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\u90b1\u8c06<\/strong>\uff1a\u6570\u636e\u9a71\u52a8\u662f\u5177\u8eab\u667a\u80fd\u4f01\u4e1a\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u4ece\u884c\u4e1a\u8d77\u6b65\u5c31\u5b58\u5728\uff0c\u7f8e\u56fd\u7684\u7279\u65af\u62c9\u3001PI(Physical Intelligence) \u7b49\u4f01\u4e1a\uff0c\u4ee5\u53ca\u4e2d\u56fd\u7684\u94f6\u6cb3\u901a\u7528\u3001\u667a\u5143\u3001\u81ea\u53d8\u91cf\u7b49\u5934\u90e8\u4f01\u4e1a\u90fd\u5bf9\u8bad\u7ec3\u6570\u636e\u6781\u4e3a\u91cd\u89c6\u3002\u800c\u5177\u8eab\u667a\u80fd\u4f01\u4e1a\u7684\u8fd9\u4e00\u8f6e\u878d\u8d44\uff0c\u4e3b\u8981\u5c31\u6295\u5728\u6570\u636e\u4e0a<\/strong>\u3002\u56e0\u4e3a\u6570\u636e\u4e0d\u662f\u91c7\u96c6\u5b8c\u5c31\u5b8c\u4e8b\u4e86\uff0c\u540e\u9762\u8fd8\u6709\u4e00\u5806\u7684\u5de5\u4f5c\uff0c\u9700\u8981\u7ed3\u5408\u6a21\u578b\uff0c\u505a\u901a\u7528\u6027\u8bad\u7ec3\u548c\u673a\u5668\u52a8\u4f5c\u63a7\u5236\u8bad\u7ec3\u3002<\/p>\n

\u5177\u8eab\u667a\u80fd\u7684\u6570\u636e\u8bad\u7ec3\u903b\u8f91\u4e0e GPT \u6bd4\u8f83\u7c7b\u4f3c\uff0c\u4e14\u5bf9\u8bad\u7ec3\u7b97\u6cd5\u8981\u6c42\u6781\u9ad8\uff0c\u73b0\u5728\u5927\u5bb6\u90fd\u5728\u8bb2 VLA\uff08Vision-Language-Action\uff0c\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\uff09\uff0c\u5176\u5b9e VLA \u53ea\u662f\u57fa\u7840\u6846\u67b6\uff0c\u5b9e\u9645\u8fc7\u7a0b\u4e2d\u6bcf\u5bb6\u90fd\u53ef\u4ee5\u4e0d\u4e00\u6837\uff1b\u7136\u540e\u7b97\u529b\u4e5f\u8981\u8ddf\u4e0a\uff0c\u56e0\u4e3a\u8fd9\u7c7b\u4f01\u4e1a\u5b9e\u8d28\u5c31\u662f\u786c\u4ef6\u9886\u57df\u7684\u5927\u6a21\u578b\u516c\u53f8\uff0c\u6570\u636e\u8d8a\u591a\uff0c\u9700\u8981\u7684\u7b97\u529b\u5c31\u8d8a\u9ad8\u3002<\/p>\n

\u5f53\u524d\u884c\u4e1a\u4f1a\u51fa\u73b0\u4e24\u6781\u5206\u5316\uff0c\u8d8a\u5934\u90e8\u7684\u4f01\u4e1a\u8d8a\u80fd\u878d\u5230\u5de8\u989d\u8d44\u91d1\uff0c\u800c\u4e14\u4ee5\u540e\u8fd8\u4f1a\u6709\u5f88\u591a\u516c\u53f8\u62ff\u5230\u5de8\u989d\u878d\u8d44\uff1b\u53e6\u4e00\u9762\u5982\u679c\u4f01\u4e1a\u4e0d\u80fd\u6b63\u786e\u91c7\u96c6\u5230\u5927\u91cf\u6570\u636e\uff0c\u6216\u8005\u91c7\u96c6\u4e86\u6570\u636e\u540e\u8bad\u7ec3\u6548\u679c\u4e0d\u597d\uff0c\u7136\u540e\u53c8\u6ca1\u6709\u8db3\u591f\u7684\u7b97\u529b\uff0c\u8fd9\u7c7b\u516c\u53f8\u5c31\u4f1a\u57ae\u6389\u3002\u6240\u4ee5\u672a\u6765\u80af\u5b9a\u4f1a\u6dd8\u6c70\u4e00\u6ce2\u3002<\/p>\n

\u8fd9\u4e2a\u95e8\u69db\u8ddf\u5f53\u5e74\u5927\u6a21\u578b\u8bad\u7ec3\u662f\u4e00\u6837\u7684\uff0c\u6216\u8005\u8bf4\u66f4\u9ad8\u3002\u53ea\u4e0d\u8fc7\u56e0\u4e3a\u4f60\u73b0\u5728\u5df2\u7ecf\u8e29\u5728\u5f53\u5e74\u7684\u5927\u6a21\u578b\u7684\u5de8\u4eba\u7684\u80a9\u8180\u4e0a\u4e86\uff0c\u4e14\u5f88\u591a\u4f01\u4e1a\u4f1a\u57fa\u4e8eQwen\u3001DeepSeek \u7b49\u505a\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\uff0c\u6838\u5fc3\u4ecd\u662f\u5927\u6a21\u578b\u8bad\u7ec3\u80fd\u529b\u3002\u6240\u4ee5\u5b83\u7684\u95e8\u69db\u5f88\u9ad8\u3002\u4f46\u8ddf\u5927\u6a21\u578b\u4e0d\u4e00\u6837\u7684\u662f\uff0c\u5177\u8eab\u667a\u80fd\u4f1a\u5206\u5316\u51fa\u66f4\u591a\u7ec6\u5206\u5e94\u7528\u8d5b\u9053\uff0c\u56e0\u6b64\u4e5f\u5b58\u5728\u66f4\u591a\u7684\u53d1\u5c55\u673a\u4f1a\u3002<\/p>\n

\u971e\u5149\u793e<\/strong>\uff1a\u4f60\u4eec\u6295\u4e86\u54ea\u4e9b\u5177\u8eab\u667a\u80fd\u7684\u9879\u76ee\uff1f<\/p>\n

\u90b1\u8c06<\/strong>\uff1a\u6211\u4eec\u76ee\u524d\u5bf9\u5916\u62ab\u9732\u8fc7\u7684\u5177\u8eab\u667a\u80fd\u76f8\u5173\u9879\u76ee\uff0c\u5df2\u7ecf\u6709\u5dee\u4e0d\u591a\u5feb10\u5bb6\u4e86\u3002\u5305\u62ec\u4eca\u5e74\u4ee5\u6765\u5b8c\u6210\u65b0\u4e00\u8f6e\u878d\u8d44\u7684\u661f\u52a8\u7eaa\u5143\u3001\u9b54\u6cd5\u539f\u5b50\u3001\u81ea\u53d8\u91cf\u673a\u5668\u4eba\u3001\u5730\u74dc\u673a\u5668\u4eba\u3001\u7075\u5fa1\u667a\u80fd\u3001\u4e16\u822a\u667a\u80fd\u7b49\uff0c\u6b64\u5916\u8fd8\u6709\u505a\u65e0\u4eba\u673a\u5177\u8eab\u667a\u80fd\u7684\u5fae\u5206\u667a\u98de\u3001\u505a\u5177\u8eab\u667a\u80fd\u5f00\u53d1\u8005\u751f\u6001\u7684RoboParty\uff08\u841d\u535a\u6d3e\u5bf9\uff09\u4ee5\u53ca\u4e91\u6df1\u5904\u79d1\u6280\u7b49\u3002\u8fd8\u6709\u4e00\u4e9b\u76ee\u524d\u8fd8\u6ca1\u6709\u62ab\u9732\u3002<\/p>\n

\u5177\u8eab\u667a\u80fd\uff0c\u672c\u8d28\u662f\u57fa\u6a21\u516c\u53f8<\/h2>\n

\u971e\u5149\u793e<\/strong>\uff1a\u6211\u4eec\u77e5\u9053\uff0c\u6295\u8d44\u5b83\u662f\u6709\u4e00\u5b9a\u5468\u671f\u7684\uff0c\u8981\u4e0a\u4f1a\u8ba8\u8bba\uff0c\u8981\u7b7eTS\uff0c\u4e00\u822c\u5f97\u6709\u4e2a\u51e0\u5468\u751a\u81f3\u6570\u6708\u3002\u4f46\u662f\u4f46\u73b0\u5728\u8fd9\u4e00\u6ce2\u597d\u50cf\uff0c\u6625\u8282\u4e00\u8fc7\u9a6c\u4e0a\u5c31\u9646\u9646\u7eed\u7eed\u90fd\u6295\u51fa\u6765\u4e86\u3002\u96be\u9053\u662f\u6625\u8282\u540e\u96c6\u4e2d\u6295\u7684\u5417\uff1f<\/p>\n

\u90b1\u8c06<\/strong>\uff1a\u6211\u89c9\u5f97\u4e0d\u4f1a\uff0c\u6625\u665a\u90a3\u4e48\u665a\u3002\u6625\u665a\u4e4b\u524d\uff08\u5c31\u5f00\u59cb\u878d\u8d44\uff09\u8fd9\u662f\u80af\u5b9a\u7684\u3002\u7136\u540e\u6625\u665a\u53ea\u662f\u8d77\u5230\u8425\u9500\u8bb2\u6545\u4e8b\u7684\u4f5c\u7528\uff1b\u800c\u4e14\u6625\u665a\u5c55\u793a\u7684\u673a\u5668\u4eba\u8868\u6f14\u591a\u4e3a\u9065\u63a7\u64cd\u4f5c\uff0c\u4e5f\u4e0d\u662f\u5f53\u524d\u6295\u8d44\u5708\u6838\u5fc3\u4e0b\u6ce8\u7684\u5177\u8eab\u667a\u80fd\u3002\u800c\u4e14\uff0c\u5404\u5bb6\u4f01\u4e1a\u878d\u8d44\u8282\u594f\u4e0d\u540c\uff0c\u5f88\u96be\u4e00\u6982\u800c\u8bba\uff0c\u6240\u4ee5\u66f4\u591a\u662f\u5927\u5bb6\u524d\u671f\u90fd\u8c08\u597d\u4e86\uff0c\u800c\u6625\u8282\u662f\u4e2a\u5951\u673a\uff0c\u7136\u540e\u96c6\u4e2d\u62ab\u9732\u4e86\u3002<\/p>\n

\u971e\u5149\u793e<\/strong>\uff1a\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff0c\u8fd9\u4e00\u8f6e\u7684\u5177\u8eab\u667a\u80fd\u4f01\u4e1a\u878d\u8d44\uff0c\u6570\u989d\u90fd\u7279\u522b\u5927\uff0c\u800c\u4e14\u4f1a\u5728\u5929\u4f7f\u8f6e\u5c31\u878d\u5230\u4e00\u4e24\u4ebf\u7f8e\u91d1\uff0cB\u8f6e\u5c31\u662f\u5341\u51e0\u4ebf\u3001\u51e0\u5341\u4ebf\u7ea7\u7684\u878d\u8d44\u3002\u662f\u4e0d\u662f\u592a\u9ad8\u4e86\uff1f<\/p>\n

\u90b1\u8c06<\/strong>\uff1a\u5982\u679c\u6309\u7167\u4e00\u4e2a\u4f20\u7edf\u673a\u5668\u4eba\u516c\u53f8\u7684\u903b\u8f91\u770b\uff0c\u90a3\u8fd9\u6837\u7684\u4f30\u503c\u786e\u5b9e\u592a\u9ad8\u4e86\u3002\u673a\u5668\u4eba\u66f4\u591a\u662f\u9700\u8981\u7a33\u5b9a\u7684\u4f9b\u5e94\u94fe\uff0c\u6e05\u6670\u7684\u5546\u4e1a\u5316\u573a\u666f\uff0c\u7136\u540e\u5c31\u53ef\u4ee5\u9488\u5bf9\u6027\u5f00\u53d1\u4e13\u7528\u673a\u5668\u4eba\u4e86\u3002\u5b83\u4e0d\u9700\u8981\u505a\u5927\u91cf\u7684\u6570\u636e\u91c7\u96c6\u3001\u7b97\u529b\u5e03\u5c40\u548c\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n

\u4f46\u5177\u8eab\u667a\u80fd\u5b9e\u8d28\u4e0a\u662f\u4e00\u4e2a\u786c\u4ef6\u7684\u5927\u6a21\u578b\u57fa\u6a21\u516c\u53f8\u3002\u57fa\u6a21\u7684\u4e00\u4e2a\u7279\u70b9\uff0c\u5c31\u662f\u5728\u6570\u636e\u3001\u5728\u7b97\u529b\u4e0a\u7279\u522b\u70e7\u94b1\u3002\u9996\u5148\u4e70\u6570\u636e\u7684\u6210\u672c\u5c31\u975e\u5e38\u9ad8\uff0c\u751a\u81f3\u8fd8\u8981\u81ea\u5efa\u6570\u91c7\u5382\uff08\u81ea\u5efa\u6570\u91c7\u5382\u6210\u672c\u6570\u5343\u4e07\u5143\uff09\uff1b\u7136\u540e\u8fd8\u8981\u8d2d\u7f6e\u7b97\u529b\u8bbe\u65bd\uff0c\u642d\u5efa\u61c2\u5927\u6a21\u578b\u3001\u61c2\u57fa\u6a21\u7684\u7814\u53d1\u56e2\u961f\u53bb\u505a\u8fd9\u79cd\u8bad\u7ec3\uff0c\u603b\u6210\u672c\u975e\u5e38\u9ad8\u3002<\/p>\n

\u53ef\u4ee5\u5bf9\u6bd4\u7684\u662f\uff0c2022\u5e7410\u6708\uff0cOpenAI<\/a>\u878d\u8d4466\u4ebf\u7f8e\u91d1\uff0c\u4f30\u503c\u9ad8\u8fbe1570\u4ebf\u7f8e\u91d1\u3002\u5f53\u65f6ChatGPT<\/a>\u8fd8\u6ca1\u53d1\u5e03\u3002\u800c\u5177\u8eab\u667a\u80fd\u9886\u57df\u5176\u5b9e\u5c06\u8bde\u751f\u7b2c\u4e00\u4e2a\u7269\u7406\u9886\u57df\u7684AI\u57fa\u6a21\u516c\u53f8\uff0c\u5b83\u672a\u6765\u80fd\u591f\u6311\u6218OpenAI\uff0c\u5230\u90a3\u65f6\u5b83\u7684\u4f30\u503c\u4e5f\u4f1a\u8d85\u8d8aOpenAI\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u4e0a\u770b\uff0c\u73b0\u5728\u5177\u8eab\u667a\u80fd\u7684\u4f30\u503c\u5c31\u4e0d\u4e00\u5b9a\u9ad8\u4e86\u3002<\/p>\n

\u971e\u5149\u793e<\/strong>\uff1a\u4e3a\u4ec0\u4e48\u5177\u8eab\u667a\u80fd\u7684\u672c\u4f53\u8981\u505a\u6210\u4e0e\u4eba\u5f62\u76f8\u8fd1\uff1f<\/p>\n

\u90b1\u8c06\uff1a<\/strong>\u6838\u5fc3\u8fd8\u662f\u6570\u636e\u7684\u5173\u7cfb\uff0c\u56e0\u4e3a\u5177\u8eab\u667a\u80fd\u7684\u8bad\u7ec3\u6570\u636e\u591a\u56f4\u7ed5\u4eba\u7c7b\u884c\u4e3a\u3001\u89c6\u89d2\u6765\u8fdb\u884c\u7684\uff0c\u56e0\u6b64\u4eba\u5f62\u7684\u8bbe\u8ba1\u80fd\u83b7\u53d6\u66f4\u5927\u91cf\u6570\u636e\u3002\u5f53\u7136\u975e\u4eba\u5f62\u8bbe\u8ba1\u82e5\u80fd\u627e\u5230\u8db3\u591f\u8bad\u7ec3\u6570\u636e\u4e5f\u53ef\u884c\uff0c\u4f46\u76ee\u524d\u4e2d\u7f8e\u5e02\u573a\u5747\u4ee5\u4eba\u5f62\u4e3a\u4e3b\uff0c\u4e14\u7279\u65af\u62c9\u4e3b\u6253\u7075\u5de7\u624b\u4e5f\u4e0e\u63a5\u8fd1\u4eba\u7c7b\u52a8\u4f5c\u7684\u8bad\u7ec3\u6570\u636e\u76f8\u5173\u3002<\/p>\n

\u971e\u5149\u793e<\/strong>\uff1a\u5173\u4e8e\u5177\u8eab\u667a\u80fd\u7684\u8bad\u7ec3\uff0c\u56fd\u5185\u5177\u8eab\u667a\u80fd\u4f01\u4e1a\u4e3b\u8981\u901a\u8fc7\u4eff\u771f\u3001\u771f\u673a\u505a\u6570\u636e\u8bad\u7ec3\u91c7\u96c6\uff0c\u6b27\u7f8e\u4f01\u4e1a\u5982 Rhoda\u5219\u7528\u771f\u4eba\u89c6\u9891\u6570\u636e\u8bad\u7ec3\uff0c\u8bd5\u56fe\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u7406\u89e3\u7269\u7406\u4e16\u754c\u3002\u60a8\u4f1a\u503e\u5411\u4e8e\u54ea\u79cd\uff0c\u600e\u4e48\u770b\u8fd9\u79cd\u8def\u7ebf\u7684\u5dee\u5f02\uff1f<\/p>\n

\u90b1\u8c06<\/strong>\uff1a\u6211\u7684\u7b54\u6848\u662f\u90fd\u4f1a\u6709\u3002\u6295\u8d44\u4eba\u4e0d\u9700\u8981\u505a\u8fd9\u79cd\u9897\u7c92\u5ea6\u7684\u5224\u65ad\u3002\u4eca\u5929\u5373\u4fbf\u5728\u5177\u8eab\u9886\u57df\u6700\u725b\u7684\u7814\u7a76\u4eba\u5458\u6216\u8005\u5927\u5382\u7684\u6280\u672f\u5458\uff0c\u5927\u6982\u7387\u4e5f\u5224\u65ad\u4e0d\u4e86\u3002<\/p>\n

\u76ee\u524d\u5177\u8eab\u667a\u80fd\u8fd8\u5904\u4e8e\u524d GPT \u65f6\u4ee3\uff0c\u5c31\u50cf GPT \u51fa\u73b0\u524d\uff0c\u6ca1\u6709\u4eba\u77e5\u9053\u54ea\u79cd\u6570\u636e\u5f62\u6001\u80fd\u8bad\u7ec3\u51fa\u4f18\u79c0\u6a21\u578b\u3002\u5c31\u8fde\u505aNLP\u6700\u4e13\u4e1a\u7684 Google \u81ea\u5df1\u4e5f\u6ca1\u5224\u65ad\u51fa\u6765\uff0c\u4e0d\u7136 Google \u80af\u5b9a\u5c31\u6295 OpenAI \u4e86\uff0c\u6216\u8005\u5b83\u4e5f\u505a\u540c\u6837\u7684\u6280\u672f\u8def\u7ebf\u3002\u76ee\u524d\u7684\u4eff\u771f\u3001\u771f\u673a\u3001\u771f\u4eba\u89c6\u9891\u7b49\u6570\u636e\u7c7b\u578b\uff0c\u4ee5\u53ca\u5404\u7c7b\u8bad\u7ec3\u7b97\u6cd5\u90fd\u8fd8\u5728\u5c1d\u8bd5\u9636\u6bb5\uff0c\u6700\u7ec8\u54ea\u79cd\u7ec4\u5408\u80fd\u6210\u529f\u8fd8\u6ca1\u6709\u5b9a\u8bba\u3002<\/p>\n

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\u603b\u5f52\u800c\u8a00\uff0c\u5177\u8eab\u667a\u80fd\u8d5b\u9053\u7684\u673a\u4f1a\uff0c\u5e94\u8be5\u662f\u6bd4<\/strong>\u5927\u6a21\u578b<\/strong>\u8981\u591a<\/strong>\u3002\u751a\u81f3\u4e0d\u5149\u662f\u73b0\u5728\u8fd9\u4e9b\u521b\u4e1a<\/a>\u516c\u53f8\uff0c\u50cf\u539f\u6765\u505a\u673a\u5668\u4eba\u7684\u4f01\u4e1a\uff0c\u4e5f\u5728\u8bd5\u56fe\u8f6c\u8fc7\u6765\u6210\u4e3a\u5177\u8eab\u7684\u4f9b\u5e94\u94fe\u3002\u56e0\u6b64\u5177\u8eab\u8d5b\u9053\u4f1a\u6709\u4e00\u4e2a\u73b0\u8c61\uff0c\u5c31\u662f\u9879\u76ee\u6e90\u6807\u7684\u5f88\u591a\uff0c\u4f46\u6700\u540e\u5237\u6389\u7684\u6bd4\u4f8b\u76f8\u5e94\u4e5f\u4f1a\u66f4\u5927\u3002<\/strong><\/p>\n

\u971e\u5149\u793e<\/strong>\uff1a\u653e\u773c\u5168\u7403\uff0c\u5f53\u56fd\u5185\u5728\u5177\u8eab\u667a\u80fd\u8d5b\u9053\u6709\u76f8\u5bf9\u597d\u7684\u4f18\u52bf\uff0c\u90a3\u6d77\u5916\u534e\u4eba\u521b\u4e1a\u8005\u5728\u5168\u7403\u5177\u8eab\u667a\u80fd\u8d5b\u9053\u662f\u5426\u4f1a\u66f4\u6d3b\u8dc3\uff1f<\/p>\n

\u90b1\u8c06<\/strong>\uff1a\u8fd9\u5206\u4e3a\u4e24\u7c7b\u3002\u4e00\u7c7b\u662f\u534e\u4eba\u4e3b\u5bfc\u7684\u521b\u4e1a\uff0c\u8fd9\u7c7b\u5728\u7f8e\u56fd\u76f8\u5bf9\u6bd4\u8f83\u5c11\uff0c\u5c24\u5176\u6700\u5934\u90e8\u7684\u51e0\u5bb6\u8fd8\u662f\u6b27\u7f8e\u521b\u4e1a\u8005\u4e3b\u5bfc\uff1b\u53e6\u4e00\u7c7b\u662f\u534e\u4eba\u53c2\u4e0e\u7684\u9879\u76ee\uff0c\u8fd9\u7c7b\u9879\u76ee\u5c31\u975e\u5e38\u591a\u4e86\u3002<\/p>\n

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\u971e\u5149\u793e<\/strong>\uff1a\u4eca\u5e74\u4e00\u5f00\u5e74\u5927\u5bb6\u90fd\u62ff\u4e86\u5927\u94b1\uff0c\u4f60\u89c9\u5f97\u4f1a\u6709\u5177\u8eab\u667a\u80fd\u8dd1\u51fa\u6765\u5417\uff1f<\/p>\n

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\u971e\u5149\u793e<\/strong>\uff1a\u6240\u4ee5\u73b0\u5728\u8fd9\u4e00\u6ce2\u6295\u8d44\u4eba\u5bf9\u5177\u8eab\u667a\u80fd\u6295\u8d44\u7684\u76ee\u6807\uff0c\u4e3b\u8981\u8fd8\u662f\u4e3a\u4e86\u63a8\u52a8\u5b83\u5b9e\u73b0\u667a\u80fd\u6d8c\u73b0\u3002<\/p>\n

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