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\u56e0\u6b64\uff0c\u65e9\u5728\u884c\u4e1a\u6380\u8d77\u300c\u4e16\u754c\u6a21\u578b\u300d\u70ed\u6d6a\u524d\uff0c\u5b83\u77f3\u4ece\u7b2c\u4e00\u5929\u4fbf\u6bc5\u7136\u9009\u62e9\u4e86\u53e6\u8d77\u7089\u7076\u2014\u2014<\/p>\n

\u4ece\u5934\u8bad\u4e00\u4e2a\u539f\u751f\u7684\u5177\u8eab\u6a21\u578b\u3002<\/p>\n

\u5177\u4f53\u800c\u8a00\uff0cAWE 3.5\u4ece\u9884\u8bad\u7ec3\u9636\u6bb5\u5f00\u59cb\uff0c\u5c31\u628a\u89c6\u89c9\u3001\u8bed\u8a00\u3001\u52a8\u4f5c\u7b49\u591a\u79cd\u6a21\u6001\u4e00\u8d77\u5582\u7ed9\u6a21\u578b\u3002\u540c\u4e00\u5957\u67b6\u6784\uff0c\u65e2\u80fd\u8f93\u51fa\u52a8\u4f5c\uff0c\u4e5f\u80fd\u9884\u6d4b\u672a\u6765\u3002<\/p>\n

\u4e01\u6587\u8d85\u628a\u5b83\u79f0\u4e3aOne Model\u7ed3\u6784\u3002<\/p>\n

\u8fd9\u4e2a\u67b6\u6784\u8bbe\u8ba1\u6709\u4e00\u4e2a\u7cbe\u5999\u4e4b\u5904\uff1a\u6a21\u578b\u672c\u8eab\u4e0d\u53d8\uff0c\u53ea\u6539\u53d8\u8f93\u5165\u8f93\u51fa\u7684\u7ec4\u5408\u65b9\u5f0f\uff0c\u5c31\u80fd\u5207\u6362\u51fa\u5b8c\u5168\u4e0d\u540c\u7684\u300c\u4eba\u683c\u300d\u3002<\/p>\n

\u89c6\u89c9\u5230\u52a8\u4f5c\uff0c\u662fBase Policy\uff0c\u8d1f\u8d23\u5236\u5b9a\u7b56\u7565\u3001\u53d1\u51fa\u6307\u4ee4\uff1b\u4ee5\u52a8\u4f5c\u4e3a\u6761\u4ef6\u9884\u6d4b\u672a\u6765\u89c6\u89c9\uff0c\u662fAction Condition World Model\uff0c\u8d1f\u8d23\u9884\u6d4b\u73af\u5883\u53d8\u5316\u3002\u4e24\u8005\u4ea4\u4e92\u5728\u4e00\u8d77\uff0c\u5c31\u662f\u4e00\u5957\u5b8c\u6574\u7684\u5f3a\u5316\u5b66\u4e60\u95ed\u73af\u3002<\/p>\n

\u6253\u4e2a\u6bd4\u65b9\uff1a\u6253\u5305\u4e66\u5305\u65f6\u62c9\u62c9\u94fe\u3002<\/p>\n

\u8fd9\u662f\u4e00\u4e2a\u6beb\u7c73\u7ea7\u7cbe\u5ea6\u7684\u6d3b\uff0c\u800c\u4e14\u5904\u5904\u662f\u300c\u5361\u70b9\u300d\u3002\u62c9\u591a\u4e00\u70b9\u53ef\u80fd\u6210\u529f\uff0c\u62c9\u5c11\u4e00\u70b9\u53ef\u80fd\u6293\u4e0d\u4f4f\uff0c\u7528\u529b\u8fc7\u731b\u53ef\u80fd\u5361\u4f4f\u3002<\/p>\n

\u4f20\u7edf\u7684\u505a\u6cd5\u662f\u628a\u673a\u5668\u4eba\u653e\u5728\u771f\u673a\u4e0a\u4e00\u904d\u904d\u8bd5\uff0c\u5931\u8d25\u4e00\u6b21\u5c31\u8bb0\u5f55\u4e00\u6b21\uff0c\u6570\u636e\u8d35\u3001\u901f\u5ea6\u6162\u3001\u8bbe\u5907\u78e8\u635f\u8fd8\u5927\u3002<\/p>\n

AWE 3.5\u7684\u505a\u6cd5\u662f\uff1a\u5148\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u300c\u8111\u6d77\u300d\u91cc\u6a21\u62df\u3002\u6a21\u578b\u60f3\u8c61\u62c9\u94fe\u5728\u4e0d\u540c\u529b\u5ea6\u4e0b\u7684\u5404\u79cd\u7ed3\u679c\uff0c\u7136\u540e\u628a\u6700\u4f18\u7b56\u7565\u544a\u8bc9Base Policy\u3002\u8fd9\u6bd4\u5728\u771f\u673a\u4e0a\u53cd\u590d\u8bd5\u9519\u5feb\u4e86\u4e0d\u6b62\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

\u8fd9\u5c31\u662f\u5b83\u77f3\u539f\u751f\u6a21\u578b\u6700\u6838\u5fc3\u7684\u7a81\u7834\uff1a\u6a21\u578b\u6210\u4e86\u81ea\u5df1\u7684\u300c\u4eff\u771f\u5668\u300d\uff0c\u800c\u65e0\u9700\u624b\u5de5\u642d\u5efa\u4eff\u771f\u73af\u5883\u3002\u9884\u8bad\u7ec3\u5efa\u7acb\u901a\u7528\u7269\u7406\u4ea4\u4e92\u80fd\u529b\uff0c\u540e\u8bad\u7ec3\u5728\u6a21\u578b\u5185\u90e8\u7684\u4e16\u754c\u91cc\u81ea\u6211\u5bf9\u5f08\u3001\u81ea\u6211\u5f3a\u5316\uff0c\u5f62\u6210\u81ea\u95ed\u73af\u3002<\/p>\n

\u8fd9\u5957\u8303\u5f0f\uff0c\u662f\u8bed\u8a00\u6a21\u578b\u5728\u6587\u672c\u9886\u57df\u5df2\u7ecf\u9a8c\u8bc1\u8fc7\u7684\u8def\u5f84\uff1b\u4f46\u5728\u5177\u8eab\u539f\u751f\u6a21\u578b\u91cc\uff0c\u5b83\u77f3\u5f00\u53d1\u7684AWE 3.5\u662f\u7b2c\u4e00\u5bb6\u5b8c\u6574\u8dd1\u901a\u7684\u3002<\/p>\n

\u800c\u4e4b\u6240\u4ee5\u80fd\u6210\uff0c\u4e5f\u662f\u5b83\u77f3\u957f\u671f\u5e03\u5c40\u4e4b\u4e0b\u4e24\u6761\u6697\u7ebf\u7684\u4ea4\u6c47\u6240\u8d50\u2014\u2014<\/p>\n

\u8db3\u591f\u5927\u7684\u771f\u5b9e\u6570\u636e\u89c4\u6a21\uff0c\u4ee5\u53ca\u80fd\u6d88\u5316\u5927\u89c4\u6a21\u6570\u636e\u7684Infra\u3002<\/p>\n

\u7f3a\u4efb\u4f55\u4e00\u6837\uff0c\u8fd9\u4e2a\u95ed\u73af\u5c31\u8f6c\u4e0d\u8d77\u6765\u3002<\/p>\n

\u5148\u770b\u6570\u636e\u91cf\u2014\u2014<\/p>\n

AWE 3.5\uff0c\u57fa\u4e8e\u8d85\u767e\u4e07\u5c0f\u65f6human-centric\u6570\u636e\u8bad\u7ec3\u3002<\/p>\n

\u8fd9\u4e2a\u91cf\u7ea7\u6709\u591a\u5938\u5f20\uff1f<\/p>\n

\u8fd9\u4e48\u8bf4\u5427\uff0c\u76ee\u524d\u5e02\u9762\u4e0a\u5927\u591a\u6570\u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u8bad\u7ec3\u6570\u636e\u662f\u5728\u767e\u4e07\u5c0f\u65f6\u7ea7\u522b\u3002<\/p>\n

\u81ea\u52a8\u9a7e\u9a76\u6240\u9700\u6570\u636e\uff0c\u4e5f\u662f\u8fd9\u4e2a\u91cf\u7ea7\u3002<\/p>\n

\u4f46\u767e\u4e07\u5c0f\u65f6\uff0c\u4e0d\u662f\u7b80\u5355\u7684\u5806\u91cf\u6e38\u620f\u3002<\/p>\n

\u5177\u8eab\u6570\u636e\u7684\u4ef7\u503c\u5206\u5e03\u6781\u4e0d\u5747\u5300\u3002\u90e8\u5206\u6570\u636e\u5bf9\u6a21\u578b\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u91cd\u590d\u5ea6\u9ad8\u3001\u4ea4\u4e92\u5355\u4e00\u7684\u6570\u636e\uff0c\u5bf9\u6a21\u578b\u51e0\u4e4e\u6ca1\u7528\u3002<\/p>\n

\u5982\u4f55\u4ece\u767e\u4e07\u5c0f\u65f6\u4e2d\u7b5b\u51fa\u771f\u6b63\u9ad8\u8d28\u91cf\u7684\u90e8\u5206\uff0c\u5df2\u7ecf\u6210\u4e3a\u6bd4\u91c7\u96c6\u672c\u8eab\u66f4\u7d27\u8feb\u7684\u95ee\u9898\u3002<\/p>\n

\u8fd9\u5bf9\u6570\u636eInfra\u63d0\u51fa\u4e86\u6781\u9ad8\u7684\u8981\u6c42\uff0c\u4e5f\u662f\u5b83\u77f3\u8fd9\u51e0\u4e2a\u6708\u4ee5\u6765\u91cd\u70b9\u4f18\u5316\u7684\u65b9\u5411\u3002<\/p>\n

\u5b83\u77f3\u6570\u636e\u7cfb\u7edf\u7684\u91cd\u5fc3\uff0c\u6b63\u5728\u4ece\u300c\u66f4\u591a\u300d\u8f6c\u5411\u300c\u66f4\u806a\u660e\u3001\u8d28\u91cf\u66f4\u9ad8\u300d\uff0cData Efficiency\u6b63\u5728\u6210\u4e3a\u65b0\u7684\u8bc4\u6d4b\u7ef4\u5ea6\u3002<\/p>\n

\u800c\u5f53\u6570\u636e\u89c4\u6a21\u548c\u6570\u636e\u6548\u7387\u540c\u6b65\u4e0a\u53bb\u540e\uff0cScaling\u7684\u5a01\u529b\u4e5f\u7ec8\u4e8e\u5f97\u5230\u4e86\u5370\u8bc1\u3002<\/p>\n

\u4e01\u6587\u8d85\u8868\u793a\uff0c\u73b0\u5728\u9884\u8bad\u7ec3\u5df2\u7ecf\u8db3\u591f\u624e\u5b9e\uff0c\u4e00\u4e2a\u65b0\u4efb\u52a1\u53ea\u9700\u8981\u5c0f\u65f6\u7ea7\u522b\u7684\u6570\u636e\u91c7\u96c6\u5c31\u80fd\u8dd1\u901a\u3002<\/p>\n

\u8fd9\u6b63\u662f\u5f53\u521d\u5b83\u77f3\u9009\u62e9One Model\u67b6\u6784\u7684\u524d\u77bb\u6027\uff1a\u5148\u5efa\u7acb\u901a\u7528\u57fa\u7840\u80fd\u529b\uff0c\u518d\u5411\u5404\u4e2a\u573a\u666f\u5206\u53d1\u3002<\/p>\n

\u5982\u4eca\u968f\u7740AWE 3.5\u53d1\u5e03\uff0c\u8fd9\u9879\u524d\u7f6e\u6218\u7565\u7684\u7ea2\u5229\u4e5f\u7ec8\u4e8e\u5f00\u59cb\u663e\u73b0\u2014\u2014<\/p>\n

\u5b83\u77f3\u7b49\u7684\uff0c\u4ece\u6765\u4e0d\u662f\u7ebf\u675f\u8fd9\u4e00\u4e2a\u573a\u666f\u7684\u95ed\u73af\u3002<\/p>\n

\u57fa\u4e8e\u6b64\uff0c\u4e01\u6587\u8d85\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5927\u80c6\u5224\u65ad\uff1a<\/p>\n

\u5177\u8eabScaling\u5df2\u5168\u9762\u91ca\u653e\u30022027\u5e74\u4e0a\u534a\u5e74\u5230\u5e74\u4e2d\uff0c\u53ef\u80fd\u51fa\u73b0\u5206\u6c34\u5cad\u3002<\/p>\n

\u884c\u4e1a\u5df2\u7ecf\u4ece\u300c\u673a\u5668\u4eba\u6587\u5a31\u821e\u8e48\u300d\uff0c\u8fdb\u5165\u300c\u673a\u5668\u4eba\u771f\u5e72\u6d3b\u300d\u7684\u9636\u6bb5\u3002<\/p>\n

\u5c55\u4f1a\u70ed\u5ea6\uff0c\u5219\u662f\u4e00\u4e2a\u5148\u884c\u6307\u6807\u3002\u4eca\u5e74\u7684WAIC\uff0c\u5177\u8eab\u667a\u80fd\u4f01\u4e1a\u8d85\u8fc7200\u5bb6\uff0c\u673a\u5668\u4eba\u5c55\u533a\u7684\u4eba\u6d41\u660e\u663e\u8d85\u8fc7\u5176\u4ed6\u533a\u57df\u3002<\/p>\n

\u800c\u5b83\u77f3\u7684\u5c55\u533a\uff0c\u540c\u6837\u4e5f\u662f\u5806\u6ee1\u4e86\u4eba\u3002<\/p>\n

\u300c\u673a\u5668\u4eba\u7a76\u7adf\u4ec0\u4e48\u65f6\u5019\u8fdb\u5382\u5e72\u6d3b\uff1f\u300d\u2014\u2014\u8fd9\u4e2a\u95ee\u9898\uff0c\u65e0\u8bba\u7ebf\u4e0b\u8fd8\u662f\u7ebf\u4e0a\uff0c\u90fd\u5df2\u7ecf\u5f88\u5c11\u518d\u88ab\u4eba\u63d0\u8d77\u3002<\/p>\n

\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u5404\u5927\u5934\u90e8\u5382\u5546\u65e9\u5df2\u4e89\u76f8\u628a\u673a\u5668\u4eba\u9001\u8fdb\u4e86\u5de5\u5382\u7684\u6df1\u6c34\u533a\uff0c\u8ba9\u5b83\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u6454\u6253\u3001\u5b66\u4e60\u3001\u8fed\u4ee3\u3002<\/p>\n

WAIC\u4e16\u535a\u5c55\u9986\u4e00\u697c\uff0c\u4ece\u5317\u95e8\u8fdb\u5165\uff0c\u6620\u5165\u773c\u5e18\u7684\u4fbf\u662f\u300c\u6a21\u767b\u65f6\u4ee3\u00b7\u4f19\u4f34\u4e4b\u57ce\u300d\u3002\u4e00\u4e2a\u673a\u5668\u4eba\u5404\u53f8\u5176\u804c\u3001\u57cb\u5934\u5e72\u6d3b\u7684\u5b9e\u666f\u5c55\u533a\u3002<\/p>\n

\u800c\u8fdb\u95e8\u53f3\u4fa7\u7b2c\u4e00\u4e2a\u5c55\u4f4d\uff0c\u5b83\u77f3\u5e26\u6765\u7684\u6c7d\u8f66\u7cbe\u5bc6\u7ebf\u675f\u88c5\u914d\u6f14\u793a\uff0c\u65e0\u7591\u662f\u5176\u4e2d\u6700\u4e3a\u72ec\u7279\u7684\u4e00\u4e2a\u3002<\/p>\n

\u6211\u4eb2\u624b\u4f53\u9a8c\u4e86\u4e00\u756a\uff1a\u63d2\u5b54\u6781\u5c0f\uff0c\u5fc5\u987b\u772f\u8d77\u773c\u775b\u624d\u80fd\u52c9\u5f3a\u5bf9\u51c6\uff0c\u5373\u4fbf\u63d2\u4e86\u8fdb\u53bb\uff0c\u4e5f\u5f88\u53ef\u80fd\u662f\u8bef\u63d2\uff0c\u5fc5\u987b\u8981\u63d2\u5230\u6b63\u786e\u70b9\u4f4d\u624d\u80fd\u4f7f\u7528\u3002\u4eba\u5de5\u64cd\u4f5c\u5c1a\u4e14\u5982\u6b64\uff0c\u5bf9\u673a\u5668\u4eba\u800c\u8a00\uff0c\u96be\u5ea6\u53ef\u60f3\u800c\u77e5\u3002<\/p>\n

\u8fd9\u662f\u5b83\u77f3\u9996\u6b21\u4eae\u76f8WAIC\uff0c\u4e5f\u662f\u6211\u7b2c\u4e00\u6b21\u5728\u7ebf\u4e0b\u8fd1\u8ddd\u79bb\u89c2\u770b\u4ed6\u4eec\u7684Demo\u3002\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u8fd9\u6216\u8bb8\u5c31\u662fWAIC\u8fd9\u7c7b\u7ebf\u4e0b\u6d3b\u52a8\u7684\u610f\u4e49\u5427\uff0c\u770b\u5b8c\u4e4b\u540e\uff0c\u8111\u6d77\u4e2d\u539f\u672c\u6a21\u7cca\u7684\u5370\u8c61\u4e00\u4e0b\u5b50\u53d8\u5f97\u5177\u8c61\u8d77\u6765\u2014\u2014<\/p>\n

\u8fd9\u4e0d\u4ec5\u662f\u4e00\u5bb6\u6280\u672f\u8fc7\u786c\u7684\u516c\u53f8\uff0c\u66f4\u662f\u4e00\u5bb6\u7279\u70b9\u9c9c\u660e\u3001\u573a\u666f\u5b9a\u4f4d\u6781\u5176\u6e05\u6670\u7684\u5177\u8eab\u667a\u80fd\u4f01\u4e1a\u3002<\/p>\n

\u5177\u8eab\u667a\u80fd\u7684\u4e0b\u4e00\u6b65\uff0c\u662f\u8ba9\u7cfb\u7edf\u83b7\u5f97\u68af\u5ea6\uff0c\u4e5f\u5c31\u662f\u660e\u786e\u7684\u8fed\u4ee3\u65b9\u5411\u3002\u800c\u8fd9\u4e2a\u65b9\u5411\uff0c\u4e0d\u53ef\u80fd\u4ec5\u9760\u516c\u53f8\u5185\u90e8\u7684\u51e0\u4e2aDemo\u6765\u7275\u5f15\uff0c\u5b83\u5fc5\u987b\u6765\u81ea\u771f\u5b9e\u573a\u666f\u7684\u6b63\u53cd\u9988\u3002<\/p>\n

\u5b83\u77f3\u6b63\u5728\u505a\u8fd9\u4ef6\u4e8b\u3002<\/p>\n

\u4e01\u6587\u8d85\uff1a\u6574\u4f53\u6846\u67b6\u57fa\u672c\u7b26\u5408\u4e4b\u524d\u8bbe\u5b9a\u7684\u8282\u594f\uff0c\u4f46\u6709\u4e24\u70b9\u4e0e\u6700\u521d\u7684\u5224\u65ad\u5b58\u5728\u504f\u5dee\u3002<\/p>\n

\u7b2c\u4e00\u70b9\u662f\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u534f\u540c\u8bbe\u8ba1\uff08Co-Design\uff09\u7684\u91cd\u8981\u6027\u8fdc\u8d85\u9884\u671f\u3002\u6211\u4eec\u5728AWE 3.0\u9636\u6bb5\u5df2\u7ecf\u610f\u8bc6\u5230\u8fd9\u4e2a\u95ee\u9898\uff0c\u5230\u4e863.5\u53ca\u540e\u7eed\u7248\u672c\uff0c\u7075\u5de7\u624b\u7684\u5173\u952e\u4f5c\u7528\u6108\u53d1\u51f8\u663e\u3002<\/p>\n

\u5939\u722a\u80fd\u89e3\u51b3\u5927\u7ea680%\u7684\u95ee\u9898\uff0c\u4f46\u5269\u4e0b20%\u5982\u679c\u5168\u90e8\u4f9d\u8d56\u7279\u5236\u5939\u722a\uff0c\u5de5\u7a0b\u96be\u5ea6\u6781\u9ad8\u3002\u5f53\u524d\u7075\u5de7\u624b\u6b63\u5728\u8d70\u5411\u6210\u719f\u2014\u2014\u5b83\u80fd\u5426\u771f\u6b63\u80dc\u4efb\u5b9e\u9645\u4efb\u52a1\u5e76\u8dd1\u901a\u5546\u4e1a\u95ed\u73af\uff0c\u5f88\u53ef\u80fd\u6210\u4e3a\u5177\u8eab\u667a\u80fd\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u8981\u91cc\u7a0b\u7891\u3002<\/p>\n

\u505a\u597d\u7075\u5de7\u624b\uff0c\u9700\u8981\u6570\u636e\u3001\u6a21\u578b\u548c\u786c\u4ef6\u4e09\u8005\u517c\u5907\uff0c\u56e0\u6b64\u5b83\u4e5f\u662f\u68c0\u9a8c\u4e00\u5bb6\u5177\u8eab\u667a\u80fd\u516c\u53f8\u7efc\u5408\u5b9e\u529b\u7684\u300c\u9ec4\u91d1\u6d4b\u8bd5\u300d\u3002\u6211\u4eec\u5728\u5b9e\u8df5\u4e2d\u9010\u6b65\u52a0\u6df1\u4e86\u5bf9\u624b\u7684\u91cd\u8981\u6027\u7684\u8ba4\u77e5\u3002<\/p>\n

\u4eceAWE 3.0\u4e4b\u524d\u5f00\u59cb\uff0c\u6211\u4eec\u5c31\u6301\u7eed\u6295\u5165\u81ea\u7814\u7075\u5de7\u624b\u3002\u5e02\u9762\u4e0a\u5f88\u591a\u4ea7\u54c1\u91c7\u7528Bottom-Up\u7684\u601d\u8def\u2014\u2014\u5148\u8ffd\u6c42\u9ad8\u81ea\u7531\u5ea6\uff0c\u518d\u4ece\u786c\u4ef6\u51fa\u53d1\u3002\u6211\u4eec\u7684\u8def\u5f84\u66f4\u63a5\u8fd1Top-Down\uff1a\u5148\u68b3\u7406\u9700\u8981\u5b8c\u6210\u54ea\u4e9b\u4eba\u7c7b\u52a8\u4f5c\u3001\u5339\u914d\u54ea\u4e9b\u4eba\u7c7b\u6570\u636e\uff0c\u518d\u53cd\u5411\u5b9a\u4e49\u786c\u4ef6\u8bbe\u8ba1\u3002\u8fd9\u662f\u4e00\u9879\u8ba1\u5212\u4e4b\u5916\u3001\u4f46\u5728\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u52a0\u5927\u7684\u6295\u5165\u3002<\/p>\n

\u7b2c\u4e8c\u70b9\u662f\u5177\u8eab\u667a\u80fd\u7684Scaling\u5df2\u7ecf\u89e3\u9501\u3002\u5982\u679c\u884c\u4e1a\u7ee7\u7eed\u671d\u8fd9\u4e2a\u65b9\u5411\u805a\u96c6\u8d44\u6e90\uff0c\u5934\u90e8\u6548\u5e94\u4f1a\u66f4\u52a0\u663e\u73b0\u3002<\/p>\n

\u4e01\u6587\u8d85\uff1a\u6211\u4eec\u5728\u5177\u8eab\u9886\u57df\u5bf9Scaling\u7684\u5b9a\u4e49\u662f\uff1a\u901a\u8fc7\u5408\u7406\u7684\u9884\u8bad\u7ec3\u4e0e\u540e\u8bad\u7ec3\u8303\u5f0f\uff0c\u5c06\u5b8c\u6210\u65b0\u4efb\u52a1\u6240\u9700\u7684\u6570\u636e\u91cf\u548c\u91c7\u96c6\u6210\u672c\u964d\u5230\u6700\u4f4e\u3002<\/p>\n

\u76ee\u524d\uff0c\u4e00\u4e2a\u65b0\u4efb\u52a1\u666e\u904d\u53ea\u9700\u8981\u5c0f\u65f6\u7ea7\u522b\u7684\u6570\u636e\u91c7\u96c6\uff0c\u5c31\u80fd\u8ba9\u6a21\u578b\u5c06\u4efb\u52a1\u5b8c\u6210\u5230\u5927\u81f4\u53ef\u7528\u7684\u7a0b\u5ea6\u3002\u8fd9\u6761\u8fb9\u754c\uff0c\u6211\u4eec\u5df2\u7ecf\u89e6\u78b0\u5230\u4e86\u3002<\/p>\n

\u4e01\u6587\u8d85\uff1a\u8fd9\u4f1a\u9010\u6e10\u6f14\u53d8\u4e3a\u4e00\u4e2a\u957f\u5c3e\u95ee\u9898\u3002\u5f53\u57fa\u7840\u6570\u636e\u79ef\u7d2f\u5230\u4e00\u5b9a\u89c4\u6a21\u540e\uff0c\u80fd\u591f\u8d21\u732e\u9ad8\u4ef7\u503c\u589e\u91cf\u7684\u65b0\u573a\u666f\u4f1a\u8d8a\u6765\u8d8a\u5c11\u3002<\/p>\n

\u5230\u4e86\u90a3\u4e2a\u9636\u6bb5\uff0c\u4e0e\u5176\u7ea0\u7ed3\u6570\u636e\u603b\u91cf\uff0c\u4e0d\u5982\u56de\u5230\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u95ee\u9898\uff1a\u6a21\u578b\u5230\u5e95\u8981\u5b8c\u6210\u4ec0\u4e48\u4efb\u52a1\uff1f\u6211\u4eec\u8981\u91c7\u4ec0\u4e48\u6837\u7684\u6570\u636e\uff1f\u5982\u4f55\u4ee5\u53ef\u63a7\u7684\u6210\u672c\u8ba9\u673a\u5668\u4eba\u80dc\u4efb\u5c3d\u53ef\u80fd\u591a\u6837\u7684\u4efb\u52a1\uff1f<\/p>\n

\u4e24\u8005\u6709\u4ea4\u96c6\uff0c\u4f46\u5728\u5b9e\u9645\u63a8\u8fdb\u8def\u5f84\u4e0a\u5b58\u5728\u660e\u663e\u5dee\u5f02\u3002<\/p>\n

\u4e01\u6587\u8d85\uff1a\u57fa\u7840\u6570\u636e\u8fbe\u5230\u4e00\u5b9a\u89c4\u6a21\u540e\uff0c\u5f53\u7136\u53ef\u4ee5\u7ee7\u7eed\u5806\u91cf\u3002\u4f46\u771f\u6b63\u7684\u96be\u70b9\u5728\u4e8e\u8ba9\u7cfb\u7edf\u83b7\u5f97\u300c\u68af\u5ea6\u300d\u2014\u2014\u4e5f\u5c31\u662f\u660e\u786e\u7684\u8fed\u4ee3\u65b9\u5411\u3002\u8fd9\u4e2a\u65b9\u5411\u4e0d\u53ef\u80fd\u9760\u516c\u53f8\u5185\u90e8\u51e0\u4e2aDemo\u6765\u6301\u7eed\u7275\u5f15\uff0c\u5b83\u5fc5\u987b\u6765\u81ea\u5927\u91cf\u771f\u5b9e\u573a\u666f\u9700\u6c42\u7684\u6b63\u53cd\u9988\u3002<\/p>\n

\u6240\u6709\u6210\u529f\u7684AI\u90fd\u53d7\u5230\u771f\u5b9e\u9700\u6c42\u7684\u9a71\u52a8\u3002\u8bed\u8a00\u6a21\u578b\u65e9\u671f\u6709\u975e\u5e38\u591a\u7684\u5e94\u7528\u65b9\u5411\uff0c\u4f46\u771f\u6b63\u628a\u6a21\u578b\u80fd\u529b\u63a8\u5411\u6781\u81f4\u7684\u5e94\u7528\u4e4b\u4e00\u662fAI Coding\u3002\u867d\u7136AI Coding\u662f\u4e00\u4e2a\u5782\u76f4\u5e94\u7528\uff0c\u4f46\u5b83\u5012\u903c\u6a21\u578b\u516c\u53f8\u5efa\u7acb\u8d77\u9884\u8bad\u7ec3\u3001\u5927\u89c4\u6a21\u6570\u636e\u95ed\u73af\u3001Harness Engineering\u7b49\u4e00\u6574\u5957\u4f53\u7cfb\u5316\u80fd\u529b\uff0c\u56e0\u6b64\u63d0\u4f9b\u4e86\u6781\u5f3a\u7684\u6b63\u53cd\u9988\u3002<\/p>\n

\u5176\u4ed6\u5e94\u7528\u540c\u6837\u5b58\u5728\uff0c\u53ea\u662f\u89c4\u6a21\u76f8\u5bf9\u66f4\u5c0f\u3002\u6b63\u662f\u8fd9\u4e9b\u5e94\u7528\u7684\u7275\u5f15\uff0c\u8ba9\u884c\u4e1a\u5bf9\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u8d70\u5411AGI\u6709\u4e86\u66f4\u575a\u5b9a\u7684\u5224\u65ad\u3002\u95ed\u73af\u8dd1\u901a\u4e4b\u540e\uff0c\u6280\u672f\u7684\u5148\u8fdb\u6027\u624d\u6709\u4e86\u6e05\u6670\u7684\u8861\u91cf\u6807\u51c6\u3002<\/p>\n

\u5177\u8eab\u667a\u80fd\u540c\u6837\u9700\u8981\u627e\u5230\u82e5\u5e72\u4e2a\u7c7b\u4f3cAI Coding\u7ea7\u522b\u7684\u5e94\u7528\u3002\u5b83\u7684\u80fd\u529b\u4e0d\u4f1a\u5c40\u9650\u4e8e\u8fd9\u4e9b\u573a\u666f\uff0c\u4f46\u6b63\u53cd\u9988\u901a\u8def\u80fd\u8ba9\u6570\u636e\u3001\u6a21\u578b\u548cInfra\u5f62\u6210\u4e00\u6761\u7a33\u5b9a\u3001\u53ef\u9760\u3001\u53ef\u6269\u5c55\u7684\u5b8c\u6574\u94fe\u8def\u3002<\/p>\n

\u6211\u4eec\u5f53\u524d\u6700\u770b\u91cd\u7684\uff0c\u662f\u5728\u591a\u4e2a\u573a\u666f\u4e2d\u5f62\u6210Killer App\u95ed\u73af\uff0c\u5e76\u8fbe\u5230\u4e00\u5b9a\u89c4\u6a21\u3002\u81f3\u4e8e\u672a\u6765\u6570\u636e\u8fd8\u9700\u8981\u518d\u589e\u52a0\u51e0\u4e2a\u96f6\uff0c\u73b0\u9636\u6bb5\u5e76\u6ca1\u6709\u90a3\u4e48\u91cd\u8981\u3002<\/p>\n

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\u4e01\u6587\u8d85\uff1a\u8fd9\u662f\u4efb\u4f55\u9ad8\u79d1\u6280\u516c\u53f8\u90fd\u8981\u9762\u5bf9\u7684\u6311\u6218\u3002\u8ffd\u6c42\u901a\u7528\u6280\u672f\u67b6\u6784\u7684\u9886\u5148\uff0c\u4e0e\u5efa\u7acb\u7ec8\u7aef\u5ba2\u6237\u7684\u53cd\u9988\u95ed\u73af\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5b58\u5728\u5f20\u529b\uff0c\u4f46\u4e5f\u6709\u5171\u901a\u4e4b\u5904\uff0c\u5173\u952e\u5728\u4e8e\u52a8\u6001\u5e73\u8861\u3002<\/p>\n

\u65e9\u671f\u505aAI Coding\u7684\u516c\u53f8\u4e5f\u66fe\u7ecf\u5386\u8fc7\u52a8\u6447\uff1a\u6709\u4e9b\u505a\u5230\u4e00\u534a\u5c31\u653e\u5f03\u4e86\uff1b\u6709\u4e9b\u957f\u671f\u6b7b\u78d5\u5e94\u7528\uff0c\u5374\u5ffd\u89c6\u4e86\u901a\u7528\u6a21\u578b\u5e95\u5ea7\u7684\u8fdb\u5c55\u3002\u4e24\u7aef\u90fd\u4e0d\u80fd\u7f3a\u5931\u3002<\/p>\n

\u5177\u8eab\u9886\u57df\u786e\u5b9e\u8fd8\u6709\u5f88\u591aResearch\u53ef\u505a\uff0c\u4f46\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u5b66\u672f\u7814\u7a76\u673a\u4f1a\u6b63\u5728\u9010\u6b65\u6536\u7a84\u3002\u5f53\u5de5\u4e1a\u754c\u5f00\u59cbScaling\uff0c\u5b66\u672f\u754c\u7684\u7a7a\u95f4\u5c31\u4e0d\u4f1a\u50cf\u65e9\u671f\u90a3\u4e48\u5927\u3002<\/p>\n

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\u5b66\u672f\u754c\u5f53\u7136\u8fd8\u53ef\u4ee5\u53d1\u8868\u65b0\u7684VLA\u6216World Action Model\u65b9\u6cd5\uff0c\u4f46\u968f\u7740\u6570\u636e\u89c4\u6a21\u7684\u63d0\u5347\uff0c\u5f88\u591aTrick\u867d\u7136\u4ecd\u6709\u5e2e\u52a9\uff0c\u5374\u4e0d\u518d\u8d77\u51b3\u5b9a\u6027\u4f5c\u7528\u3002<\/p>\n

\u884c\u4e1a\u89c4\u5f8b\u901a\u5e38\u662f\uff1a\u5b66\u672f\u754c\u5148\u91ca\u653e\u4fe1\u53f7\uff0c\u5de5\u4e1a\u754c\u627e\u5230\u66f4\u672c\u8d28\u7684\u95ee\u9898\u5e76\u8fdb\u884cScaling\uff0c\u968f\u540e\u8be5\u65b9\u5411\u7684\u5b66\u672f\u7a7a\u95f4\u6536\u7a84\uff0c\u7814\u7a76\u8005\u518d\u53bb\u5bfb\u627e\u65b0\u7684\u524d\u6cbf\u2014\u2014\u76ee\u524d\u7075\u5de7\u624b\u53ef\u80fd\u5c31\u662f\u5b66\u672f\u754c\u65b0\u7684\u6816\u606f\u5730\u3002<\/p>\n

\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u91cd\u65b0\u5b9a\u4e49\u5177\u8eab\u9886\u57df\u7684Research\u3002\u5f53\u4e0b\u771f\u6b63\u56f0\u96be\u7684\u95ee\u9898\u5305\u62ec\uff1a\u6570\u636e\u5982\u4f55\u91c7\u96c6\u3001\u7b5b\u9009\u548c\u5e73\u8861\uff1f\u9884\u8bad\u7ec3Infra\u548c\u7f51\u7edc\u67b6\u6784\u5982\u4f55\u8bbe\u8ba1\uff1f\u540e\u8bad\u7ec3\u6d41\u7a0b\u5982\u4f55\u7a33\u5b9a\u8fed\u4ee3\uff1f\u4ee5\u53ca\u89c4\u6a21\u4e0d\u65ad\u6269\u5927\u540e\u5982\u4f55\u89e3\u51b3\u7cfb\u7edf\u6027\u5de5\u7a0b\u95ee\u9898\uff1f<\/p>\n

\u8fd9\u4e9b\u95ee\u9898\u6781\u5c11\u80fd\u88ab\u4e00\u7bc7Paper\u5b8c\u6574\u8986\u76d6\u3002\u90e8\u5206\u8bba\u6587\u53ef\u80fd\u53ea\u63d0\u4f9b\u96f6\u6563\u7684\u542f\u53d1\uff0c\u4f01\u4e1a\u9700\u8981\u7528\u7b2c\u4e00\u6027\u539f\u7406\u628a\u6f5c\u5728\u8def\u5f84\u6392\u5217\u51fa\u6765\uff0c\u518d\u7528\u5927\u91cf\u5b9e\u9a8c\u9010\u4e00\u9a8c\u8bc1\u3002\u8fd9\u662f\u4e00\u79cd\u300c\u5927\u89c4\u6a21Research\u300d\uff0c\u53ea\u662f\u5b83\u7684\u5f62\u6001\u5df2\u7ecf\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u5b66\u672f\u7814\u7a76\u3002<\/p>\n

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\u4e01\u6587\u8d85\uff1a\u65b0\u516c\u53f8\u5fc5\u987b\u627e\u5230\u5dee\u5f02\u5316\u7684\u5207\u5165\u89d2\u5ea6\u3002\u5728\u5f53\u4e0b\u8fd9\u4e2a\u9636\u6bb5\uff0c\u53ea\u51ed\u51e0\u7bc7World Action Model\u6216VLA\u8bba\u6587\u5c31\u60f3\u521b\u4e1a\uff0c\u96be\u5ea6\u5df2\u7ecf\u975e\u5e38\u9ad8\u4e86\u3002\u6709\u4e86\u5927\u89c4\u6a21\u6570\u636e\u548cInfra\u7684\u652f\u6491\u540e\uff0c\u5de5\u4e1a\u754c\u5bf9\u6f5c\u5728\u6280\u672f\u8def\u7ebf\u7684\u63a2\u7d22\u5e7f\u5ea6\uff0c\u751a\u81f3\u53ef\u80fd\u8d85\u8fc7\u5b66\u672f\u754c\u3002<\/p>\n

\u8fd9\u548c\u81ea\u52a8\u9a7e\u9a76\u7684\u53d1\u5c55\u8f68\u8ff9\u975e\u5e38\u76f8\u4f3c\u30022021\u52302022\u5e74\u524d\u540e\uff0c\u5f88\u591a\u81ea\u52a8\u9a7e\u9a76\u516c\u53f8\u5b8c\u6210\u4e86\u4eceResearch Driven\u5230Product Driven\u7684\u8f6c\u53d8\uff0c\u771f\u6b63\u5efa\u7acb\u8d77\u4e86\u6570\u636e\u89c4\u6a21\u548cInfra\uff0c\u968f\u540e\u624d\u8fce\u6765\u4e862023\u30012024\u5e74\u7aef\u5230\u7aef\u6280\u672f\u7684\u5168\u9762\u7206\u53d1\u3002<\/p>\n

\u5177\u8eab\u667a\u80fd\u6b63\u5728\u7ecf\u5386\u7c7b\u4f3c\u7684\u8fc7\u7a0b\uff1a\u4ece\u5c40\u90e8\u7684\u6280\u672f\u4eae\u70b9\uff0c\u8d70\u5411\u7cfb\u7edf\u5316\u7684\u4f53\u7cfb\u4f5c\u6218\u3002\u65b0\u5165\u5c40\u8005\u9700\u8981\u5bfb\u627e\u65b0\u7684\u751f\u6001\u4f4d\uff0c\u4f8b\u5982\uff1a\u628a\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u901a\u7528\u4e16\u754c\u6a21\u578b\u516c\u53f8\uff0c\u8ba9\u5177\u8eab\u667a\u80fd\u53ea\u662f\u5176\u4e2d\u4e00\u4e2a\u5b50\u573a\u666f\uff1b\u6216\u8005\u907f\u5f00\u5df2\u7ecf\u9ad8\u5ea6\u5185\u5377\u7684Tabletop\uff08\u684c\u9762\u7ea7\uff09\u4efb\u52a1\uff0c\u76f4\u63a5\u9009\u62e9\u5168\u5c3a\u5bf8\u4eba\u5f62\u7b49\u65b9\u5411\u3002<\/p>\n

\u4e01\u6587\u8d85\uff1a\u5982\u679c\u53ea\u7528\u4e00\u4e2a\u8bcd\u6982\u62ec\uff0c\u5c31\u662f\u6562\u60f3\u6562\u505a\uff1b\u5982\u679c\u518d\u52a0\u51e0\u4e2a\u8bcd\uff0c\u90a3\u5c31\u662f\u8e0f\u5b9e\u9760\u8c31\u3002<\/p>\n

\u5728AI\u65f6\u4ee3\uff0c\u4e13\u4e1a\u7684\u8fb9\u754c\u5df2\u7ecf\u5927\u5e45\u5f31\u5316\uff0c\u4e2a\u4eba\u8111\u5b50\u91cc\u88c5\u7684\u77e5\u8bc6\u5f88\u96be\u8d85\u8fc7\u5927\u6a21\u578b\u3002\u57fa\u4e8e\u8fd9\u4e00\u70b9\uff0c\u4eba\u4e0d\u8981\u7ed9\u81ea\u5df1\u8bbe\u9650\uff0c\u8981\u6562\u4e8e\u8de8\u8d8a\u8fb9\u754c\u53bb\u5b66\u4e60\u548c\u884c\u52a8\u3002<\/p>\n

\u4e01\u6587\u8d85\uff1a\u65e9\u671f\u5224\u65ad\u7684\u4fe1\u566a\u6bd4\u786e\u5b9e\u6bd4\u8f83\u4f4e\uff0c\u4f46\u6211\u9884\u6d4b2026\u5e74\u5e95\u52302027\u5e74\u53ef\u80fd\u4f1a\u51fa\u73b0\u5206\u6c34\u5cad\u3002\u5355\u573a\u666f\u4efb\u52a1\u5404\u5bb6\u516c\u53f8\u53ea\u8981\u52aa\u529b\u90fd\u80fd\u5b8c\u6210\uff0c\u771f\u6b63\u8003\u9a8c\u57fa\u7840\u6a21\u578b\u80fd\u529b\u7684\uff0c\u662f\u4ee5\u4e00\u5b9a\u7684\u53ef\u9760\u7387\u5b8c\u6210\u591a\u4e2a\u4efb\u52a1\u3002<\/p>\n

2027\u5e74\u4e0a\u534a\u5e74\u5230\u5e74\u4e2d\uff0c\u300c\u80fd\u5426\u5b9e\u73b0\u591a\u573a\u666f\u53ef\u9760\u843d\u5730\u300d\u4f1a\u6210\u4e3a\u5173\u952e\u7684\u8bc4\u5224\u6807\u51c6\u3002\u5982\u679c\u4e00\u5bb6\u4f01\u4e1a\u80fd\u7528AI\u5316\u7684\u65b9\u6cd5\u5b9e\u73b0\u591a\u573a\u666f\u7684\u89c4\u6a21\u5316\u843d\u5730\uff0c\u5c31\u4f1a\u8fc5\u901f\u4e0e\u5176\u4ed6\u516c\u53f8\u62c9\u5f00\u5dee\u8ddd\u3002<\/p>\n

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2024\u5e74\uff0c\u5927\u5bb6\u770b\u5230\u673a\u5668\u4eba\u672c\u4f53\u300c\u80fd\u52a8\u300d\u5c31\u89c9\u5f97\u5f88\u5389\u5bb3\uff1b\u540e\u6765\u5f00\u59cb\u5173\u6ce8Pick and Place\uff08\u6293\u53d6\u4e0e\u653e\u7f6e\uff09\u4ee5\u53ca\u7a0d\u590d\u6742\u7684\u64cd\u4f5c\uff1b\u800c\u73b0\u5728\u6700\u6838\u5fc3\u7684\u62f7\u95ee\u662f\uff1a\u5b83\u6709\u6ca1\u6709\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u6301\u7eed\u3001\u7a33\u5b9a\u5730\u5de5\u4f5c\u3002<\/p>\n

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\u5f88\u591a\u7cfb\u7edf\u663e\u5f97\u8fdf\u7f13\uff0c\u662f\u56e0\u4e3a\u628a\u611f\u77e5\u5904\u7406\u4e0e\u52a8\u4f5c\u751f\u6210\u4e32\u884c\u4e86\u8d77\u6765\u3002\u5b83\u4eec\u5b8c\u5168\u53ef\u4ee5\u5f02\u6b65\u89e3\u8026\u8fd0\u884c\uff1a\u4f8b\u5982\u611f\u77e5\u4ee5\u51e0\u8d6b\u5179\u7684\u4f4e\u9891\u66f4\u65b0\uff0c\u800c\u52a8\u4f5c\u5219\u4ee5\u51e0\u5341\u8d6b\u5179\u7684\u9ad8\u9891\u8f93\u51fa\u3002\u63a8\u7406\u901f\u5ea6\u4e0e\u6a21\u578b\u5927\u5c0f\u5b58\u5728\u5173\u8054\uff0c\u4f46\u4e0d\u80fd\u76f4\u63a5\u5212\u7b49\u53f7\uff0c\u53c2\u6570\u91cf\u5f88\u5927\u7684\u6a21\u578b\u7ecf\u8fc7\u5de5\u7a0b\u4f18\u5316\uff0c\u540c\u6837\u53ef\u4ee5\u505a\u5230\u6781\u901f\u63a8\u7406\u3002<\/p>\n

\u4e01\u6587\u8d85\uff1a\u6211\u76ee\u524d\u6700\u5927\u7684\u300c\u672a\u89e3\u4e4b\u8c1c\u300d\uff08Mystery\uff09\u5728\u7075\u5de7\u624b\u3002<\/p>\n

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\u9762\u5bf9\u8fd9\u6837\u4e00\u4e2a\u9ad8\u7ef4\u4e14\u5bcc\u63a5\u89e6\uff08Contact-rich\uff09\u7684\u590d\u6742\u7cfb\u7edf\uff0c\u4f1a\u4e0d\u4f1a\u50ac\u751f\u51fa\u65b0\u7684\u6280\u672f\u6311\u6218\uff0c\u751a\u81f3\u5f15\u53d1\u65b0\u7684\u80fd\u529b\u6d8c\u73b0\uff1f\u8fd9\u662f\u6211\u76ee\u524d\u6700\u5173\u5fc3\u3001\u4e5f\u6700\u5174\u594b\u7684\u4e8b\u60c5\u3002<\/p>\n

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\n

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Jay \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

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