65e2\u5f53\u8fd0\u52a8\u5458\u53c8\u5f53\u88c1\u5224\uff0c\u81ea\u5df1\u5199\u4ee3\u7801\u81ea\u5df1\u8bc4\u4f30\uff0c\u6781\u6613\u4ea7\u751f\u5e7b\u89c9\u5f0f\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n

\u800c\u5728EverMind\u7684\u65b9\u6848\u4e2d\uff0c\u8bed\u8a00\u6a21\u578b\u53ea\u8d1f\u8d23\u8bca\u65ad\u5931\u8d25\u539f\u56e0\u5e76\u63d0\u51fa\u8865\u4e01\uff08Patch\uff09\uff0c\u6240\u6709\u7684\u91c7\u6837\u3001\u6d4b\u91cf\u548c\u663e\u8457\u6027\u68c0\u9a8c\u5168\u90e8\u4ea4\u7531\u786e\u5b9a\u6027\u7684\u4ee3\u7801\u903b\u8f91\u6765\u63a7\u5236\u3002<\/p>\n

\u8fd9\u4e00\u8bbe\u8ba1\u786e\u4fdd\u4e86\u6bcf\u4e00\u4e2a\u88ab\u7cfb\u7edf\u8ba4\u53ef\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5728\u7edf\u8ba1\u610f\u4e49\u4e0a\u90fd\u662f\u7edd\u5bf9\u53ef\u9760\u7684\uff0c\u800c\u975e\u6d4b\u91cf\u8bef\u5dee\u6216\u968f\u673a\u6ce2\u52a8\u3002<\/p>\n

\u66f4\u6709\u521b\u65b0\u6027\u7684\u662f\u5176\u5f15\u5165\u7684\u88c5\u5907\u57fa\u56e0\u5e93\uff08Harness Gene Bank, HGB\uff09\u673a\u5236\u3002<\/p>\n

\u4f20\u7edf\u7684\u81ea\u8fdb\u5316\u7cfb\u7edf\u5f80\u5f80\u4ee5\u201c\u4efb\u52a1\u201d\u4e3a\u952e\uff08Key\uff09\u6765\u5b58\u50a8\u6539\u8fdb\uff0c\u8fd9\u6781\u6613\u5bfc\u81f4\u7cfb\u7edf\u53ea\u5b66\u4f1a\u4e86\u5982\u4f55\u89e3\u51b3\u7279\u5b9a\u7684\u51e0\u9053\u9898\uff0c\u6362\u4e00\u4e2a\u573a\u666f\u4fbf\u539f\u5f62\u6bd5\u9732\u3002<\/p>\n

EverMind\u5219\u5c06\u6bcf\u4e00\u4efd\u9ad8\u6027\u80fd\u811a\u624b\u67b6\u4ee5\u201cWHERE \u00d7 WHY\u201d\uff08\u6539\u52a8\u4f5c\u7528\u5728\u54ea\u4e2a\u73af\u8282\u3001\u53c8\u662f\u4e3a\u4f55\u88ab\u5f15\u5165\uff09\u4f5c\u4e3a\u8bed\u4e49\u5750\u6807\u5b58\u6863\uff0c\u5e76\u652f\u6301\u901a\u8fc7\u6545\u969c\u8bca\u65ad\u8fdb\u884c\u201c\u91cd\u65b0\u53d1\u660e\u201d\uff0c\u6216\u8de8\u5355\u5143\u8fdb\u884c\u201c\u673a\u5236\u91cd\u7ec4\u201d\uff0c\u9632\u6b62\u641c\u7d22\u8fc7\u7a0b\u9677\u5165\u5d29\u6e83\u6216\u539f\u5730\u6253\u8f6c\u3002<\/p>\n

\u8fd9\u79cd\u8bbe\u8ba1\u5f15\u5165\u4e86\u5f3a\u5927\u7684\u6297\u8fc7\u62df\u5408\u5f52\u7eb3\u504f\u7f6e\u2014\u2014\u7cfb\u7edf\u5b66\u5230\u7684\u4e0d\u662f\u201c\u5982\u4f55\u89e3\u51b3\u8fd9\u9053\u9898\u201d\uff0c\u800c\u662f\u201c\u5982\u4f55\u4fee\u590d\u8fd9\u7c7b\u75c5\u7406\u201d\u3002<\/p>\n

\u4e3a\u4e86\u4ece\u5927\u91cf\u5019\u9009\u540e\u4ee3\u811a\u624b\u67b6\u4e2d\u9ad8\u6548\u6311\u51fa\u771f\u6b63\u6709\u6548\u7684\u6539\u8fdb\uff0c\u56e2\u961f\u8fd8\u8bbe\u8ba1\u4e86\u5206\u7ea7\u88c5\u5907\u7b5b\u9009\uff08Gated Harness Screening\uff09\u673a\u5236\uff0c\u7528\u6709\u6548\u6027\u3001\u6fc0\u6d3b\u3001\u914d\u5bf9\u663e\u8457\u6027\u3001\u589e\u76ca\u56db\u9053\u987a\u5e8f\u95f8\u95e8\u5c42\u5c42\u8fc7\u6ee4\uff0c\u517c\u987e\u4e86\u8bc4\u4f30\u6210\u672c\u4e0e\u7ed3\u679c\u7684\u53ef\u4fe1\u5ea6\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\u4e86\u8fd9\u4e00\u8bbe\u8ba1\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u56e2\u961f\u9ed8\u8ba4\u4ee5Qwen3.6-27B\u4f5c\u4e3a\u4efb\u52a1Agent\u3001Claude Opus 4.8\u4f5c\u4e3a\u8fdb\u5316Agent\uff0c\u5728Terminal-Bench-2\u3001LiveCode\u3001Omni-MATH\u3001BrowseComp+\u3001GDPval\u3001AppWorld\u3001SWE-bench\u4e03\u4e2a\u591a\u6837\u5316\u57fa\u51c6\u4e0a\u8bc4\u6d4b\uff0c\u5e76\u4e0eGEPA\u3001DGM\uff08Darwin G\u00f6del Machine\uff09\u4e24\u79cd\u5f53\u524d\u6700\u5148\u8fdb\u7684\u81ea\u8fdb\u5316\u65b9\u6cd5\u5bf9\u6bd4\u3002<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0c\u5728\u51bb\u7ed3\u4efb\u52a1Agent\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\uff0cHarnessBank\u5728\u5168\u90e8\u4e03\u4e2a\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e865.1%\u523015.4%\u7684\u4e00\u81f4\u6027\u80fd\u63d0\u5347\u3002<\/p>\n

\u540c\u65f6\u6240\u6709\u589e\u76ca\u5747\u901a\u8fc7\u4e86\u914d\u5bf9\u663e\u8457\u6027\u68c0\u9a8c\uff08z\u22651.96\uff09\uff0c\u8bc1\u660e\u8fd9\u4e9b\u63d0\u5347\u5728\u7edf\u8ba1\u610f\u4e49\u4e0a\u7edd\u5bf9\u53ef\u9760\uff0c\u800c\u975e\u6d4b\u91cf\u8bef\u5dee\u6216\u968f\u673a\u6ce2\u52a8\u3002<\/p>\n

\u8bba\u6587\u4e2d\u8fd8\u6709\u4e00\u4e2a\u6781\u5177\u542f\u53d1\u6027\u7684\u53d1\u73b0\uff1a<\/p>\n

\u8de8\u6a21\u578b\u5b9e\u9a8c\u8bc1\u5b9e\uff0c\u8fd9\u4e9b\u6027\u80fd\u63d0\u5347\u6765\u81ea\u6a21\u578b\u7279\u5f02\u6027\u7684\u81ea\u8fdb\u5316\u8fc7\u7a0b\uff0c\u800c\u4e0d\u662f\u5b58\u5728\u67d0\u4e2a\u653e\u4e4b\u56db\u6d77\u800c\u7686\u51c6\u7684\u201c\u4e07\u80fd\u811a\u624b\u67b6\u201d\u3002<\/p>\n

\u83b7\u80dc\u7684\u8865\u4e01\u8ffd\u8e2a\u7684\u662f\u6a21\u578b\u7684\u4e3b\u5bfc\u201c\u75c5\u7406\u201d\uff0c\u800c\u4e0d\u662f\u6a21\u578b\u7684\u5927\u5c0f\u6216\u5bb6\u65cf\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u5f53\u4f60\u66f4\u6362\u4e00\u4e2a\u4e0d\u540c\u7684\u57fa\u7840\u6a21\u578b\u65f6\uff0c\u4e3b\u5bfc\u75c5\u7406\u4f1a\u6539\u53d8\uff0c\u5bf9\u5e94\u7684\u6700\u4f18\u811a\u624b\u67b6\u4e5f\u4f1a\u968f\u4e4b\u6539\u53d8\uff1b\u4f46\u540c\u6837\u7684\u75c5\u7406-\u8865\u4e01\u5339\u914d\u5173\u7cfb\uff0c\u4f1a\u5728\u4e0d\u540c\u7684\u6a21\u578b\u5bb6\u65cf\u4e2d\u91cd\u590d\u51fa\u73b0\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0cEverMind\u6784\u5efa\u7684\u8fd9\u5957\u201c\u8bca\u65ad-\u5f52\u56e0\u201d\u5faa\u73af\u673a\u5236\uff0c\u662f\u4e00\u79cd\u53ef\u4ee5\u8de8\u6a21\u578b\u8fc1\u79fb\u7684\u5143\u80fd\u529b\uff0c\u8bc1\u660e\u4e86AI for AI\u7684\u6280\u672f\u53ef\u884c\u6027\u3002<\/p>\n

\u5982\u679c\u8bf4Harness\u7684\u81ea\u8fdb\u5316\u8d4b\u4e88\u4e86Agent\u91cd\u5199\u903b\u8f91\u7684\u80fd\u529b\uff0c\u90a3\u4e48\u201c\u6280\u80fd\u201d\uff08Skills\uff09\u5219\u662fAgent\u6c89\u6dc0\u7ecf\u9a8c\u7684\u5177\u4f53\u8f7d\u4f53\u3002<\/p>\n

\u5728EverMind\u7684Raven\u6846\u67b6\u4e2d\uff0c\u5185\u7f6e\u4e86\u9ad8\u8fbe10\u4e07\u9879\u5f00\u7bb1\u5373\u7528\u7684\u6280\u80fd\u3002<\/p>\n

\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6570\u91cf\u5806\u780c\uff0c\u5176\u80cc\u540e\u7684\u5de5\u7a0b\u4e0e\u79d1\u5b66\u652f\u6491\uff0c\u6b63\u51fa\u81ea\u300aSkillCorpus: Aggregating, Curating, and Evaluating the Open Skill.md Ecosystem\u300b\uff08https:\/\/arxiv.org\/abs\/2607.15557\uff09\u3002<\/p>\n

\u968f\u7740\u5f00\u6e90\u793e\u533a\u4e2d\u6280\u80fd\u6587\u4ef6\uff08\u5982Skill.md\u683c\u5f0f\uff09\u7684\u7206\u53d1\u5f0f\u589e\u957f\uff0c\u8fd9\u4e9b\u8d44\u4ea7\u5448\u73b0\u51fa\u4e25\u91cd\u7684\u788e\u7247\u5316\u3001\u5197\u4f59\u548c\u8d28\u91cf\u4e0d\u5747\u3002<\/p>\n

EverMind\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3aSkillCorpus\u7684\u6846\u67b6\uff0c\u9996\u6b21\u5728\u89c4\u6a21\u5316\u5c42\u9762\u4e0a\u5bf9\u5f00\u653e\u6280\u80fd\u751f\u6001\u8fdb\u884c\u4e86\u805a\u5408\u3001\u7b56\u5c55\u3001\u5339\u914d\u548c\u8bc4\u4f30\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u582a\u79f0\u4e00\u573a\u6d69\u5927\u7684\u6570\u5b57\u6dd8\u91d1\u3002<\/p>\n

\u56e2\u961f\u4ece\u722c\u53d6\u7684\u5927\u7ea682.1\u4e07\u4e2a\u539f\u59cb\u6280\u80fd\u4e2d\uff0c\u901a\u8fc7\u591a\u9636\u6bb5\u591a\u7ef4\u5ea6\u7b56\u7565\u8fc7\u6ee4\uff0c\u6700\u7ec8\u7cbe\u9009\u51fa96401\u4e2a\u9ad8\u8d28\u91cf\u6280\u80fd\u3002<\/p>\n

\u4e3a\u4e86\u7ba1\u7406\u8fd9\u4e9b\u6280\u80fd\uff0c\u4ed6\u4eec\u5efa\u7acb\u4e86\u4e00\u4e2a\u5305\u542b16\u4e2a\u7c7b\u522b\u7684\u5206\u7c7b\u6cd5\uff0c\u5e76\u4ece\u5b9e\u7528\u6027\uff08Utility\uff09\u3001\u9c81\u68d2\u6027\uff08Robustness\uff09\u548c\u5b89\u5168\u6027\uff08Safety\uff09\u4e09\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u4e86\u4e25\u683c\u7684\u8d28\u91cf\u63a7\u5236\u3002<\/p>\n

\u4ec5\u4ec5\u6709\u5e93\u8fd8\u4e0d\u591f\uff0c\u5173\u952e\u5728\u4e8e\u68c0\u7d22\u3002<\/p>\n

EverMind\u914d\u5408\u8fd9\u4e2a\u5e9e\u5927\u7684\u8bed\u6599\u5e93\uff0c\u5fae\u8c03\u4e86\u4e00\u5957\u4e13\u95e8\u7684\u68c0\u7d22\u4e0e\u9009\u62e9\u6280\u672f\u6808\uff0c\u786e\u4fddAgent\u5728\u6267\u884c\u4efb\u52a1\u65f6\u80fd\u591f\u7cbe\u51c6\u5339\u914d\u5230\u76f8\u5173\u7684\u6280\u80fd\u3002<\/p>\n

SkillsBench\u3001GDPVal\u548cQwenClawBench\u4e09\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u7aef\u5230\u7aef\u8bc4\u4f30\u663e\u793a\uff0c\u81ea\u7814\u7684Raven Harness\u96c6\u6210SkillCorpus\u540e\uff0cAgent\u5728\u6240\u6709\u57fa\u51c6\u4e0a\u5747\u83b7\u5f97\u4e86\u7a33\u5b9a\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5176\u4e2d\u5728SkillsBench\u4e0a\u7684\u63d0\u5347\u6700\u5927\uff0c\u8fbe\u5230\u4e867.5\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

\u901a\u8fc7\u6df1\u5165\u7684\u8fd0\u8425\u5206\u6790\uff0c\u56e2\u961f\u8fd8\u8bc6\u522b\u51fa\u4e86\u6280\u80fd\u5e26\u6765\u7684\u589e\u76ca\u8fb9\u754c\u2014\u2014<\/p>\n

\u8986\u76d6\u8fb9\u754c\uff08\u6280\u80fd\u5e93\u662f\u5426\u8986\u76d6\u4e86\u4efb\u52a1\u6240\u9700\u7684\u77e5\u8bc6\uff09\u548cHarness\u8fb9\u754c\uff08Agent\u7684\u811a\u624b\u67b6\u662f\u5426\u80fd\u6709\u6548\u8c03\u7528\u6280\u80fd\uff09\uff0c\u8fd9\u4e3a\u672a\u6765\u5982\u4f55\u8fdb\u4e00\u6b65\u4f18\u5316\u6280\u80fd\u68c0\u7d22\u548c\u5e94\u7528\u6307\u660e\u4e86\u65b9\u5411\u3002<\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u4e0d\u4ec5\u662f\u5bf9Raven 10\u4e07\u6280\u80fd\u5e93\u7684\u6280\u672f\u89e3\u5bc6\uff0c\u66f4\u662f\u4e1a\u754c\u9996\u4e2a\u5173\u4e8e\u201c\u7ecf\u8fc7\u7b56\u5c55\u548c\u68c0\u7d22\u670d\u52a1\u7684\u793e\u533a\u6280\u80fd\u5e93\u5982\u4f55\u5728\u771f\u5b9eAgent\u4efb\u52a1\u4e2d\u53d1\u6325\u4f5c\u7528\u201d\u7684\u7aef\u5230\u7aef\u7cfb\u7edf\u6027\u7814\u7a76\u3002<\/p>\n

\u66f4\u8fdb\u4e00\u6b65\uff0c\u6280\u80fd\u5e76\u975e\u4e00\u5165\u5e93\u5c31\u56fa\u5b9a\u4e0d\u53d8\u3002<\/p>\n

\u65e0\u8bba\u662f\u4eba\u5de5\u7f16\u5199\u7684\u6280\u80fd\uff0c\u8fd8\u662fAI\u81ea\u52a8\u751f\u6210\u7684\u6280\u80fd\uff0cEverOS\u90fd\u80fd\u4f9d\u636e\u4efb\u52a1\u6267\u884c\u7684\u6210\u8d25\u7ecf\u9a8c\u5bf9\u5176\u6301\u7eed\u6253\u78e8\u3002<\/p>\n

\u7528\u5f97\u597d\u7684\u88ab\u5f3a\u5316\u3001\u88ab\u590d\u7528\uff0c\u7528\u5f97\u5dee\u7684\u88ab\u4fee\u6b63\u3001\u88ab\u6dd8\u6c70\u3002<\/p>\n

\u6280\u80fd\u5e93\u56e0\u6b64\u4e0d\u662f\u4e00\u4efd\u9759\u6001\u6e05\u5355\uff0c\u800c\u662f\u4e00\u4e2a\u968f\u4efb\u52a1\u4e0d\u65ad\u81ea\u6211\u8fdb\u5316\u3001\u8d8a\u7528\u8d8a\u5f3a\u7684\u8d44\u4ea7\uff0c\u8fd9\u4e5f\u6b63\u662f\u6280\u80fd\u6c89\u6dc0\u5f52\u5c5e\u4e8e\u4efb\u52a1\u5c42\u7684\u539f\u56e0\u6240\u5728\u3002<\/p>\n

\u81ea\u8fdb\u5316\u7684\u6700\u6df1\u5c42\uff0c\u662f\u6a21\u578b\u6743\u91cd\u7684\u81ea\u6211\u8fed\u4ee3\u3002<\/p>\n

EverMind\u7684\u6700\u65b0\u8bba\u6587\u300aDASH: Divergence-Adaptive Supervision Horizons for On-Policy Self-Distillation of Reasoning Models\u300b\uff08https:\/\/arxiv.org\/pdf\/2608.06243v1\uff09\uff0c\u5c55\u793a\u4e86\u5176\u5728\u5e95\u5c42\u7b97\u6cd5\u4e0a\u7684\u6df1\u539a\u529f\u5e95\u3002<\/p>\n

\u4f20\u7edf\u7684\u540c\u7b56\u7565\u81ea\u6211\u84b8\u998f\uff08OPSD\uff09\u5b58\u5728\u4e00\u4e2a\u81f4\u547d\u7684\u65f6\u95f4\u76f2\u533a\uff1a<\/p>\n

\u5b83\u5bf9\u6240\u6709\u5c40\u90e8\u6563\u5ea6\uff08\u5373\u5b66\u751f\u4e0e\u6559\u5e08\u7684\u5dee\u5f02\uff09\u5206\u914d\u76f8\u540c\u7684\u7cfb\u6570\uff0c\u5b8c\u5168\u5ffd\u7565\u4e86\u9519\u8bef\u53d1\u751f\u7684\u65f6\u95f4\u987a\u5e8f\u548c\u4e0a\u4e0b\u6587\u3002<\/p>\n

EverMind\u7684\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5bf9\u5927\u91cf\u771f\u5b9e\u63a8\u7406\u8f68\u8ff9\u7684\u5206\u6790\uff0c\u53d1\u73b0\u4e86\u4e00\u4e2a\u5173\u952e\u73b0\u8c61\uff1a\u5728\u4e00\u4e2a\u63a8\u7406\u5e8f\u5217\u4e2d\uff0c\u5c40\u90e8\u6563\u5ea6\u503c\u7684\u5927\u5c0f\u4e0e\u672a\u6765\u6563\u5ea6\u7684\u6f14\u53d8\u4e4b\u95f4\uff0c\u5b58\u5728\u6781\u5f31\u7684\u5173\u8054\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u7528\u540c\u4e00\u4e2a\u7cfb\u6570\u6765\u5904\u7406\u6240\u6709\u65f6\u95f4\u6b65\u7684\u6563\u5ea6\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7528\u4e00\u628a\u5c3a\u5b50\u91cf\u6240\u6709\u4e0d\u540c\u5f62\u72b6\u7684\u9519\u8bef\uff0c\u5fc5\u7136\u5bfc\u81f4\u76d1\u7763\u4fe1\u53f7\u7684\u4e25\u91cd\u5931\u771f\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0cEverMind\u63d0\u51fa\u4e86DASH\uff08Divergence-Adaptive Supervision Horizons\uff09\u3002<\/p>\n

DASH\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u6bcf\u4e2a\u5c40\u90e8\u84b8\u998f\u4fe1\u53f7\u4e0e\u5e8f\u5217\u7ea7\u5747\u503c\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u81ea\u9002\u5e94\u7684\u4f20\u64ad\u95e8\uff08Propagation Gate\uff09\uff0c\u7136\u540e\u5229\u7528\u8fd9\u4e9b\u95e8\u63a7\u5236\u5411\u540e\u7684\u591a\u6b65\u805a\u5408\u3002<\/p>\n

\u5f53\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u5c40\u90e8\u6563\u5ea6\u9ad8\u4e8e\u5e8f\u5217\u5747\u503c\u65f6\uff0c\u8bf4\u660e\u8fd9\u91cc\u662f\u4e00\u4e2a\u9ad8\u98ce\u9669\u5206\u53c9\u70b9\uff0cDASH\u4f1a\u6253\u5f00\u4e00\u4e2a\u66f4\u5927\u7684\u4f20\u64ad\u95e8\uff0c\u8ba9\u8fd9\u4e2a\u65f6\u95f4\u6b65\u7684\u76d1\u7763\u4fe1\u53f7\u5411\u524d\u4f20\u64ad\u66f4\u8fdc\uff1b\u53cd\u4e4b\uff0c\u4f20\u64ad\u95e8\u6536\u7a84\uff0c\u907f\u514d\u65e0\u5173\u7d27\u8981\u7684\u6b65\u9aa4\u5e72\u6270\u6574\u4f53\u5b66\u4e60\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002<\/p>\n

\u5728AIME 2024\u3001AIME 2025\u548cHMMT 2025\u4e09\u4e2a\u6781\u5177\u6311\u6218\u6027\u7684\u6570\u5b66\u63a8\u7406\u57fa\u51c6\u4e0a\uff0cDASH\u5728Qwen3-1.7B\u3001Qwen3-4B\u548cQwen3-8B\u4e09\u4e2a\u6a21\u578b\u89c4\u6a21\u4e0a\u5747\u53d6\u5f97\u4e86\u6240\u6709\u5bf9\u6bd4\u65b9\u6cd5\u4e2d\u7684\u6700\u9ad8\u5206\u3002<\/p>\n

\u5728Qwen3-1.7B\u4e0a\uff0cDASH\u5c06\u4e09\u4e2a\u57fa\u51c6\u7684\u5e73\u5747\u5f97\u5206\u4ecevanilla OPSD\u768441.87\u63d0\u5347\u81f345.07\uff1b\u5728Qwen3-8B\u4e0a\uff0c\u4ece65.00\u63d0\u5347\u81f366.40\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0cDASH\u4e0d\u9700\u8981\u5f15\u5165\u4efb\u4f55\u989d\u5916\u7684\u6559\u5e08\u6216\u5b66\u751f\u524d\u5411\u4f20\u9012\u5f00\u9500\uff0c\u8fd9\u610f\u5473\u7740\u8fd9\u79cd\u6027\u80fd\u63d0\u5347\u51e0\u4e4e\u662f\u514d\u8d39\u7684\u3002<\/p>\n

\u5728\u957f\u671f\u8bb0\u5fc6\u9886\u57df\u5df2\u7ecf\u8d21\u732e\u4e86\u6570\u7bc7ACL\u3001KDD\u7b49\u9876\u4f1a\u9ad8\u8d28\u91cf\u8bba\u6587\uff0c\u5e76\u53d6\u5f97\u5f00\u6e90\u5e931.8\u4e07star\u540e\uff0cEverMind\u7ee7\u7eed\u5206\u4eab\u5bf9\u81ea\u8fdb\u5316\u6f14\u8fdb\u7684\u7814\u7a76\u6210\u679c\u2014\u2014<\/p>\n

\u5c06\u81ea\u8fdb\u5316\u7684\u5b8c\u6574\u8def\u5f84\uff0c\u6982\u62ec\u4e3a\u4e00\u4e2a\u4ece\u4efb\u52a1\u5c42\u5230\u5143\u6539\u8fdb\u5c42\u7684\u56db\u5c42\u9012\u8fdb\u4f53\u7cfb\u3002<\/p>\n

\u4e0a\u8ff0\u4e09\u7bc7\u8bba\u6587\u6784\u6210\u7684\u6280\u672f\u6808\uff0c\u4e0eEverMind\u5185\u90e8\u7684\u4ea7\u54c1\u548c\u7814\u7a76\u6846\u67b6\u4e4b\u95f4\uff0c\u5b58\u5728\u7740\u7cbe\u5bc6\u7684\u6620\u5c04\u5173\u7cfb\uff1a<\/p>\n

1\u3001\u4efb\u52a1\u5c42\uff1a<\/p>\n

\u4efb\u52a1\u5c42\u662f\u6700\u76f4\u63a5\u7684\u8fdb\u5316\u5c42\u6b21\uff0c\u8fdb\u5316\u5728\u5355\u6b21\u4efb\u52a1\u4e2d\u5373\u65f6\u53d1\u751f\u3002<\/p>\n

\u4f18\u5316\u5bf9\u8c61\u662f\u5355\u6b21\u4efb\u52a1\u7684\u6267\u884c\u8d28\u91cf\uff0c\u65e2\u5305\u62ec\u8bb0\u5fc6\u7684\u63d0\u53d6\u4e0e\u56de\u5199\uff0c\u4e5f\u5305\u62ec\u6280\u80fd\uff08Skills\uff09\u7684\u5373\u65f6\u6c89\u6dc0\u4e0e\u590d\u7528\uff1b\u7ecf\u9a8c\u6765\u6e90\u662f Context\u3001Trace \u4e0e\u7528\u6237\u53cd\u9988\uff0c\u66f4\u65b0\u52a8\u4f5c\u662f\u5373\u65f6\u56de\u5199\uff0c\u9a8c\u8bc1\u65b9\u5f0f\u662f\u7ed3\u679c\u4e0e\u53cd\u9988\u3002<\/p>\n

\u8fd9\u4e00\u5c42\u7684\u80fd\u529b\u590d\u5229\u662f\u201c\u8bb0\u5f97\u66f4\u7262\u3001\u7528\u5f97\u66f4\u987a\u3001\u5355\u6b21\u4efb\u52a1\u505a\u5f97\u66f4\u597d\u201d\uff0c\u4ef7\u503c\u5b9a\u4f4d\u662f\u6c89\u6dc0\u4efb\u52a1\u7ea7\u3001\u53ef\u590d\u7528\u7684\u8bb0\u5fc6\u4e0e\u6280\u80fd\u8d44\u4ea7\u3002<\/p>\n

\u8fd9\u6b63\u662fEverOS\u4e0eSkillCorpus\u6240\u8986\u76d6\u7684\u6838\u5fc3\u573a\u666f\u3002<\/p>\n

2\u3001\u811a\u624b\u67b6\u5c42\uff1a<\/p>\n

\u811a\u624b\u67b6\u5c42\uff08Harness\uff09\u4f18\u5316\u5bf9\u8c61\u662fCode\u4e0ePolicy\uff0c\u5373Agent\u5916\u56f4\u7684\u8fd0\u884c\u903b\u8f91\u4e0e\u63a7\u5236\u7b56\u7565\uff1b\u7ecf\u9a8c\u6765\u6e90\u662fEval\u4e0eReflection\uff0c\u66f4\u65b0\u52a8\u4f5c\u662f\u811a\u624b\u67b6\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u9a8c\u8bc1\u65b9\u5f0f\u662fAgent Evals\u590d\u76d8\u3002<\/p>\n

\u8fd9\u4e00\u5c42\u7684\u80fd\u529b\u590d\u5229\u662f\u201c\u66f4\u4f1a\u6267\u884c\u201d\uff0c\u4ef7\u503c\u5b9a\u4f4d\u662f\u53ef\u590d\u7528\u884c\u4e3a\u8d44\u4ea7\u7684\u6301\u7eed\u79ef\u7d2f\u3002<\/p>\n

\u8fd9\u6b63\u662fRaven\u6846\u67b6\u4e0eSelf-Evolving Harness\u8bba\u6587\u6240\u5bf9\u5e94\u7684\u5de5\u4f5c\u3002<\/p>\n

3\u3001\u6a21\u578b\u5c42\uff1a<\/p>\n

\u6a21\u578b\u5c42\u4f18\u5316\u5bf9\u8c61\u662f\u6a21\u578b\u672c\u8eab\uff0c\u7ecf\u9a8c\u6765\u6e90\u662f\u9ad8\u4ef7\u503c\u8f68\u8ff9\u3001\u504f\u597d\u4e0e\u5931\u8d25\u6837\u672c\uff0c\u66f4\u65b0\u52a8\u4f5c\u662fLoRA\u4e0e\u7aef\u4fa7\u6a21\u578b\u7684\u9a8c\u8bc1\u540e\u7070\u5ea6\uff0c\u9a8c\u8bc1\u65b9\u5f0f\u662f\u79bb\u7ebf\u96c6\u52a0\u7070\u5ea6\u6d4b\u8bd5\u3002<\/p>\n

\u8fd9\u4e00\u5c42\u7684\u80fd\u529b\u590d\u5229\u662f\u201c\u66f4\u51c6\u3001\u66f4\u7701\u201d\uff0c\u4ef7\u503c\u5b9a\u4f4d\u662f\u4e2a\u6027\u5316\u7684\u4e13\u5c5e\u6a21\u578b\u80fd\u529b\u3002DASH\u8bba\u6587\u6b63\u662f\u8fd9\u4e00\u5c42\u7684\u6838\u5fc3\u7b97\u6cd5\u652f\u6491\u3002<\/p>\n

4\u3001\u5143\u6539\u8fdb\u5c42\uff1a<\/p>\n

\u5143\u6539\u8fdb\u5c42\u662f\u6574\u4e2a\u6846\u67b6\u6700\u4ee4\u4eba\u5174\u594b\u7684\u9876\u5c42\u3002<\/p>\n

\u4f18\u5316\u5bf9\u8c61\u662fEvaluator\u3001Data\u4e0eTraining Recipe\u672c\u8eab\uff0c\u7ecf\u9a8c\u6765\u6e90\u662f\u591a\u8f6e\u5b9e\u9a8c\u4e0eBenchmark\uff0c\u66f4\u65b0\u52a8\u4f5c\u662f\u4f18\u5316\u201c\u63d0\u51fa\u2014\u9009\u62e9\u2014\u9a8c\u8bc1\u201d\u7684\u6574\u4e2a\u5faa\u73af\uff0c\u9a8c\u8bc1\u65b9\u5f0f\u662f\u7248\u672c\u95e8\u69db\u52a0\u8bc4\u6d4b\u4f53\u7cfb\u3002<\/p>\n

\u8fd9\u4e00\u5c42\u7684\u80fd\u529b\u590d\u5229\u662f\u201c\u4e0b\u4e00\u8f6e\u8fdb\u5316\u66f4\u5feb\u3001\u66f4\u53ef\u9760\u201d\uff0c\u4ef7\u503c\u5b9a\u4f4d\u662f\u8ba9\u6539\u8fdb\u80fd\u529b\u672c\u8eab\u4e5f\u6301\u7eed\u5347\u7ea7\u3002<\/p>\n

\u8fd9\u4e2a\u56db\u5c42\u6846\u67b6\u7684\u6df1\u523b\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u628a\u81ea\u8fdb\u5316\u62c6\u6210\u4e86\u56db\u4e2a\u5c42\u5c42\u9012\u8fdb\u53c8\u5f7c\u6b64\u652f\u6491\u7684\u73af\u8282\uff0c\u5e76\u4e3a\u6bcf\u4e00\u5c42\u90fd\u914d\u5907\u4e86\u5177\u4f53\u7684\u6280\u672f\u8def\u5f84\u4e0e\u9a8c\u8bc1\u673a\u5236\u3002<\/p>\n

\u5b83\u4e0d\u662f\u4e00\u5f20\u7a7a\u6d1e\u7684\u613f\u666f\u56fe\uff0c\u800c\u662f\u4e00\u4e2a\u6709\u5de5\u7a0b\u7ec6\u8282\u3001\u6709\u5b66\u672f\u652f\u6491\u7684\u5b8c\u6574\u8def\u7ebf\u56fe\u3002<\/p>\n

\u5176\u5b9e\u5728\u4eca\u5e744\u6708\uff0c\u56e2\u961f\u5c31\u7387\u5148\u63d0\u51fa\u4e86\u9488\u5bf9Agent\u81ea\u8fdb\u5316\u7684\u8bc4\u6d4b\u57fa\u51c6EvoAgentBench\uff0c\u5f53\u6708\u5728Hugging Face\u540c\u7c7bbenchmark\u4e0a\u4e0b\u8f7d\u91cf\u7b2c\u4e00\u3002<\/p>\n

\u8fd9\u662f\u4e00\u5957\u7528\u4e8e\u8861\u91cf\u667a\u80fd\u4f53\u4ece\u65e2\u5f80\u6267\u884c\u4e2d\u63d0\u53d6\u5e76\u8fc1\u79fb\u80fd\u529b\u6548\u679c\u7684\u8bc4\u6d4b\u65b9\u6cd5\uff0c\u4e3a\u6280\u80fd\u6c89\u6dc0\u3001\u811a\u624b\u67b6\u8fed\u4ee3\u548c\u6a21\u578b\u4f18\u5316\u63d0\u4f9b\u7edf\u4e00\u3001\u53ef\u6bd4\u8f83\u7684\u9a8c\u8bc1\u6846\u67b6\u3002<\/p>\n

\u7ed3\u5408\u4e09\u7bc7\u8bba\u6587\u4ece\u6280\u672f\u3001\u811a\u624b\u67b6\u5230\u6a21\u578b\u6743\u91cd\u7684\u7cfb\u7edf\u6027\u63a2\u7d22\uff0cEverMind\u5df2\u5c06\u81ea\u8fdb\u5316\u80fd\u529b\u5efa\u8bbe\u7531\u65b9\u6cd5\u7814\u7a76\u5ef6\u4f38\u81f3\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u5f62\u6210\u66f4\u5b8c\u6574\u7684\u6280\u672f\u95ed\u73af\u3002<\/p>\n

\u8981\u7406\u89e3EverMind\u8fd9\u5957\u5b8c\u6574\u6280\u672f\u6808\u7684\u9886\u5148\u6027\uff0c\u6211\u4eec\u4e0d\u59a8\u5c06\u76ee\u5149\u6295\u5411\u6d77\u5916\u90a3\u4e9b\u4f30\u503c\u4ee4\u4eba\u548b\u820c\u7684NeoLab\u3002<\/p>\n

Recursive Superintelligence\uff08RSI\uff09\u63d0\u51fa\u4e86\u5b8f\u5927\u7684\u201c\u81ea\u52a8\u5316AI\u7814\u7a76\u95ed\u73af\u201d\u7406\u5ff5\uff0c\u5e76\u62ff\u5230\u4e866.5\u4ebf\u7f8e\u5143\u878d\u8d44\u548cAWS\u76844.1\u4ebf\u7f8e\u5143\u7b97\u529b\u5408\u4f5c\u534f\u8bae\u3002<\/p>\n

\u5176\u7b2c\u4e00\u9636\u6bb5\u76ee\u6807\u662f\u8bad\u7ec3\u4e00\u4e2a\u5177\u5907\u201c5\u4e07\u540d\u535a\u58eb\u201d\u80fd\u529b\u7684\u7cfb\u7edf\u6765\u81ea\u52a8\u5316AI\u79d1\u5b66\u7814\u7a76\u672c\u8eab\u3002<\/p>\n

\u7136\u800c\uff0cRSI\u76ee\u524d\u4ecd\u5904\u4e8e\u7eaf\u7814\u53d1\u9636\u6bb5\uff0c\u5c1a\u65e0\u6210\u578b\u7684\u4ea7\u54c1\u6216\u6846\u67b6\u843d\u5730\uff0c\u5176\u516c\u5f00\u7ed3\u679c\u4ec5\u9650\u4e8e\u5728GPU\u5185\u6838\u7b97\u6cd5\u4f18\u5316\u57fa\u51c6\u4e0a\u8d85\u8d8a\u4e86\u4eba\u7c7b\u4e24\u5e74\u7684\u4f18\u5316\u8bb0\u5f55\u3002<\/p>\n

Engram\u4ee56\u4ebf\u7f8e\u5143\u4f30\u503c\u5b8c\u6210\u4e869800\u4e07\u7f8e\u5143A\u8f6e\u878d\u8d44\uff0c\u5176\u6838\u5fc3\u6280\u672f\u662f\u57fa\u4e8e\u7a00\u758f\u8bb0\u5fc6\u6a21\u5757\u7684\u53c2\u6570\u5316\u6743\u91cd\u8bb0\u5fc6\uff08\u5982LoRA\u5fae\u8c03\uff09\u3002<\/p>\n

Engram\u5728\u964d\u4f4e\u63a8\u7406\u6210\u672c\u548c\u89e3\u51b3\u707e\u96be\u6027\u9057\u5fd8\u65b9\u9762\u505a\u51fa\u4e86\u51fa\u8272\u5de5\u4f5c\uff0c\u4f46\u5176\u8def\u5f84\u8fc7\u4e8e\u4f9d\u8d56\u5e95\u5c42\u6743\u91cd\u7684\u66f4\u65b0\uff0c\u7f3a\u4e4f\u5728Agent\u811a\u624b\u67b6\uff08Harness\uff09\u548c\u5916\u90e8\u6280\u80fd\u5e93\u5c42\u9762\u7684\u7075\u6d3b\u8fdb\u5316\u673a\u5236\uff0c\u4e14\u9700\u8981\u767d\u76d2\u8bbf\u95ee\u6a21\u578b\u6743\u91cd\uff0c\u8fd9\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u662f\u4e00\u4e2a\u91cd\u5927\u9650\u5236\u3002<\/p>\n

Adaption Labs\uff08\u4f30\u503c10\u4ebf\u7f8e\u5143\uff09\u4e3b\u653b\u65e0\u68af\u5ea6\u63a8\u7406\u65f6\u9002\u5e94\uff0c\u8bd5\u56fe\u901a\u8fc7\u52a8\u6001\u89e3\u7801\u548c\u9002\u914d\u5668\u7ec4\u5408\u6765\u6d88\u9664\u5fae\u8c03\u548c\u63d0\u793a\u8bcd\u5de5\u7a0b\u3002<\/p>\n

\u8fd9\u5728\u601d\u8def\u4e0a\u4e0eEverMind\u7684Harness\u81ea\u8fdb\u5316\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u4f46Adaption Labs\u7f3a\u4e4f\u5982SkillCorpus\u8fd9\u6837\u5e9e\u5927\u4e14\u7ecf\u8fc7\u7b56\u5c55\u7684\u5916\u90e8\u7ecf\u9a8c\u6c89\u6dc0\u4f53\u7cfb\uff0c\u4e5f\u6ca1\u6709\u5728\u5e95\u5c42\u8bad\u7ec3\u7b97\u6cd5\u4e0a\u8fdb\u884c\u6df1\u5ea6\u4f18\u5316\u3002<\/p>\n

Core Automation\uff08\u4f30\u503c\u76ee\u680740\u4ebf\u7f8e\u5143\uff09\u7531\u524dOpenAI\u7814\u7a76\u526f\u603b\u88c1Jerry Tworek\u521b\u7acb\uff0c\u5176\u65d7\u8230\u9879\u76eeCeres\u4e13\u6ce8\u4e8e\u6301\u7eed\u5b66\u4e60\u6a21\u578b\uff0c\u76ee\u6807\u662f\u5c06\u8bad\u7ec3\u6570\u636e\u9700\u6c42\u964d\u4f4e100\u500d\u3002<\/p>\n

\u8fd9\u662f\u4e0eEverMind\u65b9\u5411\u6700\u4e3a\u63a5\u8fd1\u7684\u9879\u76ee\uff0c\u4f46Core Automation\u76ee\u524d\u4ecd\u5728\u65e9\u671f\u7814\u53d1\u9636\u6bb5\uff0c\u7f3a\u4e4fEverMind\u8fd9\u6837\u5b8c\u6574\u7684\u6280\u672f\u6808\u548c\u5f00\u6e90\u751f\u6001\u3002<\/p>\n

\u76f8\u6bd4\u4e4b\u4e0b\uff0cEverMind\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u4e09\u5c42\u5e76\u53d1\u201d\u7684\u6218\u7565\u7eb5\u6df1\u3002<\/p>\n

\u5b83\u6ca1\u6709\u9677\u5165\u300c\u53c2\u6570\u5316\u8bb0\u5fc6\u300d\u4e0e\u300c\u975e\u53c2\u6570\u5316\u8bb0\u5fc6\u300d\u7684\u975e\u6b64\u5373\u5f7c\u7684\u4e89\u8bba\uff0c\u800c\u662f\u901a\u8fc7EverOS\uff08\u975e\u53c2\u6570\u5316\u957f\u671f\u8bb0\u5fc6\uff09\u3001Raven\uff08Harness\u81ea\u8fdb\u5316\uff09\u548cDASH\uff08\u5e95\u5c42\u6743\u91cd\u8bad\u7ec3\u4f18\u5316\uff09\u6784\u5efa\u4e86\u4e00\u4e2a\u5168\u6808\u751f\u6001\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0cEverMind\u575a\u6301\u5f00\u6e90\u4f18\u5148\uff0c\u901a\u8fc7\u5728GitHub\u4e0a\u79ef\u7d2f\u7684\u8d85\u8fc71.2\u4e07\u9897Star\uff08\u540c\u671fmem0\u4e3a7\u5343\uff09\uff0c\u6b63\u5728\u8fc5\u901f\u5efa\u7acb\u8d77\u7c7b\u4f3cAndroid\u7684\u5e95\u5c42\u5f00\u53d1\u8005\u751f\u6001\u62a4\u57ce\u6cb3\u3002<\/p>\n

\u518d\u5f80\u524d\uff0cEverMind\u56e2\u961f\u76f8\u4fe1\uff1a<\/p>\n

\u4e0b\u4e00\u4ee3AI\uff0c\u5fc5\u7136\u662f\u4e00\u4e2a\u80fd\u8bb0\u4f4f\u7528\u6237\u504f\u597d\u3001\u8d8a\u7528\u8d8a\u806a\u660e\u7684AI\u3002<\/p>\n

\u4ee5\u957f\u671f\u8bb0\u5fc6\u7d2f\u79ef\u7ecf\u9a8c\uff0c\u4ee5\u6301\u7eed\u5b66\u4e60\u6539\u8fdb\u6a21\u578b\uff0c\u771f\u6b63\u8d70\u5411AI\u7684\u5168\u6808\u81ea\u6211\u8fdb\u5316\uff0c\u5c06\u662f\u8fd9\u4e00\u4ee3AI\u6700\u91cd\u8981\u7684\u6280\u672f\u8def\u7ebf\u3002<\/p>\n

\u8fd9\u6761\u8def\u7ebf\u4e00\u65e6\u88ab\u6253\u901a\uff0c\u65e0\u8bba\u662f\u6570\u5b57\u4e16\u754c\u91cc\u7684Agent\u3001\u7269\u7406\u4e16\u754c\u4e2d\u7684\u5177\u8eab\u673a\u5668\u4eba\uff0c\u8fd8\u662f\u6574\u4e2aAI for Science\u9886\u57df\uff0c\u90fd\u5c06\u88ab\u6df1\u523b\u6539\u53d8\u3002<\/p>\n

\u5728\u4e92\u8054\u7f51\u65f6\u4ee3\uff0c\u76db\u5927\u521b\u65b0\u9662\u66fe\u662f\u4e2d\u56fd\u4f01\u4e1a\u5185\u7814\u7a76\u6587\u5316\u7684\u5148\u884c\u8005\uff0c\u88ab\u540e\u6765\u7684\u4e92\u8054\u7f51\u53ca\u5404\u9886\u57df\u5de8\u5934\u7eb7\u7eb7\u6548\u4eff\uff1b\u5728AI\u65f6\u4ee3\uff0cEverMind\u4e5f\u6b63\u5728\u6210\u4e3a\u4e2d\u56fdNeoLab\u6d6a\u6f6e\u4e2d\u6700\u5177\u7814\u7a76\u6df1\u5ea6\u7684\u4ee3\u8868\u4e4b\u4e00\u3002<\/p>\n

\u4ec5\u4ec5\u4e00\u5e74\u95f4\uff0c\u56e2\u961f\u5c31\u5728\u957f\u671f\u8bb0\u5fc6\u4e0e\u81ea\u8fdb\u5316\u9886\u57df\u4ea7\u51fa9\u7bc7\u9ad8\u8d28\u91cf\u8bba\u6587\uff0c\u5176\u4e2d\u6570\u7bc7\u88abACL\u3001KDD\u7b49\u9876\u4f1a\u5f55\u7528\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740EverMind\u7684\u81ea\u8fdb\u5316\u4e0d\u53ea\u662f\u4e00\u4e2a\u5de5\u7a0b\u5316\u4ea7\u54c1\uff0c\u66f4\u6709\u624e\u5b9e\u7684\u5e95\u5c42\u6280\u672f\u4e0e\u4e25\u8c28\u7684\u5b66\u672f\u652f\u6491\uff1a<\/p>\n

DASH\u8ba9\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u201c\u770b\u6e05\u81ea\u5df1\u9519\u5728\u54ea\u91cc\u201d\uff0cSelf-Evolving Harness\u8ba9Agent\u5728\u8fd0\u884c\u65f6\u5b89\u5168\u5730\u91cd\u5199\u81ea\u8eab\u903b\u8f91\uff0cSkillCorpus\u8ba9Agent\u7684\u6210\u529f\u7ecf\u9a8c\u88ab\u89c4\u6a21\u5316\u5730\u6c89\u6dc0\u4e0e\u590d\u7528\u3002<\/p>\n

\u4e09\u8005\u5408\u4e00\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u4ece\u300c\u611f\u77e5\u9519\u8bef\u300d\u5230\u300c\u4fee\u6539\u903b\u8f91\u300d\u518d\u5230\u300c\u6c89\u6dc0\u8bb0\u5fc6\u300d\u7684\u5b8c\u6574\u81ea\u8fdb\u5316\u95ed\u73af\u3002<\/p>\n

\u4f46\u8fd9\u6761\u8def\uff0cEverMind\u5e76\u4e0d\u60f3\u72ec\u81ea\u8d70\u5b8c\uff0c\u56e2\u961f\u8bda\u631a\u9080\u8bf7\u5404\u9886\u57df\u7684\u4f19\u4f34\u4e0e\u4e4b\u540c\u884c\uff0c\u4e00\u8d77\u5171\u540c\u6784\u5efaAI\u957f\u671f\u8bb0\u5fc6\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u628a\u6301\u7eed\u5b66\u4e60\u4e0e\u81ea\u6211\u8fdb\u5316\u63a8\u5411\u79d1\u5b66\u3001\u5177\u8eab\u3001\u91d1\u878d\u3001\u667a\u80fd\u786c\u4ef6\u7b49\u66f4\u5e7f\u9614\u7684\u573a\u666f\u3002<\/p>\n

\u5728\u5b9a\u4e49\u300c\u6570\u5b57\u751f\u547d\u300d\u4e0b\u4e00\u4e2a\u5f62\u6001\u7684\u9053\u8def\u4e0a\uff0c\u4e2d\u56fd\u7684\u7814\u7a76\u578b\u56e2\u961f\uff0c\u5df2\u7ecf\u6765\u4e86\u3002<\/p>\n

\u81f3\u4e8e\u66f4\u7cbe\u5f69\u7684\u90e8\u5206\uff0c\u624d\u521a\u521a\u5f00\u59cb\u3002<\/p>\n

HarnessBank\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2607.13683SkillCorpus\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2607.15557DASH\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2608.06243v1<\/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":"

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

2026\u5e74\u590f\u5929\uff0c\u6ce8\u5b9a\u662f\u81ea\u8fdb\u5316AI\u7684\u5386\u53f2\u4e00\u523b\u3002<\/p>\n

\u5f53\u6d77\u5916NeoLab\u8fd8\u5fd9\u4e8e\u9760\u53d9\u4e8b\u62ff\u4e0b\u6570\u4ebf\u7f8e\u5143\u878d\u8d44\u65f6\uff0c\u4e00\u5bb6\u4e2d\u56fd\u56e2\u961f\u7528\u8fde\u7eed\u4e09\u7bc7\u8bba\u6587\uff0c\u4ea4\u51fa\u4e86\u81ea\u8fdb\u5316AI\u9886\u57df\u7b2c\u4e00\u4efd\u5168\u6808\u7b54\u6848\u3002<\/p>\n

\u5b83\u5c31\u662fEverMind\uff0c\u7531\u76db\u5927\u96c6\u56e2\u5b75\u5316\uff0c\u5ef6\u88ad\u5f53\u5e74\u521b\u65b0\u9662\u7814\u7a76\u57fa\u56e0\u3002<\/p>\n

\u5176\u5b9e\u56de\u987e\u4e2d\u56fd\u4e92\u8054\u7f51\u53f2\uff0c\u76db\u5927\u521b\u65b0\u9662\u7684\u5b58\u5728\u51e0\u4e4e\u7b97\u5f97\u4e0a\u300c\u5f02\u7c7b\u300d\u3002<\/p>\n

2008\u5e74\uff0c\u9648\u5929\u6865\u5728\u76db\u5927\u96c6\u56e2\u5185\u90e8\u521b\u7acb\u8be5\u673a\u6784\uff0c\u5176\u5b9a\u4f4d\u4e0d\u662f\u505a\u4ea7\u54c1\u3001\u4e5f\u4e0d\u8ffdKPI\uff0c\u5c31\u662f\u7eaf<\/p>\n","protected":false},"author":1,"featured_media":6669,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1061],"class_list":["post-6673","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-evermind"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/6673","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=6673"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/6673\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/6669"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=6673"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=6673"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=6673"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}