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  "created_at": "2026-09-18T13:00:26.174Z",
  "updated_at": "2026-09-18T13:11:07.786Z",
  "title": "Why robots can't plan without simulation",
  "description": "Enterprise leaders reveal the hidden bottleneck blocking physical AI: robots need to simulate actions before executing them. Here's how forward modeling changes everything.",
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  "language": "en",
  "duration_sec": 39.81,
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    "transcript_url": "https://reelsbuilder.ai/video/6aad35ea4b7cb4aaed149ce3/transcript.txt",
    "transcript": "And what we're doing is the models that we're training are able to simulate forward in all these different types of environments. \n\nSo what that means for robotics, and we think this is the biggest bottleneck to what we call physical intelligence, is for the robot to know how to plan its actions when it wants to do. \n\nAnd the way it can do that is to simulate forward what kind of actions you want it to take. So if you wanted to pick up a cup, for example, it will literally like simulate itself picking up a cup and then work backwards as to what kinds of robotics actions it should be taking. \n\nAnd that's only possible with a very strong role model so that it can generalize across",
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  "ai_context": {
    "summary": "Enterprise leaders reveal the hidden bottleneck blocking physical AI: robots need to simulate actions before executing them. Here's how forward modeling changes everything.",
    "topics": [
      "YouTube Clip"
    ],
    "source_links": [
      {
        "label": "How AI is teaching robots to think like humans",
        "url": "https://www.youtube.com/watch?v=8Kafp1RFE4Q",
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  "creator": {
    "handle": null,
    "name": "Alec Furrier",
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