{
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    "authority": "vedokrok-website-delivery",
    "semantics": "membership",
    "sequence_required": false,
    "position_basis": "released-item-array",
    "description": "Positions preserve the released display order. Choose the ideas that fit; the start item is a suggested entry point, not a required first step.",
    "start_item_id": "MHC-D-RESEARCH-9229",
    "dependencies": [],
    "positions": [
      {
        "item_id": "MHC-D-RESEARCH-9229",
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  "version": "0.1.0",
  "title": "Use recoverable errors to train transfer, not production mistakes",
  "summary": "Turn error-management-training evidence into a bounded practice protocol for skills that must survive unfamiliar cases, while separating useful exploration from arbitrary difficulty or unsafe real-world failure.",
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  "topics": [
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  "published_at": "2026-09-28T08:42:26Z",
  "url": "/collections/use-recoverable-errors-to-train-transfer-not-production-mistakes",
  "items": [
    {
      "id": "MHC-D-RESEARCH-9229",
      "url": "/knowledge/practice-recoverable-errors-when-transfer-matters",
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    }
  ]
}