{"id":7247,"date":"2026-08-25T10:31:37","date_gmt":"2026-08-25T02:31:37","guid":{"rendered":"https:\/\/nullthought.net\/?p=7247"},"modified":"2026-08-25T10:31:42","modified_gmt":"2026-08-25T02:31:42","slug":"physical-ai%e7%9a%84%e8%8b%b9%e6%9e%9c%e4%b8%8e%e5%ae%89%e5%8d%93%e6%a8%a1%e5%bc%8f%e4%b9%8b%e4%ba%89%ef%bc%9a%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%ba%a7%e4%b8%9a%e4%bc%9a","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7247","title":{"rendered":"Physical AI\u7684\u201c\u82f9\u679c\u201d\u4e0e\u201c\u5b89\u5353\u201d\u6a21\u5f0f\u4e4b\u4e89\uff1a\u673a\u5668\u4eba\u4ea7\u4e1a\u4f1a\u91cd\u6f14PC\u4e0e\u667a\u80fd\u624b\u673a\u7684\u5386\u53f2\u5417\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/nullthought.net\/?p=6747\" target=\"_blank\" rel=\"noopener\">\u7269\u7406 AI\/Physical AI<\/a>\u6b63\u5728\u51fa\u73b0\u4e00\u573a\u5f88\u50cfPC\u548c\u667a\u80fd\u624b\u673a\u65f6\u4ee3\u7684\u4ea7\u4e1a\u5206\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\uff0c\u4eba\u4eec\u8ba8\u8bba\u673a\u5668\u4eba\uff0c\u4e3b\u8981\u5173\u6ce8\u201c\u8c01\u7684\u673a\u5668\u4eba\u8dd1\u5f97\u66f4\u5feb\u3001\u624b\u66f4\u7075\u6d3b\u3001\u4ef7\u683c\u66f4\u4f4e\u201d\u3002\u4f46\u968f\u7740VLA\uff08\u89c6\u89c9\u2014\u8bed\u8a00\u2014\u52a8\u4f5c\u6a21\u578b\uff09\u3001\u4e16\u754c\u6a21\u578b\u548c\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u5feb\u901f\u53d1\u5c55\uff0c\u4e00\u4e2a\u66f4\u91cd\u8981\u7684\u95ee\u9898\u5f00\u59cb\u6d6e\u73b0\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672a\u6765\u673a\u5668\u4eba\u4ea7\u4e1a\uff0c\u662f\u7531\u5c11\u6570\u8f6f\u786c\u4e00\u4f53\u516c\u53f8\u4e3b\u5bfc\uff0c\u8fd8\u662f\u4f1a\u51fa\u73b0\u53ef\u4ee5\u8fd0\u884c\u5728\u4e0d\u540c\u673a\u5668\u4eba\u4e0a\u7684\u901a\u7528\u201c\u673a\u5668\u4eba\u667a\u80fd\u5e73\u53f0\u201d\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5927\u81f4\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e24\u6761\u8def\u7ebf\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Apple\u6a21\u5f0f\uff1a\u673a\u5668\u4eba\u672c\u4f53\u3001AI\u6a21\u578b\u3001\u4f20\u611f\u5668\u3001\u63a7\u5236\u7cfb\u7edf\u3001\u82af\u7247\u3001\u6570\u636e\u548c\u5236\u9020\u4f53\u7cfb\u9ad8\u5ea6\u6574\u5408\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Android \/ Windows\u6a21\u5f0f\uff1a\u673a\u5668\u4eba\u786c\u4ef6\u6765\u81ea\u4e0d\u540c\u5382\u5546\uff0c\u4e0a\u5c42\u8fd0\u884c\u76f8\u5bf9\u901a\u7528\u7684\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u548c\u667a\u80fd\u5e73\u53f0\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u573a\u5206\u5316\uff0c\u5f88\u53ef\u80fd\u51b3\u5b9a\u672a\u6765Physical AI\u4ea7\u4e1a\u7684\u5229\u6da6\u5982\u4f55\u5206\u914d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u7269\u7406AI\u82f9\u679c\u4e0e\u5b89\u5353\u6a21\u5f0f\u5bf9\u6bd4-1024x1024.jpg\" alt=\"\" class=\"wp-image-7248\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u7269\u7406AI\u82f9\u679c\u4e0e\u5b89\u5353\u6a21\u5f0f\u5bf9\u6bd4-1024x1024.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u7269\u7406AI\u82f9\u679c\u4e0e\u5b89\u5353\u6a21\u5f0f\u5bf9\u6bd4-150x150.jpg 150w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u7269\u7406AI\u82f9\u679c\u4e0e\u5b89\u5353\u6a21\u5f0f\u5bf9\u6bd4-300x300.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u7269\u7406AI\u82f9\u679c\u4e0e\u5b89\u5353\u6a21\u5f0f\u5bf9\u6bd4-120x120.jpg 120w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u7269\u7406AI\u82f9\u679c\u4e0e\u5b89\u5353\u6a21\u5f0f\u5bf9\u6bd4-768x768.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u7269\u7406AI\u82f9\u679c\u4e0e\u5b89\u5353\u6a21\u5f0f\u5bf9\u6bd4.jpg 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Physical AI\u7684\u201c\u82f9\u679c\u201d\u4e0e\u201c\u5b89\u5353\u201d\u6a21\u5f0f\u4e4b\u4e89<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Tesla\u662f\u201cApple\u6a21\u5f0f\u201d\u6700\u5178\u578b\u7684\u4ee3\u8868\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8fd9\u79cd\u8def\u7ebf\u4e0b\uff0c\u673a\u5668\u4eba\u4e0d\u662f\u201c\u5148\u9020\u4e00\u4e2a\u8eab\u4f53\uff0c\u518d\u88c5\u4e00\u4e2aAI\u6a21\u578b\u201d\uff0c\u800c\u662f\u673a\u68b0\u7ed3\u6784\u3001\u6267\u884c\u5668\u3001\u4f20\u611f\u5668\u3001\u63a7\u5236\u5668\u3001\u63a8\u7406\u82af\u7247\u3001\u611f\u77e5\u6a21\u578b\u3001\u884c\u4e3a\u6a21\u578b\u3001\u8bad\u7ec3\u7cfb\u7edf\u548c\u5236\u9020\u4f53\u7cfb\u5171\u540c\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u6a21\u5f0f\u6700\u5927\u7684\u4f18\u52bf\u662f<strong>\u8054\u5408\u4f18\u5316<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4eba\u4e0ePC\u6700\u5927\u7684\u533a\u522b\uff0c\u5728\u4e8e\u8f6f\u4ef6\u548c\u786c\u4ef6\u8026\u5408\u5f97\u975e\u5e38\u7d27\u3002PC\u8f6f\u4ef6\u901a\u5e38\u4e0d\u9700\u8981\u77e5\u9053\u663e\u793a\u5668\u5185\u90e8\u5982\u4f55\u5de5\u4f5c\uff0c\u4f46\u673a\u5668\u4ebaAI\u5fc5\u987b\u77e5\u9053\u673a\u68b0\u81c2\u6709\u591a\u957f\u3001\u5173\u8282\u6781\u9650\u662f\u591a\u5c11\u3001\u6444\u50cf\u5934\u88c5\u5728\u54ea\u91cc\u3001\u624b\u6307\u6709\u54ea\u4e9b\u81ea\u7531\u5ea6\u3001\u6700\u5927\u626d\u77e9\u662f\u591a\u5c11\u3001\u5f53\u524d\u91cd\u5fc3\u5728\u54ea\u91cc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u6837\u4e00\u53e5\u201c\u628a\u676f\u5b50\u62ff\u8d77\u6765\u201d\uff0c\u5bf9\u4e8e\u4e24\u79cd\u4e0d\u540c\u8eab\u4f53\u7ed3\u6784\u7684\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u771f\u6b63\u6267\u884c\u7684\u52a8\u4f5c\u53ef\u80fd\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u6240\u8c13\u7684 <strong>Embodiment Gap\u2014\u2014\u5177\u8eab\u9e3f\u6c9f<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5728\u673a\u5668\u4eba\u786c\u4ef6\u5c1a\u672a\u9ad8\u5ea6\u6807\u51c6\u5316\u7684\u9636\u6bb5\uff0c\u8f6f\u786c\u4e00\u4f53\u5177\u6709\u5929\u7136\u4f18\u52bf\u3002Figure\u7b49\u516c\u53f8\u4e5f\u660e\u663e\u8d70\u5728\u8fd9\u6761\u9053\u8def\u4e0a\uff1a\u6a21\u578b\u76f4\u63a5\u9488\u5bf9\u81ea\u5df1\u7684\u673a\u5668\u4eba\u8bad\u7ec3\uff0c\u9ad8\u5c42\u8d1f\u8d23\u7406\u89e3\u4efb\u52a1\uff0c\u4e2d\u5c42\u751f\u6210\u52a8\u4f5c\uff0c\u5e95\u5c42\u8d1f\u8d23\u5e73\u8861\u3001\u63a5\u89e6\u548c\u5168\u8eab\u534f\u8c03\u3002\u6a21\u578b\u548c\u8eab\u4f53\u53ef\u4ee5\u4e0d\u65ad\u76f8\u4e92\u8c03\u6574\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u53e6\u4e00\u6761\u8def\u7ebf\u4e5f\u6b63\u5728\u8fc5\u901f\u5f62\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Physical Intelligence\u3001Skild AI\u3001Generalist\u4ee5\u53caGoogle DeepMind\u7b49\u516c\u53f8\u6b63\u5728\u5c1d\u8bd5\u628a\u201c\u673a\u5668\u4eba\u8111\u201d\u4ece\u5177\u4f53\u673a\u5668\u4eba\u8eab\u4f53\u4e2d\u62bd\u79bb\u51fa\u6765\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4eec\u8d4c\u7684\u662f\u4e00\u4e2a\u66f4\u5927\u7684\u76ee\u6807\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u672a\u6765\u6ca1\u6709\u5fc5\u8981\u7ed9\u6bcf\u4e00\u79cd\u673a\u5668\u4eba\u91cd\u65b0\u8bad\u7ec3\u4e00\u4e2a\u5927\u8111\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Skild\u63d0\u51fa\u201cAny Robot, Any Task, One Brain\u201d\uff0c\u5e0c\u671b\u4e00\u4e2a\u7edf\u4e00\u6a21\u578b\u80fd\u591f\u63a7\u5236\u673a\u68b0\u81c2\u3001\u4eba\u5f62\u673a\u5668\u4eba\u3001\u56db\u8db3\u673a\u5668\u4eba\u7b49\u4e0d\u540c\u5f62\u6001\u7684\u673a\u5668\u3002\u5b83\u751a\u81f3\u5229\u7528\u5927\u91cf\u4e0d\u540c\u673a\u5668\u4eba\u5f62\u6001\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e0c\u671b\u6a21\u578b\u5b66\u5230\u7684\u4e0d\u53ea\u662f\u67d0\u79cd\u673a\u68b0\u7ed3\u6784\u7684\u52a8\u4f5c\uff0c\u800c\u662f\u66f4\u4e00\u822c\u7684\u7269\u7406\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Physical Intelligence\u8d70\u7684\u662f\u7c7b\u4f3c\u8def\u7ebf\u3002\u5176\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u8bad\u7ec3\u65f6\u76f4\u63a5\u4f7f\u7528\u591a\u79cd\u673a\u5668\u4eba\u5e73\u53f0\u7684\u6570\u636e\uff0c\u5e0c\u671b\u901a\u8fc7Cross-Embodiment\u5b66\u4e60\uff0c\u8ba9\u6a21\u578b\u5177\u5907\u8de8\u672c\u4f53\u8fc1\u79fb\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8fd9\u79cd\u8def\u7ebf\u6210\u719f\uff0c\u672a\u6765\u673a\u5668\u4eba\u4ea7\u4e1a\u53ef\u80fd\u51fa\u73b0\u7c7b\u4f3c\u667a\u80fd\u624b\u673a\u7684\u7ed3\u6784\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u786c\u4ef6\u5382\u5546\u8d1f\u8d23\u5236\u9020\u673a\u5668\u4eba\u8eab\u4f53\uff0c\u57fa\u7840\u6a21\u578b\u516c\u53f8\u63d0\u4f9b\u201c\u673a\u5668\u4eba\u64cd\u4f5c\u7cfb\u7edf\u548c\u5927\u8111\u201d\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Generalist\u7684\u5b9a\u4f4d\u66f4\u52a0\u76f4\u63a5\uff1a\u91cd\u70b9\u5f00\u53d1Robot Brain\uff0c\u800c\u4e0d\u662f\u5236\u9020\u673a\u5668\u4eba\u672c\u4f53\u3002\u5176\u80cc\u540e\u7684\u4ea7\u4e1a\u5224\u65ad\u662f\uff0c\u672a\u6765\u771f\u6b63\u6700\u6709\u4ef7\u503c\u7684\u8d44\u4ea7\uff0c\u672a\u5fc5\u662f\u673a\u5668\u4eba\u8eab\u4f53\uff0c\u800c\u53ef\u80fd\u662f\u53ef\u4ee5\u8fd0\u884c\u5728\u5927\u91cf\u673a\u5668\u4eba\u4e0a\u7684\u901a\u7528\u667a\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662fPhysical AI\u7248\u7684\u201cAndroid\u6a21\u5f0f\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800cNVIDIA\u7684\u4f4d\u7f6e\u53c8\u6709\u6240\u4e0d\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u65e2\u4e0d\u662f\u5355\u7eaf\u7684\u673a\u5668\u4eba\u5382\u5546\uff0c\u4e5f\u4e0d\u662f\u5355\u7eaf\u7684\u57fa\u7840\u6a21\u578b\u516c\u53f8\uff0c\u800c\u662f\u5728\u6784\u5efa\u5b8c\u6574\u7684Physical AI\u57fa\u7840\u8bbe\u65bd\uff1aGPU\u8d1f\u8d23\u8bad\u7ec3\uff0cJetson\u8d1f\u8d23\u7aef\u4fa7\u63a8\u7406\uff0cIsaac\u7528\u4e8e\u673a\u5668\u4eba\u5f00\u53d1\u548c\u4eff\u771f\uff0cCosmos\u8d1f\u8d23\u4e16\u754c\u6a21\u578b\uff0cGR00T\u8d1f\u8d23\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\uff0cOmniverse\u8d1f\u8d23\u6570\u5b57\u5b6a\u751f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5982\u679c\u4e00\u5b9a\u8981\u5957\u7528PC\u65f6\u4ee3\u7684\u7c7b\u6bd4\uff0cNVIDIA\u53ef\u80fd\u66f4\u50cf\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Intel + Windows\u57fa\u7840\u8bbe\u65bd + CUDA\u751f\u6001\u7684\u7ed3\u5408\u4f53\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u771f\u6b63\u5e0c\u671b\u5b9e\u73b0\u7684\uff0c\u4e0d\u4e00\u5b9a\u662f\u81ea\u5df1\u5236\u9020\u6700\u591a\u673a\u5668\u4eba\uff0c\u800c\u662f\u8ba9\u672a\u6765\u5927\u91cf\u673a\u5668\u4eba\u90fd\u8fd0\u884c\u5728\u81ea\u5df1\u7684\u8ba1\u7b97\u548c\u8f6f\u4ef6\u6808\u4e4b\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Google\u4e5f\u5728\u660e\u663e\u4e0b\u6ce8\u201c\u673a\u5668\u4ebaAndroid\u201d\u3002Gemini Robotics\u7684\u91cd\u70b9\u4e4b\u4e00\uff0c\u5c31\u662f\u8ba9\u673a\u5668\u4eba\u6a21\u578b\u80fd\u591f\u8fc1\u79fb\u5230\u4e0d\u540c\u673a\u5668\u4eba\u8eab\u4f53\uff0c\u5e76\u8fdb\u4e00\u6b65\u63d0\u4f9b\u53ef\u4ee5\u76f4\u63a5\u5728\u673a\u5668\u4eba\u7aef\u4fa7\u8fd0\u884c\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u672a\u6765Google\u5c06Gemini Robotics\u8fdb\u4e00\u6b65\u5e73\u53f0\u5316\uff0c\u5411\u673a\u5668\u4eba\u5382\u5546\u63d0\u4f9bSDK\u3001API\u548cRuntime\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u6210\u4e3a\u901a\u7528\u673a\u5668\u4eba\u667a\u80fd\u5e73\u53f0\u7684\u91cd\u8981\u5019\u9009\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u673a\u5668\u4eba\u4ea7\u4e1a\u4e0d\u4f1a\u7b80\u5355\u590d\u5236PC\u548c\u667a\u80fd\u624b\u673a\u5386\u53f2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5927\u7684\u539f\u56e0\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u673a\u5668\u4eba\u786c\u4ef6\u8fdc\u6ca1\u6709PC\u548c\u624b\u673a\u90a3\u4e48\u6807\u51c6\u5316\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PC\u6700\u7ec8\u5f62\u6210\u4e86\u76f8\u5bf9\u7edf\u4e00\u7684CPU\u3001\u5185\u5b58\u3001\u786c\u76d8\u3001\u663e\u793a\u5668\u7ed3\u6784\uff1b\u667a\u80fd\u624b\u673a\u4e5f\u9010\u6e10\u6536\u655b\u5230\u89e6\u6478\u5c4f\u3001ARM SoC\u3001\u6444\u50cf\u5934\u3001Modem\u548c\u4f20\u611f\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4eba\u5374\u5343\u5dee\u4e07\u522b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u4e1a\u673a\u68b0\u81c2\u3001\u53cc\u81c2\u673a\u5668\u4eba\u3001\u8f6e\u5f0f\u673a\u5668\u4eba\u3001\u56db\u8db3\u673a\u5668\u4eba\u3001\u4eba\u5f62\u673a\u5668\u4eba\u3001\u65e0\u4eba\u673a\u751a\u81f3\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff0c\u5728\u81ea\u7531\u5ea6\u3001\u5c3a\u5bf8\u3001\u52a8\u529b\u5b66\u548c\u52a8\u4f5c\u7a7a\u95f4\u4e0a\u90fd\u6709\u5de8\u5927\u5dee\u5f02\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\uff0c\u201c\u673a\u5668\u4ebaAndroid\u201d\u771f\u6b63\u9700\u8981\u89e3\u51b3\u7684\u5e76\u4e0d\u53ea\u662f\u5927\u6a21\u578b\u95ee\u9898\uff0c\u800c\u662f<strong>\u5982\u4f55\u8ba9\u901a\u7528\u667a\u80fd\u9002\u914d\u4e0d\u540c\u8eab\u4f53<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u5f88\u53ef\u80fd\u51fa\u73b0\u8fd9\u6837\u4e00\u79cd\u67b6\u6784\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u901a\u7528Physical AI\u6a21\u578b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2193<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Embodiment Adapter<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2193<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u673a\u5668\u4eba\u786c\u4ef6\u62bd\u8c61\u5c42\uff08Robot HAL\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2193<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fd0\u52a8\u63a7\u5236\u7cfb\u7edf<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2193<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5177\u4f53\u673a\u5668\u4eba\u8eab\u4f53<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u5c42\u6a21\u578b\u8d1f\u8d23\u7406\u89e3\u201c\u6293\u4f4f\u676f\u5b50\u201d\u8fd9\u79cd\u62bd\u8c61\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u8f93\u51fa\u67d0\u4e2a\u5173\u8282\u65cb\u8f6c\u591a\u5c11\u5ea6\u3002\u4e2d\u95f4\u7684Embodiment Adapter\u548cRobot HAL\u8d1f\u8d23\u628a\u62bd\u8c61\u52a8\u4f5c\u7ffb\u8bd1\u6210\u4e0d\u540c\u673a\u5668\u4eba\u53ef\u4ee5\u6267\u884c\u7684\u63a7\u5236\u6307\u4ee4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65e6\u8fd9\u4e00\u5c42\u6210\u719f\uff0c\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201c\u673a\u5668\u4ebaAndroid\u201d\u624d\u53ef\u80fd\u51fa\u73b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u51b3\u5b9a\u8fd9\u4e24\u6761\u8def\u7ebf\u6700\u7ec8\u7ade\u4e89\u683c\u5c40\u7684\uff0c\u8fd8\u6709\u4e00\u4e2a\u66f4\u5173\u952e\u7684\u95ee\u9898\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\u4e4b\u6240\u4ee5\u80fd\u591f\u5feb\u901fScaling\uff0c\u662f\u56e0\u4e3a\u4e92\u8054\u7f51\u5929\u7136\u5b58\u5728\u5de8\u91cf\u6587\u672c\u6570\u636e\uff0c\u53ef\u4ee5\u7edf\u4e00\u8f6c\u6362\u6210Token\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Physical AI\u6ca1\u6709\u8fd9\u6837\u7684\u5929\u7136\u6570\u636e\u6e90\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4eba\u6570\u636e\u4e0d\u4ec5\u9700\u8981\u8bb0\u5f55\u201c\u770b\u5230\u4e86\u4ec0\u4e48\u201d\uff0c\u8fd8\u5fc5\u987b\u77e5\u9053\u201c\u505a\u4e86\u4ec0\u4e48\u201d\u548c\u201c\u7ed3\u679c\u5982\u4f55\u201d\uff0c\u4e5f\u5c31\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Observation \u2192 Action \u2192 Result<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u9ebb\u70e6\u7684\u662f\uff0c\u4e0d\u540c\u673a\u5668\u4eba\u7684Action\u7a7a\u95f4\u5e76\u4e0d\u4e00\u6837\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u8f6f\u786c\u4e00\u4f53\u516c\u53f8\u62e5\u6709\u4e00\u4e2a\u660e\u663e\u4f18\u52bf\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6bcf\u90e8\u7f72\u4e00\u53f0\u673a\u5668\u4eba\uff0c\u5c31\u591a\u4e86\u4e00\u53f0\u771f\u5b9e\u4e16\u754c\u6570\u636e\u91c7\u96c6\u5668\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4eba\u8fd0\u884c\u3001\u4ea7\u751f\u5931\u8d25\u6848\u4f8b\u3001\u6570\u636e\u56de\u4f20\u3001\u6a21\u578b\u8bad\u7ec3\u3001OTA\u5347\u7ea7\u3001\u80fd\u529b\u63d0\u5347\uff0c\u518d\u90e8\u7f72\u66f4\u591a\u673a\u5668\u4eba\uff0c\u53ef\u4ee5\u5f62\u6210\u5b8c\u6574\u7684\u6570\u636e\u98de\u8f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5e73\u53f0\u578b\u516c\u53f8\u4e5f\u62e5\u6709\u53e6\u4e00\u79cd\u6f5c\u5728\u4f18\u52bf\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4eec\u53ef\u4ee5\u540c\u65f6\u6c47\u96c6\u591a\u4e2a\u673a\u5668\u4eba\u54c1\u724c\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4ebaA\u7684\u6570\u636e\u3001\u673a\u5668\u4ebaB\u7684\u6570\u636e\u3001\u4eff\u771f\u6570\u636e\u3001\u4eba\u7c7b\u89c6\u9891\u548c\u4e92\u8054\u7f51\u89c6\u9891\uff0c\u5982\u679c\u6700\u7ec8\u80fd\u591f\u8fdb\u5165\u4e00\u4e2a\u7edf\u4e00\u7684Physical AI\u57fa\u7840\u6a21\u578b\uff0c\u90a3\u4e48\u5e73\u53f0\u578b\u516c\u53f8\u7684\u6570\u636e\u89c4\u6a21\u53ef\u80fd\u8d85\u8fc7\u4efb\u4f55\u4e00\u5bb6\u5355\u72ec\u7684\u673a\u5668\u4eba\u5382\u5546\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u6709\u89c2\u70b9\u66f4\u503e\u5411\u4e8e\u8ba4\u4e3a\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Physical AI\u65e9\u671f\uff0cApple\u6a21\u5f0f\u66f4\u6709\u4f18\u52bf\uff1b\u957f\u671f\u6765\u770b\uff0cAndroid\u6a21\u5f0f\u7684\u7a7a\u95f4\u4f1a\u8d8a\u6765\u8d8a\u5927\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u56e0\u5f88\u7b80\u5355\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u524d\u673a\u5668\u4eba\u786c\u4ef6\u4ecd\u9ad8\u5ea6\u975e\u6807\u51c6\u5316\uff0c\u8eab\u4f53\u3001\u63a7\u5236\u3001\u4f20\u611f\u5668\u4e0eAI\u5f3a\u8026\u5408\uff0c\u56e0\u6b64\u8f6f\u786c\u4e00\u4f53\u66f4\u5bb9\u6613\u628a\u4ea7\u54c1\u771f\u6b63\u505a\u51fa\u6765\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u968f\u7740\u673a\u5668\u4eba\u5173\u8282\u3001\u4f20\u611f\u5668\u3001\u63a7\u5236\u63a5\u53e3\u548c\u786c\u4ef6\u62bd\u8c61\u5c42\u9010\u6e10\u6807\u51c6\u5316\uff0c\u8de8\u672c\u4f53\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u589e\u5f3a\uff0c\u4ea7\u4e1a\u7ed3\u6784\u5f88\u53ef\u80fd\u5f00\u59cb\u5206\u5c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7ec8\u53ef\u80fd\u5f62\u6210\u4e09\u7c7b\u6838\u5fc3\u73a9\u5bb6\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u7c7b\uff1aPhysical AI Apple<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4eba\u672c\u4f53 + AI\u6a21\u578b + \u6570\u636e + \u5236\u9020\u4f53\u7cfb\u9ad8\u5ea6\u4e00\u4f53\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u8868\u65b9\u5411\u5305\u62ecTesla\u3001Figure\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u7c7b\uff1aPhysical AI Android<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u4f9b\u901a\u7528\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u548c\u8de8\u672c\u4f53\u667a\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u8868\u65b9\u5411\u5305\u62ecGoogle DeepMind\u3001Skild AI\u3001Physical Intelligence\u3001Generalist\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\u7c7b\uff1aPhysical AI\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u4f9b\u82af\u7247\u3001\u4eff\u771f\u3001\u8bad\u7ec3\u3001\u4e16\u754c\u6a21\u578b\u3001\u7aef\u4fa7\u8ba1\u7b97\u548c\u5f00\u53d1\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5178\u578b\u7684\u5c31\u662fNVIDIA\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u672a\u6765\u771f\u6b63\u503c\u5f97\u89c2\u5bdf\u7684\u95ee\u9898\uff0c\u5df2\u7ecf\u4e0d\u53ea\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u201c\u54ea\u5bb6\u673a\u5668\u4eba\u8dd1\u5f97\u6700\u5feb\uff1f\u201d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u8c01\u4f1a\u6210\u4e3a\u673a\u5668\u4eba\u65f6\u4ee3\u7684Apple\uff1f\u8c01\u4f1a\u6210\u4e3aAndroid\uff1f\u8c01\u53c8\u4f1a\u6210\u4e3aNVIDIA\uff1f<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4eba\u672c\u4f53\u672a\u6765\u5f88\u53ef\u80fd\u9010\u6e10\u5546\u54c1\u5316\uff0c\u800c\u771f\u6b63\u51b3\u5b9a\u4ea7\u4e1a\u5229\u6da6\u548c\u751f\u6001\u63a7\u5236\u6743\u7684\uff0c\u53ef\u80fd\u662f\u90a3\u4e9b\u638c\u63e1\u4e86<strong>\u673a\u5668\u4eba\u667a\u80fd\u5e73\u53f0\u3001\u6570\u636e\u98de\u8f6e\u3001\u5f00\u53d1\u8005\u751f\u6001\u548c\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd<\/strong>\u7684\u516c\u53f8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Physical AI\u771f\u6b63\u7684\u5927\u7ade\u4e89\uff0c\u6216\u8bb8\u624d\u521a\u521a\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7269\u7406 AI\/Physical 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