{"id":4612,"date":"2026-05-09T15:00:17","date_gmt":"2026-05-09T07:00:17","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/05\/09\/vla%e6%ad%bb%e4%ba%86%ef%bc%8c%e9%81%a5%e6%93%8d%e4%b9%9f%e6%ad%bb%e4%ba%86%ef%bc%81%e8%8b%b1%e4%bc%9f%e8%be%be%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%b8%80%e5%8f%b7%e4%bd%8d%e8%af%b4%e7%9a%84\/"},"modified":"2026-05-09T15:00:17","modified_gmt":"2026-05-09T07:00:17","slug":"vla%e6%ad%bb%e4%ba%86%ef%bc%8c%e9%81%a5%e6%93%8d%e4%b9%9f%e6%ad%bb%e4%ba%86%ef%bc%81%e8%8b%b1%e4%bc%9f%e8%be%be%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%b8%80%e5%8f%b7%e4%bd%8d%e8%af%b4%e7%9a%84","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/05\/09\/vla%e6%ad%bb%e4%ba%86%ef%bc%8c%e9%81%a5%e6%93%8d%e4%b9%9f%e6%ad%bb%e4%ba%86%ef%bc%81%e8%8b%b1%e4%bc%9f%e8%be%be%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%b8%80%e5%8f%b7%e4%bd%8d%e8%af%b4%e7%9a%84\/","title":{"rendered":"VLA\u6b7b\u4e86\uff0c\u9065\u64cd\u4e5f\u6b7b\u4e86\uff01\u82f1\u4f1f\u8fbe\u673a\u5668\u4eba\u4e00\u53f7\u4f4d\u8bf4\u7684"},"content":{"rendered":"<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/4e2ac641e7baaf021052cebaeadc5c49.webp'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/4e2ac641e7baaf021052cebaeadc5c49.webp\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"VLA\u6b7b\u4e86\uff0c\u9065\u64cd\u4e5f\u6b7b\u4e86\uff01\u82f1\u4f1f\u8fbe\u673a\u5668\u4eba\u4e00\u53f7\u4f4d\u8bf4\u7684\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/517a3d2c5fba5f44cb49f3773f34aa9f.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/517a3d2c5fba5f44cb49f3773f34aa9f.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"VLA\u6b7b\u4e86\uff0c\u9065\u64cd\u4e5f\u6b7b\u4e86\uff01\u82f1\u4f1f\u8fbe\u673a\u5668\u4eba\u4e00\u53f7\u4f4d\u8bf4\u7684\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/56a72ea2db761c94003169b5d425e9d0.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/56a72ea2db761c94003169b5d425e9d0.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"VLA\u6b7b\u4e86\uff0c\u9065\u64cd\u4e5f\u6b7b\u4e86\uff01\u82f1\u4f1f\u8fbe\u673a\u5668\u4eba\u4e00\u53f7\u4f4d\u8bf4\u7684\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/00b721141f3dbb62ef85a7fe8f3670bf.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/05\/00b721141f3dbb62ef85a7fe8f3670bf.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"VLA\u6b7b\u4e86\uff0c\u9065\u64cd\u4e5f\u6b7b\u4e86\uff01\u82f1\u4f1f\u8fbe\u673a\u5668\u4eba\u4e00\u53f7\u4f4d\u8bf4\u7684\"\/><\/div><\/figure>\n<p>henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>VLA\u5df2\u6b7b\uff0c\u4e16\u754c\u52a8\u4f5c\u6a21\u578b\u5f53\u7acb\u3002\u9065\u64cd\u5df2\u6b7b\uff0c\u4eba\u7c7b\u7684\u4f20\u611f\u5668\u6570\u636e\u957f\u5b58\u3002<\/p>\n<p>\u5728\u4eca\u5e74\u7684\u7ea2\u6749AI Ascent 2026\u4e0a\uff0cJim Fan\u53ea\u7528\u4e8620\u5206\u949f\uff0c\u5c31\u7ed9\u673a\u5668\u4eba\u884c\u4e1a\u8fde\u5f00\u4e86\u4e24\u573a\u201c\u846c\u793c\u201d\u3002<\/p>\n<p>\u7b2c\u4e00\u573a\uff0c\u9001\u522b\u8fc7\u53bb\u4e09\u5e74\u51e0\u4e4e\u7edf\u6cbb\u5177\u8eab\u667a\u80fd\u7684VLA\uff1b\u7b2c\u4e8c\u573a\uff0c\u9001\u522b\u6240\u6709\u4eba\u4ee5\u4e3a\u8fd8\u80fd\u518d\u5403\u5f88\u591a\u5e74\u7684\u9065\u64cd\u4f5c\u3002<\/p>\n<p>\u4f5c\u4e3a\u73b0\u4efb\u82f1\u4f1f\u8fbe\u673a\u5668\u4eba\u65b9\u5411\u8d1f\u8d23\u4eba\uff0cJim Fan\u53bb\u5e74\u8fd8\u5728\u540c\u4e00\u5f20\u8bb2\u53f0\u4e0a\u8bb2\u673a\u5668\u4eba\u5982\u4f55\u901a\u8fc7\u6d4b\u8bd5\u3002\u4eca\u5e74\uff0c\u4ed6\u5df2\u7ecf\u5f00\u59cb\u8ba8\u8bba\u2014\u2014<\/p>\n<p>\u65e7\u8303\u5f0f\u600e\u4e48\u6b7b\uff0c\u65b0\u8303\u5f0f\u600e\u4e48\u7acb\u3002<\/p>\n<p>\u800c\u8fd9\u4e00\u65b0\u8303\u5f0f\u5728Jim\u773c\u91cc\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5f97\u9760\u6284LLM\u7684\u4f5c\u4e1a\u3002<\/p>\n<p>\u9884\u8bad\u7ec3\u6a21\u62df\u4e0b\u4e00\u4e2a\u4e16\u754c\u72b6\u6001\uff0c\u5bf9\u5e94LLM\u7684next token prediction\uff1b<\/p>\n<p>\u52a8\u4f5c\u5fae\u8c03\u6821\u51c6\u5bf9\u771f\u5b9e\u673a\u5668\u4eba\u6709\u4ef7\u503c\u7684\u90e8\u5206\uff0c\u5bf9\u5e94supervised finetuning\uff1b<\/p>\n<p>\u6700\u540e\uff0c\u7531\u5f3a\u5316\u5b66\u4e60\u5b8c\u6210\u6700\u540e\u4e00\u91cc\u8def\u3002<\/p>\n<p>\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\uff0c\u82f1\u4f1f\u8fbe\u9646\u7eed\u653e\u51faEgoScale\u3001DreamDojo\u3001Dream Zero\u7b49\u4e00\u7cfb\u5217\u5de5\u4f5c\uff0c\u51e0\u4e4e\u4ee5\u4e00\u5df1\u4e4b\u529b\u5b9a\u4e49\u4e86\u5177\u8eab\u667a\u80fd2026\u5e74\u7684\u8d70\u5411\u3002<\/p>\n<p>\u800c\u5728\u8fd9\u573a\u540d\u53ebRobotics: Endgame\uff08\u673a\u5668\u4eba\u8054\u76df\uff0c\u7ec8\u5c40\u4e4b\u6218\uff09\u7684\u6f14\u8bb2\u4e2d\uff0c\u5219\u6c47\u805a\u4e86Jim Fan\u5173\u4e8eVLA\u3001\u4e16\u754c\u6a21\u578b\u3001\u9065\u64cd\u4f5c\u3001UMI\u3001egocentric\u3001\u4eff\u771f\u3001Scaling Law\u7b49\u673a\u5668\u4eba\u9886\u57df\u601d\u8003\u7684\u6700\u65b0\u6c89\u6dc0\uff0c\u5341\u5206\u503c\u5f97\u4e00\u770b\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u6f14\u8bb2\u6838\u5fc3\u89c2\u70b9\u6458\u5f55\uff1a<\/p>\n<p>\u4ee5\u4e0b\u4e3a\u6f14\u8bb2\u5168\u6587\u3002<\/p>\n<p>\uff08\u4e3a\u65b9\u4fbf\u9605\u8bfb\uff0c\u505a\u4e86\u9002\u5f53\u7684\u6da6\u8272\u4e0e\u5220\u51cf\uff09<\/p>\n<p>2016\u5e74\u7684\u4e00\u4e2a\u590f\u65e5\uff0c\u6211\u5c31\u5728\u6211\u4eec\u73b0\u5728\u5750\u7684\u529e\u516c\u5ba4\u91cc\u3002\u6709\u4e00\u4e2a\u8eab\u7a7f\u4eae\u76ae\u5939\u514b\u3001\u624b\u81c2\u7c97\u58ee\u7684\u5bb6\u4f19\uff0c\u4e3e\u7740\u4e00\u4e2a\u5927\u91d1\u5c5e\u6258\u76d8\u3002<\/p>\n<p>\u4ed6\u5728\u4e0a\u9762\u5199\u9053\uff1a\u81f4Elon\u548cOpenAI\u56e2\u961f\uff0c\u81f4\u8ba1\u7b97\u4e0e\u4eba\u7c7b\u7684\u672a\u6765\uff0c\u6211\u5c06\u5411\u4f60\u4eec\u5c55\u793a\u4e16\u754c\u4e0a\u7b2c\u4e00\u53f0DGX1\u3002<\/p>\n<p>\u90a3\u662f\u6211\u7b2c\u4e00\u6b21\u89c1\u5230\u9ec4\u4ec1\u52cb\u3002\u548c\u4efb\u4f55\u4f18\u79c0\u7684\u5b9e\u4e60\u751f\u4e00\u6837\uff0c\u6211\u8feb\u4e0d\u53ca\u5f85\u5730\u6392\u961f\u7b7e\u4e0a\u81ea\u5df1\u7684\u540d\u5b57\u3002<\/p>\n<p>\u4f60\u80fd\u627e\u5230\u5417\uff1f\u6211\u7684\u540d\u5b57\u5728\u8fd9\u91cc\uff0c\u8fd8\u6709Andrej Karpathy\u7684\u540d\u5b57\u3002<\/p>\n<p>\u90a3\u65f6\uff0c\u6211\u5b8c\u5168\u4e0d\u77e5\u9053\u81ea\u5df1\u5c06\u8981\u7ecf\u5386\u4ec0\u4e48\u3002\u800c\u63a5\u4e0b\u6765\u7684\u4e8b\u60c5\uff0c\u6ca1\u4eba\u80fd\u6bd4Ilya\u672c\u4eba\u63cf\u8ff0\u5f97\u66f4\u597d\uff1a<\/p>\n<p>\u5982\u679c\u4f60\u76f8\u4fe1\u6df1\u5ea6\u5b66\u4e60\uff0c\u90a3\u5b83\u4e5f\u4f1a\u76f8\u4fe1\u4f60\u3002<\/p>\n<p>\u679c\u7136\uff0c\u4ed6\u4eec\u5bf9\u6df1\u5ea6\u5b66\u4e60\u7684\u4fe1\u5ff5\u611f\u67d3\u4e86\u6211\u4eec\u6bcf\u4e00\u4e2a\u4eba\u3002<\/p>\n<p>\u4e09\u6b65\u51fd\u6570\uff0c\u516d\u5e74\u65f6\u95f4\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u5230\u4eca\u5929\u7684\u5168\u90e8\u5386\u7a0b\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65\uff082020\u5e74\uff09\uff0cGPT-3\u9884\u8bad\u7ec3\u3002\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u5143\uff08next token prediction\uff09\u4e3b\u8981\u662f\u5b66\u4e60\u8bed\u6cd5\u89c4\u5219\uff0c\u7406\u89e3\u8bed\u8a00\u7ed3\u6784\uff0c\u6a21\u62df\u601d\u60f3\u3001\u4ee3\u7801\u548c\u5b57\u7b26\u4e32\u7684\u5c55\u5f00\u65b9\u5f0f\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65\uff082022\u5e74\uff09\uff0cInstructGPT\uff08\u6307\u4ee4GPT\uff09\u901a\u8fc7\u76d1\u7763\u5fae\u8c03\u5bf9\u6a21\u62df\u8fdb\u884c\u6821\u51c6\uff0c\u4f7f\u5176\u80fd\u591f\u6267\u884c\u5b9e\u9645\u4efb\u52a1\uff0c\u6216\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8d85\u8d8a\u6a21\u4eff\u5b66\u4e60\u3002<\/p>\n<p>\u7b2c\u4e09\u6b65\uff082026\u5e74\uff09\uff0c\u81ea\u52a8\u5316\u7814\u7a76\uff08autoresearch\uff09\u52a0\u901f\u6574\u4e2a\u5faa\u73af\uff0c\u8d85\u8d8a\u4eba\u7c7b\u80fd\u529b\u3002<\/p>\n<p>\u6b63\u5982Andrej\u6240\u8bf4\uff0c\u6240\u6709\u4ed8\u51fa\u90fd\u5728\u5411\u6700\u7ec8\u76ee\u6807\u51b2\u523a\uff0c\u5bf9\u4e8eLMS\uff08\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\uff09\u6765\u8bf4\uff0c\u4ed6\u4eec\u6b63\u5904\u4e8e\u7ec8\u5c40\u9636\u6bb5\u3002<\/p>\n<p>\u8001\u5b9e\u8bf4\uff0c\u6211\u975e\u5e38\u7fa1\u6155\uff0c\u770bAndrej\u7684\u7b11\u5bb9\u5c31\u77e5\u9053\u4ed6\u6709\u591a\u5f00\u5fc3\u3002<\/p>\n<p>\u8bed\u8a00\u6a21\u578b\u56e2\u961f\u6b63\u5728\u4eab\u53d7\u4ed6\u4eec\u7684\u5dc5\u5cf0\u65f6\u523b\uff0c\u4ed6\u4eec\u6b63\u5728\u6781\u901f\u5f00\u53d1AGI\uff08\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff09\uff0c\u5e76\u5c06\u8def\u4e0a\u7684\u521b\u9020\u79f0\u4e4b\u4e3a\u201c\u795e\u8bdd\uff08myhtos\uff09\u201d\u3002<\/p>\n<p>\u90a3\u4e3a\u4ec0\u4e48\u641e\u673a\u5668\u4eba\u7684\u4e0d\u80fd\u4e5f\u4eab\u53d7\u8fd9\u79cd\u4e50\u8da3\u5462\uff1f<\/p>\n<p>\u4f5c\u4e3a\u81ea\u5c0a\u5fc3\u5f3a\u7684\u79d1\u5b66\u5bb6\uff0c\u6211\u590d\u5236\u4e86\u4ed6\u4eec\u7684\u601d\u8def\u5e76\u5c06\u5b83\u91cd\u65b0\u547d\u540d\u2014\u2014\u201c\u5927\u5e73\u884c\uff08Great Parallel\uff09\u201d\u3002<\/p>\n<p>\u6211\u4eec\u4e0d\u518d\u6a21\u62df\u5b57\u7b26\u4e32\uff0c\u800c\u662f\u6a21\u62df\u7269\u7406\u4e16\u754c\u7684\u4e0b\u4e00\u4e2a\u72b6\u6001\uff08next physical world state\uff09\uff0c\u7136\u540e\u901a\u8fc7\u52a8\u4f5c\u5fae\u8c03\uff08action finetuning\uff09\u6821\u51c6\u6a21\u62df\u4e2d\u5bf9\u771f\u5b9e\u673a\u5668\u4eba\u6709\u4ef7\u503c\u7684\u90e8\u5206\uff0c\u5e76\u8ba9\u5f3a\u5316\u5b66\u4e60\u5b8c\u6210\u6700\u540e\u4e00\u91cc\u8def\u3002<\/p>\n<p>\u5927\u5e73\u884c\u5c31\u662f\u590d\u5236\u8bed\u8a00\u6a21\u578b\u7684\u6210\u529f\u7b56\u7565\u3002\u6253\u4e0d\u8fc7\u4ed6\u4eec\uff0c\u5c31\u52a0\u5165\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u7684\u7ae0\u8282\u5c31\u5230\u4e86\u2014\u2014\u673a\u5668\u4eba\u8054\u76df\uff1a\u7ec8\u5c40\u4e4b\u6218\uff08Robotics:The End Game\uff09\u3002<\/p>\n<p>\u62b1\u6b49\uff0c\u6211\u5fcd\u4e0d\u4f4f\u5f00\u4e2a\u5c0f\u73a9\u7b11\uff0c\u9999\u8549\u592a\u6709\u8da3\u4e86\uff0c\u611f\u8c22\u54c8\u8428\u6bd4\u65af\u3002<\/p>\n<p>\u5982\u4f55\u73a9\u8f6c\u7ec8\u5c40\uff1f\u5f52\u7ed3\u4e3a\u4e24\u70b9\uff1a\u6a21\u578b\u7b56\u7565\uff08models trategy\uff09\u548c\u6570\u636e\u7b56\u7565\uff08data strategy\uff09\u3002<\/p>\n<p>\u5148\u770b\u6a21\u578b\u7b56\u7565\u3002\u8fc7\u53bb\u4e09\u5e74\uff0c\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\u6a21\u578b\uff08VisualLanguageActionModels\uff0cVLA\uff09\u5360\u636e\u4e3b\u5bfc\uff0cPi\u548cGr00t\u7b49\u6a21\u578b\u4e5f\u5c5e\u4e8e\u8fd9\u4e00\u7c7b\u3002<\/p>\n<p>\u6211\u4eec\u5047\u8bbe\u9884\u8bad\u7ec3\u7531VLM\uff08\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0cVisual Language Model\uff09\u5b8c\u6210\uff0c\u7136\u540e\u5728\u5176\u4e0a\u6dfb\u52a0\u52a8\u4f5c\u5934\uff08action head\uff09\u3002<\/p>\n<p>\u4f46\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u6a21\u578b\u90fd\u662fLVA\uff08\u8bed\u8a00\u89c6\u89c9\u52a8\u4f5c\u6a21\u578b\uff0cLanguage Visual Action\uff09\uff0c\u5927\u90e8\u5206\u53c2\u6570\u7528\u4e8e\u8bed\u8a00\uff0c\u4f7f\u8bed\u8a00\u6210\u4e3a\u6838\u5fc3\uff0c\u5176\u6b21\u662f\u89c6\u89c9\u548c\u52a8\u4f5c\u3002<\/p>\n<p>\u5728VLA\u91cc\uff0c\u8bed\u8a00\u624d\u662f\u4e00\u7b49\u516c\u6c11\uff0c\u89c6\u89c9\u548c\u52a8\u4f5c\u53ea\u80fd\u9760\u8fb9\u7ad9\u3002<\/p>\n<p>\u8bbe\u8ba1\u4e0a\uff0cVLA\u66f4\u64c5\u957f\u7f16\u7801\u77e5\u8bc6\u548c\u540d\u8bcd\uff0c\u4f46\u5728\u7269\u7406\u548c\u52a8\u8bcd\u65b9\u9762\u8868\u73b0\u4e0d\u8db3\uff0c\u6709\u70b9\u300c\u5934\u91cd\u811a\u8f7b\u300d\u3002<\/p>\n<p>\u6211\u6700\u559c\u6b22VLA\u539f\u8bba\u6587\uff08RT-2\uff09\u4e2d\u7684\u4f8b\u5b50\uff0c\u628a\u4ee3\u7801\u79fb\u52a8\u5230\u6cf0\u52d2\u00b7\u65af\u5a01\u592b\u7279\uff08TaylorSwift\uff09\u7684\u56fe\u7247\u4e0a\u3002<\/p>\n<p>\u5b83\u4ece\u672a\u89c1\u8fc7\u5979\uff0c\u5374\u80fd\u6cdb\u5316\uff0c\u4f46\u8fd9\u5e76\u4e0d\u662f\u6211\u4eec\u60f3\u8981\u7684\u9884\u8bad\u7ec3\u80fd\u529b\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u7b2c\u4e8c\u6761\u9884\u8bad\u7ec3\u8303\u5f0f\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0c\u7b2c\u4e8c\u79cd\u9884\u8bad\u7ec3\u8303\u5f0f\u7406\u5e94\u5e94\u8be5\u975e\u5e38\u7f8e\u4e3d\uff0c\u4f46\u4e0d\u5e78\u7684\u662f\uff0c\u5b83\u53d8\u6210\u4e86AI\u89c6\u9891\u5783\u573e\uff08AI Video Slop\uff09\uff0c\u6bd4\u5982\u770b\u732b\u54aa\u5728\u76d1\u63a7\u6444\u50cf\u5934\u4e0a\u5f39\u73ed\u5353\u7434\u3002<\/p>\n<p>\u8fd9\u867d\u7136\u8868\u9762\u4e0a\u770b\u5f88\u5a31\u4e50\uff0c\u4f46\u6ca1\u4eba\u8ba4\u771f\u5bf9\u5f85\u5b83\uff0c\u76f4\u5230\u6211\u4eec\u610f\u8bc6\u5230\u8fd9\u4e9b\u89c6\u9891\u6a21\u578b\u5b9e\u9645\u4e0a\u5728\u5185\u90e8\u5b66\u4e60\u6a21\u62df\u4e0b\u4e00\u4e2a\u4e16\u754c\u72b6\u6001\u3002<\/p>\n<p>\u8fd9\u662fVeo3\u7684\u4e00\u4e9b\u4f8b\u5b50\uff0c\u6a21\u578b\u81ea\u52a8\u5b66\u4e60\u4e86\u91cd\u529b\u3001\u6d6e\u529b\u3001\u5149\u7167\u3001\u53cd\u5c04\u3001\u6298\u5c04\u7b49\u7269\u7406\u89c4\u5f8b\uff0c\u6ca1\u6709\u663e\u5f0f\u7f16\u7801\uff0c\u901a\u8fc7\u5927\u89c4\u6a21\u9884\u6d4b\u4e0b\u4e00\u56e2\u50cf\u7d20\uff0c\u7269\u7406\u89c4\u5f8b\u81ea\u5df1\u6d8c\u73b0\u4e86\uff0c\u89c6\u89c9\u89c4\u5212\u4e5f\u81ea\u7136\u51fa\u73b0\u3002<\/p>\n<p>Veo-3\u662f\u5982\u4f55\u89e3\u51b3\u8fd9\u4e9b\u7269\u4f53\u7684\uff1f\u901a\u8fc7\u5728\u50cf\u7d20\u7a7a\u95f4\u524d\u5411\u6a21\u62df\u3002\u7279\u522b\u6ce8\u610f\u53f3\u4e0b\u89d2\uff0c\u8fd9\u662f\u6211\u6700\u559c\u6b22\u7684\u4f8b\u5b50\u3002Veo3\u8d85\u806a\u660e\uff0c\u5b83\u80fd\u53d1\u73b0\u5982\u679c\u4f60\u6ca1\u770b\uff0c\u51e0\u4f55\u5c31\u662f\u53ef\u9009\u7684\u3002\u6211\u79f0\u4e4b\u4e3a\u201c\u7269\u7406\u5783\u573e\uff08physics slop\uff09\u201d\u3002<\/p>\n<p>\u5982\u4f55\u8ba9\u8fd9\u4e9b\u4e16\u754c\u6a21\u578b\u6709\u7528\uff1f\u6211\u4eec\u901a\u8fc7\u52a8\u4f5c\u5fae\u8c03\uff0c\u5c06\u6240\u6709\u53ef\u80fd\u7684\u672a\u6765\u72b6\u6001\u7684\u53e0\u52a0\uff08superposition\uff09\u538b\u7f29\u5230\u5bf9\u771f\u5b9e\u673a\u5668\u4eba\u6709\u4ef7\u503c\u7684\u90e8\u5206\u3002<\/p>\n<p>\u4e8e\u662f\uff0c\u5c31\u6709\u4e86Dream Zero\u3002<\/p>\n<p>Dream Zero\u662f\u4e00\u79cd\u5168\u65b0\u7684\u7b56\u7565\u6a21\u578b\u3002\u5b83\u4f1a\u5148\u201c\u68a6\u201d\u5230\u672a\u6765\u51e0\u79d2\u949f\u91cc\u53ef\u80fd\u53d1\u751f\u4ec0\u4e48\uff0c\u7136\u540e\u518d\u636e\u6b64\u505a\u51fa\u52a8\u4f5c\u3002<\/p>\n<p>\u8981\u77e5\u9053\uff0c\u673a\u5668\u4eba\u7684\u8fd0\u52a8\u63a7\u5236\u672c\u8d28\u4e0a\u662f\u4e00\u7ec4\u9ad8\u7ef4\u3001\u8fde\u7eed\u7684\u4fe1\u53f7\u3002\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bf4\uff0c\u5b83\u548c\u50cf\u7d20\u5e76\u6ca1\u6709\u672c\u8d28\u533a\u522b\uff0c\u90fd\u53ef\u4ee5\u88ab\u770b\u4f5c\u8fde\u7eed\u53d8\u5316\u7684\u6570\u636e\u6d41\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u6211\u4eec\u53ef\u4ee5\u50cf\u6e32\u67d3\u89c6\u9891\u4e00\u6837\uff0c\u540c\u65f6\u628a\u52a8\u4f5c\u4e5f\u6e32\u67d3\u51fa\u6765\u3002<\/p>\n<p>Dream Zero\u80fd\u540c\u65f6\u89e3\u7801\u4e24\u4e2a\u4e1c\u897f\uff0c\u4e0b\u4e00\u523b\u7684\u4e16\u754c\u72b6\u6001\uff0c\u4ee5\u53ca\u4e0b\u4e00\u6b65\u8be5\u6267\u884c\u7684\u52a8\u4f5c\u3002<\/p>\n<p>\u4e5f\u6b63\u56e0\u4e3a\u5982\u6b64\uff0c\u5b83\u80fd\u591f\u96f6\u6837\u672c\uff08zero-shot\uff09\u5b8c\u6210\u90a3\u4e9b\u8bad\u7ec3\u4e2d\u4ece\u672a\u89c1\u8fc7\u7684\u65b0\u4efb\u52a1\u3001\u65b0\u52a8\u4f5c\u3002<\/p>\n<p>\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u5f53\u673a\u5668\u4eba\u771f\u6b63\u5f00\u59cb\u6267\u884c\u65f6\uff0c\u6211\u4eec\u751a\u81f3\u53ef\u4ee5\u5b9e\u65f6\u201c\u770b\u5230\u201d\u5b83\u6b63\u5728\u60f3\u4ec0\u4e48\uff0c\u800c\u4e14\u8fd9\u79cd\u76f8\u5173\u6027\u975e\u5e38\u7d27\u5bc6\u3002<\/p>\n<p>\u5982\u679c\u89c6\u9891\u9884\u6d4b\u662f\u5bf9\u7684\uff0c\u52a8\u4f5c\u901a\u5e38\u5c31\u662f\u5bf9\u7684\uff1b\u2028\u5982\u679c\u89c6\u9891\u5f00\u59cb\u5e7b\u89c9\uff0c\u52a8\u4f5c\u4e5f\u5f80\u5f80\u4f1a\u5931\u8d25\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u4e5f\u76f4\u5230\u8fd9\u91cc\uff0c\u89c6\u89c9\u548c\u884c\u52a8\u624d\u7b2c\u4e00\u6b21\u771f\u6b63\u5750\u5230\u4e86\u4e00\u5f20\u684c\u5b50\u4e0a\u3002<\/p>\n<p>\u6211\u4eec\u540e\u6765\u7528Dream Zero\u505a\u4e86\u5f88\u591a\u6709\u8da3\u7684\u5b9e\u9a8c\uff0c\u5c31\u8ba9\u673a\u5668\u4eba\u5728\u5b9e\u9a8c\u5ba4\u91cc\u5230\u5904\u8f6c\uff0c\u7136\u540e\u5f80prompt\u8f93\u5165\u6846\u91cc\u968f\u4fbf\u6253\u5404\u79cd\u6307\u4ee4\uff0c\u770b\u770b\u5b83\u4f1a\u600e\u4e48\u505a\u3002<\/p>\n<p>\u5f53\u7136\uff0cDream Zero\u73b0\u5728\u8fd8\u505a\u4e0d\u5230\u628a\u6bcf\u4e2a\u4efb\u52a1\u90fd100%\u7a33\u5b9a\u5b8c\u6210\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5b83\u6709\u70b9\u50cfGPT-2\uff0c\u867d\u7136\u672a\u5fc5\u6bcf\u6b21\u90fd\u7cbe\u51c6\uff0c\u4f46\u5b83\u51e0\u4e4e\u603b\u80fd\u5148\u628a\u52a8\u4f5c\u7684\u5927\u81f4\u201c\u5f62\u72b6\u201d\u505a\u5bf9\u3002<\/p>\n<p>Dream Zero\uff0c\u662f\u6211\u4eec\u8fc8\u5411\u673a\u5668\u4eba\u201c\u5f00\u653e\u5f0f\u4efb\u52a1\u201d\u548c\u201c\u5f00\u653e\u8bcd\u6c47\u63d0\u793a\u201d\uff08open-ended, open-vocabulary prompting\uff09\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n<p>\u6211\u4eec\u628a\u8fd9\u7c7b\u5168\u65b0\u7684\u6a21\u578b\u79f0\u4e3a\uff1aWorld Action Models\uff0c\u7b80\u79f0WAM\u2014\u2014\u4e16\u754c\u52a8\u4f5c\u6a21\u578b\u3002<\/p>\n<p>\u6240\u4ee5\u6b64\u523b\uff0c\u8ba9\u6211\u4eec\u4e00\u8d77\u4e3a\u6211\u4eec\u7684\u8001\u670b\u53cbVLA \u9ed8\u54c0\u7247\u523b\u3002<\/p>\n<p>\u5b83\u4eec\u66fe\u7ecf\u5f88\u597d\u5730\u670d\u52a1\u8fc7\u6211\u4eec\u3002\u5b89\u606f\u5427\uff0cVLA\u3002VLA\u5df2\u6b7b\uff0cWAM\u5f53\u7acb\u3002<\/p>\n<p>\u800c\u8981\u5b9e\u73b0WAM\uff0c\u63a5\u4e0b\u6765\u8981\u62fc\u7684\uff0c\u5c31\u662f\u4e0b\u4e00\u4ee3\u6570\u636e\u7b56\u7565\u3002<\/p>\n<p>\u753b\u9762\u91cc\u7684\u8fd9\u4e2a\u4eba\uff0c\u662fBill Dally\uff0c\u6b63\u5728\u6211\u4eec\u5b9e\u9a8c\u5ba4\u91cc\u4eb2\u81ea\u505a\u9065\u64cd\u4f5c\u3002<\/p>\n<p>\u8003\u8651\u5230\u4ed6\u7684\u85aa\u6c34\uff0c\u6211\u6562\u8bf4\u8fd9\u5927\u6982\u662f\u6211\u4eec\u6574\u4e2a\u6570\u636e\u96c6\u91cc\uff0c\u6210\u672c\u6700\u9ad8\u7684\u4e00\u6761\u9065\u64cd\u4f5c\u8f68\u8ff9\u3002<\/p>\n<p>\u8fc7\u53bb\u4e09\u5e74\uff0c\u673a\u5668\u4eba\u9886\u57df\u51e0\u4e4e\u88ab\u9065\u64cd\u6240\u7edf\u6cbb\u3002\u90a3\u7b80\u76f4\u662f\u9065\u64cd\u7684\u9ec4\u91d1\u65f6\u4ee3\u3002<\/p>\n<p>\u5404\u79cdVR\u5934\u663e\u3001\u4e3a\u4f4e\u5ef6\u8fdf\u4e32\u6d41\u505a\u6781\u81f4\u4f18\u5316\u7684\u7cfb\u7edf\u3001\u8fd8\u6709\u90a3\u4e9b\u7ed3\u6784\u590d\u6742\u3001\u770b\u8d77\u6765\u50cf\u4e2d\u4e16\u7eaa\u5211\u5177\u4e00\u6837\u7684\u9065\u64cd\u4f5c\u8bbe\u5907\u3002<\/p>\n<p>\u6574\u4e2a\u884c\u4e1a\u7838\u4e86\u5927\u91cf\u8d44\u91d1\u3002\u4e5f\u7ecf\u53d7\u4e86\u5927\u91cf\u75db\u82e6\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u662f\u9065\u64cd\u7684\u6570\u636e\u4ea7\u80fd\u4ece\u7269\u7406\u4e0a\u5c31\u6709\u4e0a\u9650\u3002\u7406\u8bba\u4e0a\uff0c\u4e00\u53f0\u673a\u5668\u4eba\u4e00\u5929\u6700\u591a\u4e5f\u5c3124\u5c0f\u65f6\u7684\u6570\u636e\u3002<\/p>\n<p>\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u5982\u679c\u73b0\u5b9e\u91cc\u6bcf\u53f0\u673a\u5668\u4eba\u4e00\u5929\u80fd\u7a33\u5b9a\u91c7\u52303\u5c0f\u65f6\uff0c\u5c31\u5df2\u7ecf\u8c22\u5929\u8c22\u5730\u4e86\u3002<\/p>\n<p>\u800c\u4e14\u524d\u63d0\u8fd8\u662f\u2014\u2014\u673a\u5668\u4eba\u4e4b\u795e\u4eca\u5929\u5fc3\u60c5\u4e0d\u9519\u3002\u56e0\u4e3a\u8fd9\u4e9b\u5bb6\u4f19\uff0c\u771f\u7684\u9694\u4e09\u5dee\u4e94\u5c31\u95f9\u813e\u6c14\uff08\u673a\u5668\u4eba\u6545\u969c\uff09\u3002<\/p>\n<p>\u90a3\u95ee\u9898\u6765\u4e86\uff0c\u6211\u4eec\u8fd8\u80fd\u505a\u5f97\u66f4\u597d\u5417\uff1f<\/p>\n<p>\u6709\u4eba\u7684\u7b54\u6848\u662f\u76f4\u63a5\u628a\u673a\u5668\u4eba\u7684\u624b\uff0c\u6234\u5728\u4f60\u81ea\u5df1\u7684\u624b\u4e0a\u3002<\/p>\n<p>\u8fd9\u5957\u7cfb\u7edf\u53ebUMI\uff08Universal Manipulation Interface\uff0c\u901a\u7528\u64cd\u4f5c\u63a5\u53e3\uff09\u3002<\/p>\n<p>\u5b83\u7684\u60f3\u6cd5\u7b80\u5355\u5f97\u8fd1\u4e4e\u72e1\u733e\u4f60\u628a\u673a\u5668\u4eba\u7a7f\u5728\u81ea\u5df1\u624b\u4e0a\u3002\u4f60\u7684\u624b\u600e\u4e48\u52a8\uff0c\u673a\u5668\u4eba\u5c31\u600e\u4e48\u52a8\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u628a\u673a\u5668\u4eba\u5176\u4f59\u8eab\u4f53\u90e8\u5206\uff0c\u7edf\u7edf\u4ece\u6570\u636e\u91c7\u96c6\u95ed\u73af\u91cc\u62ff\u6389\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u76f4\u63a5\u7528\u4eba\u7c7b\u7684\u624b\uff0c\u53bb\u91c7\u673a\u5668\u4eba\u9700\u8981\u7684\u6570\u636e\u3002<\/p>\n<p>\u5728\u6211\u770b\u6765\uff0cUMI\u53ef\u80fd\u662f\u673a\u5668\u4eba\u6570\u636e\u9886\u57df\u6700\u4f1f\u5927\u7684\u8bba\u6587\u4e4b\u4e00\u3002\u800c\u5b83\u6700\u7ec8\u50ac\u751f\u4e86\u4e24\u5bb6\u72ec\u89d2\u517d\u516c\u53f8\u3002<\/p>\n<p>\u5de6\u8fb9\uff0c\u662fGeneralist\u56e2\u961f\u6210\u5458\u628a\u8fd9\u4e2a\u8bbe\u8ba1\u8fdb\u4e00\u6b65\u4f18\u5316\u3002\u73b0\u5728\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u628a\u673a\u68b0\u5939\u722a\u6234\u5728\u81ea\u5df1\u7684\u624b\u4e0a\u3002<\/p>\n<p>\u53f3\u8fb9\uff0c\u5219\u662fSunday\u505a\u51fa\u7684\u4e09\u6307\u6570\u636e\u624b\u5957\u3002<\/p>\n<p>\u800c\u53bb\u5e74\uff0c\u6211\u4eec\u53c8\u5f80\u524d\u8fc8\u4e86\u4e00\u6b65\u3002\u6211\u4eec\u8bbe\u8ba1\u51fa\u4e86\u4e00\u5957\u5916\u9aa8\u9abc\uff08exoskeleton\uff09\u7cfb\u7edf\uff0c\u5b83\u548c\u4e94\u6307\u7075\u5de7\u673a\u5668\u4eba\u624b\u4e4b\u95f4\uff0c\u80fd\u591f\u505a\u52301:1\u6620\u5c04\u3002<\/p>\n<p>\u6211\u4eec\u628a\u5b83\u53eb\u505aDexUMI\uff0c\u6765\u770b\u5b9e\u9645\u6548\u679c\u3002<\/p>\n<p>\u5de6\u8fb9\uff0c\u662f\u6700\u4f20\u7edf\u4e5f\u6700\u5feb\u7684\u6570\u636e\u91c7\u96c6\u65b9\u5f0f\uff0c\u4eba\u7c7b\u76f4\u63a5\u5b8c\u6210\u64cd\u4f5c\uff0c\u6c38\u8fdc\u662f\u6700\u5feb\u7684\u3002<\/p>\n<p>\u53f3\u8fb9\uff0c\u662f\u9065\u64cd\u4f5c\u3002\u4f60\u4f1a\u53d1\u73b0\u8fd9\u6709\u591a\u96be\u3002\u753b\u9762\u91cc\u8fd9\u4f4d\u64cd\u4f5c\u5458\uff0c\u662f\u6211\u4eec\u56e2\u961f\u6700\u719f\u7ec3\u7684PhD\u4e4b\u4e00\u3002<\/p>\n<p>\u5373\u4fbf\u5982\u6b64\uff0c\u4ed6\u4ecd\u7136\u5f97\u6781\u5176\u5c0f\u5fc3\u5730\u5bf9\u9f50\u3001\u6821\u51c6\u3002\u6574\u4e2a\u8fc7\u7a0b\u53c8\u6162\u53c8\u7d2f\u3002\u800c\u4e14\uff0c\u6210\u529f\u7387\u4e5f\u4e0d\u9ad8\u3002<\/p>\n<p>\u4e2d\u95f4\uff0c\u5c31\u662f\u6211\u4eec\u7684\u65b9\u6848\u3002\u4f60\u53ea\u9700\u8981\u6234\u4e0a\u8fd9\u5957\u5916\u9aa8\u9abc\uff0c\u76f4\u63a5\u5b8c\u6210\u52a8\u4f5c\uff0c\u6570\u636e\u5c31\u540c\u6b65\u88ab\u91c7\u96c6\u4e0b\u6765\u3002\u7136\u540e\uff0c\u6211\u4eec\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u673a\u5668\u4eba\u7b56\u7565\u6a21\u578b\u3002<\/p>\n<p>\u800c\u4f60\u73b0\u5728\u770b\u5230\u7684\uff0c\u662f\u4e00\u4e2a\u5b8c\u5168\u81ea\u4e3b\u6267\u884c\u7684\u673a\u5668\u4eba\u7b56\u7565\u3002\u6700\u5173\u952e\u7684\u662f\u5b83\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f7f\u7528\u7684\u9065\u64cd\u6570\u636e\u662f\u96f6\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u6211\u4eec\u7b2c\u4e00\u6b21\u6253\u7834\u4e86\u90a3\u4e2a\u673a\u5668\u4eba\u9886\u57df\u7684\u8bc5\u5492\uff0c\u6bcf\u53f0\u673a\u5668\u4eba\u6bcf\u5929\u6700\u591a\u53ea\u80fd\u91c724\u5c0f\u65f6\u6570\u636e\u3002\u800c\u4e14\u4f60\u770b\u8fd9\u4e9b\u673a\u5668\u4eba\u6709\u591a\u5f00\u5fc3\u3002\u56e0\u4e3a\uff0c\u5b83\u4eec\u7ec8\u4e8e\u4e0d\u7528\u518d\u4eb2\u81ea\u53c2\u4e0e\u6570\u636e\u91c7\u96c6\u4e86\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u6765\u4e86\uff0c\u8fd9\u5c31\u662f\u7ec8\u70b9\u5417\uff1f\u6211\u4eec\u771f\u7684\u89e3\u51b3\u4e86\u673a\u5668\u4eba\u7684scaling\u95ee\u9898\u5417\uff1f<\/p>\n<p>\u5728\u573a\u6709\u4eba\u5f00Tesla\u6216Waymo\u5417\uff1f\u5f00\u8f66\u7684\u65f6\u5019\uff0c\u5176\u5b9e\u4f60\u4e00\u76f4\u90fd\u5728\u53c2\u4e0e\u4e16\u754c\u4e0a\u6700\u5927\u7684\u7269\u7406\u6570\u636e\u98de\u8f6e\u3002<\/p>\n<p>\u66f4\u5999\u7684\u662f\uff0c\u4f60\u751a\u81f3\u611f\u89c9\u4e0d\u5230\u3002\u5c24\u5176\u662f\u5728Tesla FSD\u5de5\u4f5c\u7684\u65f6\u5019\uff0c\u6570\u636e\u4e0a\u4f20\uff0c\u662f\u4e00\u4e2a\u6084\u65e0\u58f0\u606f\u3001\u5728\u540e\u53f0\u81ea\u52a8\u5b8c\u6210\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u4f46\u6234\u7740UMI\u8fd9\u79cd\u6570\u636e\u7a7f\u6234\u8bbe\u5907\u5462\uff1f<\/p>\n<p>\u8bf4\u5b9e\u8bdd\uff0c\u8fd8\u662f\u592a\u9ebb\u70e6\u4e86\u3002\u5b83\u4f9d\u7136\u662f\u4fb5\u5165\u5f0f\u7684\u3002\u8fdc\u6ca1\u6709\u6bcf\u5929\u5f00\u8f66\u53bb\u4e0a\u73ed\u90a3\u6837\u81ea\u7136\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u5c5e\u4e8e\u673a\u5668\u4eba\u7684FSD\u7b49\u4ef7\u7269\u3002<\/p>\n<p>\u6211\u4eec\u9700\u8981\u8ba9\u6570\u636e\u91c7\u96c6\uff0c\u5f7b\u5e95\u9000\u51fa\u524d\u53f0\uff0c\u878d\u5165\u80cc\u666f\uff0c\u6084\u65e0\u58f0\u606f\u5730\u53d1\u751f\u3002\u53ea\u6709\u8fd9\u6837\uff0c\u6211\u4eec\u624d\u80fd\u771f\u6b63\u6355\u6349\u5230\uff0c\u4eba\u7c7b\u7075\u5de7\u64cd\u4f5c\u6700\u5b8c\u6574\u7684\u6837\u5b50\u3002<\/p>\n<p>\u4e0d\u53ea\u662f\u5b9e\u9a8c\u5ba4\u3002\u800c\u662f\u5404\u884c\u5404\u4e1a\uff0c\u800c\u662f\u6240\u6709\u5177\u5907\u7ecf\u6d4e\u4ef7\u503c\u7684\u52b3\u52a8\u573a\u666f\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u6211\u4eec\u5f7b\u5e95\u62bc\u6ce8\u5728\u7b2c\u4e00\u89c6\u89d2\u4eba\u7c7b\u89c6\u9891\uff08human egocentric videos\uff09\u3002\u5e76\u4e14\u7ed9\u8fd9\u4e9b\u89c6\u9891\u52a0\u5165\u7cbe\u7ec6\u7684\u624b\u90e8\u4f4d\u7f6e\u8ffd\u8e2a\uff1b\u9ad8\u5bc6\u5ea6\u8bed\u8a00\u6807\u6ce8\u3002<\/p>\n<p>\u6211\u4eec\u628a\u8fd9\u5957\u8bad\u7ec3\u8303\u5f0f\u53eb\u505aEgoScale\u3002\u5728EgoScale\u4e2d\uff0c99.9%\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u5168\u90e8\u6765\u81ea\u4eba\u7c7b\u7b2c\u4e00\u89c6\u89d2\u89c6\u9891\u3002<\/p>\n<p>\u6700\u7ec8\u7684\u7ed3\u679c\u662f\u4e00\u4e2a\u771f\u6b63end-to-end\u7684\u673a\u5668\u4eba\u7b56\u7565\u6a21\u578b\u3002\u5b83\u80fd\u591f\u76f4\u63a5\u4ece\u6444\u50cf\u5934\u50cf\u7d20\u8f93\u5165\uff0c\u6620\u5c04\u5230\u62e5\u670922\u4e2a\u9ad8\u81ea\u7531\u5ea6\u7684\u7075\u5de7\u673a\u5668\u4eba\u624b\u3002\u4e00\u53e5\u8bdd\u5c31\u662f\uff0c\u4ece\u201c\u770b\u89c1\u201d\uff0c\u76f4\u63a5\u5230\u201c\u52a8\u624b\u201d\u3002<\/p>\n<p>\u4f60\u73b0\u5728\u770b\u5230\u7684\uff0c\u5c31\u662f\u4e00\u4e2a\u5b8c\u5168\u81ea\u4e3b\u6267\u884c\u7684\u673a\u5668\u4eba\u3002<\/p>\n<p>\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u7528EgoScale\uff0c\u57282.1\u4e07\u5c0f\u65f6\u7684\u771f\u5b9e\u4e16\u754c\u7b2c\u4e00\u89c6\u89d2\u4eba\u7c7b\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u6ca1\u6709\u4f7f\u7528\u4efb\u4f55\u673a\u5668\u4eba\u6570\u636e\u3002<\/p>\n<p>\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6a21\u578b\u5b66\u4e60\u53bb\u9884\u6d4b\u624b\u90e8\u5173\u8282\u4f4d\u7f6e\u548c\u624b\u8155\u59ff\u6001\u3002<\/p>\n<p>\u5230\u4e86\u52a8\u4f5c\u5fae\u8c03\u9636\u6bb5\uff0c\u6211\u4eec\u53ea\u989d\u5916\u91c7\u96c6\u4e8650\u5c0f\u65f6\u7684\u9ad8\u7cbe\u5ea6\u6570\u636e\u624b\u5957\u6570\u636e\u4ee5\u53ca4\u5c0f\u65f6\u7684\u9065\u64cd\u6570\u636e\uff0c\u8fd9\u751a\u81f3\u4e0d\u5230\u6574\u4e2a\u8bad\u7ec3\u6570\u636e\u6df7\u5408\u4e2d\u76840.1%\u3002<\/p>\n<p>\u800c\u9760\u7740EgoScale\uff0c\u6a21\u578b\u5df2\u7ecf\u80fd\u591f\u6cdb\u5316\u5230\u5404\u79cd\u9ad8\u5ea6\u7075\u5de7\u7684\u4efb\u52a1\u3002\u6bd4\u5982\uff0c\u6574\u7406\u6251\u514b\u724c\u3001\u64cd\u4f5c\u6ce8\u5c04\u5668\u3001\u7cbe\u51c6\u8f6c\u79fb\u6db2\u4f53\u3002\u8bf4\u4e0d\u5b9a\u54ea\u5929\uff0c\u5bb6\u91cc\u7684\u673a\u5668\u4eba\u62a4\u58eb\uff0c\u771f\u4f1a\u56e0\u6b64\u51fa\u73b0\u3002<\/p>\n<p>\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u5bf9\u4e8e\u50cf\u6298\u886c\u886b\u8fd9\u79cd\u4efb\u52a1\uff0c\u6a21\u578b\u5728\u6d4b\u8bd5\u9636\u6bb5\u53ea\u9700\u8981\u4e00\u6b21\u793a\u8303\u5c31\u80fd\u5b66\u4f1a\u5168\u65b0\u7684\u6298\u53e0\u7b56\u7565\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u91cc\uff0c\u4e5f\u8bb8\u6700\u4ee4\u4eba\u5174\u594b\u7684\u53d1\u73b0\u662f\uff0c\u6211\u4eec\u7b2c\u4e00\u6b21\u53d1\u73b0\u4e86\u201c\u673a\u5668\u4eba\u7075\u5de7\u6027\u201d\u7684\u795e\u7ecfscaling law\u3002<\/p>\n<p>\u5b83\u63cf\u8ff0\u7684\u662f\u9884\u8bad\u7ec3\u65f6\u957f\uff0c\u4e0e\u6700\u4f18\u9a8c\u8bc1\u635f\u5931\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u4e2a\u5173\u7cfb\uff0c\u6f02\u4eae\u5f97\u60ca\u4eba\u3002<\/p>\n<p>\u5b83\u51e0\u4e4e\u662f\u4e00\u6761\u5b8c\u7f8e\u7684log-linear\uff08\u5bf9\u6570\u7ebf\u6027\uff09\u66f2\u7ebf\u3002\u8ddd\u79bb\u8bed\u8a00\u6a21\u578b\u7b2c\u4e00\u6b21\u53d1\u73b0neural scaling law\uff0c\u5df2\u7ecf\u8fc7\u53bb\u6574\u6574\u516d\u5e74\u3002<\/p>\n<p>\u5982\u4eca\uff0c\u673a\u5668\u4eba\uff0c\u4e5f\u7ec8\u4e8e\u6709\u4e86\u81ea\u5df1\u7684scaling law\u3002\u5982\u679c\u628a\u8fd9\u4e9b\u6570\u636e\u7b56\u7565\u753b\u6210\u4e00\u5f20\u56fe\uff1aX\u8f74\uff0c\u548c\u673a\u5668\u4eba\u786c\u4ef6\u7684\u5bf9\u9f50\u7a0b\u5ea6\uff1bY\u8f74\uff0c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p>\u90a3\u5927\u6982\u4f1a\u662f\u8fd9\u6837\uff0c\u9065\u64cd\u4f5c\u5728\u6700\u5de6\u4e0b\u89d2\u3002\u5b83\u6700\u8d34\u8fd1\u673a\u5668\u4eba\u786c\u4ef6\uff0c\u4f46\u51e0\u4e4e\u6700\u96be\u6269\u5c55\u3002<\/p>\n<p>\u518d\u5f80\u4e0a\uff0c\u662f\u6570\u636e\u7a7f\u6234\u8bbe\u5907\uff0c\u5b83\u5927\u6982\u80fd\u6269\u5c55\u5230\u51e0\u5341\u4e07\u5c0f\u65f6\u3002<\/p>\n<p>\u800c\u518d\u5f80\u4e0a\uff0c\u662f\u7b2c\u4e00\u89c6\u89d2\u89c6\u9891\u5982\u679c\u6211\u4eec\u771f\u7684\u80fd\u8dd1\u901a\u673a\u5668\u4eba\u7248\u7684\u52a8\u9a7e\u9a76\u98de\u8f6e\uff0c\u90a3\u5b83\u7684\u89c4\u6a21\uff0c\u8f7b\u8f7b\u677e\u677e\u5c31\u80fd\u8fbe\u5230\u5343\u4e07\u5c0f\u65f6\u7ea7\u3002<\/p>\n<p>\u5982\u679c\u5728\u56fe\u4e0a\u753b\u4e00\u6761\u7ebf\uff0c\u90a3\u8fd9\u6761\u7ebf\u5de6\u8fb9\uff0c\u4ee3\u8868\u7684\u662f\u673a\u5668\u4eba\u7684\u65b0\u8303\u5f0fSensorized Human Data\uff0c\u4eba\u7c7b\u7684\u4f20\u611f\u5668\u6570\u636e\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u6211\u60f3\u5927\u80c6\u505a\u51e0\u4e2a\u9884\u6d4b\u672a\u6765\u4e00\u5230\u4e24\u5e74\uff0c\u9065\u64cd\u7684\u5360\u6bd4\u4f1a\u8d8a\u6765\u8d8a\u4f4e\u3002\u4f4e\u5230\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f1a\u51fa\u73b0\u5927\u91cf\u9488\u5bf9\u4e0d\u540c\u673a\u5668\u4eba\u786c\u4ef6\u3001\u4e0d\u540c\u573a\u666f\u91cf\u8eab\u5b9a\u5236\u7684\u6570\u636e\u7a7f\u6234\u8bbe\u5907\u3002<\/p>\n<p>\u800c\u6700\u7ec8\uff0c\u673a\u5668\u4eba\u7684\u201c\u4e3b\u98df\u201d\uff0c\u4f1a\u53d8\u6210\u7b2c\u4e00\u89c6\u89d2\u4eba\u7c7b\u89c6\u9891\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u8ba9\u6211\u4eec\u518d\u6b21\u4e3a\u6211\u4eec\u7684\u8001\u670b\u53cb\uff0c\u9065\u64cd\uff0c\u9ed8\u54c0\u7247\u523b\u3002<\/p>\n<p>\u5b83\u66fe\u7ecf\u5f88\u597d\u5730\u670d\u52a1\u8fc7\u6211\u4eec\u3002\u5b89\u606f\u5427\u3002\u9065\u64cd\u5df2\u6b7b\u3002\u4eba\u7c7b\u4f20\u611f\u5668\u6570\u636e\u957f\u5b58\u3002<\/p>\n<p>\u4f46\u6570\u636e\u7b56\u7565\uff0c\u5230\u8fd9\u91cc\u5c31\u7ed3\u675f\u4e86\u5417\uff1f\u6ca1\u6709\u3002<\/p>\n<p>\u4f60\u6ce8\u610f\u5230\u6211\u753b\u4e86\u4e24\u5c42\u5706\u3002\u90a3\u5916\u5708\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u4eca\u5929\uff0c\u6240\u6709\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u90fd\u5728\u7838\u91cd\u91d1\u8d2d\u4e70\u6570\u767e\u4e07\u4e2a\u4ee3\u7801\u73af\u5883\u7528\u6765\u505a\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n<p>\u673a\u5668\u4eba\u4e5f\u4e00\u6837\u3002\u6211\u4eec\u8feb\u5207\u9700\u8981\u6d77\u91cf\u73af\u5883\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u4f60\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5728\u771f\u5b9e\u673a\u5668\u4eba\u4e0a\u505aRL\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u5ba4\u91cc\uff0c\u6211\u4eec\u7528RL\u628a\u67d0\u4e9b\u4efb\u52a1\u63a8\u5230\u4e86\u63a5\u8fd1100%\u6210\u529f\u7387\u3002<\/p>\n<p>\u673a\u5668\u4eba\u53ef\u4ee5\u8fde\u7eed\u6267\u884c\u51e0\u4e2a\u5c0f\u65f6\u4e0d\u505c\u3002\u8bf4\u5b9e\u8bdd\uff0c\u770b\u7740\u673a\u5668\u4eba\u81ea\u5df1\u9ed8\u9ed8\u7ec4\u88c5GPU\uff0c\u8fd8\u6709\u70b9\u6cbb\u6108\u3002<\/p>\n<p>\u6b63\u5982\u4e00\u4f4d\u667a\u8005\u8bf4\u7684Good boi\uff08\u8fd9\u9879\u4efb\u52a1\uff0c\u5df2\u7ecf\u901a\u8fc7\u8001\u677f\u5ba1\u6279\u3002\uff09<\/p>\n<p>\u4f46\u95ee\u9898\u662f\uff0c\u5982\u679c\u673a\u5668\u4eba\u4e5f\u60f3\u50cf\u4eca\u5929\u7684\u5927\u6a21\u578b\u4e00\u6837\uff0c\u628a\u5f3a\u5316\u5b66\u4e60\u771f\u6b63\u63a8\u5411\u767e\u4e07\u73af\u5883\u7684\u89c4\u6a21\uff0c\u4f20\u7edf\u8def\u7ebf\u51e0\u4e4e\u8d70\u4e0d\u901a\u3002<\/p>\n<p>\u56e0\u4e3a\u6309\u8fc7\u53bb\u7684\u505a\u6cd5\uff0c100\u4e07\u4e2a\u73af\u5883\u51e0\u4e4e\u5c31\u610f\u5473\u7740\u4f60\u5f97\u5148\u51c6\u5907100\u4e07\u53f0\u673a\u5668\u4eba\uff0c\u8fd9\u5728\u6210\u672c\u3001\u7ef4\u62a4\u3001\u90e8\u7f72\u4e0a\u663e\u7136\u90fd\u662f\u4e0d\u73b0\u5b9e\u7684\u3002<\/p>\n<p>\u4e8e\u662f\uff0c\u6211\u4eec\u5f00\u59cb\u5bfb\u627e\u4e00\u6761\u5168\u65b0\u7684\u8def\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u4f60\u53ea\u9700\u8981\u62ff\u51fa\u4e00\u53f0iPhone\uff0c\u968f\u624b\u62cd\u4e0b\u4e00\u5f20\u73b0\u5b9e\u4e16\u754c\u7684\u7167\u7247\uff0c\u518d\u628a\u5b83\u9001\u8fdb\u4e00\u59573D world scanning pipeline\uff083D\u4e16\u754c\u626b\u63cf\u7ba1\u7ebf\uff09\uff0c\u7cfb\u7edf\u5c31\u80fd\u81ea\u52a8\u8bc6\u522b\u573a\u666f\u4e2d\u7684\u6240\u6709\u7269\u4f53\uff0c\u63d0\u53d6\u5b83\u4eec\u7684\u4e09\u7ef4\u7ed3\u6784\uff0c\u5e76\u8fdb\u4e00\u6b65\u628a\u8fd9\u4e9b\u7269\u4f53\u81ea\u52a8\u91cd\u5efa\u5230\u7ecf\u5178\u7269\u7406\u6a21\u62df\u5668\u91cc\u3002<\/p>\n<p>\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u4e9b\u88ab\u91cd\u5efa\u51fa\u6765\u7684\u7269\u4f53\u4e0d\u662f\u9759\u6001\u6a21\u578b\uff0c\u800c\u662f\u771f\u6b63\u53ef\u4ee5\u88ab\u4ea4\u4e92\u3001\u88ab\u64cd\u4f5c\u3001\u88ab\u78b0\u649e\u7684\u6570\u5b57\u5b9e\u4f53\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u53ef\u4ee5\u57fa\u4e8e\u8fd9\u4e9b\u573a\u666f\u65e0\u9650\u6269\u589e\u5404\u79cd\u53d8\u4f53\uff0c\u4ed6\u4eec\u628a\u8fd9\u4e9b\u53d8\u4f53\u79f0\u4e3aDigital Cousins\u3002<\/p>\n<p>\u5230\u4e86\u8fd9\u4e00\u6b65\uff0ciPhone\u4e0d\u518d\u53ea\u662f\u624b\u673a\uff0c\u800c\u53d8\u6210\u4e86\u4e00\u4e2a\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201c\u53e3\u888b\u4e16\u754c\u626b\u63cf\u4eea\u201d\u3002<\/p>\n<p>\u800c\u6574\u4e2a\u6d41\u7a0b\uff0c\u4e5f\u88ab\u547d\u540d\u4e3aReal\u2192Sim\u2192Real\u2014\u2014\u4ece\u771f\u5b9e\u4e16\u754c\u51fa\u53d1\uff0c\u8fdb\u5165\u4eff\u771f\uff0c\u518d\u56de\u5230\u771f\u5b9e\u4e16\u754c\u3002<\/p>\n<p>\u9760\u7740\u8fd9\u5957\u65b9\u6cd5\uff0c\u673a\u5668\u4eba\u7ec8\u4e8e\u7b2c\u4e00\u6b21\u62e5\u6709\u4e86\u4e00\u79cd\u53ef\u4ee5\u89c4\u6a21\u5316\u5730\u628a\u7269\u7406\u4e16\u754c\u642c\u8fdb\u6570\u5b57\u4e16\u754c\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4f46\u5373\u4fbf\u5982\u6b64\uff0c\u8fd9\u5957\u65b9\u6848\u672c\u8d28\u4e0a\u4f9d\u7136\u5efa\u7acb\u5728\u4f20\u7edf\u7684\u56fe\u5f62\u5b66\u6a21\u62df\u5668\u4e4b\u4e0a\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u6211\u4eec\u8fd8\u80fd\u4e0d\u80fd\u518d\u5f80\u524d\u8d70\u4e00\u6b65\uff1f<\/p>\n<p>\u6765\u5427\uff01Dream Dojo\u3002<\/p>\n<p>Dream Dojo\u662f\u4e00\u5957\u5efa\u7acb\u5728\u89c6\u9891world model\u4e4b\u4e0a\u7684\u3001\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u795e\u7ecf\u6a21\u62df\u5668\uff0c\u5b83\u63a5\u6536\u8f93\u5165\u7684\u4e0d\u518d\u662f\u4f20\u7edf\u7269\u7406\u53c2\u6570\uff0c\u800c\u662f\u4e00\u8fde\u4e32\u8fde\u7eed\u7684\u52a8\u4f5c\u4fe1\u53f7\uff1b<\/p>\n<p>\u800c\u8f93\u51fa\u7684\uff0c\u5219\u662f\u673a\u5668\u4eba\u4e0b\u4e00\u523b\u5c06\u4f1a\u770b\u5230\u7684RGB\u89c6\u9891\u753b\u9762\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u4f20\u611f\u5668\u72b6\u6001\uff0c\u5e76\u4e14\u8fd9\u4e00\u5207\u90fd\u662f\u5b9e\u65f6\u751f\u6210\u7684\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f60\u6b64\u523b\u770b\u5230\u7684\u753b\u9762\u91cc\uff0c\u6ca1\u6709\u4e00\u4e2a\u50cf\u7d20\u662f\u771f\u7684\u3002<\/p>\n<p>Dream Dojo\u80fd\u591f\u901a\u8fc7\u4e00\u79cd\u7eaf\u7cb9\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\uff0c\u76f4\u63a5\u6355\u6349\u5e76\u5b66\u4f1a\u4e0d\u540c\u673a\u5668\u4eba\u80cc\u540e\u7684\u8fd0\u52a8\u673a\u5236\u548c\u52a8\u529b\u5b66\u89c4\u5f8b\uff0c\u6574\u4e2a\u8fc7\u7a0b\u91cc\uff0c\u6ca1\u6709\u4efb\u4f55\u7269\u7406\u65b9\u7a0b\u53c2\u4e0e\uff0c\u4e5f\u6ca1\u6709\u4efb\u4f55\u56fe\u5f62\u5b66\u5f15\u64ce\u4ecb\u5165\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u673a\u5668\u4eba\u6b63\u5728\u8fdb\u5165\u4e00\u4e2a\u5168\u65b0\u7684post-training\u8303\u5f0f\u3002<\/p>\n<p>\u5c11\u91cf\u771f\u5b9e\u673a\u5668\u4eba\u7ad9\u70b9\u8d1f\u8d23\u5728\u7269\u7406\u4e16\u754c\u4e2d\u6301\u7eed\u91c7\u96c6\u9ad8\u4ef7\u503c\u4ea4\u4e92\u6570\u636e\uff0c\u800c\u53e6\u4e00\u7aef\u5219\u662f\u5927\u89c4\u6a21\u5e76\u884c\u8fd0\u884c\u7684graphics cores\u3001world 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