{"id":27411,"date":"2025-10-11T09:55:00","date_gmt":"2025-10-11T01:55:00","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27411"},"modified":"2025-10-11T09:55:00","modified_gmt":"2025-10-11T01:55:00","slug":"code2video%ef%bc%9a%e4%bb%a3%e7%a0%81%e9%a9%b1%e5%8a%a8%e3%80%81%e6%99%ba%e8%83%bd%e4%bd%93%e5%8d%8f%e5%90%8c%e3%80%81%e7%b2%be%e5%87%86%e5%8f%af%e6%8e%a7%e7%9a%84%e6%95%99%e5%ad%a6%e8%a7%86%e9%a2%91","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/11\/27411\/","title":{"rendered":"Code2Video\uff1a\u4ee3\u7801\u9a71\u52a8\u3001\u667a\u80fd\u4f53\u534f\u540c\u3001\u7cbe\u51c6\u53ef\u63a7\u7684\u6559\u5b66\u89c6\u9891\u751f\u6210"},"content":{"rendered":"
\u672c\u6587\u63d0\u51fa\u6559\u80b2\u89c6\u9891\u751f\u6210\u7684\u65b0\u8303\u5f0f\u2014\u2014\u4ee5\u53ef\u6267\u884c\u4ee3\u7801\u4e3a\u6838\u5fc3\u5a92\u4ecb\uff0c\u7ed3\u5408\u4e09\u667a\u80fd\u4f53\u534f\u540c\u6846\u67b6\uff0c\u5b9e\u73b0\u9ad8\u8d28\u91cf\u3001\u53ef\u63a7\u3001\u53ef\u89e3\u91ca\u7684\u6559\u5b66\u89c6\u9891\u751f\u6210\uff0c\u4e3a\u672a\u6765\u81ea\u52a8\u5316\u6559\u80b2\u5185\u5bb9\u521b\u4f5c\u4e0e\u591a\u6a21\u6001\u667a\u80fd\u7cfb\u7edf\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/div>\n
\n
\n

\u672c\u7814\u7a76\u7531\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66 ShowLab \u56e2\u961f\u4e3b\u5bfc\u5b8c\u6210\u3002 \u5171\u4e00\u4f5c\u8005 Yanzhe Chen \u9648\u5f66\u54f2\uff08\u535a\u58eb\u751f\uff09\u4e0e Kevin Qinghong Lin \u6797\u5e86\u6cd3\uff08\u535a\u58eb\u751f\uff09\u5747\u6765\u81ea ShowLab@NUS\uff0c\u5206\u522b\u805a\u7126\u4e8e\u591a\u6a21\u6001\u7406\u89e3\u4ee5\u53ca\u667a\u80fd\u4f53\uff08Agent\uff09\u7814\u7a76\u3002 \u9879\u76ee\u8d1f\u8d23\u4eba\u4e3a\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u6821\u957f\u9752\u5e74\u52a9\u7406\u6559\u6388 Mike Zheng Shou \u5bff\u653f\u3002<\/p>\n

\u968f\u7740\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u57fa\u4e8e\u50cf\u7d20\u7a7a\u95f4\uff08Pixel-based\uff09\u7684\u6587\u751f\u89c6\u9891\u65b9\u6cd5\uff08\u5982 Sora2\u3001Veo3 \u7b49\u6269\u6563\u6a21\u578b\uff09\u5728\u81ea\u7136\u573a\u666f\u751f\u6210\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u6559\u80b2\u573a\u666f\u4e2d\u4ecd\u5b58\u5728\u4ee5\u4e0b\u4e0d\u8db3\uff1a<\/p>\n

    \n
  • \u6587\u672c\u6a21\u7cca\u3001\u516c\u5f0f\u5931\u771f\u3001\u52a8\u753b\u903b\u8f91\u4e0d\u8fde\u8d2f\uff1b<\/li>\n
  • \u7f3a\u4e4f\u5bf9\u77e5\u8bc6\u70b9\u7684\u7cbe\u51c6\u628a\u63a7\u548c\u7ed3\u6784\u5316\u5448\u73b0\uff1b<\/li>\n
  • \u96be\u4ee5\u590d\u73b0\u3001\u96be\u4ee5\u7f16\u8f91\uff0c\u65e0\u6cd5\u6ee1\u8db3\u6559\u5b66\u9700\u6c42\u3002<\/li>\n<\/ul>\n

    <\/p>\n

    \u56fe 1\uff1a<\/span><\/strong>\u00a0Pixel-based Video Generation\u5bf9\u6bd4\u6211\u4eec\u7684Code-driven Video Generataion<\/span><\/p>\n

    <\/p>\n

    \u89c6\u9891 1\uff1a<\/span><\/strong>\u00a0\u6269\u6563\u6a21\u578b\u4e0e Code2Video \u751f\u6210\u89c6\u9891\u5bf9\u6bd4<\/span><\/p>\n

    \u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6559\u80b2\u89c6\u9891\u5f3a\u8c03\u7684\u662f\u6e05\u6670\u7684\u77e5\u8bc6\u4f20\u9012\u3001\u903b\u8f91\u7684\u6f14\u8fdb\u3001\u53ef\u63a7\u7684\u65f6\u5e8f\u4e0e\u7a7a\u95f4\u7ed3\u6784\u3002\u4e3a\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86 Code2Video\u2014\u2014\u4e00\u79cd\u57fa\u4e8e\u4ee3\u7801\u9a71\u52a8\u7684\u89c6\u9891\u751f\u6210\u65b0\u8303\u5f0f\u3002<\/p>\n

    \"\u622a\u5c4f2025-10-04<\/span><\/p>\n

      \n
    • \u6807\u9898\uff1aCode2Video: A Code-centric Paradigm for Educational Video Generation<\/span><\/li>\n
    • \u4f5c\u8005\uff1aYanzhe Chen*, Kevin Qinghong Lin*, Mike Zheng Shou<\/span><\/li>\n
    • \u5355\u4f4d\uff1a\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66 ShowLab<\/span><\/li>\n
    • \u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/showlab.github.io\/Code2Video\/<\/span><\/li>\n
    • \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2510.01174<\/span><\/li>\n
    • \u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/showlab\/Code2Video<\/span><\/li>\n
    • \u5f00\u6e90\u6570\u636e\uff1ahttps:\/\/huggingface.co\/datasets\/YanzheChen\/MMMC<\/span><\/li>\n<\/ul>\n

      Code2Video \u6838\u5fc3\u8bbe\u8ba1<\/h4>\n

      Code2Video \u7684\u76ee\u6807\u662f\uff1a\u4ee5\u53ef\u6267\u884c\u4ee3\u7801\uff08Manim\uff09\u4f5c\u4e3a\u7edf\u4e00\u5a92\u4ecb\uff0c\u5c06\u62bd\u8c61\u7684\u77e5\u8bc6\u70b9\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u590d\u73b0\u7684\u6559\u5b66\u89c6\u9891\u3002\u4ee5\u4ee3\u7801\u4e3a\u5a92\u4ecb\u4e0d\u4ec5\u4fdd\u8bc1\u4e86\u89c6\u9891\u751f\u6210\u7684\u53ef\u63a7\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\uff0c\u8fd8\u4fdd\u8bc1\u4e86\u5728\u6559\u80b2\u89c6\u9891\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u903b\u8f91\u6d41\u7545\u4e0e\u89c6\u89c9\u4e00\u81f4\u6027\u3002<\/p>\n

      <\/p>\n

      \u56fe 2\uff1a<\/span><\/strong>\u00a0Code2Video \u65b9\u6cd5\u793a\u610f\u56fe<\/span><\/p>\n

      \u57fa\u4e8e\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e09\u667a\u80fd\u4f53\uff08Tri-Agent\uff09\u534f\u540c\u6846\u67b6\uff1a<\/p>\n

        \n
      • \u89c4\u5212\u8005\uff08Planner\uff09<\/strong>\u2014\u2014\u4ece\u77e5\u8bc6\u70b9\u51fa\u53d1\uff0c\u751f\u6210\u903b\u8f91\u5927\u7eb2\u4e0e\u6559\u5b66\u5206\u955c\uff0c\u5e76\u901a\u8fc7\u5916\u90e8\u6570\u636e\u5e93\u6269\u5c55\u53c2\u8003\u56fe\u50cf\u548c\u53ef\u89c6\u5316\u7d20\u6750\uff0c\u5b9e\u73b0\u300c\u5b8f\u89c2\u89c4\u5212 + \u7ec6\u8282\u652f\u6491\u300d\u3002<\/li>\n
      • \u7a0b\u5e8f\u5458\uff08Coder\uff09<\/strong>\u2014\u2014\u5c06\u6559\u5b66\u5206\u955c\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684 Manim \u4ee3\u7801\uff0c\u652f\u6301\u5e76\u884c\u751f\u6210\uff0c\u63d0\u51fa\u4ee3\u7801\u5c40\u90e8\u4f18\u5316\u673a\u5236\uff08ScopeRefine\uff09\uff0c\u901a\u8fc7\u7c7b\u4f3c\u7f16\u8f91\u5668\u7684\u65ad\u70b9 debug \u8bbe\u8ba1\uff0c\u5927\u5e45\u964d\u4f4e\u9519\u8bef\u7387\u548c Token \u6d88\u8017\u3002<\/span><\/li>\n
      • \u9274\u8d4f\u5bb6\uff08Critic\uff09<\/strong>\u2014\u2014\u5229\u7528\u591a\u6a21\u6001\u6a21\u578b\uff08VLM\uff09\u53cd\u9988\u4e0e\u89c6\u89c9\u951a\u70b9\u63d0\u793a\uff08Visual Anchor Prompt\uff09\u5bf9\u751f\u6210\u7684\u6559\u5b66\u89c6\u9891\u8fdb\u884c\u4fee\u6b63\uff0c\u907f\u514d\u5143\u7d20\u906e\u6321\u3001\u4f4d\u7f6e\u9519\u4e71\uff0c\u4fdd\u8bc1\u753b\u9762\u5c42\u6b21\u6e05\u6670\u3001\u8bb2\u89e3\u53ef\u8bfb\u3002<\/li>\n<\/ul>\n
          \n
        • \u4e3a\u89e3\u51b3\u81ea\u52a8\u751f\u6210\u4e2d\u5e38\u89c1\u7684\u5143\u7d20\u906e\u6321\u3001\u4f4d\u7f6e\u9519\u4e71\u7b49\u7a7a\u95f4\u5e03\u5c40\u95ee\u9898\uff0c\u6587\u672c\u63d0\u51fa\u89c6\u89c9\u951a\u70b9\u63d0\u793a\uff08Visual Anchor Prompt\uff09\uff0c\u4e3a\u5173\u952e\u89c6\u89c9\u5143\u7d20\uff08\u5982\u516c\u5f0f\u3001\u56fe\u8868\u3001\u6587\u672c\u6846\uff09\u5728\u753b\u9762\u4e2d\u7684\u76f8\u5bf9\u4f4d\u7f6e\u548c\u5c42\u6b21\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u7684\u6307\u5bfc\u3002\u5728\u751f\u6210\u4ee3\u7801\u65f6\uff0c\u81ea\u52a8\u7ef4\u62a4\u951a\u70b9\u63d0\u793a\u8868\uff0c\u8bb0\u5f55\u653e\u7f6e\u5bf9\u8c61\u4ee5\u53ca\u5bf9\u5e94\u951a\u70b9\u5750\u6807\uff1b\u5728\u68c0\u67e5\u5230\u89c6\u9891\u4e2d\u5e03\u5c40\u4e0d\u5f53\u65f6\uff0cCritic \u4f1a\u67e5\u8868\u5e76\u751f\u6210\u5177\u4f53\u7684\u65b0\u951a\u70b9\u3001\u4ee5\u53ca\u53ef\u6267\u884c\u7684\u53cd\u9988\uff08\u5982 move to B2\uff09\u7ed9 Coder \u8fdb\u884c\u8fed\u4ee3\u4fee\u6b63\u3002<\/span><\/li>\n<\/ul>\n

          <\/p>\n

          \u56fe 3\uff1a<\/span><\/strong>\u00a0\u89c6\u89c9\u951a\u70b9\u63d0\u793a\uff08Visual Anchor Prompt\uff09\u793a\u610f\u56fe<\/span><\/p>\n

          \u8fd9\u79cd\u591a\u65b9\u4f4d\u7684\u6d41\u6c34\u7ebf\u534f\u4f5c\u8bbe\u8ba1\uff0c\u4f7f\u5f97 Code2Video \u80fd\u5728\u4ee5\u4e0b\u65b9\u9762\u53d1\u6325\u4f18\u52bf\uff1a<\/p>\n

            \n
          • \u65f6\u95f4\u7ef4\u5ea6\uff1a\u4fdd\u8bc1\u8bb2\u89e3\u7684\u65f6\u5e8f\u5408\u7406\u4e0e\u903b\u8f91\u8fde\u8d2f\uff1b<\/li>\n
          • \u7a7a\u95f4\u7ef4\u5ea6\uff1a\u786e\u4fdd\u89c6\u89c9\u5143\u7d20\u7684\u6392\u5e03\u89c4\u8303\u3001\u5c42\u6b21\u5206\u660e\uff1b<\/li>\n
          • \u4ea4\u4e92\u7ef4\u5ea6\uff1a\u901a\u8fc7 Critic \u7684\u53cd\u9988\u95ed\u73af\uff0c\u5b9e\u73b0\u81ea\u9002\u5e94\u7684\u4f18\u5316\u4e0e\u8fed\u4ee3\u3002<\/li>\n<\/ul>\n

            Code2Video \u5c06\u590d\u6742\u7684\u77e5\u8bc6\u70b9\u8f6c\u5316\u4e3a\u903b\u8f91\u6e05\u6670\u3001\u89c6\u89c9\u7cbe\u7f8e\u3001\u53ef\u6269\u5c55\u7684\u6559\u5b66\u89c6\u9891\uff0c\u517c\u987e\u4e86\u89c6\u9891\u8d28\u91cf\u4e0e\u751f\u6210\u6548\u7387\u3002<\/p>\n

            \u8bc4\u6d4b\u57fa\u51c6 MMMC<\/h4>\n

            \u4e3a\u7cfb\u7edf\u5316\u8bc4\u6d4b\uff0c\u672c\u6587\u6784\u5efa\u4e86\u00a0MMMC (Massive Multi-discipline Multimodal Coding) \u8bc4\u6d4b\u96c6\uff1a<\/p>\n

              \n
            • \u6765\u6e90\uff1a3Blue1Brown \u5b98\u65b9\u8bfe\u7a0b\uff08https:\/\/www.3blue1brown.com\/#lessons\uff09\uff0c\u4f5c\u4e3a\u6559\u80b2\u89c6\u9891\u8bbe\u8ba1\u7684\u53c2\u8003\u6807\u51c6\uff08upper bound\uff09\uff1b<\/li>\n
            • \u8986\u76d6\uff1a13 \u4e2a\u5b66\u79d1\u9886\u57df\uff08\u5982\u62d3\u6251\u5b66\u3001\u51e0\u4f55\u5b66\u3001\u6982\u7387\u8bba\u3001\u795e\u7ecf\u7f51\u7edc\u7b49\uff09\uff0c\u5171\u8ba1 117 \u4e2a\u957f\u89c6\u9891\uff1b<\/li>\n
            • \u5207\u5206\uff1a\u7ecf\u4f5c\u8005\u63d0\u4f9b\u7684\u65f6\u95f4\u6233\u5207\u5206\uff0c\u5f97\u5230 339 \u4e2a\u5b50\u7247\u6bb5\uff0c\u5171 456 \u4e2a\u5355\u5143\uff0c\u5e73\u5747\u957f\u5ea6\u7ea6 3.35 \u5206\u949f\uff1b<\/li>\n
            • \u6620\u5c04\uff1a\u4f7f\u7528 LLM \u8fdb\u4e00\u6b65\u62bd\u53d6\u77e5\u8bc6\u70b9\uff0c\u5efa\u7acb\u201c\u77e5\u8bc6\u70b9 \u2192 \u89c6\u9891\u5355\u5143\u201d\u7684\u6620\u5c04\u3002<\/li>\n<\/ul>\n

              <\/p>\n

              \u56fe 4\uff1a<\/span><\/strong>\u00a0MMMC \u6570\u636e\u96c6\u53ef\u89c6\u5316<\/span><\/p>\n

              \u5b9e\u9a8c\u4e0e\u8bc4\u4f30<\/h4>\n

              \u672c\u6587\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u5bf9 Code2Video \u8fdb\u884c\u7cfb\u7edf\u6027\u8bc4\u6d4b\uff1a<\/p>\n

                \n
              • \u7f8e\u5b66\u7ef4\u5ea6\uff08Aesthetics, AES\uff09\uff1a\u91c7\u7528 VLM-as-a-Judge \u7684\u8bc4\u6d4b\u539f\u5219\uff0c\u5bf9\u5e03\u5c40\u3001\u5438\u5f15\u529b\u3001\u903b\u8f91\u6d41\u3001\u98ce\u683c\u4e00\u81f4\u6027\u3001\u5185\u5bb9\u51c6\u786e\u6027\u4e94\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u8bc4\u5206\uff1b<\/span><\/li>\n
              • \u6548\u7387\u7ef4\u5ea6\uff08Efficiency, EFF\uff09\uff1a\u7edf\u8ba1\u5e73\u5747\u4ee3\u7801\u751f\u6210\u65f6\u957f\u548c Token \u6d88\u8017\uff0c\u9a8c\u8bc1\u65b9\u6cd5\u7684\u53ef\u6269\u5c55\u6027\u4e0e\u90e8\u7f72\u53ef\u884c\u6027\uff1b<\/span><\/li>\n
              • \u77e5\u8bc6\u4f20\u9012\u7ef4\u5ea6\uff08TeachQuiz\uff09\uff1a\u5982\u4f55\u5b9a\u91cf\u5730\u8861\u91cf\u4e00\u4e2a\u6559\u5b66\u89c6\u9891\u771f\u6b63\u7684\u300c\u6559\u5b66\u8d28\u91cf\u300d\uff1f\u4f20\u7edf\u7684\u89c6\u9891\u751f\u6210\u6307\u6807\uff08\u5982\u7f8e\u5b66\u8bc4\u5206\uff09\u5e76\u4e0d\u8db3\u4ee5\u8bc4\u4f30\u89c6\u9891\u7684\u6838\u5fc3\u76ee\u6807\u2014\u2014\u77e5\u8bc6\u7684\u6709\u6548\u4f20\u9012\u3002\u4e3a\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86 TeachQuiz\uff0c\u4e00\u4e2a\u65e8\u5728\u76f4\u63a5\u8bc4\u6d4b\u6559\u5b66\u6548\u679c\u7684\u5168\u65b0\u8303\u5f0f\u3002\u5176\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff0c\u4f5c\u4e3a\u8bc4\u6d4b\u8005 VLM \u6a21\u578b\u901a\u5e38\u5bf9\u8bc4\u6d4b\u7684\u77e5\u8bc6\u70b9\u62e5\u6709\u300c\u5148\u9a8c\u77e5\u8bc6\u300d\uff0c\u8fd9\u4f7f\u5f97\u8861\u91cf\u300c\u5b66\u4e60\u589e\u91cf\u300d\u53d8\u5f97\u56f0\u96be\u3002\u4e3a\u89e3\u51b3\u6b64\u95ee\u9898\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u300c\u9009\u62e9\u6027\u9057\u5fd8\uff08Unlearning \u673a\u5236\uff09+ \u770b\u89c6\u9891\u518d\u5b66\u4e60\u300d\u7684\u8bc4\u6d4b\u65b9\u6cd5\uff1a<\/span><\/li>\n<\/ul>\n
                  \n
                • \u77e5\u8bc6\u9057\u5fd8<\/strong>\uff1a\u9996\u5148\u901a\u8fc7\u7279\u5b9a\u65b9\u6cd5\u5f15\u5bfc VLM\u300c\u9057\u5fd8\u300d\u6389\u76ee\u6807\u77e5\u8bc6\u70b9\uff0c\u5236\u9020\u51fa\u4e00\u4e2a\u300c\u77e5\u8bc6\u7f3a\u53e3\u300d\uff1b<\/li>\n
                • \u89c6\u9891\u518d\u5b66\u4e60<\/strong>\uff1a\u5176\u6b21\uff0cVLM \u4f1a\u89c2\u770b\u751f\u6210\u7684\u6559\u5b66\u89c6\u9891\u4ee5\u300c\u91cd\u65b0\u5b66\u4e60\u300d\u76ee\u6807\u77e5\u8bc6\u70b9\uff1b<\/li>\n
                • \u6548\u679c\u8bc4\u4f30<\/strong>\uff1a\u6700\u540e\uff0cVLM \u5728\u89c2\u770b\u89c6\u9891\u540e\u56de\u7b54\u76f8\u5173\u95ee\u9898\u7684\u8868\u73b0\uff0c\u91cf\u5316\u4e86\u8be5\u89c6\u9891\u5b9e\u9645\u4f20\u9012\u7684\u77e5\u8bc6\u91cf\u3002<\/li>\n<\/ul>\n

                  <\/p>\n

                  \u56fe 5\uff1a<\/span><\/strong>\u00a0TeachQuiz \u8bc4\u6d4b\u6307\u6807\u6d41\u7a0b\u793a\u610f\u56fe<\/span><\/p>\n

                  \u5b9e\u9a8c\u7ed3\u8bba<\/strong><\/p>\n

                    \n
                  • \u50cf\u7d20\u65b9\u6cd5\u4e0d\u4f73\uff1a\u57fa\u4e8e\u50cf\u7d20\u7a7a\u95f4\u7684\u6587\u751f\u89c6\u9891\u65b9\u6cd5\u5728 AES \u4e0e TeachQuiz \u4e0a\u5747\u5f97\u5206\u504f\u4f4e\uff0c\u5c24\u5176\u5728\u903b\u8f91\u6d41\u4e0e\u6587\u5b57\u6e05\u6670\u5ea6\u65b9\u9762\u5b58\u5728\u660e\u663e\u4e0d\u8db3\uff1b<\/li>\n
                  • \u4ee3\u7801\u8303\u5f0f\u6709\u6548\uff1a\u76f4\u63a5\u4f7f\u7528 Code LLM \u751f\u6210 Manim \u4ee3\u7801\u5e76\u6e32\u67d3\u89c6\u9891\u7684\u65b0\u8303\u5f0f\uff0c\u76f8\u6bd4\u57fa\u4e8e\u50cf\u7d20\u7a7a\u95f4\u7684\u89c6\u9891\u751f\u6210\u65b9\u6cd5\u5728 TeachQuiz \u6307\u6807\u4e0a\u5e73\u5747\u63d0\u5347\u7ea6 30%\uff1b<\/li>\n
                  • \u6027\u80fd\u7a33\u5065\u63d0\u5347\uff1a\u672c\u6587\u6240\u63d0\u51fa\u7684 Code2Video \u65b9\u6cd5\u5728\u7f8e\u5b66\u548c TeachQuiz \u6307\u6807\u4e0a\u53d6\u5f97\u7ea6 40% \u7684\u7a33\u5b9a\u589e\u76ca\uff1b<\/li>\n
                  • \u4e13\u4e1a\u5dee\u8ddd\u4ecd\u5b58\uff1a\u5728\u957f\u6559\u5b66\u89c6\u9891\u4e2d\uff0c\u4e13\u4e1a\u4eba\u5458\u5236\u4f5c\u7684\u89c6\u9891\u4ecd\u5728\u53d9\u4e8b\u6df1\u5ea6\u548c\u7ec6\u8282\u628a\u63a7\u4e0a\u5177\u5907\u660e\u663e\u4f18\u52bf\u3002<\/li>\n<\/ul>\n

                    \"\u622a\u5c4f2025-10-04<\/span><\/p>\n

                    \u8868 1\uff1a<\/span><\/strong>\u00a0Code2Video \u4e0e\u5404\u7c7b\u65b9\u6cd5\u5bf9\u6bd4\u7ed3\u679c<\/span><\/p>\n

                    <\/p>\n

                    \u56fe 6\uff1a<\/span><\/strong>\u00a0\u53ef\u89c6\u5316\u5bf9\u6bd4\u793a\u4f8b<\/span><\/p>\n

                    <\/p>\n

                    \u89c6\u9891 2\uff1a<\/span><\/strong>\u00a0Code2Video \u751f\u6210\u89c6\u9891\u793a\u4f8b<\/span><\/p>\n

                    <\/p>\n

                    \u89c6\u9891 3\uff1a<\/span><\/strong>\u00a0\u9884\u8bbe\u4e0d\u540c\u6a21\u677f\u751f\u6210\u6548\u679c\u793a\u4f8b<\/span><\/p>\n

                    \u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n

                    \u672c\u6587\u8fdb\u4e00\u6b65\u5bf9 Code2Video \u7684\u5173\u952e\u7ec4\u4ef6\u8fdb\u884c\u4e86\u6d88\u878d\u5206\u6790\uff0c\u4ee5\u8003\u5bdf\u5404\u6a21\u5757\u5bf9\u89c6\u9891\u8d28\u91cf\u4e0e\u751f\u6210\u6548\u7387\u7684\u8d21\u732e\u3002<\/p>\n

                    \u5728\u89c6\u9891\u8d28\u91cf\u65b9\u9762\uff1a<\/strong><\/p>\n

                      \n
                    • Planner \u6838\u5fc3\u4f5c\u7528\uff1a\u79fb\u9664 Planner \u6a21\u5757\u540e\uff0c\u7f8e\u5b66\uff08AES\uff09\u4e0e\u77e5\u8bc6\u4f20\u9012\u6307\u6807\uff08TeachQuiz\uff09\u5747\u9aa4\u964d\u7ea6 40 \u5206\uff0c\u8fd9\u8868\u660e\u9ad8\u5c42\u6b21\u7684\u8bb2\u89e3\u89c4\u5212\u4e0e\u65f6\u5e8f\u5efa\u6a21\u662f\u6559\u5b66\u89c6\u9891\u751f\u6210\u7684\u57fa\u7840\u3002<\/li>\n
                    • \u654f\u611f\u6027\u5dee\u5f02\uff1a\u4e0e\u7f8e\u5b66\u5206\u6570\u76f8\u6bd4\uff0cTeachQuiz \u6307\u6807\u66f4\u80fd\u63ed\u793a\u6559\u5b66\u89c6\u9891\u7684\u300c\u77e5\u8bc6\u4f20\u9012\u80fd\u529b\u300d\uff0c\u5373\u4fbf\u89c6\u9891\u5728\u89c6\u89c9\u8868\u73b0\u4e0a\u5c1a\u53ef\u63a5\u53d7\uff0c\u5374\u65e0\u6cd5\u652f\u6301\u5b66\u751f\u5bf9\u77e5\u8bc6\u70b9\u6709\u6548\u5b66\u4e60\u3002<\/li>\n
                    • \u6a21\u5757\u4e92\u8865\u6027\uff1a\u5916\u90e8\u6570\u636e\u5e93\u6709\u52a9\u4e8e\u4fdd\u8bc1\u6982\u5ff5\u53ef\u89c6\u5316\u7684\u6b63\u786e\u6027\uff1b\u89c6\u89c9\u951a\u70b9\u80fd\u591f\u4fdd\u8bc1\u5143\u7d20\u5e03\u5c40\u7a33\u5b9a\uff1bCritic \u6a21\u5757\u5bf9\u521d\u6b65\u751f\u6210\u7684\u89c6\u9891\u63d0\u4f9b\u8fdb\u4e00\u6b65\u7684\u8fed\u4ee3\u4fee\u6b63\u3002<\/li>\n<\/ul>\n

                      \u5728\u6548\u7387\u5206\u6790\u65b9\u9762\uff1a<\/strong><\/p>\n

                        \n
                      • \u5e76\u884c\u6267\u884c\uff1a\u82e5\u79fb\u9664\u5e76\u884c\u8bbe\u8ba1\uff0c\u5355\u4e2a\u89c6\u9891\u7684\u5e73\u5747\u751f\u6210\u65f6\u957f\u7531 15.4 \u5206\u949f\u63d0\u5347\u81f3 86.6 \u5206\u949f\uff1b<\/li>\n
                      • \u5c40\u90e8\u4f18\u5316\uff1a\u76f8\u8f83\u4e8e\u91cd\u65b0\u751f\u6210\u6216\u5168\u5c40\u8c03\u8bd5\uff0c\u4ee3\u7801\u5c40\u90e8\u4f18\u5316\uff08ScopeRefine\uff09\u80fd\u591f\u4ee5\u66f4\u4f4e\u7684\u4ee3\u4ef7\u5b8c\u6210\u9519\u8bef\u4fee\u590d\uff0c\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u91cd\u590d\u5f00\u9500\u3002<\/li>\n<\/ul>\n

                        \"\u622a\u5c4f2025-10-04<\/span><\/p>\n

                        \u8868 2\uff1a<\/span><\/strong>\u00a0\u5173\u4e8e\u89c6\u9891\u8d28\u91cf\uff08\u5de6\u8868\uff09\u53ca\u751f\u6210\u6548\u7387\uff08\u53f3\u8868\uff09\u7684\u6d88\u878d\u5206\u6790<\/span><\/p>\n

                        \u4eba\u7c7b\u5b9e\u9a8c<\/strong><\/p>\n

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                          \n
                        • \u4e00\u81f4\u6027\uff1a\u53d7\u8bd5\u8005\u8bc4\u5206\u8d8b\u52bf\u4e0e VLM \u8bc4\u5206\u4e00\u81f4\uff0c\u4f46\u5206\u6570\u533a\u5206\u5ea6\u66f4\u5927\uff1b<\/span><\/li>\n
                        • \u654f\u611f\u6027\uff1a\u5bf9\u906e\u6321\u4e0e\u5e03\u5c40\u9519\u8bef\u6781\u5176\u654f\u611f\uff0c\u5373\u4fbf\u77ed\u6682\u9519\u8bef\u4e5f\u4f1a\u663e\u8457\u62c9\u4f4e\u8bc4\u5206\uff1b<\/span><\/li>\n
                        • \u6ce8\u610f\u529b\u9650\u5236\uff1a\u4e13\u4e1a\u5236\u4f5c\u7684\u6559\u5b66\u89c6\u9891\u5b58\u5728\u56e0\u65f6\u957f\u8fc7\u957f\uff0c\u53d7\u8bd5\u8005\u5e38\u8df3\u8fc7\u7247\u6bb5\uff0c\u5bfc\u81f4 TeachQuiz \u5f97\u5206\u964d\u4f4e\u7684\u60c5\u51b5\uff1b\u800c Code2Video \u751f\u6210\u7684\u77ed\u89c6\u9891\u66f4\u5951\u5408\u53d7\u8bd5\u8005\u6ce8\u610f\u529b\u8303\u56f4\uff1b<\/span><\/li>\n
                        • \u76f8\u5173\u6027\uff1a\u7f8e\u5b66\u5f97\u5206\u4e0e TeachQuiz \u5f97\u5206\u9ad8\u5ea6\u76f8\u5173\uff0c\u8fd9\u8868\u660e\u597d\u7684\u6559\u5b66\u89c6\u9891\u80fd\u5438\u5f15\u53d7\u8bd5\u8005\u79ef\u6781\u53c2\u4e0e\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u4f18\u7684\u5b66\u4e60\u6210\u679c\u3002<\/span><\/li>\n<\/ul>\n

                          \"\u622a\u5c4f2025-10-04<\/span><\/p>\n

                          \u8868 3\uff1a<\/span><\/strong>\u00a0\u53d7\u8bd5\u8005\u5b9e\u9a8c\u7ed3\u679c\u5bf9\u6bd4<\/span><\/p>\n

                          \u7ed3\u8bed<\/h4>\n

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                          \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

                          <\/div>\n

                          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                          <\/div>\n","protected":false},"excerpt":{"rendered":"

                          \u672c\u6587\u63d0\u51fa\u6559\u80b2\u89c6\u9891\u751f\u6210\u7684\u65b0\u8303\u5f0f\u2014\u2014\u4ee5\u53ef\u6267\u884c\u4ee3\u7801\u4e3a\u6838\u5fc3\u5a92\u4ecb\uff0c\u7ed3\u5408\u4e09\u667a\u80fd\u4f53\u534f\u540c\u6846\u67b6\uff0c\u5b9e\u73b0\u9ad8\u8d28\u91cf\u3001\u53ef\u63a7\u3001\u53ef\u89e3\u91ca\u7684\u6559\u5b66\u89c6 […]<\/p>\n

                          <\/div>\n

                          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                          <\/div>\n","protected":false},"author":56,"featured_media":27412,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1892,1893,1894],"class_list":["post-27411","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-code2video","tag-1893","tag-1894"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27411","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=27411"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27411\/revisions"}],"predecessor-version":[{"id":27425,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27411\/revisions\/27425"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/27412"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=27411"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=27411"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=27411"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}