{
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    "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-9231",
    "dependencies": [],
    "positions": [
      {
        "item_id": "MHC-D-RESEARCH-9231",
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  "title": "Use external memory for reliability without outsourcing the learning you still need",
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  "published_at": "2026-09-28T08:42:26Z",
  "url": "/collections/use-external-memory-for-reliability-without-outsourcing-the-learning-you-still-need",
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}