{"id":37700,"date":"2026-03-09T17:13:00","date_gmt":"2026-03-09T09:13:00","guid":{"rendered":"http:\/\/192.168.10.115\/?p=37700"},"modified":"2026-03-10T08:38:26","modified_gmt":"2026-03-10T00:38:26","slug":"2026-03-09-%e5%85%a8%e9%9d%a2%e8%a7%a3%e6%9e%90%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%ef%bc%9a%e5%ae%9a%e4%b9%89%e3%80%81%e8%b7%af%e7%ba%bf%e3%80%81%e5%ae%9e%e8%b7%b5%e4%b8%8eagi","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2026\/03\/09\/37700\/","title":{"rendered":"2026-03-09 \u5168\u9762\u89e3\u6790\u201c\u4e16\u754c\u6a21\u578b\u201d\uff1a\u5b9a\u4e49\u3001\u8def\u7ebf\u3001\u5b9e\u8df5\u4e0eAGI\u7684\u66f4\u8fd1\u4e00\u6b65"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/36kr.com\/p\/3711223186256647\">https:\/\/36kr.com\/p\/3711223186256647<\/a><\/p>\n\n\n\n<p>AI\u7684\u4e0b\u4e00\u4e2a\u5341\u5e74\uff1f<\/p>\n\n\n\n<p>\u5982\u4eca\u7684AI\u770b\u8d77\u6765\u4f3c\u4e4e\u201c\u65e0\u6240\u4e0d\u80fd\u201d\uff1a\u80fd\u5199\u6df1\u5965\u7684\u8bba\u6587\u3001\u590d\u6742\u7684\u4ee3\u7801\uff0c\u505a\u51fa\u9876\u7ea7\u7684\u753b\u9762\u548c\u89c6\u9891\u3002\u7136\u800c\uff0c\u5b83\u4ecd\u7136\u7f3a\u4e4f\u7406\u89e3\u4e16\u754c\u3001\u9884\u6d4b\u4e16\u754c\u4ee5\u53ca\u5728\u4e16\u754c\u91cc\u63a8\u6f14\u5e76\u884c\u52a8\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u800c\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cOpenAI\u3001\u8c37\u6b4c\u3001\u5fae\u8f6f\u7b49\u5927\u516c\u53f8\uff0cYann LeCun\u3001\u674e\u98de\u98de\u7b49\u9876\u5c16\u5b66\u8005\u90fd\u5f00\u59cb\u62a2\u7740\u7814\u7a76\u540c\u4e00\u4ef6\u4e8b\uff0c\u90a3\u5c31\u662f\u2014\u2014\u4e16\u754c\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_d4fd655039d148f8838b43bf0df4167c@132427329_oswg98117oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e0d\u5c11AI\u79d1\u5b66\u5bb6\u8ba4\u4e3a\uff0c\u968f\u7740\u591a\u6a21\u6001\u8d70\u5411\u666e\u53ca\u548c\u6210\u719f\uff0c\u5982\u679c\u8fd9\u6761\u6280\u672f\u7ebf\u5b8c\u5168\u8dd1\u901a\uff0c\u5b83\u5c06\u5f7b\u5e95\u91cd\u5851\u6574\u4e2aAI\u683c\u5c40\u3002\u4f46\u6211\u4eec\u4e5f\u6ce8\u610f\u5230\uff0c\u201c\u4e16\u754c\u6a21\u578b\u201d\u7684\u7206\u706b\u4e5f\u5e26\u6765\u4e86\u65b0\u7684\u95ee\u9898\uff1a\u4eff\u4f5b\u6574\u4e2aAI\u5708\uff0c\u4e00\u591c\u4e4b\u95f4\u90fd\u53d8\u6210\u4e86\u201c\u4e16\u754c\u6a21\u578b\u201d\uff1a\u65e0\u8bba\u662f\u505a\u89c6\u9891\u751f\u6210\u7684\u3001\u505a\u673a\u5668\u4eba\u7684\uff0c\u8fd8\u662f\u81ea\u52a8\u9a7e\u9a76\u3001\u6e38\u620f\u5f00\u53d1\u7b49\u7b49\uff0c\u53ea\u8981\u8ddf\u201c\u4e16\u754c\u201d\u6cbe\u70b9\u8fb9\uff0c\u51e0\u4e4e\u90fd\u662f\u4e16\u754c\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u5230\u5e95\u662f\u4ec0\u4e48\uff0c\u5b83\u8ddf\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4ec0\u4e48\u533a\u522b\uff1f\u8fd9\u4e9b\u770b\u8d77\u6765\u5b8c\u5168\u4e0d\u540c\u7684\u8def\u7ebf\uff0c\u662f\u5728\u505a\u540c\u4e00\u4ef6\u4e8b\u5417\uff1f\u4e16\u754c\u6a21\u578b\u7684\u5230\u6765\uff0c\u53c8\u4f1a\u7ed9\u5404\u884c\u5404\u4e1a\u4ee5\u53ca\u6574\u4e2a\u793e\u4f1a\u5e26\u6765\u4ec0\u4e48\u6837\u7684\u6539\u53d8\uff1f\u4ee5\u53ca\uff0c\u5b83\u4f1a\u662f\u4eba\u7c7b\u901a\u5f80AGI\u7684\u7ec8\u6781\u5bc6\u7801\u5417\uff1f<\/p>\n\n\n\n<p>\u8fd9\u671f\u89c6\u9891\uff0c\u7845\u8c37101\u56e2\u961f\u82b1\u4e86\u51e0\u4e2a\u6708\u65f6\u95f4\u505a\u4e86\u6df1\u5ea6\u7814\u7a76\u3001\u91c7\u8bbf\u548c\u540e\u671f\u7279\u6548\u5236\u4f5c\uff0c\u60f3\u89e3\u91ca\u6e05\u695a\u8fd9\u4e2a\u88ab\u4e1a\u754c\u4e0d\u5c11\u5927\u4f6c\u8ba4\u4e3a\u662f\u201cAI\u4e0b\u4e2a\u5341\u5e74\u6700\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411\u201d\u5230\u5e95\u662f\u5728\u7814\u7a76\u5565\u3002\u5e0c\u671b\u5bf9\u5927\u5bb6\u7406\u89e3AI\u6700\u524d\u6cbf\u7684\u8ba8\u8bba\u548c\u7814\u53d1\u6709\u6240\u5e2e\u52a9\uff0c\u5185\u5bb9\u6709\u70b9\u786c\u6838\u6709\u70b9\u957f\uff0c\u5927\u5bb6enjoy\uff5e<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>01 \u4ec0\u4e48\u662f\u4e16\u754c\u6a21\u578b\uff1f<\/strong><\/h2>\n\n\n\n<p>\u5173\u4e8e\u4e16\u754c\u6a21\u578b\u7684\u5b9a\u4e49\uff0c\u76ee\u524d\u4ecd\u7136\u8fd8\u6ca1\u6709\u4e00\u4e2a\u975e\u5e38\u6e05\u6670\u7684\u3001\u88ab\u6240\u6709\u4eba\u90fd\u8ba4\u53ef\u7684\u8bf4\u6cd5\u3002\u4f46\u6211\u4eec\u53ef\u4ee5\u5148\u6765\u804a\u4e00\u804a\u8fd9\u4e2a\u6982\u5ff5\u7684\u8d77\u6e90\uff0c\u4ee5\u53ca\u5b83\u7a76\u7adf\u60f3\u89e3\u51b3\u4ec0\u4e48\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p>\u5148\u4ece\u4e00\u4e2a\u518d\u7b80\u5355\u4e0d\u8fc7\u7684\u95ee\u9898\u5f00\u59cb\uff1a\u4f60\u662f\u600e\u4e48\u77e5\u9053\uff0c\u4e00\u676f\u6c34\u653e\u5728\u684c\u8fb9\uff0c\u5b83\u53ef\u80fd\u4f1a\u6389\u4e0b\u53bb\u7684\u5462\uff1f<\/p>\n\n\n\n<p>\u79d1\u5b66\u5bb6\u4eec\u8ba4\u4e3a\uff0c\u4eba\u7c7b\u4e4b\u6240\u4ee5\u80fd\u9884\u6d4b\u676f\u5b50\u4f1a\u6389\u843d\u3001\u95e8\u5f80\u54ea\u8fb9\u5f00\u3001\u7403\u4f1a\u987a\u7740\u659c\u5761\u6eda\uff0c\u662f\u56e0\u4e3a\u4ece\u5f88\u5c0f\u7684\u65f6\u5019\uff0c\u6211\u4eec\u5c31\u5728\u8111\u5b50\u91cc\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u4e16\u754c\u600e\u4e48\u8fd0\u4f5c\u201d\u7684\u6a21\u578b\u3002\u6211\u4eec\u80fd\u9884\u5224\u4e0b\u4e00\u79d2\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u80fd\u60f3\u8c61\u201c\u5982\u679c\u6211\u8fd9\u4e48\u505a\uff0c\u4f1a\u600e\u4e48\u6837\u201d\uff0c\u5e76\u5728\u8111\u6d77\u4e2d\u63d0\u524d\u6392\u6f14\u5404\u79cd\u53ef\u80fd\u6027\uff0c\u5728\u8ba4\u77e5\u79d1\u5b66\u4e2d\uff0c\u8fd9\u88ab\u79f0\u4e3a<strong>\u5fc3\u667a\u6a21\u578b\uff08Mental Model\uff09<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_f0680ed8d70040108fd9f669d6e9bc09@132427329_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e9\u5728\u4e0a\u4e2a\u4e16\u7eaa\uff0c\u79d1\u5b66\u5bb6\u4eec\u5c31\u5df2\u7ecf\u5f00\u59cb\u7814\u7a76\u4eba\u7c7b\u7684\u5fc3\u667a\u6a21\u578b\u30021943\u5e74\uff0cKenneth Craik\u5728\u5176\u8457\u4f5c\u300a\u89e3\u91ca\u7684\u672c\u8d28\u300b\u4e2d\u5c31\u63d0\u51fa\uff1a\u4eba\u5728\u5bf9\u73b0\u5b9e\u4f5c\u51fa\u53cd\u5e94\u4e4b\u524d\uff0c\u4f1a\u5148\u5728\u5927\u8111\u4e2d\u6784\u5efa\u4e00\u4e2a\u201c\u5c0f\u89c4\u6a21\u7684\u4e16\u754c\u6a21\u578b\u201d\uff0c\u7528\u5b83\u6765\u6a21\u62df\u53ef\u80fd\u53d1\u751f\u7684\u8fc7\u7a0b\uff0c\u518d\u636e\u6b64\u9009\u62e9\u884c\u52a8\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u6bcf\u4e2a\u4eba\u8111\u5b50\u91cc\uff0c\u90fd\u6709\u4e00\u4e2a\u770b\u4e0d\u89c1\u7684\u201c\u5c0f\u4e16\u754c\u201d\u3002<\/p>\n\n\n\n<p>\u65e2\u7136\u4eba\u7c7b\u667a\u80fd\u4f9d\u8d56\u4e8e\u8fd9\u6837\u7684\u5185\u90e8\u4e16\u754c\uff0c\u5f88\u591aAI\u7814\u7a76\u8005\u4e5f\u5f00\u59cb\u8ffd\u95ee\uff1a\u673a\u5668\u8981\u60f3\u5177\u5907\u771f\u6b63\u7684\u667a\u80fd\uff0c\u662f\u5426\u4e5f\u9700\u8981\u4e00\u4e2a\u5c5e\u4e8e\u81ea\u5df1\u7684\u4e16\u754c\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_97253e05701d4202ace57b95ee53e40a@132427329_oswg552195oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e8e\u662f\uff0c\u5728AI\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u65e9\u671f\u7814\u7a76\u4e2d\uff0c\u8fd9\u4e2a\u601d\u60f3\u4ee5\u4e0d\u540c\u7684\u540d\u5b57\u53cd\u590d\u51fa\u73b0\u3002\u6bd4\u5982\u57281991\u5e74\uff0cRichard Sutton\u3001Doina Precup\u548cSatinder Singh\u5728\u8bba\u6587\u300aAn Integrated Architecture for Learning, Planning, and Reacting\u300b\u4e2d\u63d0\u51fa\u4e86\u540e\u6765\u88ab\u79f0\u4e3aDyna\u67b6\u6784\u7684\u8bbe\u8ba1\u601d\u8def\u3002<\/p>\n\n\n\n<p>Dyna\u7684\u6838\u5fc3\u5728\u4e8e\uff1a<strong>\u667a\u80fd\u4f53\u5728\u5b66\u4e60\u884c\u52a8\u7b56\u7565\u7684\u540c\u65f6\uff0c\u4e5f\u8981\u5b66\u4e60model of the world\u3002<\/strong>\u4e5f\u5c31\u662f\uff0c\u5f53\u6211\u91c7\u53d6\u67d0\u4e2a\u52a8\u4f5c\u4e4b\u540e\uff0c\u4e16\u754c\u4f1a\u5982\u4f55\u53d8\u5316\uff0c\u8fd9\u4e5f\u662f\u7b2c\u4e00\u6b21\u5c06\u201c\u4e16\u754c\u6a21\u578b\u201d\u660e\u786e\u786e\u7acb\u4e3a\u667a\u80fd\u4f53\u5185\u90e8\u7684\u4e00\u9879\u57fa\u7840\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_6c7ffde5c535417f950fb885938014f2@132427329_oswg740240oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5728\u6b64\u4e4b\u540e\uff0c\u4e16\u754c\u6a21\u578b\u5e76\u6ca1\u6709\u6cbf\u7740\u5355\u4e00\u8def\u7ebf\u53d1\u5c55\uff0c\u800c\u662f\u5728\u4e0d\u540c\u7814\u7a76\u9886\u57df\u4e2d\u88ab\u4e0d\u65ad\u62c6\u89e3\u3001\u5f3a\u5316\u548c\u6539\u5199\u3002\u6bd4\u5982\u5728\u5f3a\u5316\u5b66\u4e60\u548c\u673a\u5668\u4eba\u4e2d\uff0c\u5b83\u4f53\u73b0\u4e3aForward Model\uff1b\u5728\u81ea\u52a8\u63a7\u5236\u548c\u5de5\u4e1a\u7cfb\u7edf\u4e2d\uff0c\u5219\u53d1\u5c55\u51fa\u4e86Model Predictive Control\uff08\u6a21\u578b\u9884\u6d4b\u63a7\u5236\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_ddcfe667a11841a8ad2298dc6687a240@132427329_oswg657695oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e9b\u7406\u8bba\u7684\u540d\u5b57\u867d\u7136\u4e0d\u540c\uff0c\u4f46\u80cc\u540e\u5171\u4eab\u7740\u540c\u4e00\u4e2a\u6838\u5fc3\u5047\u8bbe\uff1a<strong>\u667a\u80fd\u4f53\u4e4b\u6240\u4ee5\u80fd\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\uff0c\u4e0d\u662f\u56e0\u4e3a\u53cd\u5e94\u66f4\u5feb\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u80fd\u5728\u884c\u52a8\u4e4b\u524d\uff0c\u5728\u5185\u90e8\u4e16\u754c\u4e2d\u5148\u201c\u770b\u5230\u672a\u6765\u201d\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u6b64\u540e\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u91cc\uff0c\u4e16\u754c\u6a21\u578b\u66f4\u591a\u505c\u7559\u5728\u504f\u7406\u8bba\u3001\u504f\u7b97\u6cd5\u7684\u5c42\u9762\uff0c\u76f4\u5230\u6df1\u5ea6\u5b66\u4e60\u548c\u8868\u793a\u5b66\u4e60\u9010\u6e10\u6210\u719f\u30022018\u5e74\uff0cGoogle Brain\u7684David Ha\u4e0e\u6df1\u5ea6\u5b66\u4e60\u5143\u8001\u7ea7\u6559\u7236J\u00fcrgen Schmidhuber\u5171\u540c\u53d1\u8868\u4e86\u8bba\u6587\u300aWorld Models\u300b\u3002\u8fd9\u7bc7\u8bba\u6587\u6b63\u5f0f\u63d0\u51fa\u4e86\u201c\u4e16\u754c\u6a21\u578b\u201d\uff08World models\uff09\u8fd9\u4e2a\u7cbe\u70bc\u5316\u7684\u540d\u79f0\uff0c\u540c\u65f6\u8fd8\u7ed9\u51fa\u4e86\u4e00\u4e2a\u6bd4\u8f83\u7b80\u6d01\u7684\u4e16\u754c\u6a21\u578b\u7406\u89e3\u6846\u67b6\uff1a<\/p>\n\n\n\n<p><strong>\u4e16\u754c\u6a21\u578b=\u89c2\u5bdf\u4e16\u754c\uff08V\uff09+\u9884\u6d4b\u4e16\u754c\uff08M\uff09+\u5728\u5185\u90e8\u4e16\u754c\u4e2d\u5b66\u4e60\u884c\u52a8\uff08C\uff09\uff0c<\/strong>\u5bf9\u5e94\u7684\u662f\u89c6\u89c9\uff08Vision\uff09\u3001\u8bb0\u5fc6\uff08Memory\uff09\u548c\u63a7\u5236\uff08Controller\uff09\u4e09\u4e2a\u6838\u5fc3\u6a21\u5757\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_0bfdd48fe2ae4ea1aa8e68043d931c1d@132427329_oswg646639oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\u6765\u89e3\u91ca\u4e00\u4e0b\uff1a\u60f3\u8c61\u4f60\u662f\u4e00\u4e2a\u4ece\u672a\u6253\u8fc7\u4e52\u4e53\u7403\u7684\u65b0\u624b\uff0c\u5f53\u4f60\u7ad9\u5728\u7403\u53f0\u524d\uff0c\u773c\u775b\u63a5\u6536\u5230\u7684\u662f\u5927\u91cf\u590d\u6742\u7684\u89c6\u89c9\u4fe1\u606f\u3002\u89c6\u89c9\u6a21\u5757\uff08V\uff09\u5e76\u4e0d\u4f1a\u8bb0\u4f4f\u6bcf\u4e00\u4e2a\u50cf\u7d20\uff0c\u800c\u662f\u4f1a\u81ea\u52a8\u63d0\u53d6\u51fa\u5bf9\u51b3\u7b56\u771f\u6b63\u91cd\u8981\u7684\u90e8\u5206\uff0c\u5b83\u5c06\u539f\u672c\u4e0a\u767e\u4e07\u50cf\u7d20\u7684\u753b\u9762\u538b\u7f29\u6210\u4ec5\u6709\u51e0\u5341\u4e2a\u6570\u5b57\u7684\u7cbe\u534e\u7f16\u7801\u3002<\/p>\n\n\n\n<p>\u8bb0\u5fc6\u6a21\u5757\uff08M\uff09\u63a5\u6536\u5230\u8fd9\u4e9b\u7f16\u7801\u540e\uff0c\u4fbf\u7acb\u5373\u5f00\u59cb\u5185\u90e8\u6a21\u62df\u3002\u7ecf\u8fc7\u591a\u6b21\u7ec3\u4e60\uff0c\u4f60\u7684\u5927\u8111\u5df2\u7ecf\u5efa\u7acb\u8d77\u5bf9\u4e52\u4e53\u7403\u8fd0\u52a8\u89c4\u5f8b\u7684\u7406\u89e3\u3002\u8bb0\u5fc6\u6a21\u5757\u5c31\u50cf\u4f60\u5185\u5fc3\u7684\u201c\u7269\u7406\u5f15\u64ce\u201d\uff0c\u80fd\u9884\u6d4b\u201c\u5982\u679c\u6211\u8fd9\u6837\u505a\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_90affe3ac62547b385af17bffe1dc0de@132427329_oswg520029oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6240\u4ee5\uff0c\u5f53\u7403\u98de\u6765\u65f6\uff0c\u89c6\u89c9\u6a21\u5757\u63d0\u53d6\u7279\u5f81\uff0c\u8bb0\u5fc6\u6a21\u5757\u6a21\u62df\u65b9\u6848\uff0c\u800c\u63a7\u5236\u6a21\u5757\uff08C\uff09\u5c31\u4e3b\u8981\u662f\u5728\u8bb0\u5fc6\u6a21\u5757\uff08M\uff09\u6240\u521b\u9020\u7684\u201c\u5185\u90e8\u4e16\u754c\u201d\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f60\u5e76\u4e0d\u9700\u8981\u771f\u7684\u6325\u62cd\u4e00\u767e\u6b21\u8bd5\u9519\uff0c\u800c\u662f\u5728\u8bb0\u5fc6\u6a21\u5757\u7684\u201c\u68a6\u5883\u201d\u4e2d\u627e\u5230\u6700\u4f73\u7b56\u7565\u540e\uff0c\u518d\u5728\u73b0\u5b9e\u4e2d\u53ea\u6267\u884c\u4e00\u6b21\u6700\u4f18\u89e3\u3002\u800c<strong>\u8fd9\u79cd\u201c\u60f3\u8c61-\u89c4\u5212-\u884c\u52a8\u201d\u7684\u8ba4\u77e5\u8fc7\u7a0b\uff0c\u6b63\u662f\u4eba\u7c7b\u667a\u80fd\u7684\u6838\u5fc3\u7279\u5f81\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_470f2c14a7924aaf926800af6f348d5a@132427329_oswg573456oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u4ed6\u4eec\u4e5f\u505a\u51fa\u4e86\u4e00\u4e2a\u6709\u610f\u601d\u7684demo\uff0c\u8ba9\u6a21\u578b\u5728\u5b8c\u5168\u865a\u62df\u7684\u5c0f\u4e16\u754c\u91cc\u5b66\u4f1a\u4e86\u73a9\u4e00\u6b3e\u8d5b\u8f66\u6e38\u620f\uff0c\u8bc1\u660e\u4e86AI\u53ef\u4ee5\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u901a\u8fc7\u5185\u90e8\u4e16\u754c\u7684\u60f3\u8c61\u6765\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u603b\u7ed3\u4e0b\u6765\uff0c\u7814\u7a76\u8005\u4eec\u666e\u904d\u8ba4\u4e3a\u4e16\u754c\u6a21\u578b\u5e94\u8be5\u5177\u6709\u4e09\u5927\u7279\u8d28<strong>\uff1a<\/strong><\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\uff0c\u8868\u793a\u4e16\u754c\uff08Representation\uff09\u3002<\/strong>\u6a21\u578b\u80fd\u591f\u7406\u89e3\u6240\u5904\u7684\u73af\u5883\u91cc\u6709\u4ec0\u4e48\u3001\u7269\u4f53\u5728\u54ea\u91cc\uff0c\u4ee5\u53ca\u7269\u4e0e\u7269\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\uff0c\u9884\u6d4b\u672a\u6765\uff08Prediction\uff09\u3002<\/strong>\u5b83\u80fd\u591f\u5bf9\u4e8b\u4ef6\u8fdb\u884c\u6a21\u62df\u548c\u751f\u6210\uff0c\u5982\u679c\u6211\u63a8\u4e00\u4e0b\u676f\u5b50\u3001\u6253\u5f00\u4e00\u6247\u95e8\u3001\u5f80\u524d\u8d70\u4e24\u6b65\uff0c\u4e16\u754c\u4f1a\u53d1\u751f\u4ec0\u4e48\u6837\u7684\u6539\u53d8\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e09\uff0c\u5728\u4e16\u754c\u91cc\u89c4\u5212\u548c\u884c\u52a8\uff08Planning &amp; Control\uff09\u3002<\/strong>\u5f53\u80fd\u9884\u6d4b\u63a5\u4e0b\u6765\u4f1a\u53d1\u751f\u4ec0\u4e48\u4e4b\u540e\uff0c\u6211\u5e94\u8be5\u5982\u4f55\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_740487b8c28844549f0a30f09852e126@132427329_oswg607429oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Yiqi Zhao<\/strong><\/p>\n\n\n\n<p><strong>Product Design Lead, Meta<\/strong><\/p>\n\n\n\n<p>\u5b83\u662f\u628a\u4e16\u754c\u62bd\u8c61\u5230\u4e00\u4e2a\u6f5c\u5728\u7684\u3001\u88ab\u538b\u7f29\u8fc7\u7684\u7a7a\u95f4\u91cc\uff0c\u5728\u8fd9\u4e2a\u6f5c\u5728\u7a7a\u95f4\u91cc\uff0c\u4f60\u80fd\u591f\u901a\u8fc7\u5b66\u5230\u7684\u7269\u7406\u89c4\u5f8b\uff0c\u53bb\u505a\u5bf9\u672a\u6765\u7684\u9884\u6d4b\uff0c\u5f62\u6210\u4e00\u4e2a\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u6a21\u62df\u5668\u3002\u76f8\u5f53\u4e8e\u5b83\u662f\u4e00\u4e2a\u6a21\u62df\u7cfb\u7edf\uff0c\u6709\u70b9\u50cf\u662f\u4e00\u4e2a\u7f29\u5c0f\u7684\u5e73\u884c\u5b87\u5b99\u3002\u8fd9\u611f\u89c9\u5c31\u50cf\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u771f\u6b63\u7684AI\u5927\u8111\uff0c\u5b83\u5c31\u62e5\u6709\u81ea\u5df1\u7684AI\u4e16\u754c\u89c2\u3002\u56e0\u4e3a\u53ef\u4ee5\u505a\u9884\u6d4b\uff0c\u6240\u4ee5\u5c31\u53ef\u4ee5\u53bb\u505a\u672a\u6765\u7684\u63a8\u6f14\uff0c\u5c31\u53ef\u4ee5\u505a\u51b3\u7b56\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u7684\u672c\u8d28\uff0c\u5c31\u662f\u60f3\u8ba9AI\u4ece\u4e00\u4e2a\u201c\u53ea\u4f1a\u56de\u7b54\u95ee\u9898\u201d\u7684\u8bed\u8a00\u673a\u5668\uff0c\u8d70\u5411\u80fd\u591f\u771f\u6b63\u50cf\u4eba\u7c7b\u4e00\u6837\u201c\u4f1a\u89c2\u5bdf\u3001\u4f1a\u63a8\u7406\u3001\u4f1a\u884c\u52a8\u201d\u7684\u771f\u6b63\u667a\u80fd\u4f53\u3002\u4f46\u662f\u95ee\u9898\u6765\u4e86\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u4e0a\u4e2a\u4e16\u7eaa\u5c31\u5f00\u59cb\u88ab\u7814\u7a76\u7684\u6982\u5ff5\uff0c\u4e3a\u4ec0\u4e48\u7a81\u7136\u5728\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\u706b\u4e86\u8d77\u6765\uff1f\u5b83\u8ddf\u6211\u4eec\u73b0\u5728\u6240\u719f\u6089\u7684\u5927\u8bed\u8a00\u6a21\u578b\u53c8\u6709\u4ec0\u4e48\u533a\u522b\u6216\u662f\u8054\u7cfb\u5462\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>02 \u4e3a\u4ec0\u4e48\u8981\u7814\u7a76\u4e16\u754c\u6a21\u578b\uff1f<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter 2.1 \u4e16\u754c\u6a21\u578b\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e0d\u540c<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_1d1fd409a58f45848f7b54cca523fa52@132427329_oswg634023oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ece\u4e3b\u8981\u4efb\u52a1\u548c\u9884\u6d4b\u76ee\u6807\u6765\u770b\uff1a<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u76ee\u6807\u662f<strong>\u751f\u6210\u5728\u8bed\u8a00\u7ef4\u5ea6\u4e0a\u6700\u5408\u7406\u7684\u5e8f\u5217\uff0c\u9884\u6d4b\u7684\u662f\u4e0b\u4e00\u4e2a\u8bcd\u6216token<\/strong>\u3002\u6bd4\u5982\u4f60\u95ee\u201c\u676f\u5b50\u4f1a\u4ece\u684c\u5b50\u4e0a\u6389\u4e0b\u6765\u5417\uff1f\u201d\uff0c\u5b83\u56de\u7b54\u201c\u4f1a\u201d\uff0c\u56e0\u4e3a\u8fd9\u662f\u5728\u65e0\u6570\u6587\u672c\u91cc\u51fa\u73b0\u8fc7\u7684\u6b63\u786e\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u7684\u4efb\u52a1\u662f\u9884\u6d4b<strong>\u201c\u4e0b\u4e00\u79d2\u4e16\u754c\u4f1a\u53d8\u6210\u4ec0\u4e48\u6837\u201d<\/strong>\uff0c\u9884\u6d4b\u7684\u662f\u4e0b\u4e00\u5e27\u753b\u9762\u3001\u4e0b\u4e00\u6b65\u52a8\u4f5c\u3001\u4e0b\u4e00\u6b21\u72b6\u6001\u53d8\u5316\uff0c<strong>\u5b83\u9700\u8981\u7406\u89e3\u7269\u7406\u89c4\u5f8b\u3001\u7a7a\u95f4\u5173\u7cfb\u548c\u52a8\u6001\u53d8\u5316\u3002<\/strong><\/p>\n\n\n\n<p>\u4ece\u8bad\u7ec3\u6570\u636e\u6765\u770b\uff1a<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b<strong>\u4e3b\u8981\u4f9d\u8d56\u6587\u672c\u6570\u636e<\/strong>\uff0c\u4e5f\u5305\u62ec\u4e00\u4e9b\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u6570\u636e\u7279\u70b9\u662f<strong>\u4ee5\u9759\u6001\u5185\u5bb9\u4e3a\u4e3b<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u5219<strong>\u4e3b\u8981\u4f9d\u8d56\u89c6\u9891\u7b49\u52a8\u6001\u6570\u636e<\/strong>\uff0c\u5305\u62ec\u6444\u50cf\u5934\u770b\u5230\u7684\u753b\u9762\u3001\u673a\u5668\u4eba\u7684\u4f20\u611f\u5668\u53cd\u9988\u3001\u52a8\u4f5c\u7684\u7ed3\u679c\u3001\u73af\u5883\u7684\u53d8\u5316\uff0c<strong>\u6570\u636e\u7279\u70b9\u662f\u52a8\u6001\u7684\u3001\u65f6\u5e8f\u6027\u7684<\/strong>\u3002<\/p>\n\n\n\n<p>\u4ece\u8f93\u51fa\u7ed3\u679c\u770b\uff1a<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u7684\u662f\u8bed\u8a00\u6216\u56fe\u50cf\u7b49\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u8f93\u51fa\u7684\u662f<strong>\u5bf9\u672a\u6765\u72b6\u6001\u7684\u9884\u6d4b\u3001\u5bf9\u884c\u4e3a\u7684\u6a21\u62df\uff0c\u4ee5\u53ca\u53ef\u6267\u884c\u7684\u884c\u52a8\u65b9\u6848\u3002<\/strong><\/p>\n\n\n\n<p>\u4ece\u5b66\u4e60\u65b9\u5f0f\u770b\uff1a<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u662f<strong>\u901a\u8fc7\u8bed\u8a00\u95f4\u63a5\u7406\u89e3\u4e16\u754c<\/strong>\uff0c\u66f4\u50cf\u4e00\u4e2a\u201c\u77e5\u8bc6\u5bb9\u5668\u201d\u3002<\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u662f<strong>\u901a\u8fc7\u4ea4\u4e92\u548c\u63a8\u6f14\u76f4\u63a5\u7406\u89e3\u4e16\u754c<\/strong>\uff0c\u4e0d\u4ec5\u80fd\u201c\u770b\u89c1\u201d\uff0c\u8fd8\u80fd\u201c\u9884\u6d4b\u201d\u548c\u201c\u5e72\u9884\u201d\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u66f4\u9002\u5408\u5bf9\u8bdd\u3001\u5199\u4f5c\u3001\u7ffb\u8bd1\u3001\u95ee\u7b54\u3002\u800c\u4e16\u754c\u6a21\u578b\u66f4\u9002\u5408\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u7269\u7406\u6a21\u62df\u548c\u51b3\u7b56\u7cfb\u7edf\u8fd9\u4e9b\u5fc5\u987b\u8fdb\u5165\u771f\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u6b64\u524d\uff0c\u674e\u98de\u98de\u4e5f\u66fe\u5728\u91c7\u8bbf\u4e2d\u7cbe\u70bc\u603b\u7ed3\u8fc7\u4e24\u8005\u5728\u76ee\u7684\u548c\u8bad\u7ec3\u6a21\u6001\u4e0a\u7684\u4e0d\u540c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_549e752e5748442f919d6a2d61ab3c21@132427329_oswg438612oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u674e\u98de\u98de<\/strong><\/p>\n\n\n\n<p><strong>World Labs\u521b\u59cb\u4eba\u3001\u8d44\u6df1AI\u79d1\u5b66\u5bb6<\/strong><\/p>\n\n\n\n<p>\u4e00\u79cd\u662f\u5173\u4e8e\u8868\u8fbe\uff0c\u53e6\u4e00\u79cd\u662f\u5173\u4e8e\u89c2\u5bdf\u548c\u884c\u52a8\u3002\u56e0\u6b64\u5b83\u4eec\u672c\u8d28\u4e0a\u662f\u622a\u7136\u4e0d\u540c\u7684\u6a21\u6001\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u672c\u5355\u5143\u662f\u8bcd\u5e93\uff0c\u65e0\u8bba\u662f\u5b57\u6bcd\u8fd8\u662f\u5355\u8bcd\uff0c\u800c\u6211\u4eec\u4f7f\u7528\u7684\u4e16\u754c\u6a21\u578b\u7684\u57fa\u672c\u5355\u5143\u662f\u50cf\u7d20\u6216\u4f53\u7d20\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;2.2 \u5927\u8bed\u8a00\u6a21\u578b\u8def\u7ebf\u9047\u5230\u74f6\u9888\u4e86\u5417\uff1f<\/strong><\/h3>\n\n\n\n<p>\u867d\u7136\u5927\u8bed\u8a00\u6a21\u578b\u548c\u4e16\u754c\u6a21\u578b\u662f\u4e24\u6761\u4e0d\u4e00\u6837\u7684\u6280\u672f\u8def\u7ebf\uff0c\u4f46\u5b83\u4eec\u7684\u7ec8\u6781\u76ee\u6807\u90fd\u662f\u8981\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd\u3002\u90a3\u4e48\u73b0\u5728\u4e3a\u4ec0\u4e48\u8981\u7a81\u7136\u975e\u5e38\u5173\u6ce8\u4e16\u754c\u6a21\u578b\u5462\uff1f\u662f\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u8fd9\u6761\u8def\u5df2\u7ecf\u8d70\u4e0d\u52a8\u4e86\u5417\uff1f<\/p>\n\n\n\n<p>\u5173\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u754c\u76ee\u524d\u4ecd\u7136\u5b58\u5728\u7740\u4e0d\u540c\u7684\u89c2\u70b9\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u7814\u7a76\u8005\u4eec\u65d7\u5e1c\u9c9c\u660e\u5730\u63d0\u51fa\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u662f\u6b7b\u8def\uff0c\u8fd9\u4e00\u6d3e\u7684\u4ee3\u8868\u4eba\u7269\u4e4b\u4e00\u5c31\u662fYann LeCun\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_346d1fa737f64c339562a580e0f54ff0@132427329_oswg640737oswg1080oswg1023_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u56fe\u7247\u6765\u6e90\uff1aReuters<\/p>\n\n\n\n<p>\u79bb\u5f00\u5de5\u4f5c\u4e8612\u5e74\u7684Meta\u540e\uff0c\u8fd9\u4f4d65\u5c81\u7684\u56fe\u7075\u5956\u5f97\u4e3b\u3001\u6df1\u5ea6\u5b66\u4e60\u5148\u9a71\u5e76\u6ca1\u6709\u9009\u62e9\u9000\u4f11\uff0c\u800c\u662f\u56de\u5230\u5df4\u9ece\u521b\u7acb\u4e86\u4e00\u5bb6\u540d\u4e3aAdvanced Machine Intelligence\u7684\u516c\u53f8\u3002\u4ed6\u8981\u505a\u7684\u4e8b\u60c5\uff0c\u4e0e\u7845\u8c37\u4e3b\u6d41\u7684\u5927\u6a21\u578b\u8def\u7ebf\u622a\u7136\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>\u4ed6\u5728\u6700\u8fd1\u7684\u91c7\u8bbf\u4e2d\u8868\u793a\uff0cAI\u9886\u57df\u7684Moravec\u6096\u8bba\u4e00\u76f4\u5b58\u5728\u3002\u6240\u8c13Moravec\u6096\u8bba\uff0c\u662f\u6307AI\u53ef\u4ee5\u8f7b\u677e\u5904\u7406\u5bf9\u4eba\u7c7b\u6781\u5176\u56f0\u96be\u7684\u9ad8\u667a\u529b\u4efb\u52a1\uff0c\u6bd4\u5982\u4e0b\u68cb\u3001\u5fae\u79ef\u5206\u3001\u8bfb\u8bba\u6587\u3002\u4f46\u76f4\u89c9\u6027\u7684\u611f\u77e5\u3001\u793e\u4ea4\u7b49\u4eba\u7c7b\u548c\u52a8\u7269\u8f7b\u677e\u5b8c\u6210\u7684\u521d\u7ea7\u6280\u80fd\uff0c\u5bf9\u673a\u5668\u5374\u6781\u5176\u56f0\u96be\u3002<strong>Yann LeCun\u8ba4\u4e3a\uff0c\u8fd9\u4e2a\u6096\u8bba\u81f3\u4eca\u672a\u89e3\u51b3\uff0c\u5c31\u662f\u56e0\u4e3a\u6211\u4eec\u7814\u7a76AI\u7684\u8def\u7ebf\u9519\u4e86\u3002<\/strong><\/p>\n\n\n\n<p>\u4eba\u7c7b\u667a\u80fd\u7684\u6838\u5fc3\u5728\u4e8e\u4e0d\u4f9d\u8d56\u6d77\u91cf\u6570\u636e\u5c31\u80fd\u81ea\u4e3b\u5b66\u4e60\uff0c\u4f46\u73b0\u5728\u7684LLM\u662f\u5728\u62df\u5408\u8bed\u8a00\u7684\u7edf\u8ba1\u76f8\u5173\u6027\uff0c\u5bf9\u73b0\u5b9e\u4e16\u754c\u51e0\u4e4e\u6ca1\u6709\u76f4\u63a5\u5efa\u6a21\u80fd\u529b\uff0c\u5982\u679c\u7ee7\u7eed\u6cbf\u7740LLM\u8def\u7ebf\u201c\u5806\u91cf\u201d\uff0c\u6700\u591a\u53ea\u80fd\u505a\u51fa\u4e00\u4e2a\u66f4\u4f1a\u8bf4\u8bdd\u3001\u66f4\u4f1a\u5199\u5b57\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_f043d0f022f54a26bde0fd97f8ca4518@132427329_oswg234888oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ed6\u751a\u81f3\u653e\u8a00\u79f0\uff0c\u518d\u8fc75\u5e74\uff0cGPT\u4e4b\u7c7b\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5c31\u4e0d\u4f1a\u6709\u4eba\u518d\u7528\u4e86\u3002\u800c\u5173\u4e8e\u5927\u5bb6\u90fd\u5728\u61a7\u61acAGI\u5f88\u5feb\u5230\u6765\uff0c\u4ed6\u4e5f\u8ba4\u4e3a\u662f\u4e00\u79cd\u5e7b\u60f3\uff0c\u6700\u4e50\u89c2\u4e5f\u89815\u523010\u5e74\uff0c\u673a\u5668\u7684\u667a\u80fd\u624d\u80fd\u52c9\u5f3a\u63a5\u8fd1\u4e00\u53ea\u72d7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_41c51558433747bc9afba2767a445674@132427329_oswg620434oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Yann LeCun<\/strong><\/p>\n\n\n\n<p><strong>Meta\u524d\u9996\u5e2dAI\u79d1\u5b66\u5bb6\u3001\u6df1\u5ea6\u5b66\u4e60\u5148\u9a71\u3001\u56fe\u7075\u5956\u5f97\u4e3b<\/strong><\/p>\n\n\n\n<p>\u90a3\u4e9b\u5439\u5618\u4e00\u4e24\u5e74\u5185\u5c31\u80fd\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u4eba\uff0c\u7eaf\u7cb9\u662f\u75f4\u4eba\u8bf4\u68a6\uff0c\u5f7b\u5934\u5f7b\u5c3e\u7684\u5984\u60f3\uff0c\u56e0\u4e3a\u73b0\u5b9e\u4e16\u754c\u8fdc\u6bd4\u8fd9\u590d\u6742\u5f97\u591a\u3002\u4f60\u4e0d\u53ef\u80fd\u901a\u8fc7\u201c\u5c06\u4e16\u754ctoken\u5316\u201d\u548c\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8fd9\u6839\u672c\u4e0d\u53ef\u80fd\u5b9e\u73b0\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u800c\u9664\u4e86Yann LeCun\u4e4b\u5916\uff0c\u5b66\u672f\u754c\u4e2d\u6709\u4e0d\u5c11\u7684\u5927\u4f6c\u7ea7\u4eba\u7269\u4e5f\u90fd\u6301\u6709\u7c7b\u4f3c\u7684\u89c2\u70b9\uff0c\u6bd4\u5982\u56fe\u7075\u5956\u83b7\u5f97\u8005\u3001\u5f3a\u5316\u5b66\u4e60\u4e4b\u7236Richard Sutton\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_e3b68d314b8346d0b33da444e52144e1@132427329_oswg624131oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Richard Sutton<\/strong><\/p>\n\n\n\n<p><strong>\u5f3a\u5316\u5b66\u4e60\u4e4b\u7236\u3001\u56fe\u7075\u5956\u5f97\u4e3b<\/strong><\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u8bd5\u56fe\u5728\u6ca1\u6709\u76ee\u6807\u3001\u4e5f\u6ca1\u6709\u2018\u597d\u574f\u4f18\u52a3\u2019\u8fd9\u79cd\u8bc4\u4ef7\u6807\u51c6\u7684\u60c5\u51b5\u4e0b\u8fd0\u4f5c\uff0c\u8fd9\u5176\u5b9e\u4e00\u5f00\u59cb\u5c31\u8d70\u9519\u4e86\u65b9\u5411\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u674e\u98de\u98de\u6700\u8fd1\u4e5f\u5728\u5bc6\u96c6\u5730\u53d1\u58f0\uff0c\u5979\u8bf4\u5927\u8bed\u8a00\u6a21\u578b\u4ecd\u7136\u662f\u9ed1\u6697\u4e2d\u7684\u6587\u5b57\u5320\u4eba\uff1a\u80fd\u8a00\u5584\u8fa9\uff0c\u5374\u7f3a\u4e4f\u7ecf\u9a8c\uff1b\u77e5\u8bc6\u6e0a\u535a\uff0c\u5374\u8131\u79bb\u73b0\u5b9e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_1d7856c4df7c461e993701c0402b7236@132427329_oswg606999oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6240\u4ee5\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u8fd9\u6761\u8def\u7ebf\u662f\u4e0d\u662f\u771f\u7684\u8d70\u4e0d\u901a\u4e86\u5462\uff1f\u4e25\u683c\u6765\u8bf4\uff0c\u73b0\u5728\u8fd8\u6ca1\u6709\u6807\u51c6\u7b54\u6848\uff0c\u4f46\u6709\u51e0\u4ef6\u4e8b\uff0c\u5927\u5bb6\u5f00\u59cb\u6709\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u5171\u8bc6<strong>\uff1a<\/strong><\/p>\n\n\n\n<p><strong>\u9996\u5148\uff0c\u5355\u7eaf\u628a\u6a21\u578b\u505a\u5f97\u66f4\u5927\uff0c\u5df2\u7ecf\u4e0d\u4f1a\u518d\u50cf\u8fc7\u53bb\u90a3\u6837\u5e26\u6765\u7acb\u7aff\u89c1\u5f71\u7684\u7a81\u7834\u3002<\/strong>\u89c4\u6a21\u7ee7\u7eed\u4e0a\u53bb\u5f53\u7136\u53ef\u4ee5\u53d8\u5f3a\uff0c\u4f46\u5728\u7b97\u529b\u3001\u6570\u636e\u3001\u80fd\u6e90\u3001\u6210\u672c\u8fd9\u4e9b\u786c\u7ea6\u675f\u4e0b\uff0c\u5b83\u7684\u6027\u4ef7\u6bd4\u6b63\u5728\u8fc5\u901f\u4e0b\u964d\u3002<\/p>\n\n\n\n<p><strong>\u5176\u6b21\uff0cAI\u9700\u8981\u66f4\u76f4\u63a5\u5730\u63a5\u89e6\u201c\u771f\u5b9e\u4e16\u754c\u201d\u3002<\/strong>\u8bed\u8a00\u4e16\u754c\u592a\u5e72\u51c0\u4e86\uff0c\u5b83\u65e0\u6cd5\u63d0\u4f9b\u73b0\u5b9e\u4e16\u754c\u91cc\u90a3\u79cd\u6df7\u4e71\u3001\u8fde\u7eed\u3001\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u56e0\u679c\u7ecf\u9a8c\u3002AI\u60f3\u7ee7\u7eed\u5f80\u524d\u8d70\uff0c\u9700\u8981\u65b0\u7684\u8f93\u5165\u65b9\u5f0f\u3001\u9700\u8981\u591a\u6a21\u6001\u611f\u77e5\u3001\u9700\u8981\u548c\u73af\u5883\u4e92\u52a8\u3002<\/p>\n\n\n\n<p><strong>\u6700\u540e\uff0c\u5927\u5bb6\u666e\u904d\u8ba4\u4e3a\u4e16\u754c\u6a21\u578b\u548c\u5927\u6a21\u578b\u5c06\u4f1a\u662f\u4e00\u4e2a\u4e92\u8865\u7684\u5173\u7cfb\u3002<\/strong>\u9648\u7fbd\u5317\u5c31\u5728\u8bbf\u8c08\u4e2d\u63d0\u5230\uff0c\u4e16\u754c\u6a21\u578b\u5e76\u4e0d\u662f\u8981\u5b8c\u5168\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7ffb\u91cd\u6765\uff0c\u800c\u662f\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u8865\u4e0a\u201c\u73b0\u5b9e\u4e16\u754c\u201d\u7684\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_194c5e7bf1ae430d9c72ba93b8d78fcf@132427329_oswg565482oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u9648\u7fbd\u5317<\/strong><\/p>\n\n\n\n<p><strong>\u52a0\u5dde\u5927\u5b66\u6234\u7ef4\u65af\u5206\u6821\u7535\u5b50\u4e0e\u8ba1\u7b97\u673a\u5de5\u7a0b\u7cfb\u52a9\u7406\u6559\u6388<\/strong><\/p>\n\n\n\n<p>\u5728\u8bed\u8a00\u4e2d\u6211\u4eec\u6709\u4e86GPT\u7684\u8bdd\uff0c\u5f53\u9884\u8bad\u7ec3\u7684\u597d\u5904\u8fbe\u5230\u4e00\u5b9a\u7a0b\u5ea6\u7684\u65f6\u5019\uff0c\u5b83\u53ef\u4ee5\u88ab\u5feb\u901f\u5730\u53d8\u6210\u4efb\u4f55\u7684\u4e0b\u6e38\u5e94\u7528\u3002\u4e16\u754c\u6a21\u578b\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u4e00\u4e2a\u5927\u53f7\u7684GPT\uff0c\u5b83\u5305\u542b\u4e86\u611f\u77e5\u548c\u63a7\u5236\u3002\u5982\u679c\u6211\u4eec\u5728\u8fd9\u91cc\u4e5f\u80fd\u83b7\u5f97\u6839\u672c\u4e0a\u7684\u6210\u529f\uff0c\u672a\u6765\u6211\u4eec\u6240\u6709\u7684\u673a\u5668\u4eba\u3001\u6240\u6709\u7684\u667a\u80fd\u4f53\u90fd\u53ef\u4ee5\u7528\u8fd9\u6837\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u7684\u65b9\u5f0f\u4ea7\u751f\uff0c\u8fd9\u6709\u53ef\u80fd\u4f1a\u5f7b\u5e95\u5730\u89e3\u9501\u4e00\u4e9bAI\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;2.3 \u4e3a\u4ec0\u4e48\u662f\u73b0\u5728\uff1f<\/strong><\/h3>\n\n\n\n<p>\u65e2\u7136\u4e16\u754c\u6a21\u578b\u5982\u6b64\u91cd\u8981\uff0c\u4e3a\u4ec0\u4e48\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\u5b83\u624d\u7a81\u7136\u88ab\u884c\u4e1a\u666e\u904d\u8ba8\u8bba\u548c\u5173\u6ce8\u5462\uff1f<\/p>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u539f\u56e0\u5c31\u662f\u4e0a\u6587\u6211\u4eec\u6240\u8ba8\u8bba\u7684\uff0c\u5927\u6a21\u578b\u7684\u539f\u751f\u80fd\u529b\u9047\u5230\u4e86\u5929\u82b1\u677f\uff0c\u4f46\u4eba\u4eec\u5bf9AI\u5728\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u671f\u5f85\u5374\u8d8a\u6765\u8d8a\u9ad8\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u539f\u56e0\u662f\uff0c\u968f\u7740\u591a\u6a21\u6001\u65f6\u4ee3\u7684\u5230\u6765\uff0c\u8ba9\u6211\u4eec\u7b2c\u4e00\u6b21\u6709\u80fd\u529b\u8bad\u7ec3\u201c\u771f\u6b63\u7684\u4e16\u754c\u6a21\u578b\u201d\u3002\u8bad\u7ec3\u4e16\u754c\u6a21\u578b\u9700\u8981\u6d77\u91cf\u7684\u89c6\u89c9\u4e0e\u52a8\u4f5c\u6570\u636e\u3001\u591a\u6a21\u6001\u4f20\u611f\u5668\u8f93\u5165\u3001\u5927\u89c4\u6a21\u89c6\u9891\u6a21\u578b\u80fd\u529b\u4ee5\u53ca\u8db3\u591f\u5f3a\u7684\u7b97\u529b\u6765\u652f\u6301\u201c\u4e16\u754c\u63a8\u6f14\u201d\uff0c\u8fd9\u4e9b\u6761\u4ef6\u76f4\u5230\u6700\u8fd1\u51e0\u5e74\u624d\u9010\u6b65\u6210\u719f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_49fa24f0651a4d18b1e836cf1091a094@132427329_oswg679064oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u603b\u5f97\u6765\u8bf4\uff0c<strong>\u56e0\u4e3a\u5927\u6a21\u578b\u7684\u5929\u82b1\u677f\u5df2\u7ecf\u663e\u73b0\uff0c\u800c\u4e14\u5168\u884c\u4e1a\u90fd\u5728\u8fc8\u5411\u5177\u8eab\u667a\u80fd\uff0c\u518d\u52a0\u4e0a\u6211\u4eec\u73b0\u5728\u6709\u4e86\u8ba9AI\u770b\u4e16\u754c\u3001\u7406\u89e3\u4e16\u754c\u7684\u6280\u672f\u57fa\u7840\uff0c\u4e16\u754c\u6a21\u578b\u5c31\u987a\u7406\u6210\u7ae0\u5730\u6210\u4e3a\u4e86\u4e0b\u4e00\u8f6eAI\u7ade\u8d5b\u7684\u6838\u5fc3\u821e\u53f0\u3002<\/strong>\u800c\u8fd9\u4e9b\u5c1d\u8bd5\uff0c\u5f88\u5feb\u5728\u884c\u4e1a\u91cc\u5206\u6210\u4e86\u51e0\u6761\u4e0d\u540c\u7684\u6280\u672f\u6d41\u6d3e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>03 \u5f53\u524d\u63a8\u8fdb\u4e16\u754c\u6a21\u578b\u7684\u4e3b\u8981\u8def\u7ebf<\/strong><\/h2>\n\n\n\n<p>\u867d\u7136\u4e16\u754c\u6a21\u578b\u7684\u6700\u7ec8\u76ee\u6807\u770b\u8d77\u6765\u662f\u76f8\u5bf9\u6e05\u6670\u7684\uff0c\u4f46\u843d\u5b9e\u5728\u5b9e\u8df5\u63a2\u7d22\u5c42\u9762\uff0c\u5374\u5e38\u5e38\u4f1a\u8ba9\u4eba\u611f\u5230\u56f0\u60d1\u3002\u6bd4\u5982\u6709\u7684\u5728\u505a\u89c6\u9891\u751f\u6210\uff0c\u6709\u7684\u5728\u505a3D\u573a\u666f\uff0c\u6709\u7684\u5728\u505a\u673a\u5668\u4eba\uff0c\u6709\u7684\u5728\u505a\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u90fd\u53eb\u505a\u4e16\u754c\u6a21\u578b\uff0c\u4f46\u5728\u505a\u7684\u4e8b\u60c5\u4f3c\u4e4e\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7a76\u7adf\u5e94\u8be5\u600e\u4e48\u53bb\u7406\u89e3\uff0c\u73b0\u5728\u6574\u4e2a\u884c\u4e1a\u5230\u5e95\u5728\u505a\u4e9b\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p>\u5173\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u7684\u5609\u5bbeYiqi\u7ed3\u5408\u4e16\u754c\u6a21\u578b\u7684\u7406\u8bba\u77e5\u8bc6\u4ee5\u53ca\u5979\u5728Meta\u7684\u4e00\u4e9b\u5b9e\u8df5\u89c2\u5bdf\uff0c\u5728\u91c7\u8bbf\u4e2d\u63d0\u51fa\u4e86\u4e00\u4e2a\u6211\u4eec\u8ba4\u4e3a\u975e\u5e38\u6709\u5e2e\u52a9\u4e8e\u5927\u5bb6\u7406\u89e3\u7684\u6846\u67b6\uff0c\u5c31\u662f<strong>\u628a\u6574\u4e2a\u4e16\u754c\u6a21\u578b\u9886\u57df\u62c6\u89e3\u6210\u201c\u4e09\u5c42\u7ed3\u6784\u201d<\/strong>\uff0c\u5728\u8fd9\u4e2a\u67b6\u6784\u4e2d\uff1a<\/p>\n\n\n\n<p><strong>\u5e95\u5c42\uff0c\u662f\u4e16\u754c\u6a21\u578b\u7684\u601d\u60f3\u4e0e\u8303\u5f0f\u3002<\/strong>\u4e5f\u5c31\u662f\u6211\u4eec\u4e4b\u524d\u6240\u8ba8\u8bba\u7684\uff0c\u4e16\u754c\u6a21\u578b\u7684\u62bd\u8c61\u3001\u9884\u6d4b\u3001\u89c4\u5212\u7279\u5f81\uff0c\u4ee5\u53ca\u5b83\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002\u8fd9\u4e00\u5c42\u6d89\u53ca\u5230\u76ee\u524d\u5f88\u591a\u7814\u7a76\u5c42\u9762\u7684\u521b\u65b0\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\u5c42\uff0c\u662f\u4e16\u754c\u6a21\u578b\u7684\u5f53\u524d\u7684\u201c\u8868\u73b0\u5f62\u5f0f\u201d\u3002<\/strong>\u6307\u6a21\u578b\u5230\u5e95\u662f\u7528\u4ec0\u4e48\u65b9\u5f0f\u6765\u8868\u793a\u4e16\u754c\u548c\u9884\u6d4b\u4e16\u754c\uff0c\u4e16\u754c\u5e94\u8be5\u5982\u4f55\u88ab\u751f\u6210\u51fa\u6765\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e09\u5c42\uff0c\u662f\u4e16\u754c\u6a21\u578b\u7684\u201c\u76ee\u7684\u5c42\u201d\uff0c<\/strong>\u4e5f\u5c31\u662f\u667a\u80fd\u4f53\u8bad\u7ec3\uff0c\u8ba9AI\u6700\u7ec8\u80fd\u5728\u8fd9\u4e2a\u4e16\u754c\u91cc\u884c\u52a8\u3001\u505a\u4efb\u52a1\u3001\u5b8c\u6210\u51b3\u7b56\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_bd030d5a14cb4bfcb5d7ee5f29b2e7f6@132427329_oswg700696oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Yiqi Zhao<\/strong><\/p>\n\n\n\n<p><strong>Product Design Lead, Meta<\/strong><\/p>\n\n\n\n<p>Latent MDP\uff08\u6f5c\u5728\u72b6\u6001\u8868\u793a\uff09+Learn Dynamics\uff08\u73af\u5883\u52a8\u529b\u5b66\u6a21\u578b\uff09+Simulator\uff08\u5185\u90e8\u6a21\u62df\u80fd\u529b\uff09\uff0c\u8fd9\u4e09\u8005\u7ed3\u5408\u8d77\u6765\u5c31\u662f\u5e95\u5c42\u7684\u4e16\u754c\u6a21\u578b\u6838\u5fc3\u5c42\u7ea7\uff0c\u4f46\u662f\u5b83\u662f\u62bd\u8c61\u7684\u3001\u4e0d\u53ef\u89c1\u7684\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u8981\u8ba9\u4eba\u548cAI\u770b\u5230\uff0c\u9700\u8981\u6709\u4e00\u4e2a\u8868\u73b0\u5f62\u5f0f\uff0c\u8fd9\u4e2a\u8868\u73b0\u5f62\u5f0f\u9700\u8981AI\u5e2e\u5fd9\u751f\u6210\uff0c\u6240\u4ee5\u751f\u6210\u7684\u5c42\u7ea7\u4f1a\u6bd4\u5b83\u4e4b\u524d\u7684\u5c42\u7ea7\u7a0d\u5fae\u9ad8\u4e00\u70b9\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7b49\u751f\u6210\u5b8c\u4e86\u4e4b\u540e\uff0cAI\u5927\u8111\u91cc\u6709\u4e86\u4e16\u754c\u89c2\uff0c\u5c31\u53ef\u4ee5\u770b\u5230\u8fd9\u4e2a\u4e16\u754c\u4e86\u3002\u90a3\u63a5\u4e0b\u6765\u8fd9\u4e2a\u4e16\u754c\u91cc\u9700\u8981\u6709\u4e1c\u897f\uff0c\u8ba9\u4eba\u548cAI\u667a\u80fd\u4f53\u90fd\u8981\u6d3b\u5728\u91cc\u9762\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u667a\u80fd\u4f53\u5728\u91cc\u9762\u5b58\u5728\u7684\u65b9\u5f0f\u5c31\u662f\uff1a\u6211\u7ec8\u4e8e\u6709\u4e00\u4e2a\u5b87\u5b99\u4e86\uff0c\u6211\u8981\u5728\u91cc\u9762\u73a9\u3001\u5b66\u4e60\uff0c\u8981\u5bf9\u8fd9\u4e2a\u4e16\u754c\u9020\u6210\u5f71\u54cd\uff0c\u548c\u8fd9\u4e2a\u4e16\u754c\u6709\u4e00\u4e2a\u4ea4\u4e92\uff0c\u4e92\u76f8\u4ea7\u751f\u5f71\u54cd\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>04 \u4e16\u754c\u6a21\u578b\u7684\u8868\u73b0\u5f62\u5f0f\uff1a\u4e16\u754c\u751f\u6210<\/strong><\/h2>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u628a\u5f53\u524d\u4ea7\u4e1a\u754c\u7684\u4e3b\u8981\u5c1d\u8bd5\u653e\u5728\u8fd9\u4e2a\u6846\u67b6\u4e2d\u53bb\u770b\u7684\u8bdd\uff0c\u5b83\u4eec\u5176\u5b9e\u5f88\u591a\u90fd\u805a\u7126\u5728\u7b2c\u4e8c\u5c42\u7ea7\uff1a\u4e16\u754c\u751f\u6210\u3002\u8fd9\u4e5f\u662f\u76ee\u524d\u6574\u4e2a\u9886\u57df\u6700\u70ed\u95f9\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;4.1 \u4e3a\u4ec0\u4e48\u8981\u5148\u505a\u4e16\u754c\u751f\u6210<\/strong><\/h3>\n\n\n\n<p>\u5f88\u591a\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u6784\u5efa\u4e16\u754c\u6a21\u578b\u7684\u7b2c\u4e00\u6b65\u4e0d\u662f\u8ba9AI\u76f4\u63a5\u201c\u63a8\u7406\u201d\u6216\u201c\u884c\u52a8\u201d\uff0c\u800c\u662f\u8ba9\u5b83\u80fd\u591f\u53bb\u201c\u751f\u6210\u4e16\u754c\u201d\uff0c\u8fd9\u770b\u4f3c\u7b80\u5355\uff0c\u5374\u662f\u4e16\u754c\u6a21\u578b\u7684\u6839\u57fa\u3002<\/p>\n\n\n\n<p>\u6240\u8c13<strong>\u201c\u7406\u89e3\u4e16\u754c\u201d\uff0c\u672c\u8d28\u662f\u7406\u89e3\u4e16\u754c\u5982\u4f55\u968f\u65f6\u95f4\u548c\u884c\u4e3a\u53d8\u5316\u3002<\/strong>\u7269\u4f53\u5982\u4f55\u79fb\u52a8\u3001\u5149\u7ebf\u5982\u4f55\u53d8\u5316\u3001\u98ce\u5439\u8fc7\u6811\u53f6\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u8981\u83b7\u5f97\u8fd9\u79cd\u5bf9\u201c\u4e16\u754c\u6f14\u5316\u201d\u7684\u76f4\u89c9\uff0c\u6700\u76f4\u63a5\u7684\u65b9\u5f0f\u5c31\u662f\u8ba9\u6a21\u578b\u5148\u80fd\u591f\u751f\u6210\u4e00\u4e2a\u53ef\u8fde\u7eed\u53d8\u5316\u7684\u4e16\u754c\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5f3a\u5927\u7684\u4e16\u754c\u751f\u6210\u6a21\u578b\u80fd\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u5ec9\u4ef7\u7684\u8bad\u7ec3\u573a\u3002\u6bd4\u5982\u8bad\u7ec3\u4e00\u4e2a\u673a\u5668\u4eba\u5012\u5496\u5561\uff0c\u8ba9\u5b83\u5728\u73b0\u5b9e\u4e2d\u5012\u51e0\u4e07\u6b21\u3001\u6253\u788e\u51e0\u5343\u4e2a\u676f\u5b50\u663e\u7136\u6027\u4ef7\u6bd4\u592a\u4f4e\uff0c\u800c\u5730\u9707\u3001\u706b\u707e\u3001\u8f66\u7978\u8fd9\u4e9b\u8fb9\u7f18\u573a\u666f\u4e5f\u53ef\u4ee5\u5728\u865a\u62df\u4e16\u754c\u4e2d\u81ea\u7531\u8fdb\u884c\u53cd\u4e8b\u5b9e\u63a8\u7406\u7684\u5b9e\u8df5\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c<strong>\u4e16\u754c\u751f\u6210\u65e2\u662f\u4e16\u754c\u6a21\u578b\u7684\u5916\u58f3\uff0c\u4e5f\u662f\u6574\u4e2a\u4f53\u7cfb\u7684\u5165\u53e3<\/strong>\u3002\u800c\u5728\u4e16\u754c\u751f\u6210\u8fd9\u4ef6\u4e8b\u60c5\u4e0a\uff0c\u76ee\u524d\u4e3b\u8981\u6709\u4e24\u5927\u6280\u672f\u8def\u7ebf\uff1a<\/p>\n\n\n\n<p>\u7b2c\u4e00\u7c7b\uff0c\u7528\u201c\u89c6\u9891\u751f\u6210\u201d\u7684\u65b9\u5f0f\u53bb\u91cd\u5efa\u4e16\u754c\uff0c\u5305\u62ecOpenAI Sora\u3001\u8c37\u6b4c\u7684Genie\u7b49\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u7c7b\uff0c\u7528\u201c3D\u7a7a\u95f4\u751f\u6210\u201d\u7684\u65b9\u5f0f\u53bb\u663e\u5f0f\u5efa\u6a21\u4e16\u754c\uff0c\u5176\u4e2d\u7684\u4ee3\u8868\u662f\u674e\u98de\u98de\u7684World Labs\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_3a1d271d50124783ba713163152d1293@132427329_oswg858956oswg1080oswg855_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;4.2 \u89c6\u9891\u751f\u6210\u8def\u7ebf<\/strong><\/h3>\n\n\n\n<p>\u89c6\u9891\u751f\u6210\u5e94\u8be5\u662f\u76ee\u524d\u6700\u5177\u4ee3\u8868\u6027\u7684\u3001\u4e5f\u662f\u6700\u4e3a\u5927\u4f17\u6240\u719f\u6089\u7684\u4e16\u754c\u6a21\u578b\u8def\u7ebf\u3002\u5b83\u7684\u76ee\u6807\u5f88\u76f4\u89c2\uff0c\u5c31\u662f\u5c1d\u8bd5\u8ba9AI\u76f4\u63a5\u751f\u6210\u4e00\u4e2a\u201c\u80fd\u52a8\u8d77\u6765\u7684\u4e16\u754c\u201d\uff0c\u5e76\u8ba9\u8fd9\u4e2a\u4e16\u754c\u968f\u7740\u65f6\u95f4\u6d41\u52a8\u3001\u6f14\u5316\u3001\u53d8\u5316\u3002<\/p>\n\n\n\n<p>OpenAI\u5728\u53d1\u5e03Sora\u4e4b\u521d\uff0c\u5b83\u4eec\u5c31\u5c06\u5176\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u201c\u4e16\u754c\u6a21\u62df\u5668\u201d\u3002Sora\u5e76\u4e0d\u662f\u7b80\u5355\u5730\u628a\u4e00\u6bb5\u89c6\u9891\u7528\u9759\u6001\u56fe\u50cf\u4e00\u5f20\u5f20\u201c\u62fc\u51fa\u6765\u201d\uff0c\u800c\u662f\u8ba9\u753b\u9762\u91cc\u7684\u4e8b\u7269\u80fd\u591f\u968f\u7740\u65f6\u95f4\u8fde\u7eed\u5730\u6f14\u5316\u3002\u8fd9\u4e9b\u89c6\u9891\u7ec6\u8282\u4e4b\u6240\u4ee5\u4ee4\u4eba\u9707\u64bc\uff0c\u662f\u56e0\u4e3a\u4eba\u4eec\u53d1\u73b0\uff0c<strong>\u6a21\u578b\u4f3c\u4e4e\u5f00\u59cb\u771f\u7684\u201c\u7406\u89e3\u201d\u4e86\u4e8b\u7269\u53d8\u5316\u7684\u80cc\u540e\u89c4\u5f8b<\/strong>\uff0c\u5b83\u77e5\u9053\u5149\u7ebf\u5728\u6750\u8d28\u4e0a\u5982\u4f55\u53d8\u5316\uff0c\u77e5\u9053\u4e00\u4e2a\u7269\u4f53\u5728\u53d7\u5230\u5916\u529b\u540e\u8be5\u600e\u6837\u79fb\u52a8\u3002\u800c\u76ee\u524d\u4e0eSora\u7c7b\u4f3c\u7684\uff0c\u8fd8\u6709Seedance\u3001Veo\u3001Kling\u7b49\u4e00\u7cfb\u5217\u89c6\u9891\u751f\u6210\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_1e63d7441b794bc09f2da803d8265b5c@132427329_oswg223040oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5982\u679c\u8bf4Sora\u7b49\u6a21\u578b\u662f\u80fd\u591f\u53bb\u201c\u64ad\u653e\u4e00\u4e2a\u4e16\u754c\u201d\uff0cGoogle\u7684Genie\u7cfb\u5217\u6a21\u578b\u5219\u662f\u8ba9\u6211\u4eec\u80fd\u53bb\u201c\u63a2\u7d22\u4e00\u4e2a\u4e16\u754c\u201d\u3002\u5728Genie 3\u4e2d\uff0c\u6a21\u578b\u80fd\u591f\u6839\u636e\u7528\u6237\u7684\u6587\u672c\u6216\u56fe\u50cf\u63d0\u793a\uff0c\u5b9e\u65f6\u751f\u6210\u53ef\u4f9b\u7528\u6237\u53ca\u667a\u80fd\u4f53\u8fdb\u884c\u4e92\u52a8\u7684\u865a\u62df\u73af\u5883\u3002\u76f8\u6bd4\u524d\u4ee3\u4ea7\u54c1\uff0cGenie 3\u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e<strong>\u201c\u5b9e\u65f6\u4ea4\u4e92\u6027\u201d\u548c\u201c\u957f\u65f6\u95f4\u4e00\u81f4\u6027\u201d<\/strong>\uff0c\u7528\u6237\u53ef\u4ee5\u8ddf\u6a21\u578b\u8fdb\u884c\u957f\u8fbe\u6570\u5206\u949f\u7684\u4e92\u52a8\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Yiqi Zhao<\/strong><\/p>\n\n\n\n<p><strong>Product Design Lead, Meta<\/strong><\/p>\n\n\n\n<p>Genie 3\u8ddf\u4f20\u7edf\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u5f88\u4e0d\u540c\u7684\u4e00\u70b9\u5728\u4e8e\uff0c\u5b83\u751f\u6210\u51fa\u6765\u7684\u5185\u5bb9\uff0c\u4f60\u662f\u53ef\u4ee5\u8ddf\u5b83\u5b9e\u65f6\u4ea4\u4e92\u7684\u3002\u4f60\u751f\u6210\u51fa\u6765\u7684\u5185\u5bb9\uff0c\u6bd4\u5982\u9ed1\u677f\u4e0a\u5199\u4e86\u5b57\uff0c\u6211\u8d70\u5230\u522b\u7684\u5730\u65b9\u56de\u6765\u4e4b\u540e\u8fd9\u4e2a\u5b57\u5b83\u8fd8\u5728\u9ed1\u677f\u4e0a\u3002\u8bf4\u660e\u5b83\u867d\u7136\u8fd8\u662f\u6709frame by frame\uff08\u9010\u5e27\u751f\u6210\uff09\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u4f46\u662f\u5b83\u5df2\u7ecf\u80fd\u591f\u8bb0\u4f4f\u4e16\u754c\u91cc\u9762\u7684\u8fd9\u4e9b\u72b6\u6001\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>Genie 3\u7684\u8fd9\u79cd\u53ef\u63a7\u6027\uff0c\u610f\u5473\u7740\u6a21\u578b\u5185\u90e8\u4e0d\u518d\u53ea\u662f\u9884\u6d4b\u4e0b\u4e00\u5e27\u662f\u4ec0\u4e48\uff0c\u800c\u662f\u5df2\u7ecf\u5728\u6a21\u62df\u201c\u672a\u6765\u7684\u4e16\u754c\u72b6\u6001\u201d\u3002\u5b83\u8ba9\u89c6\u9891\u751f\u6210\u4ece\u201c\u64ad\u653e\u201d\u8d70\u5411\u201c\u4ea4\u4e92\u201d\uff0c\u5f00\u59cb\u4ece\u201c\u7535\u5f71\u5f0f\u751f\u6210\u201d\u8d70\u5411\u201c\u6e38\u620f\u5f0f\u6a21\u62df\u201d\uff0c\u66f4\u63a5\u8fd1\u4e00\u4e2a\u771f\u6b63\u7684\u201c\u4e16\u754c\u5f15\u64ce\u201d\uff0c\u4e5f\u66f4\u63a5\u8fd1\u667a\u80fd\u4f53\u5c06\u6765\u9700\u8981\u4f7f\u7528\u7684\u73af\u5883\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_f62cf4b055a64deb8520aa8e1edb7bc0@132427329_oswg583716oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5c31\u5728\u4eca\u5e741\u6708\uff0c\u8c37\u6b4c\u8fd8\u63a8\u51fa\u4e86\u57fa\u4e8eGenie 3\u6253\u9020\u7684\u5b9e\u9a8c\u5ba4\u539f\u578bProject Genie\uff0c\u9996\u6b21\u5c06Genie 3\u7684\u80fd\u529b\u7b2c\u4e00\u6b21\u5c01\u88c5\u6210\u4e3a\u4e86\u4e00\u4e2a\u201c\u4eba\u4eba\u90fd\u53ef\u4ee5\u76f4\u63a5\u4e0a\u624b\u4f53\u9a8c\u201d\u7684\u4ea7\u54c1\u5f62\u6001\u3002\u5b83\u7684\u5f3a\u5927\u5728\u4e8e\u591a\u6a21\u6001\u7684\u6df1\u5ea6\u534f\u540c\uff1a\u7531Gemini\u63d0\u4f9b\u903b\u8f91\u652f\u6491\uff0cNano Banana Pro\u751f\u6210\u9ad8\u7cbe\u5ea6\u7684\u573a\u666f\u4e0e\u89d2\u8272\uff0c\u518d\u7531\u6838\u5fc3\u5f15\u64ceGenie 3\u5c06\u9759\u6001\u8bbe\u8ba1\u201c\u6fc0\u6d3b\u201d\u4e3a\u53ef\u4e92\u52a8\u76843D\u4e16\u754c\u3002\u4f9d\u6258TPU v5\u7684\u7b97\u529b\uff0cProject Genie\u5b9e\u73b0\u4e86720p\/24fps\u7684\u5b9e\u65f6\u73af\u5883\u6e32\u67d3\uff0c\u540c\u65f6\u5141\u8bb8\u7528\u6237\u5bf9\u540c\u4e00\u4e2a\u4e16\u754c\u8fdb\u884c\u201c\u91cd\u65b0\u6df7\u526a\u201d\uff0c\u5177\u6709\u957f\u8fbe60\u79d2\u7684\u5f3a\u4e00\u81f4\u6027\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<p>Project Genie\u7684\u53d1\u5e03\u610f\u5473\u7740\u201c\u4e16\u754c\u6a21\u578b\u201d\u6216\u8bb8\u5f00\u59cb\u771f\u6b63\u4ecePPT\u8d70\u8fdb\u73b0\u5b9e\uff0c\u5b83\u4e0d\u518d\u53ea\u662f\u4e2a\u4f1a\u201c\u53d8\u9b54\u672f\u201d\u7684\u7b97\u6cd5\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u53e5\u8bdd\u5c31\u80fd\u201c\u53d8\u201d\u51fa\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684\u5c0f\u578b\u6e38\u620f\u4e16\u754c\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u4ece\u884c\u4e1a\u89c6\u89d2\u6765\u770b\uff0c<strong>\u89c6\u9891\u751f\u6210\u8def\u7ebf\u6709\u4e00\u4e2a\u975e\u5e38\u660e\u663e\u7684\u4f18\u52bf\u5c31\u662f\u5b83\u7684\u7ed3\u679c\u201c\u770b\u5f97\u89c1\u201d<\/strong>\u3002\u6211\u4eec\u80fd\u76f4\u63a5\u89c2\u5bdf\u4e16\u754c\u6a21\u578b\u662f\u5426\u5177\u5907\u7269\u7406\u4e00\u81f4\u6027\u3001\u662f\u5426\u7406\u89e3\u65f6\u7a7a\u7ed3\u6784\uff0c\u800c\u4e14\u5b83\u80fd\u5feb\u901f\u5546\u4e1a\u5316\u843d\u5730\uff0c\u5f71\u89c6\u3001\u5e7f\u544a\u3001\u6559\u80b2\u3001\u6e38\u620f\u90fd\u80fd\u7acb\u523b\u4f7f\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_f7e728025495468098b593aefd2d6094@132427329_oswg780757oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u89c6\u9891\u751f\u6210\u7684\u4f18\u70b9\u4e5f\u5f88\u7a81\u51fa\uff1a\u9996\u5148\uff0c\u8bad\u7ec3\u6570\u636e\u76f8\u5bf9\u5bb9\u6613\u83b7\u5f97\u3002\u4e92\u8054\u7f51\u4e0a\u6709\u5927\u91cf\u771f\u5b9e\u4e16\u754c\u89c6\u9891\uff0c\u4e3a\u6a21\u578b\u5b66\u4e60\u4e16\u754c\u89c4\u5f8b\u63d0\u4f9b\u4e86\u8bad\u7ec3\u7a7a\u95f4\u3002\u5176\u6b21\uff0c\u5b83\u5bf9Scaling Law\u975e\u5e38\u654f\u611f\uff0c\u6a21\u578b\u89c4\u6a21\u8d8a\u5927\u3001\u6570\u636e\u8d8a\u591a\uff0c\u89c6\u9891\u7684\u4e00\u81f4\u6027\u548c\u7269\u7406\u5408\u7406\u6027\u5c31\u5448\u6307\u6570\u7ea7\u63d0\u5347\u3002\u6b64\u5916\uff0c\u89c6\u9891\u6570\u636e\u5929\u7136\u5305\u542b\u591a\u6837\u5316\u573a\u666f\uff0c\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u4e5f\u66f4\u5f3a\u3002<\/p>\n\n\n\n<p><strong>\u6b63\u56e0\u4e3a\u8fd9\u79cd\u201c\u53ef\u89c2\u5bdf\u6027\u201d\u548c\u201c\u53ef\u89c4\u6a21\u5316\u8bad\u7ec3\u201d\u7684\u7ec4\u5408\uff0c\u8ba9\u89c6\u9891\u751f\u6210\u8def\u7ebf\u5728\u8fc7\u53bb\u4e00\u3001\u4e24\u5e74\u6210\u4e3a\u4e16\u754c\u6a21\u578b\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u65b9\u5411\u3002<\/strong><\/p>\n\n\n\n<p>\u4f46\u89c6\u9891\u751f\u6210\u7684\u5c40\u9650\u4e5f\u540c\u6837\u660e\u663e\uff0c\u6700\u91cd\u8981\u7684\u4e00\u70b9\u662f\uff0c\u867d\u7136\u5b83\u7684\u8f93\u51fa\u662f\u201c\u663e\u5f0f\u201d\u7684\uff0c\u4f46\u5185\u90e8\u5bf9\u4e16\u754c\u7684\u7406\u89e3\u662f\u201c\u9690\u5f0f\u201d\u7684\uff0c\u6211\u4eec\u65e0\u6cd5\u76f4\u63a5\u8bfb\u53d6\uff0c\u4e5f\u65e0\u6cd5\u5c06\u80fd\u529b\u76f4\u63a5\u79fb\u690d\u5230\u673a\u5668\u4eba\u6216\u51b3\u7b56\u7cfb\u7edf\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_6279573d080c49fb86d7eb914031acbd@132427329_oswg565404oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u89c6\u9891\u751f\u6210\u8def\u7ebf\u5176\u5b9e\u548c\u5927\u8bed\u8a00\u6a21\u578b\u5f88\u50cf\uff0c\u4e24\u8005\u90fd\u662f\u5178\u578b\u201cscale-driven\uff08\u89c4\u6a21\u9a71\u52a8\uff09\u6a21\u578b\u201d\u3002\u8bed\u8a00\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u4e92\u8054\u7f51\u6587\u672c\u638c\u63e1\u8bed\u8a00\u7edf\u8ba1\u89c4\u5f8b\uff0c\u89c6\u9891\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u89c6\u9891\u638c\u63e1\u89c6\u89c9\u7edf\u8ba1\u89c4\u5f8b\uff0c\u533a\u522b\u5728\u4e8e\uff1a<strong>\u89c6\u9891\u6570\u636e\u5929\u7136\u5305\u542b\u7269\u4f53\u8fd0\u52a8\u3001\u52a0\u901f\u5ea6\u3001\u91cd\u529b\u7b49\u7269\u7406\u7279\u5f81\uff0c\u56e0\u6b64\u89c6\u9891\u6a21\u578b\u80fd\u66f4\u76f4\u63a5\u5730\u770b\u5230\u771f\u5b9e\u4e16\u754c\u7684\u8fd0\u4f5c\u65b9\u5f0f\u3002<\/strong><\/p>\n\n\n\n<p>\u4f46\u548c\u8bed\u8a00\u6a21\u578b\u4e00\u6837\uff0c\u89c6\u9891\u6a21\u578b\u7406\u89e3\u7684\u4e16\u754c\u89c4\u5f8b\u4f9d\u7136\u201c\u85cf\u5728\u6743\u91cd\u91cc\u201d\u3002\u8bed\u8a00\u6a21\u578b\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\uff0c\u89c6\u9891\u6a21\u578b\u9884\u6d4b\u4e0b\u4e00\u5e27\uff0c\u4f46\u90fd\u5f88\u96be\u544a\u8bc9\u4f60\u4e16\u754c\u5185\u90e8\u7684\u7ed3\u6784\u662f\u4ec0\u4e48\u3002\u6bd4\u5982\u4f60\u8ba9Sora\u751f\u6210\u4e00\u8f86\u8f66\u7684\u884c\u9a76\u89c6\u9891\uff0c\u9020\u578b\u548c\u5149\u5f71\u53ef\u80fd\u5f88\u903c\u771f\uff0c\u4f46\u5982\u679c\u4f60\u95ee\uff0c\u8fd9\u8f86\u8f66\u7684\u957f\u5bbd\u9ad8\u662f\u591a\u5c11\uff1f\u88ab\u6321\u4f4f\u7684\u8f6e\u80ce\u5728\u54ea\u91cc\uff1f\u5b83\u7b54\u4e0d\u4e0a\u6765\u3002\u56e0\u4e3aSora\u5e76\u6ca1\u6709\u6784\u5efa\u4e00\u4e2a3D\u7684\u51e0\u4f55\u8f66\u8f86\u6a21\u578b\uff0c\u5b83\u53ea\u662f\u5b66\u5230\u4e86\u50cf\u7d20\u7ec4\u5408\u7684\u6982\u7387\u5206\u5e03\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;4.3 3D\u751f\u6210\uff08\u7a7a\u95f4\u667a\u80fd\uff09\u8def\u7ebf<\/strong><\/h3>\n\n\n\n<p>\u6240\u4ee5\u89c6\u9891\u751f\u6210\u867d\u7136\u662f\u76ee\u524d\u6700\u76f4\u89c2\u3001\u6700\u80fd\u5e94\u7528\u843d\u5730\u7684\u4e00\u6b65\uff0c\u4f46\u5b83\u76ee\u524d\u4e5f\u53ea\u662f\u753b\u51fa\u4e86\u4e16\u754c\u7684\u4e00\u5c42\u76ae\uff0c\u4f46\u8fd8\u7f3a\u5c11\u6709\u8840\u6709\u8089\u7684\u6846\u67b6\u3002\u90a3\u5982\u4f55\u624d\u80fd\u52fe\u52d2\u51fa\u4e16\u754c\u8868\u5c42\u4e0b\u7684\u6846\u67b6\u5462\uff1f<\/p>\n\n\n\n<p>\u674e\u98de\u98de\u63d0\u51fa\u7684\u601d\u8def\u662f\uff1a3D\u751f\u6210\uff0c\u4e5f\u5c31\u662f\u7a7a\u95f4\u667a\u80fd\u3002<\/p>\n\n\n\n<p>\u4e0e\u89c6\u9891\u751f\u6210\u76f8\u6bd4\uff0c3D\u751f\u6210\u8def\u7ebf\u8d70\u7684\u662f\u4e00\u6761\u622a\u7136\u4e0d\u540c\u7684\u6280\u672f\u9009\u62e9\uff0c\u4e0d\u662f\u628a\u4e16\u754c\u753b\u51fa\u6765\uff0c\u800c\u662f\u628a\u4e16\u754c\u5efa\u51fa\u6765\u3002\u8fd9\u4e5f\u662f\u674e\u98de\u98de\u9886\u5bfc\u521b\u5efa\u7684World Labs\u76ee\u524d\u7684\u6280\u672f\u8def\u7ebf\u3002\u5b83\u4eec\u4e0d\u8ffd\u6c42\u753b\u9762\u6709\u591a\u903c\u771f\u6216\u201c\u7535\u5f71\u7ea7\u201d\u8fde\u7eed\u6027\uff0c\u800c\u662f<strong>\u66f4\u5173\u6ce8\u4e16\u754c\u7684\u7ed3\u6784<\/strong>\uff0c\u5305\u62ec\u7269\u4f53\u5728\u54ea\u91cc\uff1f\u7a7a\u95f4\u7684\u51e0\u4f55\u5173\u7cfb\u662f\u4ec0\u4e48\uff1f\u7269\u4f53\u4e4b\u95f4\u5982\u4f55\u76f8\u4e92\u5f71\u54cd\uff1f\u751f\u6210\u7684\u4e16\u754c\u662f\u5426\u80fd\u88ab\u201c\u8fdb\u5165\u201d\u4e0e\u201c\u64cd\u4f5c\u201d\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_e242195060fb4bd48a0e0b171a1141b6@132427329_oswg364906oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>WorldLabs\u6700\u65b0\u53d1\u5e03\u7684\u6a21\u578b\u53ebMarble<strong>\uff0c<\/strong>\u5b83\u7684\u7279\u70b9\u662f\u7ed9\u5b83\u4e00\u4e2a\u8bed\u8a00\u6307\u4ee4\u3001\u4e00\u5f20\u7167\u7247\u6216\u89c6\u9891\uff0c\u5c31\u80fd\u901a\u8fc7\u9ad8\u65af\u6cfc\u6e85\u6280\u672f\u91cd\u5efa\u51fa\u5b8c\u6574\u76843D\u573a\u666f\u7ed3\u6784\u3002\u7b80\u5355\u6765\u8bf4\uff0cMarble\u5c31\u50cf\u5efa\u7b51\u5e08\uff0c\u770b\u5230\u56fe\u7247\u65f6\u4e0d\u53ea\u770b\u5230\u201c\u50cf\u7d20\u201d\uff0c\u800c\u662f\u770b\u5230\u80cc\u540e\u7684\u4e09\u7ef4\u7ed3\u6784\u3002\u6bd4\u5982\u4f60\u540c\u6837\u95ee\u5b83\u56fe\u7247\u91cc\u6c7d\u8f66\u7684\u957f\u5bbd\u9ad8\uff0c\u5b83\u80fd\u56de\u7b54\u51fa\u662f\u957f4.5\u7c73\u3001\u5bbd1.8\u7c73\uff0c\u8fd8\u80fd\u8f93\u51fa3D\u7f51\u683c\u6587\u4ef6\u3002<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u674e\u98de\u98de\u5982\u6b64\u5f3a\u8c033D\u5462\uff1f\u56e0\u4e3a\u5979\u8ba4\u4e3a\u771f\u6b63\u7684\u4e16\u754c\u5c31\u4e0d\u662f2D\u7684\uff0c\u800c\u662f3D\u7684\uff0cAI\u5fc5\u987b\u7406\u89e3\u7a7a\u95f4\uff0c\u624d\u80fd\u7406\u89e3\u4e16\u754c\u3002\u4eba\u7c7b\u80fd\u6293\u4f4f\u7269\u4f53\u3001\u907f\u5f00\u969c\u788d\u3001\u8bb0\u4f4f\u7a7a\u95f4\uff0c\u662f\u56e0\u4e3a\u6211\u4eec\u5929\u751f\u5177\u5907\u6784\u5efa3D\u6a21\u578b\u7684\u80fd\u529b\u3002\u673a\u5668\u4eba\u8981\u6293\u53d6\u7269\u4f53\u9700\u8981\u77e5\u9053\u5f62\u72b6\u3001\u4f53\u79ef\u3001\u4f4d\u7f6e\uff0c\u81ea\u52a8\u9a7e\u9a76\u8981\u7406\u89e3\u7a7a\u95f4\u548c\u8ddd\u79bb\uff0c\u8fd9\u4e9b\u90fd\u4e0d\u662f\u4e8c\u7ef4\u50cf\u7d20\u80fd\u8868\u8fbe\u7684\u3002AI\u8981\u771f\u6b63\u8fdb\u5165\u73b0\u5b9e\u4e16\u754c\uff0c\u9996\u5148\u8981\u77e5\u9053\u201c\u4e16\u754c\u7684\u4e09\u7ef4\u7ed3\u6784\u201d\u3002<\/p>\n\n\n\n<p>\u4ece\u6280\u672f\u5c42\u9762\u770b\uff0c<strong>3D\u751f\u6210\u8def\u7ebf\u6709\u4e2a\u5de8\u5927\u4f18\u52bf\uff1a\u4e0e\u89c6\u9891\u6a21\u578b\u7684\u201c\u9690\u5f0f\u7269\u7406\u76f4\u89c9\u201d\u4e0d\u540c\uff0c\u5b83\u751f\u6210\u7684\u662f\u663e\u5f0f\u7ed3\u6784<\/strong>\uff0c\u6a21\u578b\u77e5\u9053\u6bcf\u4e2a\u7269\u4f53\u7684\u5177\u4f53\u4f4d\u7f6e\uff0c\u56e0\u6b64\u7269\u7406\u6a21\u62df\u3001\u89c4\u5212\u3001\u63a7\u5236\u90fd\u66f4\u5bb9\u6613\u5b9e\u73b0\u3002\u4e00\u65e6\u638c\u63e1\u8fd9\u4e9b\u663e\u5f0f\u4fe1\u606f\uff0c\u5b83\u5c31\u80fd\u7ee7\u627f\u4f20\u7edf\u7269\u7406\u5f15\u64ce\u7684\u4f18\u52bf\uff0c\u786e\u4fdd\u78b0\u649e\u3001\u906e\u6321\u3001\u65bd\u529b\u7b49\u8868\u73b0\u4e25\u683c\u6b63\u786e\uff0c\u6210\u4e3a\u201c\u53ef\u64cd\u4f5c\u4e16\u754c\u6a21\u578b\u201d\u7684\u5e95\u5ea7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_f3473b6718454612b8844309c0b8194c@132427329_oswg477537oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c3D\u751f\u6210\u5728\u6e38\u620f\u3001\u5f71\u89c6\u5236\u4f5c\u3001\u5ba4\u5185\u8bbe\u8ba1\u7b49\u573a\u666f\u4e5f\u80fd\u5feb\u901f\u843d\u5730\uff0c\u8ba9\u5b83\u80fd\u591f\u5728\u5546\u4e1a\u8f6c\u5316\u4e0a\u5177\u6709\u4f18\u52bf\u3002\u4e0d\u4e45\u524d\uff0cWorldlabs\u5ba3\u5e03\u4e86\u6700\u65b0\u4e00\u8f6e10\u4ebf\u7f8e\u5143\u7684\u878d\u8d44\uff0c\u4f30\u503c\u8fbe\u5230\u4e8650\u4ebf\u7f8e\u5143\uff0c\u77ed\u77ed\u4e00\u5e74\u534a\u65f6\u95f4\uff0c\u5b83\u7684\u4f30\u503c\u98d9\u5347\u4e865\u500d\u4e4b\u591a\uff0c\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4e5f\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u4e8e\u201c3D\u751f\u6210\u201d\u8fd9\u6761\u8def\u7ebf\u6f5c\u529b\u7684\u8ba4\u53ef\u3002<\/p>\n\n\n\n<p>\u867d\u71363D\u751f\u6210\u5bf9\u4e16\u754c\u6a21\u578b\u7684\u53d1\u5c55\u5177\u6709\u5de8\u5927\u7684\u6218\u7565\u610f\u4e49\uff0c\u4f46\u5b83\u7684\u5b9e\u73b0\u96be\u5ea6\u4e5f\u8981\u6bd4\u89c6\u9891\u751f\u6210\u5927\u5f88\u591a\uff1a<\/p>\n\n\n\n<p><strong>\u9996\u5148\u662f\u8bad\u7ec3\u6570\u636e\u7a00\u7f3a\u3002<\/strong>\u4e92\u8054\u7f51\u662f\u5de8\u5927\u76842D\u89c6\u9891\u77ff\u5c71\uff0c\u4f463D\u6570\u636e\u5374\u5f88\u5c11\u3002\u9ad8\u8d28\u91cf3D\u6570\u636e\u4e3b\u8981\u9760LiDAR\u3001\u7ed3\u6784\u5149\u626b\u63cf\u4eea\u7b49\u4e13\u4e1a\u8bbe\u5907\u91c7\u96c6\uff0c\u4e0d\u4ec5\u8bbe\u5907\u8d35\uff0c\u6d41\u7a0b\u8fd8\u7e41\u7410\uff0c\u6807\u6ce8\u6210\u672c\u4e5f\u6bd42D\u9ad8\u51fa\u4e00\u4e2a\u91cf\u7ea7\u3002<\/p>\n\n\n\n<p><strong>\u5176\u6b21\u662f\u51e0\u4f55\u7ed3\u6784\u96be\u5efa\u3002<\/strong>3D\u6a21\u578b\u9700\u8981\u786e\u4fdd\u751f\u6210\u7684\u7269\u4f53\u5c01\u95ed\u3001\u65e0\u7a7f\u6a21\u3001\u65e0\u7834\u635f\uff0c\u800c\u9884\u6d4b\u67d4\u4f53\u3001\u6d41\u4f53\u3001\u94fe\u5f0f\u78b0\u649e\u7b49\u590d\u67423D\u52a8\u6001\u4ea4\u4e92\u5219\u96be\u5ea6\u66f4\u5927\u3002<\/p>\n\n\n\n<p><strong>\u6700\u540e\u662f\u5bf9\u7b97\u529b\u9700\u6c42\u5f88\u5927\u3002<\/strong>\u65e0\u8bba\u662f\u8bad\u7ec3\u4e2d\u76843D\u6e32\u67d3\u8fd8\u662f\u5b9e\u65f6\u7269\u7406\u6a21\u62df\uff0c\u8ba1\u7b97\u91cf\u90fd\u8fdc\u8d852D\u6a21\u578b\uff0c\u76f4\u63a5\u63a8\u9ad8\u4e86\u7814\u7a76\u95e8\u69db\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_794cd48b4e4a4e668ad18f48666a9467@132427329_oswg681312oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u80e1\u6e0a\u9e23<\/strong><\/p>\n\n\n\n<p><strong>Meshy AI CEO<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u5982\u679c\u8981\u751f\u6210\u4e00\u5f201024&#215;1024\u5206\u8fa8\u7387\u7684\u56fe\u7247\uff0c\u5927\u7ea6\u4e00\u767e\u4e07\u4e2a\u50cf\u7d20\u3002\u4f46\u662f\u5982\u679c\u8981\u751f\u6210\u4e00\u4e2a3D\u7684\u6a21\u578b\uff0c\u6700\u5927\u7684\u6311\u6218\u5c31\u662f\u591a\u51fa\u6765\u4e00\u4e2a\u65b0\u7684\u7ef4\u5ea6\uff0c\u5c31\u4e0d\u592a\u53ef\u80fd\u76f4\u63a5\u75281024x1024x1024\u5206\u8fa8\u7387\u8fd9\u6837\u7684\u8868\u793a\u65b9\u5f0f\u53bb\u505a\uff0c\u8ba1\u7b97\u91cf\u5b9e\u5728\u662f\u592a\u5927\u4e86\uff0c\u6240\u4ee5\u5927\u5bb6\u5c31\u53d1\u660e\u4e86\u5f88\u591a\u65b0\u7684\u521b\u9020\u6027\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<p>\u6bd4\u5982Meshy\u7528\u7684\u6280\u672f\u8def\u7ebf\uff0c\u662f\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u6216\u8005\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u901a\u5e38\u5148\u751f\u6210\u4e00\u4e2a\u4f4e\u5206\u8fa8\u7387\u7248\u672c\u7684\u6a21\u578b\uff0c\u7136\u540e\u518d\u53bb\u628a\u5b83Upscale\uff08\u4e0a\u91c7\u6837\uff09\u3002\u5728Upscale\uff08\u4e0a\u91c7\u6837\uff09\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5c31\u4f1a\u53d1\u73b0\u6709\u4e00\u4e9b\u533a\u57df\u4e0d\u5c5e\u4e8e\u6211\u4eec\u5173\u5fc3\u7684\u8303\u56f4\uff0c\u6240\u4ee5\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u628a\u8ba1\u7b97\u91cf\u96c6\u4e2d\u5728\u6211\u4eec\u7279\u522b\u5173\u5fc3\u7684\u533a\u57df\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_1cdb348bbba6475e922691129b15850f@132427329_oswg682290oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u603b\u7ed3\u6765\u8bf4\uff0c<strong>3D\u751f\u6210\u8def\u7ebf\u80fd\u591f\u66f4\u52a0\u771f\u5b9e\u5730\u53bb\u8fd8\u539f\u4e16\u754c\uff0c\u4f46\u5b83\u5b9e\u73b0\u96be\u5ea6\u66f4\u5927\u3001\u6210\u672c\u66f4\u9ad8\u3002<\/strong><\/p>\n\n\n\n<p>\u4e0d\u8fc7\u6211\u4eec\u4ee5\u4e0a\u8ba8\u8bba\u7684\u5176\u5b9e\u90fd\u662f\u5982\u4f55\u628a\u4e16\u754c\u751f\u6210\u51fa\u6765\uff0c\u4f46\u5149\u6709\u751f\u6210\uff0c\u8fd8\u8fdc\u8fdc\u4e0d\u591f\uff0c\u56e0\u4e3a\u4e16\u754c\u6a21\u578b\u7684\u771f\u6b63\u7684\u76ee\u6807\u4e0d\u662f\u53bb\u751f\u6210\u4e00\u4e2a\u4e16\u754c\uff0c\u800c\u662f\u8981\u8ba9AI\u5728\u8fd9\u4e2a\u4e16\u754c\u91cc\u884c\u52a8\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>05 \u4e16\u754c\u6a21\u578b\u7684\u76ee\u7684\uff1a\u667a\u80fd\u4f53\u8bad\u7ec3<\/strong><\/h2>\n\n\n\n<p>\u5982\u679c\u201c\u4e16\u754c\u751f\u6210\u201d\u662f\u4e3a\u4e86\u8ba9AI\u770b\u89c1\u4e16\u754c\u3001\u91cd\u5efa\u4e16\u754c\uff0c\u201c\u667a\u80fd\u4f53\u8bad\u7ec3\u201d\u5c31\u662f\u8981\u8ba9AI\u80fd\u5728\u8fd9\u4e2a\u4e16\u754c\u91cc\u201c\u505a\u4e8b\u201d\uff0c\u4ece\u201c\u4e16\u754c\u957f\u4ec0\u4e48\u6837\u201d\u8d70\u5411\u201c\u6211\u80fd\u5728\u8fd9\u4e2a\u4e16\u754c\u91cc\u505a\u4ec0\u4e48\u201d\u3002\u76ee\u524d\uff0c\u4e1a\u754c\u4e3b\u8981\u6709\u4e24\u79cd\u63a2\u7d22\u8def\u7ebf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_7bd347e23f5c403796b4e8b08e649431@132427329_oswg240705oswg732oswg346_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;5.1 \u57fa\u4e8e\u865a\u62df\u4e16\u754c\u8bad\u7ec3\u8def\u7ebf\u2014\u2014SIMA<\/strong><\/h3>\n\n\n\n<p>\u7b2c\u4e00\u6761\u8def\u7ebf\uff0c\u5c31\u662f\u76f4\u63a5\u628a\u4e16\u754c\u751f\u6210\u6a21\u578b\u5f53\u6210\u201c\u8bad\u7ec3\u73af\u5883\u201d\uff0c\u8ba9AI\u5728\u865a\u62df\u751f\u6210\u7684\u4e16\u754c\u91cc\u4e0d\u65ad\u53bb\u72af\u9519\u3001\u63a2\u7d22\u3001\u603b\u7ed3\uff0c\u6700\u7ec8\u5b66\u4f1a\u4e00\u5957\u53ef\u4ee5\u8fc1\u79fb\u5230\u771f\u5b9e\u4e16\u754c\u7684\u80fd\u529b\uff0c\u8fd9\u4e00\u7c7b\u7684\u4ee3\u8868\u662fGoogle SIMA\u3002<\/p>\n\n\n\n<p>SIMA\u7684\u601d\u8def\u975e\u5e38\u76f4\u63a5\uff1a\u65e2\u7136\u73b0\u5b9e\u4e16\u754c\u592a\u590d\u6742\u3001\u771f\u5b9e\u7684\u8bad\u7ec3\u592a\u6602\u8d35\uff0c\u90a3\u6211\u4eec\u5c31\u7528\u865a\u62df\u4e16\u754c\u6765\u6559AI\u5982\u4f55\u884c\u52a8\uff0c\u800c\u6e38\u620f\u5c31\u6210\u4e3a\u4e86\u5b83\u6700\u4f73\u7684\u8bad\u7ec3\u573a\u3002\u89c6\u9891\u6e38\u620f\u4f5c\u4e3a\u590d\u6742\u3001\u53ef\u4ea4\u4e92\u3001\u5b9e\u65f6\u53cd\u9988\u7684\u73af\u5883\uff0c\u4e00\u76f4\u662fAI\u53d1\u5c55\u7684\u6447\u7bee\uff0c\u4ece\u65e9\u671f\u7684Atari\u5230AlphaStar\u5728\u300a\u661f\u9645\u4e89\u9738II\u300b\u4e2d\u6253\u5230\u4e16\u754c\u524d0.2%\uff0cDeepMind\u4e00\u76f4\u7528\u6e38\u620f\u8bad\u7ec3\u66f4\u667a\u80fd\u7684AI\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_32534a77ed4b4d178b135bc4a4ea9192@132427329_oswg705830oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u800c<strong>SIMA\u7684\u8bad\u7ec3\u65b9\u5f0f\u5c31\u662f\u628aAI\u653e\u8fdb\u5f88\u591a\u4e0d\u540c\u7c7b\u578b\u7684\u6e38\u620f\u73af\u5883\u91cc\u53bb\u201c\u7ec3\u7ea7\u201d\u3002<\/strong>\u6700\u65b0\u7684SIMA 2\u8fd8\u5c06Gemini\u5d4c\u5165\u5185\u6838\uff0c\u5e76\u9996\u6b21\u4f7f\u7528Genie 3\u751f\u6210\u7684\u6e38\u620f\u4e16\u754c\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>SIMA 2\u5c55\u73b0\u51fa\u51e0\u4e2a\u4ee4\u4eba\u77a9\u76ee\u7684\u80fd\u529b\u7a81\u7834\uff1a<\/p>\n\n\n\n<p><strong>\u9996\u5148\uff0c\u5b83\u4e0d\u4ec5\u80fd\u201c\u8ddf\u6307\u4ee4\u505a\u4e8b\u201d\uff0c\u8fd8\u80fd\u201c\u81ea\u5df1\u601d\u8003\u201d\u3002<\/strong>\u5b83\u53ef\u4ee5\u7406\u89e3\u590d\u6742\u3001\u591a\u6b65\u3001\u62bd\u8c61\u7684\u4efb\u52a1\uff0c\u5728\u964c\u751f\u73af\u5883\u4e2d\u81ea\u4e3b\u63a2\u7d22\u3001\u89c4\u5212\u884c\u52a8\u3001\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p><strong>\u5176\u6b21\uff0c\u5b83\u5177\u6709\u5f3a\u5927\u7684\u201c\u6cdb\u5316\u80fd\u529b\u201d\uff0c\u80fd\u5728\u4ece\u672a\u89c1\u8fc7\u7684\u6e38\u620f\u73af\u5883\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/strong>\u6bd4\u5982\u5728Genie\u5b9e\u65f6\u751f\u6210\u7684\u4e16\u754c\u4e2d\u4ecd\u80fd\u5408\u7406\u8fa8\u522b\u65b9\u5411\u3001\u7406\u89e3\u6307\u4ee4\u3001\u91c7\u53d6\u6709\u610f\u4e49\u7684\u884c\u52a8\u3002\u6b64\u5916\uff0cSIMA 2\u88ab\u8bbe\u8ba1\u4e3a\u80fd\u8de8\u6e38\u620f\u3001\u8de8\u73af\u5883\u6267\u884c\u4efb\u52a1\u7684\u901a\u7528AI\u667a\u80fd\u4f53\uff0c\u8fd9\u4e5f\u4e3a\u5c06\u6765\u7684\u5177\u8eab\u673a\u5668\u4eba\u8fc1\u79fb\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_0d6281d90dd040ca865337930247caff@132427329_oswg721264oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>SIMA\u60f3\u505a\u7684\u4e8b\u60c5\uff0c\u663e\u7136\u6bd4\u201c\u73a9\u6e38\u620f\u201d\u672c\u8eab\u66f4\u5927\u3002\u6e38\u620f\u53ea\u662f\u73b0\u5b9e\u4e16\u754c\u7684\u7f29\u5f71\uff0c\u5b83\u6700\u7ec8\u60f3\u8981\u5b9e\u73b0\u7684\uff0c\u662f\u8ba9AI\u80fd\u5728\u4efb\u4f553D\u4e16\u754c\u91cc\u884c\u52a8\u3001\u63a2\u7d22\u3001\u63a8\u7406\u3001\u89e3\u51b3\u95ee\u9898\u3002\u7136\u800c\u5bf9\u4e8e\u8fd9\u4e2a\u76ee\u6807\uff0c\u4e0d\u662f\u6240\u6709\u7814\u7a76\u8005\u90fd\u8ba4\u4e3a\u201c\u8981\u884c\u52a8\uff0c\u5c31\u5fc5\u987b\u5148\u751f\u6210\u4e00\u4e2a\u4e16\u754c\u201d\u3002\u4ee5Yann LeCun\u4ee3\u8868\u7684\u53e6\u4e00\u6d3e\uff0c\u5c31\u9009\u62e9\u4e86\u4e00\u6761\u5b8c\u5168\u4e0d\u540c\u7684\u8def\u7ebf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;5.2 \u76f4\u63a5\u5b66\u4e60\u4e16\u754c\u7684\u62bd\u8c61\u7ed3\u6784\u2014\u2014JEPA<\/strong><\/h3>\n\n\n\n<p>Yann LeCun\u5b9e\u73b0\u4e16\u754c\u6a21\u578b\u7684\u601d\u8def\u662f\uff1a\u4e0d\u7528\u53bb\u628a\u4e16\u754c\u201c\u753b\u201d\u51fa\u6765\uff0c\u800c\u662f\u8ba9AI\u76f4\u63a5\u53bb\u5b66\u4e60\u4e16\u754c\u7684\u62bd\u8c61\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u5728\u4ed6\u770b\u6765\uff0c\u4e0d\u7ba1\u662f\u751f\u6210\u56fe\u7247\u3001\u751f\u6210\u89c6\u9891\uff0c\u8fd8\u662f\u751f\u62103D\u4e16\u754c\uff0c\u751f\u6210\u5f0f\u6a21\u578b\u90fd\u6709\u4e00\u4e2a\u5171\u540c\u7684\u95ee\u9898\uff1a\u6d88\u8017\u4e86\u5927\u91cf\u7b97\u529b\u53bb\u201c\u753b\u7ec6\u8282\u201d\uff0c\u5374\u672a\u5fc5\u771f\u6b63\u7406\u89e3\u4e86\u4e16\u754c\u7684\u7ed3\u6784\u3002\u6bd4\u5982\u4eba\u7c7b\u5b66\u4e60\u8d70\u8def\u65f6\uff0c\u6211\u4eec\u53ea\u9700\u8981\u77e5\u9053\uff1a\u5730\u9762\u5728\u54ea\u91cc\uff0c\u969c\u788d\u7269\u5728\u54ea\u91cc\uff0c\u4e0b\u4e00\u6b65\u8be5\u5f80\u54ea\u8d70\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_e04a46cc8c2242a7984af8357f8ea1df@132427329_oswg400835oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u7406\u89e3\u4e16\u754c\u7684\u7ed3\u6784\uff0c\u6bd4\u751f\u6210\u4e16\u754c\u7684\u5916\u89c2\u66f4\u91cd\u8981\u3002<\/strong>\u8fd9\u6b63\u662fYann LeCun\u6240\u63d0\u51fa\u7684JEPA\uff08Joint Embedding Predictive Architecture\uff0c\u8054\u5408\u5d4c\u5165\u9884\u6d4b\u67b6\u6784\uff09\u7406\u8bba\u7684\u6838\u5fc3\u601d\u60f3\u3002JEPA\u4e0d\u9884\u6d4b\u56fe\u50cf\u3001\u4e0d\u9884\u6d4b\u50cf\u7d20\uff0c\u4e5f\u4e0d\u91cd\u5efa\u89c6\u89c9\u5185\u5bb9\uff0c\u5b83\u505a\u7684\u4e8b\u60c5\u662f\u628a\u771f\u5b9e\u4e16\u754c\u538b\u7f29\u6210\u4e00\u4e2a\u62bd\u8c61\u7684\u3001\u9ad8\u7ef4\u7684\u6f5c\u5728\u8868\u793a\uff0c\u7136\u540e\u5728\u8fd9\u4e2a\u6f5c\u5728\u7a7a\u95f4\u91cc\u8fdb\u884c\u9884\u6d4b\u3002\u9884\u6d4b\u7684\u76ee\u6807\u53ef\u4ee5\u662f\u7a7a\u95f4\u4e0a\u88ab\u906e\u6321\u7684\u533a\u57df\uff0c\u4e5f\u53ef\u4ee5\u662f\u65f6\u95f4\u4e0a\u7684\u540e\u7eed\u72b6\u6001\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_217a220d616541afa2c34fb9400be372@132427329_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u6765\u4e3e\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a\u5982\u679c\u4f60\u8f7b\u8f7b\u63a8\u4e00\u4e2a\u7403\uff0c\u89c6\u9891\u6a21\u578b\u8981\u9884\u6d4b\u7684\u662f\u4e0b\u4e00\u5e27\u91cc\u7403\u7684\u4f4d\u7f6e\u3001\u9634\u5f71\u3001\u5149\u7167\u3001\u6750\u8d28\u53cd\u5c04\u3002\u4f46JEPA\u4e0d\u5173\u5fc3\u8fd9\u4e9b\uff0c\u5b83\u53ea\u5173\u5fc3\u7403\u4f1a\u5f80\u54ea\u4e2a\u65b9\u5411\u6eda\uff0c\u901f\u5ea6\u4f1a\u600e\u4e48\u53d8\uff0c\u4f1a\u4e0d\u4f1a\u649e\u5230\u969c\u788d\u7269\uff0c\u54ea\u4e9b\u53d8\u5316\u4e0e\u4efb\u52a1\u548c\u51b3\u7b56\u76f8\u5173\u3002<strong>\u5b83\u5b66\u4e60\u7684\u662f\u672a\u6765\u7684\u7ed3\u6784\uff0c\u800c\u4e0d\u662f\u672a\u6765\u7684\u753b\u9762\u3002<\/strong><\/p>\n\n\n\n<p>JEPA\u7684\u57fa\u672c\u7ed3\u6784\u53ef\u4ee5\u62c6\u6210\u4e09\u4ef6\u4e8b\uff1a\u9996\u5148\uff0c\u7528Encoder\uff08\u7f16\u7801\u5668\uff09\u5c06\u89c6\u89c9\u548c\u52a8\u4f5c\u538b\u7f29\u6210\u62bd\u8c61\u8868\u5f81\uff0c\u7136\u540e\u7528Predictor\uff08\u9884\u6d4b\u5668\uff09\u9884\u6d4b\u8fd9\u4e9b\u62bd\u8c61\u72b6\u6001\u5728\u672a\u6765\u5982\u4f55\u53d8\u5316\uff0c\u6700\u540e\u5c06\u9884\u6d4b\u7ed3\u679c\u4e0e\u771f\u5b9e\u672a\u6765\u72b6\u6001\u7684\u7f16\u7801\u8fdb\u884c\u5bf9\u9f50\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u6355\u6349\u4e16\u754c\u7684\u5173\u952e\u56e0\u679c\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8eJEPA\u67b6\u6784\uff0cYann LeCun\u5728Meta\u4e5f\u5148\u540e\u53d1\u5e03\u4e86I-JEPA\u548cV-JEPA\uff0c\u524d\u8005\u8ba9AI\u7406\u89e3\u9759\u6001\u56fe\u50cf\u7684\u7ed3\u6784\uff0c\u540e\u8005\u5219\u8ba9AI\u5b66\u4e60\u89c6\u9891\u4e2d\u4e16\u754c\u968f\u65f6\u95f4\u53d8\u5316\u7684\u89c4\u5f8b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_0981d74bc3674e00b3326af1bbaf335b@132427329_oswg656216oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>JEPA\u7684\u8def\u7ebf\u80cc\u540e\uff0c\u6709\u975e\u5e38\u91cd\u8981\u7684\u6280\u672f\u52a8\u673a\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u751f\u6210\u50cf\u7d20\u65e2\u6602\u8d35\u53c8\u4f4e\u6548\uff0c\u800c\u7edd\u5927\u591a\u6570\u50cf\u7d20\u4fe1\u606f\u4e0e\u884c\u52a8\u51b3\u7b56\u65e0\u5173\u3002JEPA\u4e0d\u201c\u753b\u4e16\u754c\u201d\uff0c\u56e0\u6b64\u8ba1\u7b97\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u7531\u4e8e\u53ea\u4fdd\u7559\u5173\u952e\u7ed3\u6784\u4fe1\u606f\uff0cJEPA\u66f4\u5bb9\u6613\u6355\u6349\u56e0\u679c\u5173\u7cfb\uff0c\u4e5f\u66f4\u5177\u8de8\u573a\u666f\u3001\u8de8\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u79cd\u62bd\u8c61\u3001\u7ed3\u6784\u5316\u7684\u4e16\u754c\u8868\u793a\uff0c\u66f4\u63a5\u8fd1\u673a\u5668\u4eba\u548c\u5177\u8eab\u667a\u80fd\u771f\u6b63\u9700\u8981\u7684\u201c\u53ef\u64cd\u4f5c\u4e16\u754c\u201d\u3002\u6bd4\u5982\u5bf9\u4e8e\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u5b83\u4e0d\u9700\u8981\u77e5\u9053\u7269\u4f53\u7684\u5149\u5f71\u7eb9\u7406\uff0c\u5b83\u53ea\u9700\u8981\u77e5\u9053\u7269\u4f53\u7684\u53ef\u8fbe\u6027\u3001\u8ddf\u81ea\u5df1\u7684\u4f4d\u7f6e\u5173\u7cfb\u4ee5\u53ca\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\uff0c\u800cJEPA\u7684\u8f93\u51fa\u7684\u5c31\u662f\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u62bd\u8c61\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_17fc9309dea746a4af376fc4a57d3fe7@132427329_oswg686906oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e9\u5728\u51e0\u5e74\u524d\uff0cYann LeCun\u5c31\u5df2\u7ecf\u5728\u4e3aJEPA\u8def\u7ebf\u6447\u65d7\u5450\u558a\u4e86\uff0c\u4f46\u5b83\u81f3\u4eca\u4ecd\u7136\u672a\u80fd\u6210\u4e3a\u4e16\u754c\u6a21\u578b\u7684\u7814\u7a76\u7684\u4e3b\u6d41\uff0c\u56e0\u4e3aJEPA\u8def\u7ebf\u5728\u5b9e\u9645\u63a8\u8fdb\u4e2d\u9762\u4e34\u4e86\u5f88\u591a\u73b0\u5b9e\u95ee\u9898\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5b83\u662f\u201c\u4e0d\u53ef\u89c1\u7684\u201d\u3002Sora\u80fd\u7528\u903c\u771f\u7684\u753b\u9762\u9707\u64bc\u6240\u6709\u4eba\uff0cGenie\u53ef\u4ee5\u751f\u6210\u53ef\u63a2\u7d22\u7684\u6e38\u620f\u4e16\u754c\uff0cWorldLabs\u80fd\u75283D\u573a\u666f\u544a\u8bc9\u4f60\u201c\u6211\u7406\u89e3\u4e86\u7a7a\u95f4\u7ed3\u6784\u201d\u3002\u4f46JEPA\u5b66\u5230\u7684\u6240\u6709\u4e1c\u897f\uff0c\u90fd\u85cf\u5728\u4e00\u4e2a\u62bd\u8c61\u7684\u6f5c\u5728\u7a7a\u95f4\u91cc\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u96be\u4ee5\u76f4\u63a5\u770b\u5230\u548c\u9a8c\u8bc1\u6a21\u578b\u5230\u5e95\u201c\u7406\u89e3\u4e86\u4ec0\u4e48\u201d\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u5b83\u7684\u81ea\u76d1\u7763\u76ee\u6807\u6781\u96be\u8bbe\u8ba1\u3002JEPA\u4e0d\u50cf\u89c6\u9891\u751f\u6210\u90a3\u6837\u6709\u73b0\u6210\u7684\u76ee\u6807\uff0c\u4f60\u7ed9\u5b83\u4e00\u5e27\u8ba9\u5b83\u9884\u6d4b\u4e0b\u4e00\u5e27\uff0cJEPA\u60f3\u9884\u6d4b\u7684\u662f\u201c\u672a\u6765\u7684\u7ed3\u6784\u201d\u3002\u4f46\u4ec0\u4e48\u624d\u662f\u201c\u7ed3\u6784\u201d\uff1f\u54ea\u4e9b\u56e0\u7d20\u8be5\u4fdd\u7559\u3001\u54ea\u4e9b\u8be5\u5ffd\u7565\uff1f\u76ee\u524d\u4ecd\u6ca1\u6709\u7edf\u4e00\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u7f3a\u4e4f\u7edf\u4e00\u7684\u8bc4\u4f30\u548c\u89c4\u6a21\u5316\u63a8\u8fdb\u4f53\u7cfb\u3002JEPA\u7684\u8868\u5f81\u8d28\u91cf\u85cf\u5728\u6f5c\u5728\u7a7a\u95f4\u91cc\uff0c\u7814\u7a76\u793e\u533a\u591a\u4f9d\u8d56\u4e0b\u6e38\u4efb\u52a1\u6216\u884c\u4e3a\u8868\u73b0\u6765\u8bc4\u4f30\u6a21\u578b\uff0c\u7f3a\u4e4f\u7c7b\u4f3c\u56fe\u50cf\u751f\u6210\u6216\u8bed\u8a00\u6a21\u578b\u90a3\u6837\u7edf\u4e00\u7684benchmark\uff08\u57fa\u51c6\u6307\u6807\uff09\uff0c\u8fd9\u4e5f\u4f7f\u4e0d\u540c\u8bbe\u8ba1\u8def\u7ebf\u4e4b\u95f4\u7684\u6548\u679c\u6bd4\u8f83\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\u3002\u6b63\u56e0\u4e3a\u8fd9\u4e9b\u9650\u5236\uff0cJEPA\u66f4\u50cf\u4e00\u4e2a\u201c\u4e16\u754c\u6a21\u578b\u7684\u524d\u989d\u53f6\u539f\u578b\u201d\uff0c\u65b9\u5411\u5f88\u53ef\u80fd\u662f\u5bf9\u7684\uff0c\u4f46\u8ddd\u79bb\u6210\u719f\u843d\u5730\u8fd8\u4ecd\u7136\u6709\u4e00\u6bb5\u8ddd\u79bb\u3002<\/p>\n\n\n\n<p>\u5230\u8fd9\u91cc\uff0c\u6211\u4eec\u628a\u4e16\u754c\u6a21\u578b\u6700\u6838\u5fc3\u7684\u51e0\u6761\u6280\u672f\u8def\u7ebf\u90fd\u68b3\u7406\u4e86\u4e00\u904d\uff1a\u6709\u4eba\u7528\u89c6\u9891\u628a\u4e16\u754c\u201c\u753b\u201d\u51fa\u6765\uff1b\u6709\u4eba\u7528 3D \u628a\u4e16\u754c\u201c\u642d\u201d\u51fa\u6765\uff1b\u6709\u4eba\u5728\u865a\u62df\u4e16\u754c\u91cc\u8bad\u7ec3\u884c\u52a8\u667a\u80fd\uff1b\u4e5f\u6709\u4eba\u5e72\u8106\u4e0d\u753b\u4e16\u754c\uff0c\u60f3\u8ba9AI\u76f4\u63a5\u5b66\u4e60\u4e16\u754c\u7684\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_75c294ebe6ef4f778b02003752766e40@132427329_oswg667843oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5f53\u7136\uff0c\u8fd8\u6709\u4e00\u4e9b\u6211\u4eec\u6ca1\u6709\u5c55\u5f00\u7684\u8def\u7ebf\uff1a\u6bd4\u5982Dreamer\u8fd9\u4e00\u7c7b\u4ee5\u52a8\u529b\u5b66\u4e3a\u6838\u5fc3\u7684\u4e16\u754c\u6a21\u578b\u66f4\u4e13\u6ce8\u4e8e\u63a7\u5236\u4e0e\u60f3\u8c61\uff1b\u6709\u7684\u8bd5\u56fe\u4ece\u7269\u7406\u89c4\u5f8b\u51fa\u53d1\uff0c\u7528\u53ef\u5fae\u5206\u6a21\u62df\u5668\u53bb\u903c\u8fd1\u771f\u5b9e\u4e16\u754c\uff1b\u4e5f\u6709\u8d8a\u6765\u8d8a\u591a\u5de5\u4f5c\uff0c\u6b63\u5728\u6a21\u7cca\u4e16\u754c\u6a21\u578b\u3001\u9884\u6d4b\u6a21\u578b\u4e0e\u51b3\u7b56\u6a21\u578b\u4e4b\u95f4\u7684\u8fb9\u754c\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u8def\u7ebf\u770b\u8d77\u6765\u65b9\u5411\u4e0d\u540c\uff0c\u4f46\u5b83\u4eec\u6b63\u5728\u6307\u5411\u540c\u4e00\u4e2a\u672a\u6765\uff1a<strong>\u8ba9AI\u4e0d\u518d\u53ea\u662f\u201c\u8f93\u51fa\u4fe1\u606f\u201d\uff0c\u800c\u662f\u771f\u6b63\u7406\u89e3\u4e16\u754c\u3001\u63a8\u7406\u4e16\u754c\u3001\u5728\u4e16\u754c\u91cc\u884c\u52a8\u3002<\/strong><\/p>\n\n\n\n<p>Yiqi\u8868\u793a\uff0c\u56e0\u4e3a\u76ee\u524d\u4e16\u754c\u6a21\u578b\u5728\u843d\u5730\u5c42\u9762\u8fd8\u5728\u65e9\u671f\u9636\u6bb5\uff0c\u5e76\u6ca1\u6709\u770b\u5230\u54ea\u4e00\u6761\u8def\u7ebf\u5177\u4f53\u7684\u5546\u4e1a\u5e94\u7528\u5f62\u5f0f\uff0c\u6240\u4ee5\u5305\u62ecMeta\u5728\u5185\u7684\u5927\u5382\u4eec\uff0c\u5b9e\u9645\u662f\u5728\u5404\u4e2a\u8def\u7ebf\u4e0a\u90fd\u5728\u505a\u5e03\u5c40\u548c\u7814\u7a76\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_b13606baa84c404292ca51efddc3e582@132427329_oswg604796oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Yiqi Zhao<\/strong><\/p>\n\n\n\n<p><strong>Product Design Lead, Meta<\/strong><\/p>\n\n\n\n<p>Meta\u5728\u4e16\u754c\u6a21\u578b\u7684\u8def\u7ebf\u4e0a\uff0c\u4e0d\u540c\u7684\u6280\u672f\u8def\u7ebf\u5168\u90e8\u90fd\u505a\u4e86\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u7684\u7528\u6237\u573a\u666f\u548c\u5782\u76f4\u573a\u666f\u7684\u9700\u6c42\u4e0d\u540c\u3002\u6240\u4ee5\u4e3a\u6e38\u620f\u670d\u52a1\u7684\u6211\u4eec\u5c31\u505a\u4e86AI\u6e38\u620f\u5f15\u64ce\uff0c\u53eb\u505aMeta Horizon Studio\u3002\u4e3a\u5185\u5bb9\u521b\u4f5c\u6765\u670d\u52a1\uff0c\u6211\u4eec\u5c31\u505a\u4e86\u7eaf\u89c6\u9891\u65b9\u5411\u7684\u3002\u4e3a\u4e86\u6570\u5b57\u91cd\u5efa\u548c3D\u91cd\u5efa\uff0c\u6211\u4eec\u5c31\u505a\u4e86\u9ad8\u65af\u6cfc\u6e85\u7684\u65b9\u5f0f\u3002\u6240\u4ee5\u6211\u4eec\u5e0c\u671b\u80fd\u591f\u628a\u65b9\u65b9\u9762\u9762\u7684\u9700\u6c42\u90fd\u6982\u62ec\u8fdb\u53bb\uff0c\u5404\u79cd\u573a\u666f\u90fd\u9002\u7528\uff0c\u6211\u76f8\u4fe1\u5176\u4ed6\u516c\u53f8\u4e5f\u662f\u8fd9\u6837\u60f3\u7684\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u4e0d\u8fc7\u53ef\u4ee5\u9884\u89c1\u7684\u662f\uff0c\u5f53\u4e16\u754c\u6a21\u578b\u771f\u6b63\u6210\u719f\uff0c\u5bf9\u4ea7\u4e1a\u5e26\u6765\u7684\u6539\u53d8\uff0c\u7edd\u5bf9\u4e0d\u4f1a\u53ea\u662f\u8ba9\u201c\u89c6\u9891\u751f\u4ea7\u6548\u7387\u66f4\u9ad8\u201d\u8fd9\u4e48\u7b80\u5355\uff0c\u5b83\u5c06\u662f\u4e00\u6b21\u6a2a\u8de8\u8f6f\u4ef6\u3001\u786c\u4ef6\u3001\u5236\u9020\u3001\u5a31\u4e50\u7b49\u4f17\u591a\u884c\u4e1a\u7684\u7cfb\u7edf\u6027\u51b2\u51fb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>06 \u4e16\u754c\u6a21\u578b\u4f1a\u6539\u5199\u54ea\u4e9b\u5173\u952e\u884c\u4e1a\uff1f<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;6.1 \u673a\u5668\u4eba<\/strong><\/h3>\n\n\n\n<p>\u5982\u679c\u8bf4\u6709\u54ea\u4e2a\u884c\u4e1a\uff0c\u4f1a\u6700\u76f4\u63a5\u5730\u88ab\u4e16\u754c\u6a21\u578b\u64ac\u52a8\uff0c\u90a3\u4e00\u5b9a\u662f\u673a\u5668\u4eba\u884c\u4e1a\u3002<\/p>\n\n\n\n<p>\u8fc7\u53bb\u51e0\u5341\u5e74\uff0c\u673a\u5668\u4eba\u7684\u53d1\u5c55\u53d7\u5236\u4e8e\u786c\u4ef6\u3001\u7b97\u529b\u548c\u5e94\u7528\u573a\u666f\u7b49\u591a\u91cd\u56e0\u7d20\u3002\u4f46\u66f4\u6df1\u5c42\u3001\u4e5f\u66f4\u5173\u952e\u7684\u74f6\u9888\u5728\u4e8e\u5b83\u4eec\u8fd8\u4e0d\u201c\u61c2\u201d\u4e16\u754c\uff0c\u56e0\u6b64\u96be\u4ee5\u5b9e\u73b0\u8de8\u73af\u5883\u7684\u8fc1\u79fb\u548c\u6cdb\u5316\u3002\u4eca\u5929\u7684\u7edd\u5927\u591a\u6570\u673a\u5668\u4eba\u770b\u8d77\u6765\u5f88\u5389\u5bb3\uff0c\u4f46\u5b83\u4eec\u505a\u7684\u4e00\u5207\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u201c\u88ab\u7f16\u7a0b\u597d\u7684\u52a8\u4f5c\u201d\uff0c\u6240\u4ee5\u53ea\u8981\u73af\u5883\u7a0d\u5fae\u53d8\u5316\uff0c\u5b83\u4eec\u5c31\u4f1a\u7acb\u523b\u201c\u5931\u80fd\u201d\u3002<\/p>\n\n\n\n<p><strong>\u673a\u5668\u4eba\u884c\u4e1a\u8fc7\u53bb\u4e00\u76f4\u96be\u4ee5\u6269\u5f20\u7684\u539f\u56e0\u5c31\u5728\u4e8e\uff1a\u6bcf\u4e00\u9879\u65b0\u4efb\u52a1\uff0c\u90fd\u610f\u5473\u7740\u4e00\u6b21\u65b0\u7684\u5de5\u7a0b\u9879\u76ee\u3002<\/strong><\/p>\n\n\n\n<p>\u800c\u4e16\u754c\u6a21\u578b\u5e26\u6765\u7684\uff0c\u662f\u8ba9\u673a\u5668\u4eba\u62e5\u6709\u201c\u4e16\u754c\u7684\u5185\u90e8\u6a21\u578b\u201d\u3002\u5b83\u80fd\u770b\u5230\u73b0\u5728\uff0c\u4e5f\u80fd\u9884\u6d4b\u672a\u6765\uff0c\u77e5\u9053\u7269\u4f53\u600e\u4e48\u52a8\uff0c\u4e5f\u80fd\u63a8\u65ad\u81ea\u5df1\u7684\u52a8\u4f5c\u4f1a\u4ea7\u751f\u4ec0\u4e48\u540e\u679c\u3002\u5b83\u80fd\u5148\u5728\u8111\u5b50\u91cc\u6a21\u62df\uff0c\u518d\u51b3\u5b9a\u8981\u4e0d\u8981\u6267\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_b06b703c58a041d08c8ba299fc3e5b83@132427329_oswg486240oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6bd4\u5982\u5b83\u53ef\u4ee5\u6a21\u62df\u7bb1\u5b50\u4f1a\u4e0d\u4f1a\u7ffb\u5012\u3001\u95e8\u628a\u7684\u89d2\u5ea6\u80fd\u5426\u987a\u5229\u8f6c\u52a8\u3001\u8def\u5f84\u662f\u5426\u8db3\u591f\u5b89\u5168\u3001\u6293\u53d6\u662f\u5426\u4f1a\u5931\u8d25\u3002\u8fc7\u53bb\u8981\u82b1\u5de5\u7a0b\u5e08\u51e0\u5341\u5c0f\u65f6\u8c03\u53c2\u7684\u4efb\u52a1\uff0c\u73b0\u5728\u673a\u5668\u4eba\u5728\u6a21\u62df\u4e16\u754c\u91cc\u81ea\u4e3b\u7ec3\u4e60\u5c31\u80fd\u638c\u63e1\u3002<\/p>\n\n\n\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u673a\u5668\u4eba\u5f00\u59cb\u5177\u5907\u8fc1\u79fb\u80fd\u529b\u3002\u5b83\u4e0d\u9700\u8981\u6bcf\u6b21\u6362\u4e00\u4e2a\u7269\u4f53\u3001\u6362\u4e00\u4e2a\u573a\u666f\u3001\u6362\u4e00\u4e2a\u4efb\u52a1\u90fd\u91cd\u65b0\u793a\u6559\u4e00\u904d\uff0c<strong>\u5b83\u80fd\u628a\u5185\u90e8\u6a21\u578b\u91cc\u5b66\u5230\u7684\u89c4\u5f8b\u8fc1\u79fb\u5230\u73b0\u5b9e\u4e16\u754c\u3002<\/strong>\u5c3d\u7ba1\u4eff\u771f\u5230\u73b0\u5b9e\u7684\u8fc1\u79fb\u81f3\u4eca\u4ecd\u662f\u4e00\u4e2a\u5f00\u653e\u96be\u9898\uff0c\u4e16\u754c\u6a21\u578b\u6709\u671b\u5927\u5e45\u964d\u4f4e\u8fd9\u9053\u95e8\u69db\uff0c\u8ba9\u673a\u5668\u4eba\u9762\u5bf9\u4ece\u672a\u89c1\u8fc7\u7684\u7269\u54c1\u65f6\uff0c\u4ecd\u7136\u80fd\u505a\u51fa\u5408\u7406\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u8fd9\u5bf9\u673a\u5668\u4eba\u6765\u8bf4\u662f\u4e00\u6b21\u8303\u5f0f\u7ea7\u7684\u6539\u53d8\u3002\u65e0\u8bba\u662f\u5bb6\u5ead\u670d\u52a1\u673a\u5668\u4eba\u3001\u4ed3\u50a8\u673a\u5668\u4eba\u3001\u5de5\u5382\u534f\u4f5c\u673a\u5668\u4eba\u3001\u9910\u996e\u96f6\u552e\u673a\u5668\u4eba\uff0c\u8fd8\u662f\u4e13\u4e1a\u7ea7\u7684\u5de1\u68c0\u3001\u5efa\u7b51\u3001\u533b\u7597\u8f85\u52a9\u624b\u81c2\uff0c\u4e16\u754c\u6a21\u578b\u90fd\u53ef\u80fd\u6210\u4e3a\u5b83\u4eec\u8de8\u8fc7\u667a\u80fd\u95e8\u69db\u7684\u90a3\u628a\u94a5\u5319\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;6.2 \u81ea\u52a8\u9a7e\u9a76<\/strong><\/h3>\n\n\n\n<p>\u5927\u7ea6\u4ece5\u5e74\u524d\u5f00\u59cb\uff0c\u9a6c\u65af\u514b\u5c31\u5f00\u59cb\u8bb2L5\u8981\u6765\u4e86\uff0c\u4f46\u4e3a\u4ec0\u4e48\u65f6\u81f3\u4eca\u5929\uff0cL5\u7ea7\u7684\u81ea\u52a8\u9a7e\u9a76\u4f9d\u7136\u6ca1\u6709\u5168\u9762\u666e\u53ca\uff1f\u80cc\u540e\u539f\u56e0\u4e4b\u4e00\u5c31\u5728\u4e8e\uff1a\u7cfb\u7edf\u867d\u7136\u201c\u770b\u5f97\u89c1\u4e16\u754c\u201d\uff0c\u5374\u8fd8\u96be\u4ee5\u771f\u6b63\u9884\u6d4b\u4e16\u754c\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u73b0\u5728\u5e38\u8bf4\u7684L2\u3001L3\u81ea\u52a8\u9a7e\u9a76\uff0c\u672c\u8d28\u4e0a\u4f9d\u8d56\u7684\u4ecd\u7136\u662f\u201c\u611f\u77e5\u2014\u9884\u6d4b\u2014\u89c4\u5212\u201d\u7684\u5206\u5c42\u4f53\u7cfb\uff1a\u8bc6\u522b\u8f66\u3001\u4eba\u3001\u8f66\u9053\u7ebf\u3001\u4ea4\u901a\u706f\uff0c\u518d\u901a\u8fc7\u89c4\u5212\u7cfb\u7edf\u7ed9\u8f66\u8f86\u4e0b\u6307\u4ee4\u3002<\/p>\n\n\n\n<p>\u7279\u65af\u62c9\u66f4\u5f3a\u8c03\u7528\u5927\u89c4\u6a21\u771f\u5b9e\u9053\u8def\u6570\u636e\uff0c\u901a\u8fc7\u7aef\u5230\u7aef\u65b9\u5f0f\u4e0d\u65ad\u903c\u8fd1\u4eba\u7c7b\u9a7e\u9a76\u3002\u800cWaymo\u5219\u957f\u671f\u5728\u9ad8\u5ea6\u7ed3\u6784\u5316\u7684\u7cfb\u7edf\u4e2d\uff0c\u8ffd\u6c42\u53ef\u9a8c\u8bc1\u7684\u5b89\u5168\u6027\u3002\u4f46\u65e0\u8bba\u662f\u54ea\u79cd\u8def\u7ebf\uff0c\u90fd\u9762\u4e34\u4e00\u4e2a\u5171\u540c\u7684\u95ee\u9898\uff1a\u5b83\u4eec\u5bf9\u201c\u73b0\u5728\u201d\u7684\u611f\u77e5\u5df2\u7ecf\u5f88\u5f3a\uff0c\u5374\u5f88\u96be\u7a33\u5b9a\u5730\u7406\u89e3\u201c\u63a5\u4e0b\u6765\u4f1a\u53d1\u751f\u4ec0\u4e48\u201d\u3002<\/p>\n\n\n\n<p>\u518d\u52a0\u4e0a\u6781\u7aef\u5929\u6c14\u3001\u7a81\u53d1\u4e8b\u6545\u3001\u4e0d\u89c4\u8303\u884c\u4eba\u7b49\u957f\u5c3e\u573a\u666f\u5728\u771f\u5b9e\u9053\u8def\u4e2d\u6781\u5176\u7a00\u5c11\uff0c\u4e5f\u6210\u4e3a\u5236\u7ea6\u81ea\u52a8\u9a7e\u9a76\u89c4\u6a21\u5316\u7684\u5173\u952e\u74f6\u9888\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_6a3e3a219d4a44f0a857ddad34d1adef@132427329_oswg225431oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u800c\u8fd9\u6b63\u662f\u4e16\u754c\u6a21\u578b\u5f00\u59cb\u771f\u6b63\u8fdb\u5165\u5de5\u7a0b\u4f53\u7cfb\u7684\u5730\u65b9\u3002\u6bd4\u5982Waymo\u5728\u6700\u8fd1\u7684\u6280\u672f\u535a\u5ba2\u4e2d\u63d0\u51fa\uff0c\u4ed6\u4eec\u6b63\u5728\u5c06\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u6784\u5efa\u4e3a\u4e00\u4e2aFoundation model\uff08\u57fa\u7840\u6a21\u578b\uff09\uff0c\u5b83\u91c7\u7528\u4e86\u201c\u5206\u6bb5\u5f0f\u7aef\u5230\u7aef\u201d\u7684\u67b6\u6784\uff0c\u5185\u90e8\u53ef\u4ee5\u8fdb\u884c\u7aef\u5230\u7aef\u8bad\u7ec3\u548c\u53cd\u5411\u4f20\u64ad\uff0c\u540c\u65f6\u53c8\u4fdd\u7559\u4e86\u5bf9\u4e16\u754c\u7684\u7ed3\u6784\u5316\u8868\u8fbe\u3002\u8fd9\u4e2a\u6a21\u578b\u4e0d\u53ea\u662f\u5b8c\u6210\u5355\u4e00\u4efb\u52a1\uff0c\u800c\u662f\u5b66\u4e60\u201c\u4e16\u754c\u5982\u4f55\u8fd0\u8f6c\u201d\uff0c\u5b83\u88ab\u8981\u6c42\u8f93\u51fa\u7269\u4f53\u3001\u8bed\u4e49\u5c5e\u6027\u548c\u9053\u8def\u7ed3\u6784\u7b49\u4e2d\u95f4\u8868\u5f81\uff0c\u8ba9\u7cfb\u7edf\u5728\u51fa\u9519\u65f6\uff0c\u80fd\u591f\u5b9a\u4f4d\u95ee\u9898\u51fa\u5728\u4e16\u754c\u7406\u89e3\u7684\u54ea\u4e00\u5c42\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u6784\u5316\u4e16\u754c\u4fe1\u606f\uff0c\u4e5f\u652f\u6491\u8d77\u66f4\u9ad8\u8d28\u91cf\u7684\u4eff\u771f\u7cfb\u7edf\uff1a<strong>\u4e0d\u4ec5\u8fd8\u539f\u573a\u666f\uff0c\u8fd8\u80fd\u5728\u4e0d\u540c\u5047\u8bbe\u4e0b\u9884\u6d4b\u4ea4\u901a\u53c2\u4e0e\u8005\u7684\u884c\u4e3a\uff0c\u5e76\u5728\u5185\u90e8\u540c\u65f6\u63a8\u6f14\u5927\u91cf\u53ef\u80fd\u7684\u51b3\u7b56\u8def\u5f84\uff0c\u4ece\u4e2d\u7b5b\u9009\u51fa\u6700\u5b89\u5168\u3001\u6700\u7a33\u5b9a\u7684\u4e00\u6761\u3002<\/strong>\u8fd9\u4e0d\u518d\u53ea\u662f\u201c\u8bc6\u522b\u201d\uff0c\u4e5f\u4e0d\u53ea\u662f\u201c\u53cd\u5e94\u201d\uff0c\u800c\u662f\u8ba9\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5f00\u59cb\u5177\u5907\u4e00\u79cd\u63a5\u8fd1\u4eba\u7c7b\u9a7e\u9a76\u7684\u9884\u5224\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4e5f\u6b63\u56e0\u4e3a\u5982\u6b64\uff0c\u4e16\u754c\u6a21\u578b\u88ab\u8ba4\u4e3a\u662f\u63a8\u52a8\u81ea\u52a8\u9a7e\u9a76\u4ece\u5c40\u90e8\u53ef\u7528\uff0c\u8d70\u5411\u53ef\u9a8c\u8bc1\u3001\u5b89\u5168\u7684\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u843d\u5730\u7684\u6838\u5fc3\u6280\u672f\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;6.3 \u7a7f\u6234\u5f0f\u8bbe\u5907<\/strong><\/h3>\n\n\n\n<p>\u5982\u4eca\u6211\u4eec\u6240\u719f\u77e5\u7684\u53ef\u7a7f\u6234\u8bbe\u5907\uff0c\u672c\u8d28\u4e0a\u8fd8\u662f\u505c\u7559\u5728\u8bb0\u5f55\u5c42\u9762\uff0c\u770b\u4e0a\u53bb\u5f88\u667a\u80fd\uff0c\u4f46\u5b9e\u9645\u4e0a\u5374\u5e76\u4e0d\u7406\u89e3\u4f60\u5468\u56f4\u7684\u73af\u5883\u3002\u800c\u4e16\u754c\u6a21\u578b\u4f1a\u8ba9\u8fd9\u4e00\u5207\u53d1\u751f\u8d28\u53d8\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_5aa48931745343f580c173ad57ba1db3@132427329_oswg749995oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e00\u65b9\u9762\uff0c\u5b83\u80fd\u8ba9\u8bbe\u5907\u771f\u6b63\u8bfb\u61c2\u4f60\u76843D\u4e16\u754c\uff0c\u5b9e\u65f6\u63a8\u65ad\u7a7a\u95f4\u7ed3\u6784\u3001\u7269\u4f53\u5173\u7cfb\u548c\u6f5c\u5728\u98ce\u9669\uff0c\u628a\u6570\u5b57\u5185\u5bb9\u81ea\u7136\u878d\u5408\u8fdb\u73b0\u5b9e\u73af\u5883\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u7684\u9884\u6d4b\u548c\u89c4\u5212\u80fd\u529b\uff0c\u4f1a\u8ba9\u53ef\u7a7f\u6234\u8bbe\u5907\u4ece\u5de5\u5177\u53d8\u6210\u4f60\u7684\u201c\u6570\u5b57\u4f19\u4f34\u201d\u3002\u7406\u89e3\u4f60\u5728\u4ec0\u4e48\u73af\u5883\u3001\u770b\u4ec0\u4e48\u3001\u53ef\u80fd\u8981\u505a\u4ec0\u4e48\uff0c\u6bd4\u5982\u63d0\u524d\u63d0\u9192\u8def\u9762\u6e7f\u6ed1\uff0c\u5728\u53a8\u623f\u8bc6\u522b\u7f3a\u5c11\u7684\u98df\u6750\uff0c\u751a\u81f3\u5728\u4f60\u5f00\u53e3\u524d\u5c31\u610f\u8bc6\u5230\u4f60\u9700\u8981\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p>\u4ece\u66f4\u957f\u8fdc\u770b\uff0c\u8fd9\u4e0d\u53ea\u662f\u8bbe\u5907\u5347\u7ea7\uff0c\u66f4\u662f\u4e00\u79cd\u65b0\u7684\u201c\u4eba\u673a\u5173\u7cfb\u201d\uff0c<strong>\u4e16\u754c\u6a21\u578b\u4f1a\u8ba9\u53ef\u7a7f\u6234\u8bbe\u5907\uff0c\u4ece\u201c\u4fe1\u606f\u7ec8\u7aef\u201d\u53d8\u6210\u968f\u8eab\u7684\u201c\u4e16\u754c\u7406\u89e3\u5f15\u64ce\u201d<\/strong>\uff0c\u773c\u955c\u3001\u8033\u673a\u3001\u624b\u8868\uff0c\u90fd\u53ef\u80fd\u8fdb\u5316\u4e3a\u4e0e\u4f60\u5171\u540c\u751f\u6d3b\u3001\u5171\u540c\u884c\u52a8\u7684\u667a\u80fd\u4f53\u3002\u800c\u8fd9\uff0c\u4e5f\u53ef\u80fd\u4f1a\u662f\u4e0b\u4e00\u4ee3\u8ba1\u7b97\u5e73\u53f0\u7684\u8d77\u70b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;6.4 \u5185\u5bb9\u751f\u6210\u3001\u6e38\u620f\u4e0e\u5f71\u89c6\u5236\u4f5c<\/strong><\/h3>\n\n\n\n<p>\u5982\u679c\u8bf4\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u201c\u5177\u8eab\u667a\u80fd\u201d\u662f\u4e16\u754c\u6a21\u578b\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u843d\u5730\uff0c\u5185\u5bb9\u76f8\u5173\u7684\u4ea7\u4e1a\uff0c\u5c31\u662f\u4e16\u754c\u6a21\u578b\u5728\u201c\u60f3\u8c61\u4e16\u754c\u201d\u91cc\u7684\u7206\u53d1\u5947\u70b9\u3002<\/p>\n\n\n\n<p>\u5982\u4eca\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u89c6\u9891\u751f\u6210\u6a21\u578b\u6240\u5e26\u6765\u7684\u4e00\u4e9b\u9707\u64bc\u6548\u679c\uff0c\u800c\u4e16\u754c\u6a21\u578b\u7684\u5230\u6765\uff0c\u53ef\u4ee5\u8ba9\u672a\u6765\u7684\u5185\u5bb9\u521b\u4f5c\u53ea\u9700\u8981\u7ed9\u4e00\u4e2a\u4e16\u754c\u89c2\u3001\u4e00\u4e2a\u4efb\u52a1\u3001\u4e00\u4e2a\u521d\u59cb\u72b6\u6001\uff0c\u6a21\u578b\u5c31\u80fd\u81ea\u52a8\u201c\u957f\u51fa\u4e00\u4e2a\u4e16\u754c\u201d\u3002\u6bd4\u5982\u5728\u5f71\u89c6\u884c\u4e1a\uff0c\u4e00\u4e2a\u5bfc\u6f14\u4e0d\u9700\u8981\u53bb\u53cd\u590d\u642d\u666f\u3001\u91cd\u62cd\u3001\u505a\u6a21\u578b\uff0c\u53ea\u9700\u8981\u5b9a\u4e49\u201c\u8fd9\u662f\u4e00\u5ea7\u88ab\u96e8\u6c34\u6df9\u6ca1\u7684\u57ce\u5e02\u201d\uff0cAI\u5c31\u80fd\u751f\u6210\u6574\u4e2a\u57ce\u5e02\u7684\u72b6\u6001\u53d8\u5316\u3002<\/p>\n\n\n\n<p>\u800c\u5728\u6e38\u620f\u884c\u4e1a\uff0c\u4e16\u754c\u6a21\u578b\u5e26\u6765\u7684\u6539\u53d8\u66f4\u662f\u98a0\u8986\u6027\u7684\u3002\u8fc7\u53bb\u7684\u6e38\u620f\u4e16\u754c\u9700\u8981\u4e00\u7816\u4e00\u74e6\u642d\u5efa\uff0c\u5730\u5f62\u3001\u5929\u6c14\u3001\u7269\u7406\u5f15\u64ce\u3001NPC\u884c\u4e3a\u3001\u4efb\u52a1\u94fe\u7b49\u7b49\u6761\u4ef6\uff0c\u6211\u4eec\u90fd\u9700\u8981\u6570\u767e\u4eba\u56e2\u961f\u3001\u82b1\u8d39\u51e0\u5e74\u65f6\u95f4\uff0c\u624d\u80fd\u505a\u51fa\u4e00\u4e2a\u5f00\u653e\u4e16\u754c\u3002\u4f46\u4e16\u754c\u6a21\u578b\u610f\u5473\u7740\u6e38\u620f\u4e16\u754c\u4e0d\u9700\u8981\u201c\u5236\u4f5c\u201d\uff0c\u800c\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u548c\u8fdb\u5316\u3002\u4e00\u4e2a\u8bbe\u8ba1\u5e08\u53ea\u9700\u8981\u8bbe\u5b9a\u89c4\u5219\u3001\u751f\u6001\u3001\u51b2\u7a81\uff0cAI\u5c31\u80fd\u751f\u957f\u51fa\u68ee\u6797\u3001\u6cb3\u6d41\u3001\u751f\u7269\u3001\u6587\u5316\u3001\u7ecf\u6d4e\u7cfb\u7edf\uff0c\u751a\u81f3NPC\u7684\u6027\u683c\u3001\u8bb0\u5fc6\u548c\u6f14\u5316\u65b9\u5411\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_ac38757c8d884d709df22a48a21d9d40@132427329_oswg653759oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u80e1\u6e0a\u9e23<\/strong><\/p>\n\n\n\n<p><strong>Meshy AI CEO<\/strong><\/p>\n\n\n\n<p>\u5927\u5bb6\u4ee5\u524d\u73a9\u7684\u6e38\u620f\u90fd\u662f\u9759\u6b62\u7684\u6e38\u620f\uff0c\u6240\u6709\u7684\u89c4\u5219\u5df2\u7ecf\u88ab\u5199\u597d\u4e86\uff0c\u6709\u4e00\u4e2a\u6e38\u620f\u8bbe\u8ba1\u5e08\u548c\u6e38\u620f\u7a0b\u5e8f\u5458\u53bb\u5b9e\u73b0\u8fd9\u4e2a\u89c4\u5219\u5c31\u53ef\u4ee5\u4e86\u3002\u4f46\u662f\u5982\u679c\u6211\u4eec\u5728\u6e38\u620f\u573a\u666f\u5f53\u4e2d\u6709\u8fd9\u79cd\u751f\u6210\u5f0fAI\u6280\u672f\uff0c\u5c31\u53ef\u4ee5\u5b9e\u73b0\u6e38\u620f\u662fon the fly\uff08\u5373\u65f6\uff09\u751f\u6210\u7684\u3002\u6bd4\u5982\u8c37\u6b4c\u7684Genie 3\uff0c\u6309\u4e0a\u4e0b\u5de6\u53f3\u952e\uff0c\u5b83\u53ef\u4ee5on the fly\uff08\u5373\u65f6\uff09\u751f\u6210\u4e0b\u4e00\u79d2\u7684\u4e1c\u897f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5728\u505a\u7684\u4e8b\u60c5\u5c31\u662f\uff0c\u5148\u75283D\u7684\u6a21\u578b\uff0c\u518d\u81ea\u5df1\u505a\u4e00\u4e2a\u591a\u6a21\u6001\u7684\u5927\u6a21\u578b\uff0c\u8fd9\u4e2a\u5927\u6a21\u578b\u53ef\u4ee5\u5148\u751f\u6210\u89d2\u8272\u7684\u5916\u5f62\uff0c\u7136\u540e\u518d\u7ed9\u5b83\u52a0\u4e0a\u4eba\u7269\u903b\u8f91\uff0c\u5305\u62ec\u5b83\u7684\u6027\u683c\u7b49\u7b49\u5404\u79cd\u5404\u6837\u7684\u5f62\u5f0f\u7684\u903b\u8f91\u3002\u6211\u4eec\u901a\u8fc7\u8fd9\u6761\u8def\u5f84\u4e5f\u53ef\u4ee5\u5b9e\u73b0\u4e00\u4e2a\u4e16\u754c\u6a21\u578b\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u6240\u4ee5<strong>\u5bf9\u4e8e\u6574\u4e2a\u5185\u5bb9\u884c\u4e1a\u6765\u8bf4\uff0c\u4e16\u754c\u6a21\u578b\u5e26\u6765\u7684\u4e0d\u4ec5\u4ec5\u662f\u5236\u4f5c\u6548\u7387\u7684\u63d0\u5347\uff0c\u800c\u662f\u4e00\u573a\u53d9\u4e8b\u65b9\u5f0f\u3001\u521b\u4f5c\u65b9\u5f0f\u3001\u5185\u5bb9\u5f62\u5f0f\u7684\u5168\u9762\u91cd\u5199\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chapter&nbsp;6.5 AI Agent<\/strong><\/h3>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u7684\u5230\u6765\uff0c\u8fd8\u4f1a\u52a0\u901fAI Agent\u7684\u8fdb\u5316\u3002\u5f53\u6211\u4eec\u4eca\u5929\u5728\u804aAI Agent\u7684\u65f6\u5019\uff0c\u5f88\u591a\u8ba8\u8bba\u5176\u5b9e\u90fd\u96c6\u4e2d\u5728Agent\u80fd\u4e0d\u80fd\u66f4\u806a\u660e\u3001\u89c4\u5212\u80fd\u529b\u591f\u4e0d\u591f\u5f3a\u3001\u5de5\u5177\u8c03\u7528\u505a\u5f97\u597d\u4e0d\u597d\u3002\u4f46\u5982\u679c\u9000\u4e00\u6b65\u770b\uff0c\u4f1a\u53d1\u73b0\u4e00\u4e2a\u66f4\u5e95\u5c42\u7684\u95ee\u9898\u4e00\u76f4\u6ca1\u6709\u88ab\u771f\u6b63\u89e3\u51b3\uff1aAgent\u5230\u5e95\u662f\u5728\u4ec0\u4e48\u73af\u5883\u91cc\u5b66\u4f1a\u201c\u884c\u52a8\u201d\u7684\uff1f<\/p>\n\n\n\n<p>\u4ece\u5f3a\u5316\u5b66\u4e60\u7684\u89c6\u89d2\u770b\uff0cAgent\u7684\u4e00\u5207\u80fd\u529b\uff0c\u90fd\u6765\u81ea\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\uff1a\u6267\u884c\u52a8\u4f5c\uff0c\u63a5\u6536\u53cd\u9988\u3002\u4f46\u771f\u5b9e\u4e16\u754c\u592a\u6602\u8d35\u3001\u592a\u7f13\u6162\uff0c\u4e5f\u592a\u5371\u9669\uff0c\u51e0\u4e4e\u4e0d\u53ef\u80fd\u652f\u6491\u5927\u89c4\u6a21\u8bd5\u9519\u3002<\/p>\n\n\n\n<p>\u800c\u4e16\u754c\u6a21\u578b\u89e3\u51b3\u7684\uff0c\u6b63\u662f\u201c\u73af\u5883\u201d\u672c\u8eab\u7684\u95ee\u9898\u3002\u5b83\u901a\u8fc7\u5b66\u4e60\u771f\u5b9e\u7cfb\u7edf\u7684\u6570\u636e\uff0c\u5728\u6a21\u578b\u5185\u90e8\u6784\u5efa\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684\u4e16\u754c\uff0c\u5f53Agent\u91c7\u53d6\u884c\u52a8\u65f6\uff0c\u4e16\u754c\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u63a8\u6f14\u8fd9\u4e2a\u52a8\u4f5c\u53ef\u80fd\u5e26\u6765\u7684\u7ed3\u679c\u3002\u8fd9\u6837Agent\u5c31\u53ef\u4ee5\u5728\u4e16\u754c\u6a21\u578b\u4e2d\u8fdb\u884c\u5927\u89c4\u6a21\u8bad\u7ec3\uff0c\u5982\u679c\u8fd9\u4e2a\u4e16\u754c\u8db3\u591f\u63a5\u8fd1\u771f\u5b9e\uff0c\u5728\u865a\u62df\u73af\u5883\u4e2d\u5b66\u5230\u7684\u80fd\u529b\uff0c\u5c31\u53ef\u4ee5\u7a33\u5b9a\u8fc1\u79fb\u5230\u73b0\u5b9e\u7cfb\u7edf\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_457eba224c2d4615904b8ba589e4bcf2@132427329_oswg1016499oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u4e16\u754c\u6a21\u578b\u5e76\u4e0d\u662f\u8ba9Agent\u7acb\u523b\u53d8\u5f97\u66f4\u806a\u660e\uff0c\u800c\u662f\u7b2c\u4e00\u6b21\u4e3aAgent\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u8bad\u7ec3\u3001\u53ef\u8bd5\u9519\u3001\u63a5\u8fd1\u771f\u5b9e\u7684\u201c\u5185\u5728\u4e16\u754c\u201d\u3002<\/strong>\u8fd9\u5c42\u4e16\u754c\u5e95\u5ea7\uff0c\u624d\u662f\u771f\u6b63\u51b3\u5b9aAI Agent\u80fd\u5426\u8d70\u5411\u73b0\u5b9e\u4e16\u754c\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u4e16\u754c\u6a21\u578b\u6539\u53d8\u7684\u4e0d\u53ea\u662f\u67d0\u4e00\u4e2a\u884c\u4e1a\u3001\u67d0\u4e00\u4e2a\u4ea7\u54c1\u3001\u67d0\u4e00\u79cd\u5f62\u6001\uff0c\u800c\u662f\u6574\u5957\u4eba\u4e0e\u4e16\u754c\u4e92\u52a8\u7684\u65b9\u5f0f\u3002\u9648\u7fbd\u5317\u5728\u91c7\u8bbf\u4e2d\u5c31\u8c08\u5230\uff0c\u5982\u679c\u4e16\u754c\u6a21\u578b\u771f\u7684\u4ece\u6839\u672c\u4e0a\u8d70\u901a\u4e86\uff0c\u751a\u81f3\u6709\u53ef\u80fd\u521b\u9020\u51fa\u4e00\u79cd\u65b0\u7684\u6587\u660e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_9b45ded74110480c9ca95f47abcb11e4@132427329_oswg542464oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u9648\u7fbd\u5317<\/strong><\/p>\n\n\n\n<p><strong>\u52a0\u5dde\u5927\u5b66\u6234\u7ef4\u65af\u5206\u6821\u7535\u5b50\u4e0e\u8ba1\u7b97\u673a\u5de5\u7a0b\u7cfb\u52a9\u7406\u6559\u6388<\/strong><\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u80fd\u5b9e\u73b0World model\uff08\u4e16\u754c\u6a21\u578b\uff09\uff0c\u5df2\u7ecf\u5305\u7f57\u4e07\u8c61\uff0c\u628a\u8fd9\u4e2a\u4e16\u754c\u6240\u6709\u7684\u903b\u8f91\u95ee\u9898\u548c\u89c4\u5f8b\u90fd\u638c\u63e1\u4e86\uff0c\u800c\u4e14\u4e0d\u662f\u7b80\u5355\u7684\u5916\u5ef6\uff0c\u800c\u662f\u53ef\u4ee5\u5728\u6bd4\u8f83\u6839\u672c\u7684\u7a0b\u5ea6\u4e0a\u4ea7\u751f\u6cdb\u5316\uff0c\u4ea7\u751f\u6570\u636e\u3001\u4ea7\u751f\u610f\u8bc6\uff0c\u4ea7\u751f\u5230\u8d85\u8d8a\u4eba\u7c7b\u7684\u7a0b\u5ea6\u3002\u90a3\u5728\u7ed9\u4e88\u4e00\u5b9a\u610f\u8bc6\u7684\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e2a\u6a21\u578b\u4f3c\u4e4e\u5df2\u7ecf\u5177\u5907\u4e86\u5efa\u7acb\u4e00\u4e2a\u65b0\u7684\u6587\u660e\u7684\u80fd\u529b\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>07 \u4e16\u754c\u6a21\u578b\u7684\u6f5c\u5728\u98ce\u9669<\/strong><\/h2>\n\n\n\n<p>\u5f53\u7136\uff0c\u4efb\u4f55\u8db3\u4ee5\u6539\u53d8\u6280\u672f\u7248\u56fe\u7684\u7a81\u7834\u90fd\u4f1a\u5e26\u6765\u65b0\u7684\u98ce\u9669\u3002\u800c\u4e16\u754c\u6a21\u578b\u7684\u98ce\u9669\uff0c\u4e0d\u518d\u53ea\u662f\u201c\u80e1\u8bf4\u516b\u9053\u201d\u90a3\u4e48\u7b80\u5355\uff1a<\/p>\n\n\n\n<p><strong>\u9996\u5148\uff0c\u662f\u66f4\u9690\u853d\u3001\u4e5f\u66f4\u5371\u9669\u7684\u6a21\u578b\u5e7b\u89c9\u3002<\/strong>\u65e0\u8bba\u54ea\u6761\u8def\u7ebf\uff0c\u4e16\u754c\u6a21\u578b\u672c\u8d28\u4e0a\u90fd\u662f\u5728\u7ed9AI\u6784\u5efa\u4e00\u4e2a\u9ad8\u5ea6\u903c\u771f\u7684\u201c\u68a6\u5883\u201d\uff0c\u8ba9\u5b83\u5728\u5176\u4e2d\u6a21\u62df\u548c\u63a8\u6f14\u3002\u4f46\u865a\u62df\u4e16\u754c\u6c38\u8fdc\u65e0\u6cd5\u5b8c\u5168\u8986\u76d6\u771f\u5b9e\u4e16\u754c\uff0c\u59cb\u7ec8\u5b58\u5728Sim-to-Real Gap\uff08\u865a\u5b9e\u5dee\u5f02\uff09\u3002\u8bed\u8a00\u6a21\u578b\u7684\u5e7b\u89c9\u662f\u7f16\u9020\u4e8b\u5b9e\uff0c\u89c6\u9891\u6a21\u578b\u7684\u5e7b\u89c9\u662f\u753b\u9762\u9519\u8bef\u3002\u800c\u4e16\u754c\u6a21\u578b\u7684\u5e7b\u89c9\uff0c\u51fa\u73b0\u5728\u6574\u4e2a\u201c\u4e16\u754c\u7ed3\u6784\u201d\u91cc\uff0c\u6bd4\u5982\u8bef\u5224\u7269\u4f53\u91cd\u91cf\u3001\u9ad8\u4f30\u52a8\u4f5c\u53ef\u884c\u6027\u3001\u4f4e\u4f30\u78b0\u649e\u540e\u679c\uff0c\u751a\u81f3\u6784\u5efa\u4e86\u9519\u8bef\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_edd314730c0a49808ffb43434908e4b1@132427329_oswg440841oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e9b\u95ee\u9898\u4e0d\u4e00\u5b9a\u7acb\u523b\u88ab\u5bdf\u89c9\uff0c\u5374\u4f1a\u76f4\u63a5\u5f71\u54cd\u667a\u80fd\u4f53\u7684\u51b3\u7b56\u4e0e\u884c\u52a8\uff0c\u8fdb\u800c\u5bfc\u81f4\u673a\u5668\u4eba\u5931\u5e38\u3001\u81ea\u52a8\u9a7e\u9a76\u504f\u79bb\uff0c\u751a\u81f3\u5173\u952e\u7cfb\u7edf\u88ab\u7cfb\u7edf\u6027\u8bef\u5bfc\u3002\u6240\u4ee5\u5f53\u4e16\u754c\u6a21\u578b\u51fa\u73b0\u5e7b\u89c9\uff0c\u9519\u8bef\u5c06\u662f\u201c\u7cfb\u7edf\u7ea7\u201d\u7684\uff0c\u8fd9\u4e5f\u662f\u66f4\u96be\u53d1\u73b0\u3001\u66f4\u96be\u5bf9\u9f50\u7684\u98ce\u9669\u3002<\/p>\n\n\n\n<p><strong>\u5176\u6b21\uff0c\u662f\u4e16\u754c\u6a21\u578b\u5e26\u6765\u7684\u6743\u529b\u96c6\u4e2d\u95ee\u9898\u3002<\/strong>\u672a\u6765\u53ef\u80fd\u53ea\u6709\u6781\u5c11\u6570\u673a\u6784\u5177\u5907\u6784\u5efa\u548c\u8fd0\u884c\u4e16\u754c\u6a21\u578b\u7684\u80fd\u529b\uff0c\u800c\u6210\u719f\u7684\u4e16\u754c\u6a21\u578b\uff0c\u610f\u5473\u7740\u524d\u6240\u672a\u6709\u7684\u9884\u6d4b\u80fd\u529b\u3002\u5bf9\u5e02\u573a\u3001\u793e\u4f1a\u884c\u4e3a\u3001\u7fa4\u4f53\u53cd\u5e94\u7684\u9ad8\u7cbe\u5ea6\u63a8\u6f14\uff0c\u53ef\u80fd\u5e26\u6765\u65b0\u7684\u4fe1\u606f\u5784\u65ad\uff0c\u4e5f\u53ef\u80fd\u88ab\u7528\u4e8e\u66f4\u9ad8\u6548\u7684\u793e\u4f1a\u64cd\u63a7\u4e0e\u5546\u4e1a\u64cd\u7eb5\u3002<\/p>\n\n\n\n<p><strong>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5f53\u4e16\u754c\u6a21\u578b\u8d8a\u6765\u8d8a\u771f\u5b9e\uff0c\u865a\u62df\u4e0e\u73b0\u5b9e\u7684\u8fb9\u754c\u4f1a\u8d8a\u6765\u8d8a\u6a21\u7cca\uff0c\u201c\u81ea\u4e3b\u667a\u80fd\u4f53\u201d\u7684\u5230\u6765\u4e5f\u52a0\u5927\u4e86AI\u4e0d\u53d7\u63a7\u7684\u98ce\u9669\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_7bb6ed29dac9459aa156a2fccf9faf09@132427329_oswg706989oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e00\u65e6AI\u771f\u6b63\u7406\u89e3\u5e76\u6a21\u62df\u4e16\u754c\uff0c\u6df1\u5ea6\u4f2a\u9020\u4e0e\u865a\u5047\u573a\u666f\u5c06\u8fdb\u5165\u201c\u8d85\u771f\u5b9e\u201d\u9636\u6bb5\uff0cAR\/VR\u4e16\u754c\u53ef\u80fd\u4e0e\u73b0\u5b9e\u51e0\u4e4e\u65e0\u5dee\uff0c\u751a\u81f3\u66f4\u5177\u5438\u5f15\u529b\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5f53\u8d8a\u6765\u8d8a\u591a\u771f\u5b9e\u7cfb\u7edf\u5f00\u59cb\u4f9d\u8d56\u8fd9\u4e9b\u6a21\u578b\uff0c\u73b0\u5b9e\u4e16\u754c\u672c\u8eab\uff0c\u4e5f\u53ef\u80fd\u53cd\u8fc7\u6765\u201c\u5bf9\u9f50\u201d\u6a21\u578b\u7684\u5047\u8bbe\u3002\u800c\u5f53\u4e16\u754c\u6a21\u578b\u53d8\u6210\u51b3\u7b56\u5e95\u5ea7\uff0c\u5185\u90e8\u72b6\u6001\u96be\u4ee5\u5ba1\u8ba1\u3001\u63a8\u7406\u8fc7\u7a0b\u4e0d\u53ef\u89c1\uff0c\u6211\u4eec\u751a\u81f3\u5f88\u96be\u5224\u65ad\u5b83\u7a76\u7adf\u201c\u7406\u89e3\u201d\u4e86\u4ec0\u4e48\u3001\u5728\u671d\u4ec0\u4e48\u65b9\u5411\u6f14\u5316\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u5b83\u6240\u5e26\u6765\u7684\u76d1\u7ba1\u6311\u6218\uff0c\u5c06\u8fdc\u9ad8\u4e8e\u4eca\u5929\u7684\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u4e16\u754c\u6a21\u578b\u6f5c\u529b\u5de8\u5927\uff0c\u4f46\u5e26\u6765\u7684\u98ce\u9669\u4e5f\u6bd4\u6211\u4eec\u8fc7\u53bb\u9762\u5bf9\u7684\u4efb\u4f55AI\u6280\u672f\u90fd\u66f4\u5371\u9669\u3002\u5b83\u4e0d\u53ea\u662f\u5185\u5bb9\u5c42\u9762\u7684\u98ce\u9669\uff0c\u800c\u662f\u4f1a\u771f\u7684\u5f71\u54cd\u73b0\u5b9e\u4e16\u754c\u3002<\/p>\n\n\n\n<p>\u5f53AI\u4e0d\u53ea\u662f\u770b\u4e16\u754c\u3001\u753b\u4e16\u754c\uff0c\u800c\u662f\u5f00\u59cb\u5728\u73b0\u5b9e\u4e2d\u63a8\u6f14\u3001\u884c\u52a8\u3001\u505a\u51b3\u5b9a\uff0c\u6211\u4eec\u9700\u8981\u4ece\u7cfb\u7edf\u3001\u5bf9\u9f50\u3001\u4f26\u7406\u3001\u76d1\u7ba1\u6240\u6709\u5c42\u9762\u91cd\u65b0\u8ba8\u8bba\u8fd9\u4ef6\u4e8b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>08 AI\u7684\u4e0b\u4e00\u6bb5\u65c5\u7a0b<\/strong><\/h2>\n\n\n\n<p>\u8fc7\u53bb\u4e00\u3001\u4e24\u5e74\uff0c\u6211\u4eec\u770b\u5230\u4e86AI\u5728\u8bed\u8a00\u3001\u56fe\u50cf\u3001\u89c6\u9891\u4e0a\u7684\u6781\u901f\u7206\u53d1\uff0c\u4eff\u4f5b\u4e00\u591c\u4e4b\u95f4\uff0cAI\u5df2\u7ecf\u65e0\u6240\u4e0d\u80fd\u3002\u4f46\u5f53\u4f60\u5f00\u59cb\u601d\u8003\uff0cAI\u662f\u5426\u771f\u7684\u7406\u89e3\u4e16\u754c\uff0c\u662f\u5426\u80fd\u9884\u6d4b\u672a\u6765\uff0c\u662f\u5426\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u5728\u4e16\u754c\u4e2d\u884c\u52a8\uff1f\u4f60\u4f1a\u53d1\u73b0\uff0c\u73b0\u5728\u7684\u5927\u6a21\u578b\u5176\u5b9e\u8fd8\u4ecd\u7136\u505c\u7559\u5728\u201c\u8868\u5c42\u667a\u80fd\u201d\u7684\u9636\u6bb5\u3002\u800c\u4e16\u754c\u6a21\u578b\uff0c\u5411\u6211\u4eec\u63d0\u4f9b\u4e86\u771f\u6b63\u8d70\u5411\u201c\u6df1\u5c42\u667a\u80fd\u201d\u7684\u53ef\u80fd\u3002<\/p>\n\n\n\n<p>\u5b83\u8ba9AI\u4ece\u201c\u770b\u5230\u4e16\u754c\u201d\u8d70\u5411\u201c\u7406\u89e3\u4e16\u754c\u201d\uff0c\u4ece\u201c\u9884\u6d4b\u53e5\u5b50\u201d\u8d70\u5411\u201c\u9884\u6d4b\u672a\u6765\u201d\uff0c\u4ece\u201c\u751f\u6210\u753b\u9762\u201d\u8d70\u5411\u201c\u5728\u4e16\u754c\u91cc\u884c\u52a8\u201d\u3002\u8fd9\u4e0d\u4ec5\u4f1a\u6539\u53d8\u673a\u5668\u4eba\u3001\u5236\u9020\u4e1a\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u5185\u5bb9\u4ea7\u4e1a\uff0c\u4e5f\u4f1a\u6539\u53d8\u6211\u4eec\u548c\u6570\u5b57\u4e16\u754c\u7684\u5173\u7cfb\uff0c\u751a\u81f3\u6539\u53d8\u6211\u4eec\u5bf9\u201c\u667a\u80fd\u201d\u672c\u8eab\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260306\/v2_ed42ebd47ff24b1f8279d1916c892444@132427329_oswg749044oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5f53\u7136\uff0c\u4e16\u754c\u6a21\u578b\u7684\u9053\u8def\u8fd8\u5f88\u957f\u3002\u5b83\u9762\u4e34\u5de8\u5927\u7684\u6280\u672f\u6311\u6218\uff0c\u4e5f\u4f34\u968f\u65b0\u7684\u98ce\u9669\u3002\u76ee\u524d\u6211\u4eec\u4ecd\u7136\u4e0d\u77e5\u9053\u54ea\u4e00\u6761\u8def\u7ebf\u4f1a\u6700\u7ec8\u80dc\u51fa\uff0c\u4f46\u6211\u4eec\u77e5\u9053\u7684\u662f\uff1a<strong>\u5f53AI\u80fd\u591f\u771f\u6b63\u7406\u89e3\u4e16\u754c\u3001\u6a21\u62df\u4e16\u754c\u3001\u5728\u4e16\u754c\u91cc\u8bd5\u9519\u548c\u884c\u52a8\u65f6\uff0c\u5b83\u79bb\u201c\u901a\u7528\u667a\u80fd\u201d\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u4e00\u76f4\u5728\u5bfb\u627e\u7684\u90a3\u4e2a\u7ec8\u6781\u76ee\u6807\uff0c\u53c8\u4f1a\u8fd1\u4e86\u4e00\u5927\u6b65\u3002<\/strong>\u800c\u8fd9\uff0c\u4e5f\u8bb8AI\u65f6\u4ee3\u771f\u6b63\u7684\u62d0\u70b9,\u800c\u6211\u4eec\u73b0\u5728\uff0c\u6b63\u5728\u89c1\u8bc1\u5b83\u7684\u5f00\u7aef\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6211\u4eec\u8fd8\u60f3\u8865\u5145\u7684\u662f\uff0c\u56e0\u4e3a\u4e16\u754c\u6a21\u578b\u672c\u8eab\u8fd8\u6ca1\u6709\u4e00\u4e2a\u88ab\u5b66\u754c\u548c\u4ea7\u4e1a\u5b8c\u5168\u7edf\u4e00\u7684\u5b9a\u4e49\u3002\u6240\u4ee5\u8fd9\u4e00\u671f\u5185\u5bb9\uff0c\u5e76\u4e0d\u662f\u60f3\u7ed9\u4e16\u754c\u6a21\u578b\u4e0b\u4e00\u4e2a\u201c\u6807\u51c6\u7b54\u6848\u201d\uff0c\u800c\u662f\u5e0c\u671b\u4ece\u6211\u4eec\u7684\u89c6\u89d2\uff0c\u4e3a\u5927\u5bb6\u68b3\u7406\u51fa\u4e00\u4e2a\u7406\u89e3\u4e16\u754c\u6a21\u578b\u7684\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u56e2\u961f\u3001\u4e0d\u540c\u65b9\u5411\u7684\u6bcf\u4e00\u6761\u8def\u7ebf\u80cc\u540e\uff0c\u5176\u5b9e\u90fd\u7275\u6d89\u5230\u5927\u91cf\u5177\u4f53\u7684\u6280\u672f\u7ec6\u8282\u3001\u65b9\u6cd5\u9009\u62e9\uff0c\u4ee5\u53ca\u4ecd\u5728\u5feb\u901f\u6f14\u5316\u7684\u65b0\u5c1d\u8bd5\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4e5f\u4f1a\u6301\u7eed\u56f4\u7ed5\u8fd9\u4e2a\u4e3b\u9898\uff0c\u505a\u66f4\u6df1\u5165\u7684\u62c6\u89e3\u548c\u7cfb\u5217\u5185\u5bb9\uff0c\u6b22\u8fce\u5927\u5bb6\u6301\u7eed\u5173\u6ce8\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/36kr.com\/p [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27,1],"tags":[],"class_list":["post-37700","post","type-post","status-publish","format-standard","hentry","category-industry-trends","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/37700"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=37700"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/37700\/revisions"}],"predecessor-version":[{"id":37701,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/37700\/revisions\/37701"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=37700"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=37700"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=37700"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}