{
  "course_id": 49,
  "name": "CS 294/194-196 — Agentic AI",
  "org": "UC Berkeley",
  "seeds": [
    "https://rdi.berkeley.edu/agentic-ai"
  ],
  "repair_version": 3,
  "updated_at": "2026-10-14T11:24:42Z",
  "pages": [
    {
      "url": "https://rdi.berkeley.edu/agentic-ai",
      "final_url": "https://rdi.berkeley.edu/agentic-ai/",
      "title": "Redirecting…",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/c77bec7b7b619fde40b6.html",
      "images": []
    },
    {
      "url": "http://rdi.berkeley.edu/agentic-ai/f25",
      "final_url": "http://rdi.berkeley.edu/agentic-ai/f25",
      "title": "CS294/194-196 Agentic AI",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/0c561c7340b2073d7713.html",
      "images": [
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/dawn-berkeley.jpg",
          "bytes": 64207,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/fefd686d500a46f34427.jpg"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Yann_Dubois.png",
          "bytes": 303299,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/e976370edfa075b7f94c.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/openai.png",
          "bytes": 31516,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/4f23c7c119dc6994c154.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Yangqing_Jia.png",
          "bytes": 5808537,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/d8ded053e0bf4c15331a.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/nvidia.png",
          "bytes": 49013,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/46c99946a1a8bd2d43c5.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Jiantao_Jiao.png",
          "bytes": 263801,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/a9a9650ae04e7bdf8ea4.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Weizhu_Chen_new.png",
          "bytes": 1302423,
          "reused": false,
          "content_type": "image/png",
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/c9a497fa67dbfe0fe4eb.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/microsoft.png",
          "bytes": 59990,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/30395539abc094380ca1.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Noam_Brown.png",
          "bytes": 783749,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/d0ab5b1c82a0d1fb6fa8.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Sida Wang.jpg",
          "bytes": 144549,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/d665cdda3b388470fe32.jpg"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/meta.png",
          "bytes": 227696,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/7bee3c57964d09b1d709.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/james_zou.png",
          "bytes": 911756,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/60483b8a53bd04ec4199.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/stanford.png",
          "bytes": 7624,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/549ecd6f13a45f99a386.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Clay Bavor.png",
          "bytes": 702420,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/b1b65a859b91d8eb6de5.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/sierra.png",
          "bytes": 17324,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/e3c53d777883da932fe6.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Oriol_Vinyals.png",
          "bytes": 67975,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/f8fa0ed70480639c1ff8.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Google%20Deepmind.png",
          "bytes": 4240,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/f3d335d22902e2e5f9b3.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/Peter_Stone.png",
          "bytes": 422175,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/666d760436396dd31122.png"
        },
        {
          "status": "ok",
          "url": "http://rdi.berkeley.edu/agentic-ai/assets/sony_ai.png",
          "bytes": 31638,
          "reused": true,
          "local_path": "49-CS-294-194-196-Agentic-AI/pages/repair/assets/61d64c43736622bb5e4d.png"
        }
      ]
    }
  ],
  "files": [
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/introduction_25.pdf",
      "bytes": 7035440,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/001.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/introduction_25.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/lecture1.pdf",
      "bytes": 7763353,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/002.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/lecture1.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/d11.pdf",
      "bytes": 6335018,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/003.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/d11.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/d22.pdf",
      "bytes": 1887366,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/004.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/d22.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/Yangqing.pdf",
      "bytes": 38160063,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/005.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/Yangqing.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/AgenticAI_Jiantao Jiao.pdf",
      "bytes": 2919646,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-5d6a775074070dbde6fa.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/AgenticAI_Jiantao Jiao.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/LLM Agent Evaluations & Project Overview.pdf",
      "bytes": 5147728,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-2f00401d2cac8acfb4e4.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/LLM Agent Evaluations & Project Overview.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/weizhu.pdf",
      "bytes": 2804839,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/008.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/weizhu.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/multiagent_berkeley_2025.pptx.pdf",
      "bytes": 6125368,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/009.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/multiagent_berkeley_2025.pptx.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/PredEval.pdf",
      "bytes": 4461154,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/010.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/PredEval.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/Practical_Lessons_AI_Agents.pdf",
      "bytes": 7083787,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/011.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/Practical_Lessons_AI_Agents.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/AgenticAI_Jiantao%20Jiao.pdf",
      "bytes": 2919646,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/012.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/AgenticAI_Jiantao%20Jiao.pdf"
    },
    {
      "status": "ok",
      "url": "https://rdi.berkeley.edu/agentic-ai/slides/LLM%20Agent%20Evaluations%20&%20Project%20Overview.pdf",
      "bytes": 5147728,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/013.pdf",
      "source_url": "https://rdi.berkeley.edu/agentic-ai/slides/LLM%20Agent%20Evaluations%20&%20Project%20Overview.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/introduction_25.pdf",
      "bytes": 7035440,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-b9b158da1fbb22e89467.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/introduction_25.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/lecture1.pdf",
      "bytes": 7763353,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-09de8306876e6bc1db37.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/lecture1.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/d11.pdf",
      "bytes": 6335018,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-ccc60bc8023065bdf488.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/d11.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/d22.pdf",
      "bytes": 1887366,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-b7dfc82831166daaf0bd.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/d22.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/Yangqing.pdf",
      "bytes": 38160063,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-294f5e724e6ed736cc80.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/Yangqing.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/AgenticAI_Jiantao Jiao.pdf",
      "bytes": 2919646,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-26f6fa654423307b4de6.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/AgenticAI_Jiantao Jiao.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/LLM Agent Evaluations & Project Overview.pdf",
      "bytes": 5147728,
      "reused": false,
      "content_type": "application/pdf",
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-776440ca1bdba95302a4.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/LLM Agent Evaluations & Project Overview.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2503.16416",
      "bytes": 563588,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-fad256f3147c75b49061.pdf",
      "source_url": "https://arxiv.org/pdf/2503.16416"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/weizhu.pdf",
      "bytes": 2804839,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-649a44a5c9294bbdeda1.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/weizhu.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/multiagent_berkeley_2025.pptx.pdf",
      "bytes": 6125368,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-d7b228757f1e008cba15.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/multiagent_berkeley_2025.pptx.pdf"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/PredEval.pdf",
      "bytes": 4461154,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-1f30182bf0d6853a55ab.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/PredEval.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2411.00640",
      "bytes": 330983,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-cc40e0c909d407d55e0d.pdf",
      "source_url": "https://arxiv.org/pdf/2411.00640"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2509.06917",
      "bytes": 8933956,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-1943580e7e337837fda5.pdf",
      "source_url": "https://arxiv.org/abs/2509.06917"
    },
    {
      "status": "ok",
      "url": "http://rdi.berkeley.edu/agentic-ai/slides/Practical_Lessons_AI_Agents.pdf",
      "bytes": 7083787,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-0a608438aa1ada89db85.pdf",
      "source_url": "http://rdi.berkeley.edu/agentic-ai/slides/Practical_Lessons_AI_Agents.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2506.07982",
      "bytes": 1243001,
      "reused": true,
      "local_path": "49-CS-294-194-196-Agentic-AI/files/repair-3e0721ea39fad9f7b318.pdf",
      "source_url": "https://arxiv.org/pdf/2506.07982"
    }
  ],
  "repositories": [],
  "videos": [
    {
      "url": "https://www.youtube.com/watch?v=r1qZpYAmqmg",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-r1qZpYAmqmg.mp4",
      "bytes": 230243587,
      "valid": true,
      "height": 1080,
      "width": 1920,
      "duration": "7100.541000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=xqRAS6rAouo",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-xqRAS6rAouo.mp4",
      "bytes": 178912791,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "4771.061000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=3l0Zxus34es",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-3l0Zxus34es.mp4",
      "bytes": 188104438,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "4648.081000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=VfOA2a0dj4w",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-VfOA2a0dj4w.mp4",
      "bytes": 185520769,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "5662.266667",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=xNxrBHZPDvM",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-xNxrBHZPDvM.mp4",
      "bytes": 118299860,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3876.861000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=SrLcGdVOb9w",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-SrLcGdVOb9w.mp4",
      "bytes": 85170752,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3289.181000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=HV8pugcFVO0",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-HV8pugcFVO0.mp4",
      "bytes": 96189160,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "2644.021000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=yqPIsTTdUkc",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-yqPIsTTdUkc.mp4",
      "bytes": 113095087,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3675.341000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=sfJM4LaiYsM",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-sfJM4LaiYsM.mp4",
      "bytes": 95054671,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "2814.341000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=ntjOxjZMaac",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-ntjOxjZMaac.mp4",
      "bytes": 130677913,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3538.121000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=iDhzzugMOLA",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-iDhzzugMOLA.mp4",
      "bytes": 159254076,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3701.821000",
      "reused": false
    },
    {
      "url": "https://www.youtube.com/watch?v=CvZDJxd4LKM",
      "kind": "single_video",
      "status": "ok",
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/repair-CvZDJxd4LKM.mp4",
      "bytes": 208690514,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "6529.661000",
      "reused": false
    }
  ],
  "skipped": [
    {
      "url": "https://rdi.berkeley.edu/agentx-agentbeats",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/MSLYVZJmaDaaE2B48",
      "reason": "external_reference"
    },
    {
      "url": "https://edstem.org/us/join/MWjY99",
      "reason": "external_reference"
    },
    {
      "url": "https://people.eecs.berkeley.edu/~dawnsong/",
      "reason": "external_reference"
    },
    {
      "url": "https://openai.com/index/introducing-swe-bench-verified/",
      "reason": "external_reference"
    },
    {
      "url": "https://openai.com/index/browsecomp/",
      "reason": "external_reference"
    },
    {
      "url": "https://www.nature.com/articles/s41586-025-09442-9",
      "reason": "external_reference"
    },
    {
      "url": "https://sierra.ai/blog/voice-sims-test-agents-in-real-world-conditions-before-they-talk-to-your-customers",
      "reason": "external_reference"
    },
    {
      "url": "https://www.cs.utexas.edu/~pstone/Papers/bib2html/b2hd-nature22.html",
      "reason": "external_reference"
    },
    {
      "url": "https://www.cs.utexas.edu/~pstone/Papers/bib2html/b2hd-jiaheng_hu_2025.html",
      "reason": "external_reference"
    }
  ],
  "discovery_finished": true,
  "license_note": "页面未见统一开放许可；默认仅做原始抓取、索引与内部去重分析，不公开再分发",
  "actual_video_files": [
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/001-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Agentic AI Safety & Security.mp4",
      "bytes": 208690514,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "6529.661000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/002-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Autonomous Agents by Peter S.mp4",
      "bytes": 159254076,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3701.821000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/007-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Multi-Agent AI by Noam Brown.mp4",
      "bytes": 85170752,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3289.181000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/009-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Post-Training Verifiable Age.mp4",
      "bytes": 148005451,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "4648.081000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/010-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Evolution of System Designs .mp4",
      "bytes": 178912791,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "4771.061000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/HV8pugcFVO0-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Predictable Noise in LLM Ben.mp4",
      "bytes": 96189160,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "2644.021000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/VfOA2a0dj4w-CS294-196 (Agentic AI MOOC) - LLM Agent Evaluations & Project Overview.mp4",
      "bytes": 185520769,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "5662.266667",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/ntjOxjZMaac-Agentic AI MOOC ｜ UC Berkeley CS294-196 F25 ｜ Multi-Agent Systems in Era of LLMs.mp4",
      "bytes": 130677913,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3538.121000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/r1qZpYAmqmg-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ LLM Agents Overview by Yann .mp4",
      "bytes": 230243587,
      "valid": true,
      "height": 1080,
      "width": 1920,
      "duration": "7100.541000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/sfJM4LaiYsM-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Practical Lessons from Deplo.mp4",
      "bytes": 95054671,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "2814.341000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/xNxrBHZPDvM-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ Training Agentic Models by W.mp4",
      "bytes": 118299860,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3876.861000",
      "status": "ok"
    },
    {
      "local_path": "49-CS-294-194-196-Agentic-AI/videos/yqPIsTTdUkc-Agentic AI MOOC ｜ UC Berkeley CS294-196 Fall 2025 ｜ AI Agents to Automate Scienc.mp4",
      "bytes": 113095089,
      "valid": true,
      "height": 720,
      "width": 1280,
      "duration": "3675.341000",
      "status": "ok"
    }
  ],
  "invalid_legacy_files": [],
  "status": "ok",
  "missing_count": 12
}