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  "created_at": "2026-06-07T15:00:09.504Z",
  "updated_at": "2026-06-07T15:09:54.381Z",
  "title": "Digital Twins Learn Workflow Skills",
  "description": "Top-down data models failed for decades. The next digital twin may emerge from learned workflows, one skill at a time.",
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    "transcript": "In the future, the ontology that we've talked about that incorporates business processes, rules, relationships, a richer model of how the business runs. \n\nWe've been calling this the digital twin, but building ontologies is really, really challenging because for 30 years or, or more we've talked about and companies have tried building enterprise data models and it never works when you do a top down. \n\nSo, um, I think what we're going to see more is like user skills where they're doing, they're accomplishing individual workflows and those workflows are learned as skills by the intelligent client.",
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  "ai_context": {
    "summary": "Top-down data models failed for decades. The next digital twin may emerge from learned workflows, one skill at a time.",
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    ],
    "source_links": [
      {
        "label": "Why Top-Down Data Models Fail: The Rise of the Digital Twin",
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    "handle": null,
    "name": "Alec Furrier",
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