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BeingBeyond \u80fd\u5426\u771f\u7684\u80fd\u4ee3\u8868\u672a\u6765\uff0c\u66f4\u4e0d\u77e5\u9053\u8fd9\u5bb6\u5e74\u4ec55\u4e2a\u6708\u7684\u516c\u53f8\uff0c\u662f\u5426\u771f\u7684\u80fd\u6210\u4e3a\u4e00\u5bb6\u7a7f\u8d8a\u5468\u671f\u7684\u4ee3\u8868\u65f6\u4ee3\u7684\u6280\u672f\u9886\u5bfc\u8005\u3002\u6211\u4eec\u751a\u81f3\u4e0d\u77e5\u9053\uff0c\u4ed6\u63d0\u51fa\u7684\u6280\u672f\u8def\u7ebf\u662f\u5426\u5982\u4ed6\u6240\u8a00\uff0c\u771f\u7684\u80fd\u62b5\u8fbe\u4ed6\u53e3\u4e2d\u7684\u661f\u8fb0\u5927\u6d77\u3002<\/p>\n<p>\u4e0d\u8fc7\u5176\u4e2d\u7684\u4e00\u4e9b\u95ee\u9898\uff0c\u4ed6\u53ef\u80fd\u4e5f\u4e0d\u5168\u7136\u77e5\u9053\u7b54\u6848\u3002\u4ed6\u5f88\u660e\u767d\u63a5\u4e0b\u6765\u7684\u8def\u6709\u591a\u96be\uff1a\u5f53\u4ed6\u88ab\u95ee\u5230\uff0c\u8fd9\u6761\u8def\u591a\u4e45\u80fd\u8dd1\u901a\u3001\u80fdscale up\uff1f\u4ed6\u660e\u663e\u505c\u987f\u4e86\u4e00\u4e0b\uff0c\u54ac\u54ac\u7259\u8bf4\u4e24\u4e09\u5e74\u5427\u3002\u53ef\u4e24\u4e09\u5e74\u4e5f\u5f88\u957f\uff0c\u53d8\u5316\u4f1a\u5f88\u591a\u3002\u4ed6\u8bf4\u8def\u4e0a\u8fd8\u6709\u522b\u7684\u4e8b\u60c5\u53ef\u4ee5\u505a\u3002\u4ed6\u804a\u8d77 OpenAI \u7684\u65f6\u5019\u773c\u775b\u4f1a\u53d1\u4eae\uff0c\u8bf4\u4ed6\u4eec\u65e9\u671f\u771f\u7684\u641e\u4e86\u5f88\u591a\u8d39\u94b1\u4f46\u6ca1\u6709\u7ecf\u6d4e\u6548\u76ca\u7684\u4e8b\u60c5\u3002\u7136\u540e\u4ed6\u53c8\u4f1a\u62c9\u56de\u6765\uff0c\u56de\u5230\u4e00\u4e2a\u540c\u6837\u53cd\u590d\u51fa\u73b0\u7684\u4e3b\u9898\u4e0a\uff1a<\/p>\n<p>\u5982\u4f55\u5728\u53d7\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u628a\u4e8b\u60c5\u529e\u6210\u4e86\u3002<\/p>\n<p>\u8fd9\u662f\u5177\u8eab\u667a\u80fd\u5927\u8111\u7684\u9898\u4e2d\u4e49\uff1a\u76f8\u6bd4\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u5750\u4eab\u4eba\u7c7b\u6587\u660e\u51e0\u5343\u5e74\u7684\u6587\u5b57\u5bcc\u77ff\uff0c\u5177\u8eab\u9886\u57df\u597d\u7528\u7684\u89c6\u9891\u6570\u636e\u5b9e\u5728\u662f\u7a77\u5f97\u53ef\u601c\u3002\u8fd9\u5f53\u7136\u4e5f\u662f\u4e00\u4e2a\u521b\u4e1a\u516c\u53f8\u7684\u9898\u4e2d\u4e49\uff0c\u7edd\u975e\u4eba\u4eba\u90fd\u80fd\u6709 OpenAI \u7684\u91d1\u6c64\u5319\u3002BeingBeyond \u521a\u5ba3\u5e03\u4e86\u8054\u60f3\u4e4b\u661f\u3001\u661f\u8fde\u8d44\u672c\u201c\u6570\u5343\u4e07\u4eba\u6c11\u5e01\u201d\u7684\u5929\u4f7f\u8f6e\u878d\u8d44\uff0c\u94b1\u4e0d\u7b97\u5c11\uff0c\u4f46\u4e5f\u7edd\u4e0d\u7b97\u5145\u88d5\u3002<\/p>\n<p>\u4e0d\u8fc7\u6216\u8bb8\u6b63\u5982\u5362\u5b97\u9752\u6240\u8bf4\uff0c\u5982\u679c\u4f60\u7ad9\u5728\u4e00\u4e2a\u7ec8\u5c40\u89e3\u51b3\u65b9\u6848\u7684\u7acb\u573a\u4e0a\u6765\u770b\uff0c\u5f88\u591a\u4e8b\u60c5\u5927\u6982\u4e5f\u5c31\u5e76\u4e0d\u771f\u7684\u662f\u4e2a\u95ee\u9898\u4e86\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-16b54cc787148ab15dcbb9ff82ca83fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-16b54cc787148ab15dcbb9ff82ca83fe.png\"><\/a><\/p>\n<p style=\"text-align: center\">\u5362\u5b97\u9752\u548c\u4ed6\u7684BeingBeyond<\/p>\n<p>\u8fd9\u662f\u4ed6\u521b\u7acb BeingBeyond \u540e\u63a5\u53d7\u7684\u7b2c\u4e00\u4e2a\u4e13\u8bbf\u3002\u6211\u4eec\u7b80\u5355\u5730\u56de\u987e\u4e86\u4ed6\u7684\u5b66\u672f\u5386\u53f2\uff0c\u5e76\u63a2\u8ba8\u4e86\u5177\u8eab\u667a\u80fd\u6cdb\u5316\u8def\u7ebf\u548c\u516c\u53f8\u7684\u613f\u666f\u3002\u4ee5\u4e0b\u662f\u672c\u6b21\u4e13\u8bbf\u7684\u5185\u5bb9\uff0cAI \u79d1\u6280\u8bc4\u8bba\u4f5c\u4e86\u4e0d\u6539\u539f\u610f\u7684\u6574\u7406\u4e0e\u7f16\u8f91\uff1a<\/p>\n<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=40345\/#01_%E7%A0%94%E7%A9%B6%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%E6%98%AF%E5%9B%A0%E4%B8%BA_DeepMind\" >01 \u7814\u7a76\u5f3a\u5316\u5b66\u4e60\u662f\u56e0\u4e3a DeepMind<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40345\/#02_%E4%BA%BA%E7%B1%BB%E8%A7%86%E9%A2%91%E6%98%AF%E6%9C%BA%E5%99%A8%E4%BA%BA%E9%80%9A%E7%94%A8%E6%99%BA%E8%83%BD%E7%9A%84%E6%8D%B7%E5%BE%84\" >02 \u4eba\u7c7b\u89c6\u9891\u662f\u673a\u5668\u4eba\u901a\u7528\u667a\u80fd\u7684\u6377\u5f84<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=40345\/#03_%E7%8E%B0%E9%98%B6%E6%AE%B5%E4%B8%96%E7%95%8C%E6%A8%A1%E5%9E%8B%E8%BF%98%E5%BE%88%E8%BF%9C\" >03 \u73b0\u9636\u6bb5\u4e16\u754c\u6a21\u578b\u8fd8\u5f88\u8fdc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=40345\/#04_%E7%9F%AD%E6%9C%9F%E6%B2%A1%E6%9C%89%E5%95%86%E4%B8%9A%E5%8C%96%E8%80%83%E9%87%8F%EF%BC%8C%E8%9E%8D%E8%B5%84%E6%98%AF%E5%8F%8C%E5%90%91%E9%80%89%E6%8B%A9\" >04 \u77ed\u671f\u6ca1\u6709\u5546\u4e1a\u5316\u8003\u91cf\uff0c\u878d\u8d44\u662f\u53cc\u5411\u9009\u62e9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=40345\/#05_BeingBeyond_%E5%B0%86%E5%88%86%E5%88%AB%E6%98%AF%E4%B8%A4%E4%B8%AA%E6%A8%A1%E5%9E%8B%E7%9A%84%E5%90%8D%E5%AD%97\" >05 BeingBeyond \u5c06\u5206\u522b\u662f\u4e24\u4e2a\u6a21\u578b\u7684\u540d\u5b57<\/a><\/li><\/ul><\/nav><\/div>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"01_%E7%A0%94%E7%A9%B6%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%E6%98%AF%E5%9B%A0%E4%B8%BA_DeepMind\"><\/span>01 \u7814\u7a76\u5f3a\u5316\u5b66\u4e60\u662f\u56e0\u4e3a DeepMind<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4eca\u5929\u63a5\u53d7\u91c7\u8bbf\u7684\u8eab\u4efd\u662f\u521b\u4e1a\u8005\uff0c\u8fd8\u662f\u6559\u6388\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\uff08\u7b11\uff09\u8fd8\u662f\u804a\u804a\u6280\u672f\u5427\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6211\u4eec\u770b\u5230\u4f60\u5728\u7814\u7a76\u5177\u8eab\u4e4b\u524d\uff0c\u5176\u5b9e\u6709\u975e\u5e38\u5927\u7684\u5b66\u672f\u65b9\u5411\u53d8\u5316\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5bf9\uff0c\u6211\u672c\u79d1\u662f\u6750\u6599\uff0c\u7814\u7a76\u751f\u8f6c\u53bb\u7535\u5b50\u5b66\u9662\uff0c\u4e00\u76f4\u505a\u8ba1\u7b97\u673a\u7cfb\u7edf\u7684\u76f8\u5173\u5de5\u4f5c\uff0c\u5207\u5165\u70b9\u66f4\u591a\u662f\u505a\u7b97\u6cd5\u7684\u4f18\u5316\u95ee\u9898\uff0c\u6bd4\u5982NP\u95ee\u9898\u3002\u5728\u5357\u6d0b\u7406\u5de5\u8bfb\u5b8c\u535a\u58eb\u540e\uff0c\u53bb\u5bbe\u5dde\u5dde\u7acb\u5927\u5b66\u505a\u4e86\u4e24\u5e74\u591a\u535a\u58eb\u540e\uff0c\u4e5f\u662f\u7c7b\u4f3c\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u9009\u62e9\u505a\u5f3a\u5316\u5b66\u4e60\uff0c\u662f2017\u5e74\u56de\u56fd\u540e\uff0c\u52a0\u5165\u5317\u5927\u540e\u9009\u62e9\u7684\u65b9\u5411\u3002\u4e00\u65b9\u9762\u770b\u5230DeepMind\u8dd1Atari Game\uff08\u96c5\u8fbe\u5229\u6e38\u620f\uff0c\u77e5\u540d\u590d\u53e4\u6e38\u620f\u5382\u5546\uff09\u540e\u53d1\u4e86\u4e00\u4e9b\u6210\u679c\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u770b\u5230\u5f3a\u5316\u5b66\u4e60\u786e\u5b9e\u5728\u89e3\u51b3\u95ee\u9898\uff0c\u4f8b\u5982\u6765\u89e3\u51b3NP\u95ee\u9898\u7684\u6848\u4f8b\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6709\u4ec0\u4e48\u5370\u8c61\u7279\u522b\u6df1\u7684\u4f8b\u5b50\u5417\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5c31\u8fd8\u662fDavid Silver\uff08DeepMind\u9996\u5e2d\u79d1\u5b66\u5bb6\uff09\u5427\uff0c\u4ed6\u4eec 2016 \u5e74\u5728\u300aNature\u300b\u4e0a\u53d1\u7684\u5f3a\u5316\u5b66\u4e60\u7684\u8bba\u6587\uff08\u5373\u300aMastering the game of Go with deep neural networks and tree search\u300b\uff0cAlphaGo\u5f53\u5e74\u51ed\u501f\u8be5\u8bba\u6587\u4e2d\u7684\u5448\u73b0\u6210\u679c\u51fb\u8d25\u674e\u4e16\u77f3\uff09\u3002<\/p>\n<p>\u56e0\u4e3a\u5728\u6b64\u4e4b\u524d\uff0c\u5b66\u672f\u754c\u8fd8\u5927\u591a\u5173\u6ce8\u8ba1\u7b97\u673a\u611f\u77e5\u5c42\u9762\u7684\u7814\u7a76\uff0c\u800cDavid Silver\u7684\u56e2\u961f\u5728\u505a\u51b3\u7b56\u5c42\u9762\u7684\u7a81\u7834\u3002\u800c\u51b3\u7b56\u5c42\u7684\u53d1\u5c55\u624d\u80fd\u6784\u9020\u66f4\u901a\u7528\u7684\u667a\u80fd\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6574\u4e2a\u7814\u7a76\u7684\u613f\u666f\u4e00\u4e0b\u5c31\u5927\u4e86\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5bf9\u3002\u5176\u5b9e\u6211\u4eec\u73b0\u5728\u7814\u7a76\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u7684\u95ee\u9898\uff0c\u5927\u90e8\u5206\u90fd\u5df2\u7ecf\u662f\u51b3\u7b56\u95ee\u9898\u4e86\u3002\u6bd4\u5982\u6700\u7b80\u5355\u7684\u63a7\u5236Transmission Power\uff08\u4fe1\u53f7\u4f20\u8f93\u529f\u7387\uff09\uff0c\u4e0d\u7ba1\u662fWiFi\u8fd8\u662f\u65e0\u7ebf\u57fa\u7ad9\u7684\u63a7\u5236\uff0c\u6839\u672c\u4e0a\u5c31\u662f\u4e00\u4e2a\u51b3\u7b56\u95ee\u9898\uff0c\u800c\u975e\u611f\u77e5\u95ee\u9898\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u662f\u5982\u4f55\u4ece\u5f3a\u5316\u5b66\u4e60\u9886\u57df\u8f6c\u6295\u5177\u8eab\u667a\u80fd\u9886\u57df\u7684\u63a2\u7d22\u5462\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u8f6c\u53d8\u4e3b\u8981\u662f\u5728\u667a\u6e90\u7814\u7a76\u9662\u7684\u65f6\u5019\u30022022\u5e74\u6211\u5728\u667a\u6e90\u8bbe\u7acb\u4e86\u201c\u591a\u6a21\u6001\u4ea4\u4e92\u7814\u7a76\u4e2d\u5fc3\u201d\uff0c\u5f53\u65f6ChatGPT\u521a\u51fa\u6765\uff0c\u6211\u4eec\u60f3\u53bb\u63a2\u7d22\u5f3a\u5316\u5b66\u4e60\u548c\u5927\u6a21\u578b\u7684\u7ed3\u5408\u3002\u5f53\u7136\uff0c\u4e0d\u662f\u73b0\u5728\u7684RLHF\u6216\u8005RL\u548c\u63a8\u7406\u7684\u7ed3\u5408\u3002\u6211\u4eec\u66f4\u591a\u662f\u60f3\u8bf4\uff0c\u628a\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u89c4\u5212\u8005\uff08Planner\uff09\u7684\u89d2\u8272\uff0c\u5982\u4f55\u8ddf\u4e0b\u6e38\u7684RL\u7b56\u7565\u878d\u5408\u8d77\u6765\u3002<\/p>\n<p>\u6211\u4eec\u4f1a\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\uff0c\u53bb\u8bad\u7ec3\u4e00\u4e9b\u591a\u6a21\u6001\u7684\u6a21\u578b\uff0c\u4e5f\u4f1a\u6839\u636e\u4e00\u4e9b\u95ed\u6e90\u6a21\u578b\u505a\u63a2\u7d22\u3002\u6bd4\u59822023\u5e74\u6211\u4eec\u6709\u4e00\u4e2a\u7814\u7a76\uff0c\u7528GPT-4V\u53bb\u64cd\u63a7\u7535\u8111\uff0c\u8ba9\u5b83\u53bb\u8bfb\u5c4f\u5e55\u7136\u540e\u64cd\u4f5c\u9f20\u6807\u548c\u952e\u76d8\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u73b0\u5728\u6709\u5f88\u591a\u00a0Agent\u00a0\u521b\u4e1a\u56e2\u961f\u5728\u505a\u7c7b\u4f3c\u4ea4\u4e92\u7684\u4e8b\u60c5\uff0c\u4f46\u4f60\u4eec2023\u5e74\u5c31\u5728\u505a\u4e86\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5bf9\uff0c\u6211\u4eec\u5176\u5b9e\u5f88\u65e9\u5df2\u7ecf\u505a\u8fc7\u4e86\u3002<\/p>\n<p>\u9664\u4e86\u8fd9\u4e2a\uff0c\u6211\u4eec\u8fd8\u8dd1\u4e86\u5f88\u591a\u6e38\u620f\u7684\u6d4b\u8bd5\uff0c\u50cf\u300aRDR2\u300b\uff08\u8352\u91ce\u5927\u9556\u5ba22\uff09\uff0c\u76f8\u5f53\u4e8e\u4e00\u4e2a\u6bd4\u8f83\u65e9\u7684agent\uff0c\u53ebCradle\uff0c\u90a3\u7bc7\u8bba\u6587\u4eca\u5e74\u521a\u4e2d\u4e86ICML\u3002<\/p>\n<p>\u5176\u5b9e\u300aRDR2\u300b\u8fd9\u6837\u76843A\u6e38\u620f\uff0c\u5df2\u7ecf\u86ee\u50cf\u4e00\u4e2a\u771f\u5b9e\u7684\u7269\u7406\u4e16\u754c\u7684\u3002\u4f46\u6211\u4eec\u53d1\u73b0\u5355\u7eaf\u7528\u4e92\u8054\u7f51\u4fe1\u606f\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\uff0c\u51b3\u7b56\u80fd\u529b\u975e\u5e38\u5dee\u3002\u5b83\u8bed\u4e49\u4e0a\u505aplanning\u662f\u53ef\u4ee5\u7684\uff0c\u4f46\u8981\u548c\u73af\u5883\u4ea4\u4e92\u3001\u9884\u6d4b\u4e8b\u4ef6\u7684\u540e\u679c\uff08\u6bd4\u8f83\u96be\u7684\uff09\u3002<\/p>\n<p>\u6211\u4eec\u5f53\u65f6\u4e3a\u6b64\u505a\u4e86\u5f88\u591a\u5de5\u4f5c\uff0c\u5404\u79cdprompt engineering\u3001In-context Learning\u3001memory \u673a\u5236\u3002\u505a\u5b8c\u8fd9\u4e9b\u540e\u6211\u4eec\u8ba4\u4e3a\uff0c\u5f53\u524d\u7684\u591a\u6a21\u6001\u6a21\u578b\u6ca1\u6709\u548c\u4e16\u754c\u4ea4\u4e92\u7684\u80fd\u529b\u3002<\/p>\n<p>\uff08Cradle\u7684\u8bba\u6587\u6b63\u5f0f\u53d1\u5e03\u4e8e2024\u5e743\u6708\uff0c\u5f53\u65f6\u5b83\u80fd\u591f\u5728\u6e38\u620f\u300a\u8352\u91ce\u5927\u9556\u5ba22\u300b\u4e2d\u5b8c\u6210\u957f\u8fbe40\u5206\u949f\u7684\u4e3b\u7ebf\u4efb\u52a1\u5e76\u63a2\u7d22\u5f00\u653e\u4e16\u754c\uff0c\u53ef\u4ee5\u72ec\u7acb\u5b8c\u6210\u529e\u516c\u3001\u4fee\u56fe\u3001\u7f51\u9875\u6d4f\u89c8\u7b49\u4efb\u52a1\u3002https:\/\/baai-agents.github.io\/Cradle\/\uff09<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-72c921b844777e2513d8cb51bc26e16b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-72c921b844777e2513d8cb51bc26e16b.png\"><\/a><\/p>\n<p><\/p>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"02_%E4%BA%BA%E7%B1%BB%E8%A7%86%E9%A2%91%E6%98%AF%E6%9C%BA%E5%99%A8%E4%BA%BA%E9%80%9A%E7%94%A8%E6%99%BA%E8%83%BD%E7%9A%84%E6%8D%B7%E5%BE%84\"><\/span>02 \u4eba\u7c7b\u89c6\u9891\u662f\u673a\u5668\u4eba\u901a\u7528\u667a\u80fd\u7684\u6377\u5f84<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4f46\u5982\u679c\u6211\u4eec\u7684\u6a21\u578b\u5728\u6e38\u620f\u91cc\u90fd\u5f88\u96be\u5b9e\u73b0\u4ea4\u4e92\uff0c\u90a3\u4e48\u5728\u7269\u7406\u4e16\u754c\u91cc\u7684\u96be\u5ea6\u5e94\u8be5\u5c31\u66f4\u5927\u4e86\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5982\u679c\u53ea\u9488\u5bf9\u4e00\u4e2a\u6e38\u620f\u53bb\u505a\u8bad\u7ec3\uff0c\u5176\u5b9e\u5df2\u7ecf\u53ef\u4ee5\u505a\u5230\u4e0d\u9519\u7684\u6548\u679c\u4e86\u3002\u8bf4\u5b83\u6709\u4e0d\u8db3\uff0c\u662f\u56e0\u4e3a\u5f88\u96be\u590d\u7528\u5230\u5176\u4ed6\u7684\u6e38\u620f\u4e2d\u53bb\uff0c\u6cdb\u5316\u80fd\u529b\u5f88\u5f31\u3002<\/p>\n<p>\u56e0\u4e3a\u6a21\u578b\u5176\u5b9e\u6ca1\u6709\u5b66\u4e60\u7269\u7406\u4ea4\u4e92\u7684\u6570\u636e\u3002\u6211\u4eec\u8ddf\u7269\u7406\u4e16\u754c\u4ea4\u4e92\uff0c\u5f80\u5f80\u52a8\u4f5c\u51b3\u5b9a\u4e86\u4e16\u754c\u7684\u4e0b\u4e00\u4e2a\u72b6\u6001\u662f\u4ec0\u4e48\u6837\u5b50\u7684\u3002\u6240\u4ee5\u6211\u4eec\u8ba4\u4e3a\uff0c\u5982\u679c\u5728\u7269\u7406\u4e16\u754c\u4e2d\u53bb\u8bad\u7ec3\uff0c\u6709\u771f\u5b9e\u7684\u6570\u636e\uff0c\u90a3\uff08\u8bad\u51fa\u6765\u7684\u6a21\u578b\uff09\u5c31\u662f\u53ef\u4ee5\u6709\u901a\u7528\u6027\u7684\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u4eec\u5728 2024 \u5e74\u5f00\u59cb\u53bb\u63a2\u7d22\u5177\u8eab\u4ee5\u540e\uff0c\u5176\u5b9e\u4e5f\u5c1d\u8bd5\u4e86\u5f88\u591a\u6280\u672f\u624b\u6bb5\u53bb\u91c7\u96c6\u6570\u636e\u3002\u6bd4\u5982\u9065\u64cd\u3001Sim2Real\uff0c\u8fd8\u6709\u6700\u8fd1\u6bd4\u8f83\u6d41\u884c\u7684 Real2Sim2Real\u3002<\/p>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u7684\u6cdb\u5316\u6027\u90fd\u6bd4\u8f83\u5dee\uff0c\u522b\u8bf4\u5404\u5f0f\u5404\u6837\u7684\u573a\u666f\u4e86\uff0c\u5c31\u662f\u5bf9\u7b80\u5355\u7684\u7269\u7406\u5c42\u9762\u7684\u6cdb\u5316\u3001\u5bf9 position \u7684\u6cdb\u5316\u7406\u89e3\u90fd\u5f88\u96be\u3002<\/p>\n<p>2024\u5e74\u6211\u4eec\u786e\u5b9a\u5728\u667a\u6e90\u7814\u7a76\u9662\u91cc\u53bb\u505a\u8fd9\u4ef6\u4e8b\u60c5\u540e\uff0c\u5185\u90e8\u8ba8\u8bba\u4e86\u5f88\u4e45\uff0c\u5728\u5404\u79cd\u9650\u5236\u6761\u4ef6\u4e0b\u4e0d\u540c\u5b66\u4e60\u624b\u6bb5\u751a\u81f3\u8303\u5f0f\uff0c\u5b83\u4eec\u6240\u80fd\u53bb\u89e6\u6478\u5230\u7684 Upper-Bound\uff08\u4e0a\u9650\uff09\u5230\u5e95\u662f\u4ec0\u4e48\u3002<\/p>\n<p>\u6700\u7ec8\u9009\u62e9\u7684\u8def\u7ebf\u5c31\u662f2024\u5e74\u521d\u5b9a\u4e0b\u6765\u7684\uff1a\u5229\u7528\u4eba\u7684\u8fd0\u52a8\u4fe1\u606f\u53bb\u8bad\u7ec3\u548c\u9a71\u52a8\u6a21\u578b\u3002\u90a3\u91cc\u9762\u7528\u7684\u6570\u636e\uff0c\u4e3b\u8981\u5c31\u662f\u4e92\u8054\u7f51\u7684\u89c6\u9891\u3002\u6216\u8005\u8bf4\uff0c\u6211\u4eec\u60f3\u7528\u6d77\u91cf\u7684\u4e92\u8054\u7f51\u4e2d\u4eba\u7684\u8fd0\u52a8\u89c6\u9891\uff0c\u6765 scale up\u4eba\u5f62\u673a\u5668\u4eba\u7684\u5b66\u4e60\u3002\u5f53\u7136\uff0c\u8fd9\u91cc\u4e3b\u8981\u662f\u6307\u9884\u8bad\u7ec3\u90e8\u5206\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u73b0\u5728\u7528\u4e92\u8054\u7f51\u89c6\u9891\u53bb\u7814\u7a76\u673a\u5668\u4eba\u5b66\u4e60\u7684\u56e2\u961f\u4e5f\u633a\u591a\u7684\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u9996\u5148\uff0c\u4f60\u73b0\u5728\u770b\u5230\u7684\u5f88\u591a\u6240\u8c13\u300c\u4e92\u8054\u7f51\u89c6\u9891\u5b66\u4e60\u300d\uff0c\u4ed6\u4eec\u505a\u7684\u4e8b\u60c5\uff0c\u6bd4\u5982\u8bad\u7ec3 reward function\uff08\u5956\u52b1\u51fd\u6570\uff09\uff0c\u5982\u521a\u624d\u6240\u8bf4\uff0c\u6211\u4eec2023\u5e74\u5df2\u7ecf\u505a\u8fc7\u7c7b\u4f3c\u7684\u63a2\u7d22\u4e86\uff0c\u4f46\u6211\u4eec\u8ba4\u4e3a\u4e0d\u76f4\u63a5\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u4ed6\u4eec\u5206\u6790\u89c6\u9891\uff0c\u66f4\u591a\u4e5ffocus\uff08\u805a\u7126\uff09\u5728\u7269\u4f53\u7684\u8fd0\u52a8\u8f68\u8ff9\u4e0a\u3002\u6bd4\u5982\u8bf4\uff0c\u4e00\u4e2a\u89c6\u9891\u6f14\u793a\u7684\u662f\u4eba\u62ff\u676f\u5b50\u3002\u5176\u4ed6\u4eba\u66f4\u591a\u5173\u6ce8\u7684\u662f\u676f\u5b50\u7684\u8f68\u8ff9\u3002\u800c\u6211\u4eec\u8003\u8651\u7684\u662f\uff0c\u4eba\u7684\u624b\u600e\u4e48\u52a8\u3002\u4e8c\u5341\u591a\u4e2a\u81ea\u7531\u5ea6\uff0c\u6bcf\u4e00\u4e2a\u81ea\u7531\u5ea6\uff0c\u6bcf\u4e00\u4e2a\u5173\u8282\u7684\u4f4d\u7f6e\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u8fd9\u6837\u7684\u597d\u5904\u662f\uff0c\u5b83\u6709\u66f4\u76f4\u63a5\u7684\u65b9\u6cd5\u548c\u66f4\u660e\u786e\u7684\u5b66\u4e60\u76ee\u6807\u3002<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u628a\u4eba\u624b\u7684\u4f4d\u7f6e\uff0c\u90fd\u4ece\u8fd9\u5230\u90a3\u513f\u90fd\u6807\u51fa\u6765\u3002\u5176\u5b9e\u4e92\u8054\u7f51\u7684\u4eba\u624b\u7684\u89c6\u9891\uff0c\u672c\u8eab\u5c31\u8bb0\u5f55\u4e86\u975e\u5e38\u590d\u6742\u7684\u64cd\u4f5c\uff1a\u6bd4\u5982\u7ffb\u624b\u673a\uff0c\u8fd9\u4e0d\u662f\u6211\u4eec\u73b0\u5728\u7075\u5de7\u624b\u80fd\u5f88\u597d\u5b8c\u6210\u7684\u4e8b\u60c5\uff0c\u90a3\u4e48\u4e00\u4e2a\u89c6\u9891\u91cc\u5b83\u5c31\u4f1a\u8bb0\u5f55\u5f88\u591a\u7684\u4fe1\u606f\u3002\u6211\u4eec\u4f1a\u76f4\u63a5\u628a\u624b\u8fd9\u4e2a\u59ff\u6001\u7ed9\u6807\u51fa\u6765\uff0c\u901a\u8fc7\u4e00\u4e9b\u624b\u90e8\u59ff\u60013D\u6a21\u578b\u6765\u6807\u6ce8\uff0c\u4ece\u800c\u76f4\u63a5\u5b66\u4e60\uff0c\u4e5f\u80fd\u77e5\u9053\u5bf9\u5e94\u6587\u672c\u4e0b\u5982\u4f55\u53bb\u64cd\u4f5c\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-88a4628e425498a7ef7beb829ced4689.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-88a4628e425498a7ef7beb829ced4689.png\"><\/a><\/p>\n<p style=\"text-align: center\">https:\/\/beingbeyond.github.io\/MEgoHand\/<\/p>\n<p>\u6700\u540e\uff0c\u4ed6\u4eec\u4e5f\u6ca1\u6709\u6211\u4eec\u6570\u636e\u91cf\u5927\u3002\u4ed6\u4eec\u53ef\u80fd\u5bf9\u5916\u5ba3\u4f20\u8bf4\u7528\u4e86\u4e92\u8054\u7f51\u6570\u636e\uff0c\u5176\u5b9e\u4e5f\u53ea\u8bd5\u4e86\u51e0\u767e\u6761\u3002\u800c\u6211\u4eec\u7684\u76ee\u6807\u662f\u8981scale up\uff0c\u50cf\u6211\u4eec\u7684\u59ff\u6001\u751f\u6210\u6a21\u578b\uff0c\u73b0\u5728\u5df2\u7ecf\u62ff\u5230\u4e861500\u4e07\u6761\u6570\u636e\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4e3a\u4ec0\u4e48\u5176\u4ed6\u4eba\u6ca1\u6709\u8d70\u4f60\u4eec\u7684\u6280\u672f\u8def\u7ebf\uff1f\u4f60\u4eec\u7684\u4f18\u52bf\u548c\u96be\u70b9\u5728\u54ea\u91cc\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u6211\u53ea\u80fd\u731c\u6d4b\u4e00\u4e0b\u3002\u4ed6\u4eec\u53ef\u80fd\u5f88\u591a\u4eba\u5728\u7528gripper\uff08\u5939\u722a\uff09\u3002\u5982\u679c\u505a\u5939\u722a\uff0c\u5176\u5b9e\u4e0d\u592a\u9700\u8981\u8003\u8651\u4eba\u7684\u5f62\u6001\u5982\u4f55\u3002\u6211\u4eec\u56e0\u4e3a\u4e4b\u524d\u4e00\u76f4\u505a\u5927\u6a21\u578b\u76f8\u5173\u7684\u4e8b\u60c5\uff0c\u6240\u4ee5\u6211\u4eec\u7684\u7814\u7a76 taste \u5c31\u4f1a\u60f3\u5982\u4f55\u53bb\u66f4\u7edf\u4e00\u3001\u66f4\u672c\u8d28\u5730\u89e3\u51b3\u8fd9\u4e2a\u4e8b\u60c5\u3002<\/p>\n<p>\u5305\u62ec\u9065\u64cd\u91c7\u6570\u636e\u6216\u8005\u771f\u673a\u6570\u636e\uff0c\u56e0\u4e3a\u6570\u636e\u91cf\u5c0f\uff0c\u5176\u5b9e\u4e5f\u53ea\u662f\u9762\u5411\u5e94\u7528\u573a\u666f\u7684\u89e3\u51b3\u65b9\u6848\u3001\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u4f18\u5316\uff0c\u8fd9\u4e5f\u4e0d\u662f\u6211\u4eec\u7ec8\u6781\u60f3\u8981\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u6211\u4eec\u76f8\u4fe1\uff0c\u5bf9\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\u548c\u7075\u5de7\u624b\u6765\u8bf4\uff0c\uff08\u5047\u5982\u8981\u5b9e\u73b0\u901a\u7528\u6cdb\u5316\u7684\u667a\u80fd\u80fd\u529b\uff09\uff0c\u7528\u5927\u91cf\u4eba\u7684\u8fd0\u52a8\u89c6\u9891\u6570\u636e\u505a\u9884\u8bad\u7ec3\uff0c\u4f1a\u662f\u4e00\u4e2a\u66f4\u597d\u7684\u65b9\u5f0f\u3002\u56e0\u4e3a\u5982\u679c\u53ea\u662f\u5728 Simulator\uff08\u4eff\u771f\u5668\uff09\u91cc\u53bb\u5b66\u64cd\u4f5c\u6216\u8005\u5168\u8eab\u8fd0\u52a8\u7684\u7b56\u7565\u7684\u8bdd\uff0c\u5b83\uff08\u5b66\u4e60\u7684\u6570\u636e\uff09\u662f\u6ca1\u6709\u4efb\u4f55\u5148\u9a8c\u7684\u3002<\/p>\n<p>\u4f60\u7528\u5f3a\u5316\u5b66\u4e60\u6765\u5b66\uff0c\u6700\u540e\u53ea\u662f\u4e3a\u4e86\u6ee1\u8db3\u5956\u52b1\u51fd\u6570\u800c\u5df2\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u5728\u5b9e\u9645\u751f\u6d3b\u4e2d\u6293\u4e00\u4e2a\u676f\u5b50\u53ef\u80fd\u662f\u8fd9\u4e48\u6293\uff08\u6b63\u624b\u6b63\u5e38\u62ff\u676f\u5b50\uff09\uff0c\u4f46\u4f60\u5728 Simulator \u91cc\u8bad\u7ec3\u7684\u7ed3\u679c\u53ef\u80fd\u662f\u8fd9\u4e48\u6293\uff08\u53cd\u624b\u62e7\u624b\u81c2\u63e1\u676f\u5b50\uff09\u3002<\/p>\n<p>\u4f46\u662f\u6211\u4eec\u5982\u679c\u901a\u8fc7\u4eba\u7684\u6570\u636e\u505a\u9884\u8bad\u7ec3\u7684\u8bdd\uff0c\u5176\u5b9e\u662f Encode\uff08\u7f16\u7801\uff09\u4eba\u7684\u5148\u9a8c\u7684\uff08\u6210\u529f\uff09\u7ecf\u9a8c\u3002\u800c\u5148\u9a8c\u7684\u4e1c\u897f\u5bf9\u4e8e\u4e00\u4e2a\u6bd4\u8f83\u96be\u7684\u95ee\u9898\uff0c\u672c\u8eab\u662f\u6709\u975e\u5e38\u5927\u7684\u597d\u5904\u7684\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4f46\u6709\u6ca1\u6709\u53ef\u80fd\u673a\u5668\u4eba\u5c31\u662f\u548c\u4eba\u5f88\u4e0d\u4e00\u6837\u3002\u5b83\u53ef\u80fd\u5230\u6700\u540e\u53d1\u73b0\uff0c\u6700\u5408\u9002\u5b83\u81ea\u5df1\u7684\u6293\u53d6\u65b9\u5f0f\u5c31\u662f\u8fd9\u6837\u6293\u676f\u5b50\u7684\uff08\u53cd\u624b\u62e7\u624b\u81c2\u63e1\u676f\u5b50\uff09\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\uff08\u7b11\uff09\u5f3a\u5316\u5b66\u4e60\u7684\u76ee\u6807\u5c31\u662f\u5c06\u5956\u52b1\u6700\u5927\u5316\uff0c\u4e00\u5207\u53d6\u51b3\u4e8e\u4f60\u7684\u5956\u52b1\u662f\u600e\u4e48\u5b9a\u7684\u3002\u90a3\u6709\u53ef\u80fd\u5956\u52b1\u5b9a\u4e49\u51fa\u6765\u7684\u5c31\u662f\u8fd9\u4e2a\u6837\u5b50\u3002<\/p>\n<p>\u4f46\u5f3a\u5316\u5b66\u4e60\u4ece\u7406\u8bba\u4e0a\u6765\u8bf4\uff0c\u8981\u8ba9\u6bcf\u4e00\u4e2a\u52a8\u4f5c\u90fd\u904d\u5386\u6240\u6709\u7684 State-action space\uff0c\u7136\u540e\u624d\u80fd\u5b66\u4e60\u5230\u4e00\u4e2a\u6700\u5927\u5316\u7684 Return \u7684\u7b56\u7565\u3002\u4f46\u662f\u5982\u679c\u6211\u4eec\u6709\u4e00\u4e2a\u5148\u9a8c\u7684\u884c\u4e3a\uff0c\u90a3\u4e48\u5c31\u4e0d\u9700\u8981\u628a\u6574\u4e2a State-action space \u53bb\u904d\u5386\uff08Traversal\uff09\u4e00\u904d\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u4eba\u7684\u52a8\u4f5c\u867d\u7136\u4e0d\u4e00\u5b9a\u662f\u6700\u5b8c\u7f8e\u7684\uff0c\u4f46\u73b0\u9636\u6bb5\u662f\u6027\u4ef7\u6bd4\u6700\u9ad8\u3001\u6700\u5bb9\u6613scale up\u7684\u65b9\u5f0f\uff0c\u56e0\u4e3a\u6211\u4eec\u53ef\u4ee5\u62ff\u5230\u7684\u6570\u636e\u662f\u6700\u591a\u7684\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5176\u5b9e\u8bed\u8a00\u6a21\u578b\u4e5f\u4e0d\u662f\u8ba9\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u7528\u8bed\u8a00\uff0c\u800c\u662f\u5728\u5927\u91cf\u4eba\u5df2\u7ecf\u4ea7\u751f\u7684\u6570\u636e\u96c6\u4e0a\u9762\u53bb\u5b66\u4e60\u3002\u90a3\u4e48\u5bf9\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u6211\u4eec\u5df2\u7ecf\u6709\u4e86\u4eba\u7684\u884c\u4e3a\u548c\u8fd0\u52a8\u65b9\u5f0f\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u53bb\u7528\u5462\uff1f<\/p>\n<p>\u800c\u4e14\u4eba\u5f62\u6709\u4e00\u4e2a\u597d\u5904\uff0c\u5373\u53ef\u4ee5\u901a\u8fc7\u5411\u4e0b\u517c\u5bb9\u3002\u6bd4\u5982\u6211\u4eec\u4eba\u53ef\u4ee5\u63a7\u5236\u4e00\u4e2a\u4e8c\u6307\u7684\u5939\u722a\u53bb\u5b8c\u6210\u4e8b\u60c5\u3002\u90a3\u5982\u679c\u6211\u4eec\u5b66\u4f1a\u4e86\u4eba\u624b\u7684\u64cd\u4f5c\uff0c\u6a21\u578b\u53ef\u4ee5\uff08\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b49\u540e\u8bad\u7ec3\uff09\u53bb\u5b9e\u73b0\u5411\u4e0b\u517c\u5bb9\u3002<\/p>\n<p>\u5305\u62ec\u53cc\u8db3\u7684\u673a\u5668\u4eba\uff0c\u6211\u4eec\u505a\u5f97\u597d\u7684\u8bdd\uff0c\u4e5f\u53ef\u4ee5\u53bb\u5411\u4e0b\u517c\u5bb9\u8f6e\u5f62\u79fb\u52a8\u7684\u673a\u5668\u4eba\uff0c\u540e\u8005\u63a7\u5236\u6bd4\u8f83\u7b80\u5355\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4f46\u662f\u5176\u4ed6\u91c7\u7528\u7c7b\u4f3c\u9065\u64cd\u91c7\u96c6\u3001\u6570\u636e\u5de5\u5382\u7684\u56e2\u961f\uff0c\u4ed6\u4eec\u5bf9\u5916\u4e5f\u662f\u8bf4\uff0c\u624b\u4e0a\u8fd9\u4e9b\u4e1c\u897f\u672a\u6765\u8981\u670d\u52a1\u901a\u7528\u4eba\u5de5\u667a\u80fd\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u6211\u89c9\u5f97\u4ed6\u4eec\u76ee\u6807\u66f4\u5355\u7eaf\uff0c\u5c31\u662f\u5546\u4e1a\u4e0a\u7684\u76ee\u6807\uff0c\u901a\u8fc7\u66f4\u597d\u7684\u8f6f\u4ef6\u6765\u5356\u51fa\u66f4\u591a\u7684\u672c\u4f53\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u4e00\u6d89\u53ca\u5230\u672c\u4f53\u7684\u8bdd\uff0c\u5bb9\u6613\u628a\u81ea\u5df1\u7684\u6280\u672f\u8def\u7ebf\u5e26\u504f\uff0c\u603b\u662f\u60f3\u7740\u901a\u8fc7\u6280\u672f\u8def\u7ebf\u53bb\u66f4\u597d\u5730\u8ddf\u81ea\u5df1\u7684\u672c\u4f53\u53bb\u9002\u914d\uff0c\u6765\u5356\u81ea\u5df1\u7684\u672c\u4f53\u3002\u5982\u679c\u4f60\u8981 overfit\uff08\u8fc7\u62df\u5408\uff09\u672c\u4f53\uff0c\u9065\u64cd\u3001\u771f\u673a\u80af\u5b9a\u662f\u6709\u4ef7\u503c\u7684\u3002<\/p>\n<p>\u4f46\u6211\u89c9\u5f97\u4e0d\u662f\u4e00\u4e2a\u6709\u6548\u7684\u9014\u5f84\u3002\u56e0\u4e3a\u73b0\u5728\u7684\u673a\u5668\u4eba\u7684\u672c\u4f53\u57fa\u672c\u4e0a\u90fd\u6ca1\u6709\u6536\u655b\uff0c\u6570\u636e\u5f88\u96be\u590d\u7528\u3002\u800c\u4e14\u6570\u636e\u91c7\u96c6\u6210\u672c\u5f88\u9ad8\uff0c\u4e5f\u5f88\u96be\u8fbe\u5230\u4e92\u8054\u7f51\u89c6\u9891\u7684\u89c4\u6a21\u548c\u591a\u6837\u6027\u3002<\/p>\n<p>\u800c\u4e14\u73b0\u5728\u771f\u673a\u91c7\u96c6\u6570\u636e\u66f4\u591a\u662f\u5939\u722a\u9886\u57df\uff0c\u5927\u89c4\u6a21\u53bb\u9065\u64cd\u4eba\u5f62\u673a\u5668\u4eba\u662f\u975e\u5e38\u5c11\u7684\uff0c\u53ea\u6709\u4e00\u4e9b\u79d1\u7814\u65b9\u9762\u7684\u5de5\u4f5c\u5728\u505a\u3002\u5982\u679c\u4f60\u662f\u8bf4\u8f6e\u5f0f+gripper\u7684\u8bdd\uff0c\u90a3\u4e5f\u4e0d\u662f\u6211\u4eecfocus\u7684\u673a\u5668\u4eba\u5f62\u6001\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u73b0\u5728\u6211\u4eec\u624b\u4e0a\u6709\u4e861500\u4e07\u6570\u636e\uff0c\u4f60\u89c9\u5f97\u6570\u636e\u91cf\u591f\u5417\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a1500\u4e07\u4e3b\u8981\u662f\u6307\u5168\u8eab\u8fd0\u52a8\u63a7\u5236\uff0c\u6bd4\u5982\u8d70\u8def\u8dd1\u6b65\u8fd9\u4e9b\u3002\u73b0\u5728\u6b63\u5728\u79ef\u7d2f\u624b\u90e8\u64cd\u4f5c\u6570\u636e\uff0c\u662f\u7b2c\u4e00\u4eba\u79f0\u89c6\u9891\u3002\u6211\u4eec\u76ee\u524d\u5728\u9010\u6b65\u5efa\u7acb\u8fd9\u65b9\u9762\u7684\u6570\u636e\u96c6\uff0c\u4e4b\u524d\u5927\u6982\u5df2\u7ecf\u6709300\u4e07\uff0c\u6700\u8fd1\u82f9\u679c\u53c8\u5f00\u6e90\u4e86\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5305\u62ec\u6700\u8fd1\u968f\u7740\u667a\u80fd\u773c\u955c\u7684\u666e\u53ca\uff0c\u6211\u76f8\u4fe1\u8fd9\u65b9\u9762\u6570\u636e\u4f1a\u8d8a\u6765\u8d8a\u591a\u3002<\/p>\n<p>\u81f3\u4e8e\u6570\u636e\u91cf\u9700\u6c42\u7684\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u80fd\u8981\u5148\u9a8c\u8bc1\u6574\u4e2a\u7684pipeline\u540e\u624d\u80fd\u77e5\u9053\u3002<\/p>\n<p>\u6bd4\u5982\u4f60\u5982\u679c\u51e0\u5e74\u524d\u95eeOpenAI\u9700\u8981\u591a\u5c11\u8bed\u6599\uff0c\u90a3\u4e48\u6700\u7ec8\u7684\u7b54\u6848\u662f\uff1a\u4ed6\u4eec\u7528\u5230\u4e86\u4e92\u8054\u7f51\u4e0a\u6240\u6709\u7684\u8bed\u6599\u3002\u6211\u60f3\u5177\u8eab\u4e5f\u662f\u540c\u6837\u7684\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u548c\u6d77\u91cf\u6587\u672c\u6570\u636e\u91cf\u6bd4\uff0c\u4e92\u8054\u7f51\u4e0a\u80fd\u7528\u7684\u89c6\u9891\u5185\u5bb9\uff0c\u662f\u4e0d\u662f\u8fd8\u6709\u5dee\u8ddd\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u90a3\u770b\u600e\u4e48\u6bd4\u3002\u5982\u679c\u4ece\u6587\u4ef6\u5927\u5c0f\u6216\u8005token\u6765\u6bd4\u7684\u8bdd\uff0c\u80af\u5b9a\uff08\u89c6\u9891\uff09\u8fd8\u662f\u4f1a\u5927\u5f88\u591a\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u5176\u5b9e\u89c6\u9891\u548c\u6587\u5b57\u4e0d\u4e00\u6837\uff0c\u6587\u5b57\u662f\u4fe1\u606f\u5bc6\u5ea6\u5f88\u9ad8\u7684\u4fe1\u606f\u5f62\u6001\uff0c\u89c6\u9891\u76f8\u5bf9\u6ca1\u90a3\u4e48\u9ad8\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u6211\u4eec\u8fd8\u6ca1\u6709\u8fdb\u5165\u5927\u6a21\u578b\u516c\u53f8\u90a3\u79cd\u5927\u529b\u51fa\u5947\u8ff9\u7684\u9636\u6bb5\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5bf9\uff0c\uff08\u7b11\uff09\u9700\u8981\u4e00\u4e07\u5f20\u5361\u3002\u73b0\u5728\u8fd8\u4e0d\u5230\u65f6\u5019\uff0c\u53bb\u5e74\u5728\u667a\u6e90\u63a2\u7d22\u65f6\u7528\u4e86\u5927\u6982\u516d\u4e03\u767e\u5f20\u5361\u3002<\/p>\n<p>\u4e3b\u8981\u662f\u59ff\u6001\u751f\u6210\u6a21\u578b\u5df2\u7ecf\u57fa\u672c\u5b9a\u578b\u4e86\uff0c\u800c\u4e14\u6211\u4eec\u73b0\u5728\u6b63\u5728\u9a8c\u8bc1pipeline\uff0c\u505a\u4e00\u4e9b\u540e\u8bad\u7ec3\u4e00\u4e9b\u64cd\u4f5c\uff0c\u6240\u4ee5\u80af\u5b9a\u4e0d\u9700\u8981\u8fd9\u4e48\u591a\u5361\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4f46\u4f60\u521a\u624d\u63d0\u5230\uff0c\u6211\u4eec\u7684\u76ee\u6807\u8fd8\u662f\u8981\u53bb\u505a\u57fa\u5ea7\u80fd\u529b\u548c\u667a\u80fd\u6cdb\u5316\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u9a8c\u8bc1\u5b8cpipeline\u4e4b\u540e\u80af\u5b9a\u662f\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u7684\u3002<\/p>\n<p>\u6700\u8fd1Mary Meeker \u6709\u4e2a\u62a5\u544a\uff0c\u91cc\u9762\u6709\u63d0\u5230\uff0c\u73b0\u5728\u7684\u8bad\u7ec3\u4ee3\u4ef7\u662f\u8fdc\u8fdc\u5c0f\u4e8e\u4e4b\u524d\u7684\u8bed\u8a00\u6a21\u578b\u7684\u4ee3\u4ef7\uff0c\u5979\u8bf4\u7684\u53ef\u80fd\u4e5f\u5c31\u662f\u4e4b\u524d\u7684\u767e\u5206\u4e4b\u51e0\u3002<\/p>\n<p>\u76ee\u524d\u5177\u8eab\u6a21\u578b\u672c\u8d28\u4e5f\u662f\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u6211\u4eec\u73b0\u5728\u662f\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684backbone\u53bb\u8bad\u7ec3\uff0c\u8fd9\u6837\u5b83\u53ef\u4ee5\u66f4\u5bb9\u6613\u7528\u8bed\u8a00\u53bb\u7406\u89e3\u6307\u4ee4\uff0c\u53ea\u662f\u6211\u4eec\u52a0\u5165\u4e86\u66f4\u591a\u7684\u6a21\u6001\u4fe1\u606f\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u65b9\u9762\u5176\u5b9e\u4e5f\u9700\u8981\u66f4\u591a\u7684\u63a2\u7d22\u3002\u6211\u4eec\u662f\u5426\u771f\u7684\u9700\u8981\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\u6765backbone\uff0c\u6216\u8005\u6211\u4eeclearning from scratch\u53bb\u8bad\u7ec3\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u5177\u8eab\u7684\u6a21\u578b\uff0c\u6211\u89c9\u5f97\u8fd9\u662f\u540e\u9762\u9700\u8981\u56de\u7b54\u7684\u95ee\u9898\u3002<\/p>\n<p>\u6216\u8bb8\u672a\u6765\u6211\u4eec\u53ef\u4ee5\u63a2\u7d22\u51fa\u89c6\u9891\u4fe1\u606f\u8fdb\u884c\u9884\u8bad\u7ec3\u4e3a\u4e3b\u7684\u6a21\u578b\uff0c\u4f46\u53ef\u80fd\u8981\u4ee5\u540e\u624d\u77e5\u9053\u3002\u4f46\u73b0\u5728\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u53bb\u8bad\u7ec3\uff0c\u5176\u5b9e\u662f\u6700\u7701\u94b1\u7684\u3002<\/p>\n<p><\/p>\n<p><\/p>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"03_%E7%8E%B0%E9%98%B6%E6%AE%B5%E4%B8%96%E7%95%8C%E6%A8%A1%E5%9E%8B%E8%BF%98%E5%BE%88%E8%BF%9C\"><\/span>03 \u73b0\u9636\u6bb5\u4e16\u754c\u6a21\u578b\u8fd8\u5f88\u8fdc<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4e00\u4e9b\u539f\u6765\u81ea\u52a8\u9a7e\u9a76\u7684\u4eba\u8f6c\u53bb\u5177\u8eab\u5927\u8111\u521b\u4e1a\u540e\uff0c\u90fd\u5728\u8bf4\u4e16\u754c\u6a21\u578b\u8fd9\u4e2a\u6982\u5ff5\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u4e16\u754c\u6a21\u578b\u4e0d\u53ef\u80fd\u7528\u3002\u5bf9\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u4e16\u754c\u6a21\u578b\u7528\u4e0d\u4e86\u3002<\/p>\n<p>\u6211\u8ddf\u4f60\u8bf4\u4ec0\u4e48\u6837\u7684\u4e16\u754c\u6a21\u578b\u80fd\u7528\uff1a\u8981\u5b9a\u4e49\u5728action\uff0c\u624b\u90e8\u7684\u5173\u8282\uff0c\u4e5f\u5c31\u662f\u64cd\u4f5c\u5c42\u9762\u3002\u5982\u679c\u4ec5\u4ec5\u662f\u8bed\u4e49\u5c42\u9762\u7684\u8bdd\uff0c\u6ca1\u6709\u592a\u591a\u5e2e\u52a9\u3002<\/p>\n<p>\u9664\u4e86\u50cf\u81ea\u52a8\u9a7e\u9a76\u505a\u5bfc\u822a\u5916\uff0c\u6ca1\u6709\u4ec0\u4e48\u5e2e\u52a9\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u4f60\u662f\u89c9\u5f97\u5b83\u73b0\u9636\u6bb5\u843d\u4e0d\u5230\u64cd\u4f5c\u5c42\u9762\uff1f\u6240\u4ee5\u6ca1\u6709\u610f\u4e49\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5bf9\u673a\u5668\u4eba\u6ca1\u6709\u610f\u4e49\uff0c\u5bf9\u6e38\u620f\u53ef\u80fd\u6709\u610f\u4e49\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u5f88\u591a\u673a\u5668\u4eba\u7684\u516c\u53f8\uff0c\u8bf4\u628a\u4e16\u754c\u6a21\u578b\u7ed9\u5177\u8eab\u7528\uff0c\u4e0d\u53ef\u80fd\u7684\u3002\u505a\u673a\u5668\u4eba\u7684\u516c\u53f8\u8981\u53bb\u505a\u4e16\u754c\u6a21\u578b\uff0c\u7b80\u76f4\u5c31\u662f\u5728\u641e\u7b11\u3002<\/p>\n<p>\u800c\u4e14\u8f66\u5382\u8bf4\u7684\u4e16\u754c\u6a21\u578b\u5c31\u662f\u628a\u6574\u4e2a\u73af\u5883\u6784\u56fe\u5efa\u51fa\u6765\uff0c\u5982\u4f55\u53bb\u5bfc\u822a\u3002\u90a3\u4f60\u53ef\u4ee5\u7406\u89e3\u5b83\u7684\u4e16\u754c\u6a21\u578b\uff08\u672c\u8d28\uff09\u5c31\u662f\u5728\u5efa\u56fe\u3002<\/p>\n<p>\u800c\u6211\u4eec\u8bf4\u7684\u4e16\u754c\u6a21\u578b\u5c31\u662f\uff1a\u6211\u63a8\u4e00\u4e0b\uff0c\u676f\u5b50\u5012\u4e86\uff0c\u8981\u600e\u6837\u63a8\uff0c\u676f\u5b50\u624d\u4f1a\u600e\u6837\u5012\uff1f\u8fd9\u6d89\u53ca\u5230\u52a8\u4f5c\uff0c\u6ca1\u6709\u4efb\u4f55\uff08\u5148\u9a8c\u7684\uff09\u6570\u636e\u53ef\u4ee5\u7ed9\u4f60\u7684\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u4f60\u600e\u4e48\u5b9a\u4e49\u4e16\u754c\u6a21\u578b\u8fd9\u4e2a\u6982\u5ff5\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\uff08\u5177\u8eab\u7684\uff09\u4e16\u754c\u6a21\u578b\u5c31\u662f\u6839\u636e\u4f60\u5f53\u524d\u505a\u7684action\uff0c\u7136\u540e\uff08\u9884\u6d4b\uff09\u4e0b\u4e00\u5e27\u53d1\u751f\u4e86\u4ec0\u4e48\u6837\u7684\u53d8\u5316\u3002\u676f\u5b50\u5982\u679c\u8fd9\u6837\u653e\u5728\u8fd9\u91cc\uff08\u684c\u89d2\uff09\uff0c\u5b83\u5c31\u4f1a\u6389\u5230\u5730\u4e0a\uff0c\u4e00\u5207\u8981\u7b26\u5408\u7269\u7406\u89c4\u5f8b\u3002<\/p>\n<p>\u5b83\u8981\u6ee1\u8db3\u4e24\u4e2a\u6027\u8d28\uff0c\u4e00\u4e2a\u662f\u6211\u4eec\u5f88\u591apysical engine\uff0c\u6bd4\u5982Mujoco\uff0c\u8981\u7b26\u5408\u7269\u7406\u89c4\u5f8b\uff0c\u5728\u89c6\u89c9\u5c42\u9762\u4e5f\u80fd\u8ddf\u6211\u4eec\u73b0\u5b9e\u4e2d\u7684\u7269\u7406\u4e16\u754c\u662f\u4e00\u81f4\u7684\u3002\uff08\u73b0\u5728\uff09\u4e0d\u53ef\u80fd\u505a\u5230\u8fd9\u4e2a\u7a0b\u5ea6\u7684\u3002<\/p>\n<p>\u673a\u5668\u4eba\u7684\u4e16\u754c\u6a21\u578b\u5e94\u8be5\u8981\u548c\u4eba\u7c7b\u76f8\u4f3c\uff0c\u56e0\u4e3a\u6211\u4eec\u662f\u8981\u5728\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u7684\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u6211\u4eec\u7ec8\u7a76\u53ef\u4ee5\u5230\u90a3\u4e2a\u5730\u65b9\uff0c\u53ea\u662f\u73b0\u9636\u6bb5\u56e0\u4e3a\u6570\u636e\u7684\u539f\u56e0\uff0c\u6240\u4ee5\u4e0d\u80fd\u6210\u7acb\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u73b0\u5728\u5927\u5bb6\u60f3\u8c61\u7684\u4e16\u754c\u6a21\u578b\uff0c\u548c\u4ed6\u4eec\u8981\u505a\u7684\u4e16\u754c\u6a21\u578b\uff0c\u5176\u5b9e\u662f\u4e24\u4e2a\u4e1c\u897f\u3002<\/p>\n<p>\u4e4b\u524dMIT\u7684\u7814\u7a76\u8bf4\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u5177\u5907\u4e86world model\u7684\u80fd\u529b\uff0c\u4f46\u90a3\u4e2a\u662fabstract level\u5c42\u9762\u7684\uff1a<\/p>\n<p>\u6211\u505a\u4e86\u4ec0\u4e48\u4e8b\u60c5\uff0c\u540e\u9762\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f\u4f60\u662f\u901a\u8fc7\u601d\u8003\u6216\u8005\u8bed\u8a00\u53ef\u4ee5\u63cf\u8ff0\u7684\uff0c\u4f46\u662f\u4f60\u4e0d\u662f\u53bb\u9884\u6d4b\u4e0b\u4e00\u5e27\u3001\u4e0b\u4e00\u4e2a\u753b\u9762\u662f\u4ec0\u4e48\u3002\u800c\u4ed6\u4eec\u73b0\u5728\u8981\u505a\u7684\u4e16\u754c\u6a21\u578b\u662f\u8981\u9884\u6d4b\u4e0b\u4e00\u4e2a\u753b\u9762\u662f\u4ec0\u4e48\uff0c\u4e0d\u4ec5\u8981\u505a\u5230\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u8fd8\u8981\u7ed9\u673a\u5668\u4eba\u8fd9\u6837\u7684\u73af\u5883\u53bb\u8bad\u7ec3\u3002\u6211\u8ba4\u4e3a\u73b0\u9636\u6bb5\u7684\u6280\u672f\u624b\u6bb5\u4e0d\u8db3\u4ee5\u505a\u5230\u8fd9\u4ef6\u4e8b\u60c5\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u4f60\u600e\u4e48\u770b\u73b0\u5728\u201c\u4e0d\u540c\u7248\u672c\u4e0d\u540c\u540d\u5b57\u201d\u7684VLA\u5c42\u51fa\u4e0d\u7a77\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5982\u524d\u9762\u6240\u8bf4\uff0c\u6211\u89c9\u5f97VLA\u672c\u8eab\u6ca1\u6709\u9519\u3002\u53ea\u662f\u5927\u5bb6\u66f4\u591a\u662f\u5728gripper\u505a\u64cd\u4f5c\uff0c\u6ca1\u6709touch\u5230\u6700\u672c\u8d28\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u80fd\u518d\u5b9a\u4e49\u4e00\u4e0b\u4ec0\u4e48\u662f\u6700\u672c\u8d28\u7684\u95ee\u9898\u5417\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u600e\u4e48\u6765\u5b66\uff0clearning paradigm\uff08\u5b66\u4e60\u8303\u5f0f\uff09\u662f\u4ec0\u4e48\u3002<\/p>\n<p>\u6211\u4eec\u5230\u5e95\u662f\u5e26\u5927\u91cfaction\u6570\u636e\u53bb\u505a\u9884\u8bad\u7ec3\uff0c\u8fd8\u662f\u8bf4\u6211\u53ea\u662f\u5728VLM\u4e0a\u52a0\u5165action head\u3002\u8fd9\u662f\u4e24\u4e2a\u4e0d\u4e00\u6837\u7684\u8303\u5f0f\u3002<\/p>\n<p>\u6211\u4e2a\u4eba\u662f\u5e0c\u671b\u5927\u89c4\u6a21\u628a\u4e92\u8054\u7f51\u4e0a\u7684\u52a8\u4f5c\u6570\u636e\uff0c\u653e\u5230\u524d\u9762\u53bb\u5b66\u4e60\uff0c\u7136\u540e\u518d\u53bb\u5bf9\u9f50\u3002\u4ed6\u4eec\u662f\u8bf4\uff0c\u6211\u73b0\u5728\u6709\u4e2aVLM\uff0c\u8bad\u7ec3\u5b8c\u4e86\u4ee5\u540e\uff0c\u628a\u771f\u673a\u6570\u636e\u5806\u5728\u540e\u9762\u53bb\u8bad\u7ec3\u3002\u800c\u4e14\u771f\u673a\u6570\u636e\u548c\u4e92\u8054\u7f51\u6570\u636e\u4e5f\u5dee\u4e86\u51e0\u4e2a\u91cf\u7ea7\u7684\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u4f60\u89c9\u5f97\u672a\u6765\u8303\u5f0f\u7684\u65b9\u5411\u662f\u524d\u8005\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u662f\u7684\uff0c\u672a\u6765\u7684\u8303\u5f0f\u4f1a\u6536\u655b\u5230\u6211\u4eec\u8fd9\u4e00\u6761\u8def\u4e0a\uff1a\u901a\u8fc7\u4e92\u8054\u7f51\u7684\u89c6\u9891\u53bb\u5b66\u4e60\u4eba\u7684\u884c\u4e3a\u3002<\/p>\n<p>\u5f53\u7136\u6211\u8bf4\u7684\u53ea\u662f\u4eba\u5f62\u673a\u5668\u4eba\u548c\u7075\u5de7\u624b\uff0cgripper\u7684\u5f62\u6001\u4e0d\u5728\u6211\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185\u3002<\/p>\n<p><\/p>\n<\/p>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"04_%E7%9F%AD%E6%9C%9F%E6%B2%A1%E6%9C%89%E5%95%86%E4%B8%9A%E5%8C%96%E8%80%83%E9%87%8F%EF%BC%8C%E8%9E%8D%E8%B5%84%E6%98%AF%E5%8F%8C%E5%90%91%E9%80%89%E6%8B%A9\"><\/span>04 \u77ed\u671f\u6ca1\u6709\u5546\u4e1a\u5316\u8003\u91cf\uff0c\u878d\u8d44\u662f\u53cc\u5411\u9009\u62e9<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6211\u4eec\u60f3\u8981\u89e3\u51b3\u66f4\u672c\u8d28\u53ef\u80fd\u5c31\u610f\u5473\u7740\u5b9e\u73b0\u96be\u5ea6\u66f4\u5927\u3001\u5546\u4e1a\u5316\u80fd\u529b\u6ca1\u90a3\u4e48\u5feb\u3002\u90a3\u4f60\u662f\u600e\u4e48\u8003\u8651\u8fd9\u4e2a\u95ee\u9898\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u6211\u4eec\u5c3d\u53ef\u80fd\u628a\u601d\u8def\u4f20\u8fbe\u7ed9\u6295\u8d44\u4eba\uff0c\u8ba9\u4ed6\u4eec\u53bbbuy in\u8fd9\u6837\u4e00\u4e2a\u6280\u672f\u8def\u7ebf\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u901a\u7528\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u8fd8\u662f\u6709\u4e00\u4e9b\u6295\u8d44\u4eba\u9010\u6e10\u5728\u8ba4\u53ef\u8fd9\u6837\u7684\u6280\u672f\u8def\u7ebf\u3002<\/p>\n<p>\u5f53\u7136\u6211\u4eec\u4e00\u5f00\u59cb\u5c31\u6ca1\u6709\u52a8\u7528\u7279\u522b\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u4e5f\u662f\u5728\u4e00\u4e2a\u76f8\u5bf9\u53d7\u9650\u7684\u60c5\u51b5\u4e0b\u53bb\u529e\u8fd9\u4ef6\u4e8b\u60c5\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u6709\u5546\u4e1a\u5316\u7684\u5c1d\u8bd5\u5417\u6216\u8005\u89c4\u5212\u5417\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u89c4\u5212\u4e0d\u592a\u80fd\u8bf4\uff0c\u4f46\u73b0\u5728\u6ca1\u6709\u5546\u4e1a\u5316\u7684\u5c1d\u8bd5\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u73b0\u5728\u6709\u5408\u4f19\u4eba\u5417\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u6ca1\u6709\u8054\u521b\u8fd9\u4e2a\u7ea7\u522b\u7684\uff0c\u6b63\u5728\u57f9\u517b\u56e2\u961f\u6210\u5458\uff0c\u540c\u65f6\u4e5f\u5728\u63a5\u89e6\u4e2d\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u5728\u8ddf\u6295\u8d44\u4eba\u804a\u7684\u65f6\u5019\uff0c\u5bf9\u4e8e\u6211\u4eec\u5546\u4e1a\u5316\u843d\u5730\u65b9\u9762\u7684\u60f3\u6cd5\uff0c\u6295\u8d44\u4eba\u662f\u5b8c\u5168\u6ca1\u6709\u95ee\u9898\u7684\u5417\uff1f<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u6709\u4e9b\u6295\u8d44\u4eba\u80af\u5b9a\u4f1a\u95ee\u7684\uff0c\u4f46\u8fd9\u5176\u5b9e\u662f\u4e2a\u53cc\u5411\u9009\u62e9\u5427\u3002\u6709\u4e00\u4e9b\u6295\u8d44\u4eba\u542c\u4e86\u8fd9\u4e2a\u6280\u672f\u8def\u7ebf\u4ee5\u540e\uff0c\u4ed6\u4eec\u4f1a\u975e\u5e38excited\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u672a\u6765\u6211\u4eec\u9700\u8981\u5546\u4e1a\u5316\u7684\u65f6\u5019\u80af\u5b9a\u4f1a\u53bb\u5c1d\u8bd5\uff0c\u4f46\u73b0\u5728\u901a\u7528\u7684solution\uff0c\u8fd1\u671f\u4e4b\u5185\u662f\u4e0d\u5927\u53ef\u80fd\u6027\u7684\u3002\uff08\u505c\u987f\uff09\u81f3\u5c11\u4e00\u5e74\u4e4b\u5185\u4e0d\u53ef\u80fd\u3002\u4f46\u6cbf\u9014\u6211\u4eec\u53bb\u505a\u4e00\u4e9b\u5546\u4e1a\u5316\u843d\u5730\u4e5f\u662f\u53ef\u4ee5\u7684\uff0c\u6211\u81ea\u5df1\u662f\u4e0d\u6392\u65a5\u7684\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u8fd9\u6709\u70b9\u50cfOpenAI\uff0c\u65e9\u671f\u662f\u4e00\u4e2a\u975e\u8425\u5229\u6027\u7684\u7ec4\u7ec7\uff0c\u6709\u5f88\u591a\u5bcc\u4eba\u53bb\u652f\u6301\uff0c\u505a\u4e86\u5f88\u591a\u672a\u6765\u7684\u5c1d\u8bd5\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u5bf9\uff0c\u6211\u89c9\u5f97\u73b0\u5728\u73af\u5883\u4f1a\u6bd4\u4e4b\u524d\u597d\u5f88\u591a\u3002\u5305\u62ecPi\u5176\u5b9e\u4ed6\u4eec\u65e9\u671f\u4e5f\u5c31\u662f\u7814\u7a76\uff0c\u6ca1\u6709\u4efb\u4f55\u4ea7\u54c1\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u4f46\u5766\u7387\u8bb2\uff0c\u4e2d\u56fd\u548c\u7f8e\u56fd\u7684\u6295\u8d44\u73af\u5883\u8fd8\u662f\u4e0d\u592a\u4e00\u6837\u7684\u3002\u56fd\u5185\u6295\u8d44\u4eba\u53ef\u80fd\u5634\u4e0a\u5f88\u4e50\u89c2\u7684\uff0c\u4f46\u5fc3\u5e95\u5bf9\u56fd\u5185\u7684\u524d\u6cbf\u63a2\u7d22\u662f\u6ca1\u6709\u90a3\u4e48\u81ea\u4fe1\u7684\uff0c\u8fd8\u662f\u504f\u597d\u4e00\u4e9b\u5de5\u7a0b\u6027\u7684\u843d\u5730\u5e94\u7528\u7684\u9879\u76ee\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u662f\u7684\u3002\u786e\u5b9e\u5c31\u50cf\u4f60\u521a\u624d\u8bf4\u7684\uff0c\u6280\u672f\u7684\u53d1\u5c55\u662f\u6709\u975e\u5e38\u5927\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u4f46\u662f\u4e00\u4e9b\u6295\u8d44\u4eba\u5c31\u559c\u6b22\u770b\u5230\u786e\u5b9a\u6027\u7684\u4e1c\u897f\uff0c\u5176\u5b9e\u672c\u8d28\u662f\u76f8\u6096\u7684\uff0c\u6240\u4ee5\u597d\u591a\u6295\u8d44\u4eba\u8bf4\u6295\u4ec0\u4e48\u975e\u5171\u8bc6\uff0c\u6700\u540e\u6295\u51fa\u6765\u7684\u9879\u76ee\u5168\u662f\u5171\u8bc6\u3002<\/p>\n<p>\u4f46\u53ef\u80fd\u8fd9\u51e0\u5e74\u4f1a\u53d8\u597d\u4e00\u4e9b\u3002\u50cfDeepSeek\u548c\u673a\u5668\u4eba\u786c\u4ef6\u7684\u6210\u529f\u662f\u4e00\u79cd\u9f13\u52b1\uff0c\u5c24\u5176\u662f\u673a\u5668\u4eba\u7684\u786c\u4ef6\u4f53\u7cfb\u4e3b\u8981\u662f\u5728\u56fd\u5185\u7684\u3002<\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u5176\u5b9e\u5177\u8eab\u5927\u6a21\u578b\u548c\u8bed\u8a00\u5927\u6a21\u578b\u8fd8\u4e0d\u592a\u4e00\u6837\u3002\u8bed\u8a00\u5927\u6a21\u578b\u5728Day One\u7684\u65f6\u5019\uff0c\u6295\u8d44\u4eba\u5c31\u6709\u5171\u8bc6\uff0c\u8ba4\u4e3a\u8fd9\u662f\u7f8e\u56fd\u4e00\u5957\u3001\u4e2d\u56fd\u4e00\u5957\u7684\u751f\u610f\u6a21\u578b\uff0c\u6240\u4ee5\u624d\u6709\u4e86\u540e\u9762\u5feb\u901f\u8d77\u6765\u7684\u516d\u5c0f\u864e\u3002\u4f46\u5177\u8eab\u5e94\u8be5\u6ca1\u6709\u8bed\u8a00\u6a21\u578b\u7684\u653f\u7b56\u58c1\u5792\uff0c\u6240\u4ee5\u4f60\u4eec\u4f3c\u4e4e\u4ece\u7b2c\u4e00\u5929\u5f00\u59cb\u5c31\u662f\u5168\u7403\u7ade\u4e89\u7684\u683c\u5c40\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1a\u6211\u89c9\u5f97\u5f88\u597d\u554a\uff0c\u8fd9\u4e5f\u662f\u5168\u7403\u6027\u7684\u673a\u4f1a\u3002\u672c\u6765\u4e5f\u4e0d\u8be5\u6709\u58c1\u5792\uff0c\u672c\u6765\u5c31\u662f\u8be5\u5168\u90e8\u4e00\u8d77\u7ade\u4e89\u7684\u3002<\/p>\n<p><\/p>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"05_BeingBeyond_%E5%B0%86%E5%88%86%E5%88%AB%E6%98%AF%E4%B8%A4%E4%B8%AA%E6%A8%A1%E5%9E%8B%E7%9A%84%E5%90%8D%E5%AD%97\"><\/span>05 BeingBeyond \u5c06\u5206\u522b\u662f\u4e24\u4e2a\u6a21\u578b\u7684\u540d\u5b57<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p><strong>AI\u79d1\u6280\u8bc4\u8bba\uff1a\u516c\u53f8\u4e3a\u4ec0\u4e48\u53eb\u00a0BeingBeyond\uff1f\u6a21\u578b\u4e5f\u662f\u53ebBeing-M0\u3002<\/strong><\/p>\n<p>\u5362\u5b97\u9752\uff1aBeing\u5176\u5b9e\u5c31\u662f\u751f\u6210\u548c\u5b58\u5728\uff0cHuman Being\u91cc\u7684 Being\u3002\u800c\u4e14\u5b83\u65e2\u662f\u540d\u8bcd\u53c8\u662f\u6b63\u5728\u8fdb\u884c\u65f6\uff0c\u6240\u4ee5\u6211\u4eec\u540e\u9762\u52a0\u4e86\u4e00\u4e2aBeyond\u3002\u6211\u4eec\u5e0c\u671b\u6700\u540e\u80fd\u505a\u51faRobot 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                       \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/ViBDuAAL9KGM9xgo.html\" target=\"_blank\">\u5317\u5927\u5362\u5b97\u9752\uff1a\u73b0\u9636\u6bb5\u4e16\u754c\u6a21\u578b\u548c VLA \u90fd\u4e0d\u89e6\u53ca\u672c\u8d28\u200b\uff5c\u5177\u8eab\u5148\u950b\u5341\u4eba\u8c08<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u4e3a\u4e00\u540d\u5177\u8eab\u5927\u8111\u7684\u521b\u4e1a\u8005\uff0c\u5362\u5b97\u9752\u6709\u7740\u91d1\u5149 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