{"id":818576,"date":"2026-07-28T19:19:35","date_gmt":"2026-07-28T11:19:35","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=818576"},"modified":"2026-07-28T19:19:35","modified_gmt":"2026-07-28T11:19:35","slug":"%e6%9d%8e%e9%a3%9e%e9%a3%9e%e5%9b%a2%e9%98%9f%e8%81%94%e6%89%8b%e8%8b%b1%e4%bc%9f%e8%be%be%ef%bc%8c%e6%8e%a8%e5%87%ba%e5%85%a8%e6%96%b0%e6%a8%a1%e5%9e%8brobottt%ef%bc%8c%e8%ae%a9%e6%9c%ba%e5%99%a8","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=818576","title":{"rendered":"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/15003E8B374771450E38C5FD8FEC9680361F26BA_size348_w900_h383.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\"  \/><\/p>\n<p><strong>\u673a\u5668\u4eba\u524d\u77bb\uff08\u516c\u4f17\u53f7\uff1arobot_pro\uff09<\/strong><\/p>\n<p><strong>\u4f5c\u8005 | \u5218\u4fd0\u6749<\/strong><\/p>\n<p><strong>\u7f16\u8f91 | \u8bb8\u4e3d\u601d<\/strong><\/p>\n<p>\u673a\u5668\u4eba\u524d\u77bb7\u670828\u65e5\u62a5\u9053\uff0c\u8fd1\u65e5\uff0c\u82f1\u4f1f\u8fbe\u9ad8\u7ea7\u7814\u7a76\u79d1\u5b66\u5bb6Jim Fan\u4e0e\u65af\u5766\u798f\u5927\u5b66\u6559\u6388\u674e\u98de\u98de\u56e2\u961f\u53ca\u5176\u5408\u4f5c\u8005\uff0c\u53d1\u5e03\u65b0\u4f5c\u300aRoboTTT\uff1a\u673a\u5668\u4eba<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff0c\u63a8\u51fa\u4e86\u673a\u5668\u4eba\u6a21\u578b\u4e0e\u8bad\u7ec3\u65b9\u6848<strong>RoboTTT\u3002<\/strong><\/p>\n<p>\u5f53\u524d\u7684\u673a\u5668\u4eba\u57fa\u5ea7\u6a21\u578b\u5927\u591a\u53ea\u80fd\u5904\u7406\u5355\u6b65\u6216\u77ed\u5386\u53f2\u7684\u89c6\u89c9\u8fd0\u52a8\u4e0a\u4e0b\u6587\uff0c\u800cROBOTTT\u53ef\u4ee5\u5c06\u89c6\u89c9\u8fd0\u52a8\u4e0a\u4e0b\u6587\u6269\u5c55\u81f3<strong>8K\u4e2a\u65f6\u95f4\u6b65<\/strong>\uff0c\u6bd4\u73b0\u6709\u7684\u5148\u8fdb\u7b56\u7565\u9ad8\u51fa<strong>\u4e09\u4e2a\u6570\u91cf\u7ea7<\/strong>\uff0c\u4e14\u4e0d\u4f1a\u589e\u52a0\u63a8\u7406\u5ef6\u8fdf\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/3181E849094DF76ED00128AA658669D3EB803D4F_size172_w1000_h512.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \u8bba\u6587\u5c01\u9762\uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>\u5728\u6b64\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\uff0cRoboTTT\u8d4b\u4e88\u4e86\u673a\u5668\u4eba\u57fa\u4e8e\u4eba\u7c7b\u6f14\u793a\u89c6\u9891\u7684<b>\u5355\u6837\u672c\u4e0a\u4e0b\u6587\u5185\u6a21\u4eff\u3001<\/b>\u57fa\u4e8e\u81ea\u8eab\u5386\u53f2\u6570\u636e\u7684<b>\u5b9e\u65f6\u7b56\u7565\u4f18\u5316\u3001<\/b>\u9762\u5bf9\u5916\u90e8\u5e72\u6270\u65f6\u7684<b>\u9ad8\u9c81\u68d2\u6027\u3001<\/b>\u5728\u591a\u9636\u6bb5\u3001\u957f\u65f6\u5e8f\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684<b>\u95ed\u73af\u63a7\u5236\u6027\u80fd\u7684\u5168\u65b0\u80fd\u529b<\/b>\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u8be5\u65b9\u6848\u7ed3\u5408\u4e86\u5e8f\u5217\u52a8\u4f5c\u5f3a\u5236\u4e0e\u622a\u65ad\u65f6\u95f4\u53cd\u5411\u4f20\u64ad\u6280\u672f\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u5728\u9ad8\u96be\u5ea6\u7684\u771f\u5b9e\u673a\u5668\u4eba\u64cd\u4f5c\u4efb\u52a1\u4e2d\uff0cROBOTTT\u6bd4\u5355\u6b65\u4e0a\u4e0b\u6587\u57fa\u7ebf\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u63d0\u5347\u4e86<strong>87%<\/strong>\u3002\u5b83\u8fd8\u5b8c\u6574\u5b9e\u73b0\u4e86\u4e00\u4e2a\u8017\u65f65\u5206\u949f\u3001\u5305\u542b10\u4e2a\u9636\u6bb5\u7684\u88c5\u914d\u4efb\u52a1\uff0c\u800c\u6240\u6709\u57fa\u7ebf\u6a21\u578b\u5747\u672a\u6210\u529f\u3002\u57288K\u65f6\u95f4\u6b65\u4e0b\u8bad\u7ec3\u7684ROBOTTT\uff0c\u6bd41K\u65f6\u95f4\u6b65\u8bad\u7ec3\u7684\u540c\u6a21\u578b\u6027\u80fd\u9ad8\u51fa<strong>62%<\/strong>\u3002<\/p>\n<p>\u8fd9\u8868\u660e\u4e0a\u4e0b\u6587\u957f\u5ea6\u53ef\u4ee5\u4f5c\u4e3a\u673a\u5668\u4eba\u57fa\u5ea7\u6a21\u578b\u7684\u4e00\u4e2a\u5168\u65b0\u6269\u5c55\u7ef4\u5ea6\u3002<\/p>\n<p>\u4e00\u3001\u6a21\u578b\u5b66\u4f1a\u4e86\u4ece\u4e0a\u4e0b\u6587\u89c6\u9891\u4e2d\u84b8\u998f\u5b66\u4e60<\/p>\n<p>\u76ee\u524d\u5927\u591a\u6570\u5148\u8fdb\u7684\u673a\u5668\u4eba\u57fa\u5ea7\u6a21\u578b\uff0c\u90fd\u4ec5\u5728\u5355\u6b65\u6216\u77ed\u5386\u53f2\u89c6\u89c9\u8fd0\u52a8\u4e0a\u4e0b\u6587\u4e0b\u5de5\u4f5c\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u65e9\u5df2\u6210\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u91cd\u8981\u6269\u5c55\u7ef4\u5ea6\u3002\u8fd9\u5c31\u5f15\u51fa\u4e00\u4e2a\u95ee\u9898\uff1a\u8981\u5982\u4f55\u6784\u5efa\u80fd\u591f\u4ece\u4efb\u610f\u957f\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\u5e76\u52a0\u4ee5\u5229\u7528\u7684\u89c6\u89c9\u8fd0\u52a8\u7b56\u7565\uff1f<\/p>\n<p>\u800c\u6b64\u6b21\u674e\u98de\u98de\u56e2\u961f\u63a8\u51fa\u7684\u673a\u5668\u4eba\u6a21\u578b\u548c\u8bad\u7ec3\u65b9\u6848RoboTTT\uff0c\u5176\u6838\u5fc3\u903b\u8f91\u662f\uff0c\u5c06\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u673a\u5236\u878d\u5165\u5230\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\uff08VLA\uff09\u7b49\u673a\u5668\u4eba\u57fa\u5ea7\u6a21\u578b\u4e2d\u3002<\/p>\n<p>RoboTTT\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5e8f\u5217\u6a21\u578b\u3002\u5b83\u7684\u5faa\u73af\u72b6\u6001\u7531\u201c\u5feb\u6743\u91cd\u201d\u7ec4\u6210\u3002\u4e0e\u63a8\u7406\u9636\u6bb5\u51bb\u7ed3\u7684\u201c\u6162\u6743\u91cd\u201d\u4e0d\u540c\uff0c\u5feb\u6743\u91cd\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u9636\u6bb5\u90fd\u4f1a\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u8fdb\u884c\u5b9e\u65f6\u66f4\u65b0\u3002\u5b83\u5c06\u5386\u53f2\u8f68\u8ff9\u4fe1\u606f\u538b\u7f29\u8fdb\u6743\u91cd\u7a7a\u95f4\uff0c\u5e76\u5728\u957f\u4e0a\u4e0b\u6587\u6761\u4ef6\u5f15\u5bfc\u4e0b\u8fdb\u884c\u7cbe\u51c6\u68c0\u7d22\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/89B050E8B5599F11F0F0FE8B727CF12408F14BB1_size114_w865_h335.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 RoboTTT\u7684\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u548c\u63a8\u7406\uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p><strong>1\u3001\u6a21\u578b\u67b6\u6784<\/strong><\/p>\n<p>ROBOTTT\u7531\u4e00\u4e2a\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u4e3b\u5e72\u548c\u4e00\u4e2a\u5e26\u6709TTT\u5c42\u7684\u6269\u6563Transformer\uff08DiT\uff09\u52a8\u4f5c\u5934\u7ec4\u6210\u3002\u56e2\u961f\u5728\u81ea\u6ce8\u610f\u529b\u5c42\u548c\u4ea4\u53c9\u6ce8\u610f\u529b\u5c42\u4e4b\u540e\u6dfb\u52a0TTT\u5c42\u3002\u8fd9\u6837\uff0c\u6ce8\u610f\u529b\u5c42\u5904\u7406\u5355\u4e2a\u65f6\u95f4\u6b65\u5185\u7684\u4fe1\u606f\uff0c\u800cTTT\u5c42\u5c31\u53ef\u5904\u7406\u8de8\u65f6\u95f4\u6b65\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u4e3a\u4e86\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\uff0c\u6a21\u578b\u4e0d\u4f1a\u5c06VLM Token\u76f4\u63a5\u4f20\u8fc7TTT\u5c42\uff0c\u800c\u662f\u4f7f\u7528\u8f83\u5c11\u6570\u91cf\u7684\u5bc4\u5b58\u5668Token\uff08Register Tokens\uff09\u6765\u8de8\u65f6\u95f4\u4f20\u9012\u89c6\u8bed\u8a00\u4fe1\u606f\u3002<\/p>\n<p>\u4e3a\u4e86\u4fdd\u7559\u9884\u8bad\u7ec3VLA\u6a21\u578b\u7684\u77e5\u8bc6\uff0cROBOTTT\u5c06\u57fa\u5ea7\u6a21\u578b\u6743\u91cd\u521d\u59cb\u5316\uff0c\u5e76\u91c7\u7528\u4e86\u53ef\u5b66\u4e60\u7684<strong>\u95e8\u63a7\u673a\u5236\uff0c<\/strong>TTT\u8f93\u51fa\u7ecfTanh Gating\u540e\u518d\u52a0\u5165\u6ce8\u610f\u529b\u8f93\u51fa\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/FD940B2ADA161968E459A3D67A6B1B28F8061FD3_size28_w321_h210.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cROBOTTT\u5b66\u4f1a\u4e86\u52a8\u6001\u8c03\u6574TTT\u5c42\u7684\u8d21\u732e\uff0c\u540c\u65f6\u4e0d\u4f1a\u7834\u574f\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8ba1\u7b97\u903b\u8f91\u3002<\/p>\n<p><strong>2\u3001\u5e8f\u5217\u8bad\u7ec3<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u5728\u673a\u5668\u4eba\u8f68\u8ff9\u5e8f\u5217\u4e0a\u8bad\u7ec3ROBOTTT\uff0c\u4f7f\u5feb\u6743\u91cd\u5728\u6bcf\u4e2a\u8bad\u7ec3\u5e8f\u5217\u5185\u66f4\u65b0\uff0c\u4ece\u800c\u540c\u65f6\u5b66\u4e60\u5230\u5408\u9002\u7684\u5feb\u6743\u91cd\u521d\u59cb\u5316\u503c\u53ca\u5176\u66f4\u65b0\u52a8\u6001\u3002<\/p>\n<p>\u5728\u5e8f\u5217\u8bad\u7ec3\u4e2d\uff0c\u8be5\u65b9\u6848\u7ed3\u5408\u4e86\u5e8f\u5217\u52a8\u4f5c\u5f3a\u5236\u4e0e\u622a\u65ad\u65f6\u95f4\u53cd\u5411\u4f20\u64ad\u6280\u672f\u3002<\/p>\n<p>\u5728\u8bad\u7ec3\u4e2d\uff0cROBOTTT\u4f7f\u7528Flow-Matching\u76ee\u6807\u8fdb\u884c\u52a8\u4f5c\u8bad\u7ec3\u3002<\/p>\n<p>\u5e8f\u5217\u52a8\u4f5c\u5f3a\u5236<b>\u4e3a\u5e8f\u5217\u4e2d\u7684\u6bcf\u4e2a\u52a8\u4f5c\u5757\u72ec\u7acb\u91c7\u6837\u566a\u58f0\u6c34\u5e73<\/b>\uff0c\u5982\u679c\u4e0d\u8fd9\u6837\u505a\uff0c\u8bad\u7ec3\u4f1a\u53d8\u5f97\u4e0d\u7a33\u5b9a\u3002\u56e0\u4e3a\u5728\u6574\u4e2a\u5e8f\u5217\u4e2d\u5171\u4eab\u540c\u4e00\u4e2a\u566a\u58f0\u6c34\u5e73\uff0c\u4f1a\u5bfc\u81f4\u6574\u6761\u5e8f\u5217\u8981\u4e48\u8fc7\u4e8e\u7b80\u5355\uff0c\u8981\u4e48\u8fc7\u4e8e\u8270\u96be\uff0c\u96be\u4ee5\u6709\u6548\u5b66\u4e60\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u56e0\u4e3a\u5728\u957f\u5e8f\u5217\u4e0a\u8fdb\u884c\u5168\u53cd\u5411\u4f20\u64ad\uff08BPTT\uff09\u9700\u8981\u5b58\u50a8\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u6fc0\u6d3b\u503c\uff0c\u663e\u5b58\u4f1a\u968f\u5e8f\u5217\u957f\u5ea6\u7ebf\u6027\u589e\u957f\u3002\u56e0\u6b64\u8be5\u65b9\u6848\u91c7\u7528<strong>\u622a\u65ad\u65f6\u95f4\u53cd\u5411\u4f20\u64ad<\/strong>\uff08TBPTT\uff09\uff0c\u5373\u8f93\u5165\u5e8f\u5217\u88ab\u5212\u5206\u4e3a\u591a\u4e2a\u5206\u6bb5\uff0c\u68af\u5ea6\u4ec5\u5728\u6bcf\u4e2a\u5206\u6bb5\u5185\u90e8\u6d41\u52a8\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/D975529B0265FF6DA8CB5C27771A03FCAE0C2CED_size22_w343_h200.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>\u5173\u952e\u5728\u4e8e\uff0c<b>\u5feb\u6743\u91cd\u4f1a\u5728\u5206\u6bb5\u8fb9\u754c\u5904\u8de8\u6bb5\u4f20\u9012<\/b>\u3002\u56e0\u6b64TTT\u4f1a\u5728\u6574\u6761\u5e8f\u5217\u4e0a\u6301\u7eed\u8fdb\u884c\uff0c\u4f46\u5b83\u4eec\u7684\u68af\u5ea6\u4f1a\u5728\u5206\u6bb5\u8fb9\u754c\u5904\u5207\u65ad\u3002GPU\u663e\u5b58\u5360\u7528\u56e0\u6b64\u7531\u5206\u6bb5\u957f\u5ea6\u51b3\u5b9a\uff0c\u800c\u975e\u603b\u5e8f\u5217\u957f\u5ea6\u3002\u8fd9\u4f7f\u5f97\u5728\u56fa\u5b9a\u663e\u5b58\u9884\u7b97\u4e0b\u8bad\u7ec3\u4efb\u610f\u957f\u5ea6\u7684\u4e0a\u4e0b\u6587\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p><strong>3\u3001\u4ece\u4e0a\u4e0b\u6587\u4e2d\u9ad8\u6548\u5b66\u4e60<\/strong><\/p>\n<p>\u901a\u8fc7\u5728\u7279\u5b9a\u65f6\u95f4\u6b65\u5c4f\u853dFlow-Matching\u635f\u5931\uff0c\u8fd9\u4e9b\u65f6\u95f4\u6b65\u4ec5\u5145\u5f53\u7eaf\u4e0a\u4e0b\u6587\u3002\u5b83\u4eec\u53ea\u66f4\u65b0\u5feb\u6743\u91cd\uff0c\u800c\u4e0d\u63d0\u4f9b\u6a21\u4eff\u76ee\u6807\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7fROBOTTT \u80fd\u591f\u4ece\u5f02\u8d28\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\uff0c\u4f8b\u5982\u4eba\u7c7b\u6f14\u793a\u89c6\u9891\u6216\u673a\u5668\u4eba\u81ea\u8eab\u7684\u975e\u6700\u4f18Rollout\u6570\u636e\u3002<\/p>\n<p><b>\u4ece\u4e0a\u4e0b\u6587\u89c6\u9891\u6f14\u793a\u4e2d\u6a21\u4eff\uff1a<\/b><\/p>\n<p>\u5c06\u4eba\u7c7b\u6f14\u793a\u89c6\u9891\u5e8f\u5217\u4e0e\u540c\u4e00\u4efb\u52a1\u7684\u673a\u5668\u4eba\u8f68\u8ff9\u6210\u5bf9\u7ec4\u5408\u540e\u53d1\u73b0\uff0c\u4eba\u7c7b\u89c6\u9891\u5e8f\u5217<b>\u4ec5\u66f4\u65b0\u5feb\u6743\u91cd\uff0c<\/b>\u52a8\u4f5c\u635f\u5931\u5219\u5728\u4ee5\u66f4\u65b0\u540e\u7684\u5feb\u6743\u91cd\u4e3a\u6761\u4ef6\u7684\u673a\u5668\u4eba\u8f68\u8ff9\u4e0a\u8ba1\u7b97\u3002<\/p>\n<p>\u5728\u6b64\u7c7b\u6210\u5bf9\u6570\u636e\u4e0a\u8bad\u7ec3\u540e\uff0c\u6a21\u578b\u5b66\u4f1a\u4e86\u4ece\u4e0a\u4e0b\u6587\u89c6\u9891\u4e2d\u63d0\u53d6\u4efb\u52a1\u4fe1\u606f\u3002\u6d4b\u8bd5\u65f6\uff0c\u53ea\u9700\u4ee5\u672a\u89c1\u4efb\u52a1\u914d\u7f6e\u7684\u5355\u6761\u4eba\u7c7b\u89c6\u9891\u4e3a\u6761\u4ef6\uff0c\u5373<strong>\u53ef\u5b9e\u73b0\u5355\u6837\u672c\u6a21\u4eff\u3002<\/strong><\/p>\n<p><b>DAgger\u84b8\u998f\uff1a<\/b><\/p>\n<p>\u6bcf\u5f53\u673a\u5668\u4eba\u72af\u9519\u65f6\uff0c\u4eba\u7c7b\u64cd\u4f5c\u5458\u5c31\u4f1a\u4ecb\u5165\u5e76\u7ed9\u51fa\u7ea0\u6b63\u52a8\u4f5c\u3002\u6807\u51c6\u7684DAgger\u4f1a\u5728\u4eba\u7c7b\u7ea0\u6b63\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u5e76\u4e22\u5f03\u673a\u5668\u4eba\u505a\u9519\u7684\u52a8\u4f5c\u3002\u7136\u800c\uff0c\u6070\u6070\u662f\u8fd9\u4e9b\u505a\u9519\u7684\u52a8\u4f5c\uff0c\u63ed\u793a\u4e86\u4eba\u7c7b\u7684\u7ea0\u6b63\u52a8\u4f5c\u9488\u5bf9\u7684\u662f\u54ea\u79cd\u9519\u8bef\u3002<\/p>\n<p>ROBOTTT\u5de7\u5999\u5730\u540c\u65f6\u5229\u7528\u4e86\u8fd9\u4e24\u8005\uff0c\u5728\u5e8f\u5217\u8bad\u7ec3\u671f\u95f4\uff0c\u4eba\u7c7b\u6267\u884c\u7684\u7ea0\u6b63\u52a8\u4f5c\u548c\u673a\u5668\u4eba\u672c\u8eab\u7684\u975e\u6700\u4f18\u52a8\u4f5c\uff0c\u8fd9\u4e00\u6574\u4e2a\u4ea4\u4e92\u5386\u53f2\u90fd\u4f1a\u7528\u4e8e\u66f4\u65b0\u5feb\u6743\u91cd\uff0c\u5e76\u4e14Flow-Matching\u635f\u5931\u4ec5\u5728\u4eba\u7c7b\u7ea0\u6b63\u52a8\u4f5c\u4e0a\u8ba1\u7b97\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/B0CA0934FCC82A0CC85088E637BC72EFED65F5DF_size13_w344_h133.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>\u8fd9\u79cd\u5c06\u5931\u8d25\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u7ea0\u6b63\u4f5c\u4e3a\u76ee\u6807\u7684\u975e\u5bf9\u79f0\u6027\uff0c\u6b63\u662f\u5c06\u4eba\u7c7b\u201c\u4ece\u5931\u8d25\u5230\u7ea0\u6b63\u201d\u7684\u6620\u5c04\u903b\u8f91\u84b8\u998f\u8fdb\u5feb\u6743\u91cd\u7684\u6838\u5fc3\u673a\u5236\u3002\u6a21\u578b\u5b66\u4f1a\u4e86\u9488\u5bf9\u5931\u8d25\u505a\u51fa\u7ea0\u6b63\uff0c\u800c\u4e0d\u53ea\u662f\u6a21\u4eff\u7ea0\u6b63\u52a8\u4f5c\u3002<\/p>\n<p>\u5728\u6d4b\u8bd5\u65f6\uff0c\u6a21\u578b\u53ef\u4ee5\u5728\u7ebf\u6267\u884c\u6b64\u7c7b\u7ea0\u6b63\uff0c\u65e0\u9700\u4eba\u7c7b\u5e72\u9884\u3002\u5b83\u505a\u51fa\u7684\u7ea0\u6b63\u968f\u540e\u4f1a\u8fdb\u5165\u5386\u53f2\u52a8\u4f5c\uff0c\u5e76\u88ab\u5438\u6536\u8fdb\u5feb\u6743\u91cd\u4e2d\uff0c\u5c31\u50cf\u8bad\u7ec3\u671f\u95f4\u5438\u6536\u4eba\u7c7b\u7ea0\u6b63\u4e00\u6837\u3002<\/p>\n<p>\u4e8c\u3001\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u6027\u80fd\u8d8a\u5f3a<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u5c06RoboTTT\u4e0e<b>GR00T N1.7(51)\u3001GR00T N1.7 Hist.\u3001GDN<\/b>\u4e09\u79cd\u57fa\u7ebf\u65b9\u6cd5\uff0c\u5728\u6a21\u578b\u8f66\u88c5\u914d\u3001\u7535\u8def\u677f\u7ec4\u88c5\u548c\u9f7f\u8f6e\u673a\u5668\u4eba\u88c5\u914d\uff0c\u8fd9\u4e09\u4e2a\u9700\u8981\u53cc\u81c2\u534f\u540c\u4e0e\u7075\u5de7\u64cd\u4f5c\u7684\u957f\u65f6\u5e8f\u88c5\u914d\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u5bf9\u6bd4\u8bc4\u4f30\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/2D01F6D31C91A22D90FD7440D76064541A6810F0_size2645_w572_h300.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \u6a21\u578b\u8f66\u88c5\u914d\uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>\u6240\u6709\u65b9\u6cd5\u5747\u5728\u76f8\u540c\u7684\u4efb\u52a1\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u5176\u4e2d\u5e8f\u5217\u6a21\u578b\u91c7\u75281K\u65f6\u6b65\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u975e\u5e8f\u5217\u6a21\u578b\u5219\u5728\u5339\u914d\u7684\u8ba1\u7b97\u9884\u7b97\u4e0b\u8fdb\u884c\u8bad\u7ec3\u3002\u6bcf\u79cd\u63a7\u5236\u65b9\u6cd5\u5747\u5728\u4e0d\u540c\u7684\u6784\u578b\u4e0b\u8fdb\u884c20\u6b21\u6d4b\u8bd5\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/DDEDD3A03831D2A8955CC43D16FF21BC91333196_size18_w716_h264.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>\u5b9e\u9a8c\u540e\u5f97\u51fa\u4e86\u7ed3\u8bba\uff1a<\/p>\n<p><strong>1\u3001RoboTTT\u5728\u957f\u65f6\u7a0b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u6301\u7eed\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\u3002<\/strong>ROBOTTT\u5e73\u5747\u4efb\u52a1\u5b8c\u6210\u5f97\u5206\u8fbe\u523079%\uff0c\u6bd4\u5355\u6b65\u4e0a\u4e0b\u6587\u57fa\u7ebf\u9ad887%\uff0c\u6bd4\u6700\u4f73\u57fa\u7ebfGDN\u9ad841%\u3002\u5728\u8017\u65f6\u957f\u8fbe5\u5206\u949f\u7684\u9f7f\u8f6e\u673a\u5668\u4eba\u88c5\u914d\u4efb\u52a1\u4e2d\uff0cROBOTTT\u662f\u552f\u4e00\u5b9e\u73b0\u5b8c\u6574\u6210\u529f\u7684\u6a21\u578b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/E023C490FA27EF1C44A727747CA5C7A3B4F78341_size1123_w573_h300.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \u9f7f\u8f6e\u673a\u5668\u4eba\u88c5\u914d\uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p><strong>2\u3001<\/strong><strong>\u9884\u8bad\u7ec3\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u95ed\u73af\u6027\u80fd\u8d8a\u597d\u3002<\/strong>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5f53\u9884\u8bad\u7ec3\u4e0a\u4e0b\u6587\u957f\u5ea6\u4ece128\u6269\u5c55\u52308K\u65f6\u95f4\u6b65\u65f6\uff0cROBOTTT\u7684\u95ed\u73af\u6027\u80fd\u5448\u73b0\u51fa<b>\u6301\u7eed\u7a33\u6b65\u4e0a\u5347<\/b>\u7684\u8d8b\u52bf\u3002\u4ece1K\u65f6\u95f4\u6b65\u5f00\u59cb\uff0c\u5b83\u5c31\u8d85\u8d8a\u4e86\u6240\u6709\u77ed\u4e0a\u4e0b\u6587\u57fa\u7ebf\uff0c\u4e14\u6ca1\u6709\u4efb\u4f55\u9971\u548c\u8ff9\u8c61\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/3F40DC7F9EBE57BF04C07393BF6069B0D5644CC2_size40_w721_h370.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u674e\u98de\u98de\u56e2\u961f\u8054\u624b\u82f1\u4f1f\u8fbe\uff0c\u63a8\u51fa\u5168\u65b0\u6a21\u578bRoboTTT\uff0c\u8ba9\u673a\u5668\u4eba\u8bfb\u61c2\u4e0a\u4e0b\u6587\" \/><\/p>\n<p>\u25b2 \uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>3\u3001<b>\u5355\u6837\u672c\u6a21\u4eff\u4e0e\u6297\u5e72\u6270<\/b>\uff1a\u5728\u7535\u8def\u677f\u88c5\u914d\u4efb\u52a1\u4e2d\uff0cROBOTTT\u53ea\u80fd\u57fa\u4e8e\u4e0a\u4e0b\u6587\u4e2d\u7684\u4eba\u7c7b\u89c6\u9891\u5b8c\u6210\u5355\u6837\u672c\u6a21\u4eff\u3002<\/p>\n<\/p>\n<p>\u25b2 \u7535\u8def\u677f\u7ec4\u88c5\uff08\u56fe\u6e90\uff1a\u300aRoboTTT\uff1a\u673a\u5668\u4eba\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\u300b\uff09<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0cROBOTTT\u4ec5\u51ed\u4e00\u6761\u4eba\u7c7b\u6f14\u793a\u89c6\u9891\uff0c\u572810\u6b21\u65b0\u914d\u7f6e\u88c5\u914d\u4e2d\u6210\u529f\u4e866\u6b21\u3002GDN\u6ca1\u6709\u53d6\u5f97\u5b8c\u5168\u6210\u529f\uff0c\u4efb\u52a1\u5b8c\u6210\u5206\u6570\u4e3a33%\u3002\u5728\u5916\u90e8\u5e72\u6270\u6d4b\u8bd5\u4e2d\uff0cROBOTTT\u5c55\u73b0\u51fa\u4e86\u5728\u7ebf\u6062\u590d\u4e0e\u91cd\u65b0\u5c1d\u8bd5\u80fd\u529b\u3002<\/p>\n<p>\u7ed3\u8bed\uff1a\u5411\u66f4\u957f\u65f6\u5e8f\u3001\u66f4\u81ea\u9002\u5e94\u7684\u5177\u8eab\u667a\u80fd\u8fc8\u8fdb<\/p>\n<p>ROBOTTT\u8bc1\u660e\u4e86<b>\u4e0a\u4e0b\u6587\u957f\u5ea6\u53ef\u4ee5\u4f5c\u4e3a\u673a\u5668\u4eba\u57fa\u5ea7\u6a21\u578b\u7684\u4e00\u4e2a\u5168\u65b0\u6269\u5c55\u7ef4\u5ea6<\/b>\u3002\u7814\u7a76\u56e2\u961f\u5c06\u89c6\u89c9\u8fd0\u52a8\u4e0a\u4e0b\u6587\u4ece\u4e3b\u6d41\u65b9\u6848\u7684\u6570\u5341\u6b65\u6269\u5c55\u81f3<strong>8K\u4e2a\u65f6\u95f4\u6b65<\/strong>\uff0c\u6bd4\u73b0\u6709\u5148\u8fdb\u7b56\u7565\u9ad8\u51fa<strong>\u4e09\u4e2a\u6570\u91cf\u7ea7<\/strong>\uff0c\u4e14\u4e0d\u589e\u52a0\u63a8\u7406\u5ef6\u8fdf\u3002\u8fd9\u4e00\u7a81\u7834\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u662f\u663e\u8457\u7684\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u7684\u957f\u5ea6\u8d4b\u4e88\u4e86\u673a\u5668\u4eba\u524d\u6240\u672a\u6709\u7684\u80fd\u529b\uff0c\u57fa\u4e8e\u5355\u6761\u4eba\u7c7b\u6f14\u793a\u89c6\u9891\u5b8c\u6210\u5355\u6837\u672c\u6a21\u4eff\u3001\u4ece\u81ea\u8eab\u9519\u8bef\u5386\u53f2\u4e2d\u5728\u7ebf\u5b66\u4e60\u5e76\u81ea\u6211\u7ea0\u6b63\u3001\u5728\u5916\u90e8\u5e72\u6270\u4e0b\u4fdd\u6301\u9ad8\u9c81\u68d2\u6027\u6267\u884c\u957f\u65f6\u5e8f\u4efb\u52a1\u3002RoboTTT\u4e3a\u672a\u6765\u5f00\u53d1\u5177\u5907\u66f4\u957f\u65f6\u5e8f\u8bb0\u5fc6\u3001\u66f4\u5f3a\u81ea\u9002\u5e94\u80fd\u529b\u7684\u5177\u8eab\u667a\u80fd\uff0c\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u6280\u672f\u57fa\u7840\u4e0e\u6269\u5c55\u8def\u5f84\u3002<\/p>\n<p>(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u673a\u5668\u4eba\u524d\u77bb\uff08\u516c\u4f17\u53f7\uff1arobot_pro\uff09 \u4f5c\u8005 | \u5218\u4fd0\u6749 \u7f16\u8f91 | \u8bb8\u4e3d\u601d \u673a\u5668\u4eba\u524d\u77bb7\u670828\u65e5\u62a5\u9053\uff0c\u8fd1\u65e5\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[88],"views":3,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/818576"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=818576"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/818576\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=818576"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=818576"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=818576"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}