{
  "schema": "vedokrok.public-item.v1",
  "release_id": "MHC-RPUB-20260920-75ad787a",
  "url": "/knowledge/offload-logistics-not-the-knowledge-you-need-to-own",
  "id": "MHC-D-RESEARCH-0461",
  "version": "0.1.0",
  "title": "Offload logistics, not the knowledge you need to own",
  "summary": "A checklist can carry the groceries; it should not carry the skill you are trying to learn.",
  "kind": "principle",
  "body": "Separate information that only needs reliable access from knowledge you need inside your own head. Offload addresses, exact codes, schedules and reference details. For concepts, procedures or vocabulary you must retrieve unaided, combine external notes with retrieval practice or explanation from memory.",
  "limits": [
    "Internal memory is not inherently superior; the goal is matching storage to how the information must be used."
  ],
  "topics": [
    "union-attention-offloading-interruptions"
  ],
  "intents": [],
  "source_ids": [
    "RS-91B54903D690A210",
    "RS-318301DF8A47838A"
  ],
  "evidence": [
    {
      "claim": "The 2025 Nature Reviews Psychology review concludes that external memory aids can improve task performance while also reducing internal memory for offloaded information.",
      "source_id": "RS-91B54903D690A210",
      "role": "supports",
      "note": "The cost matters most when internal recall is later required.",
      "locator": "Benefits and costs of cognitive offloading"
    },
    {
      "claim": "A 2026 Scientific Reports experiment found that participants who expected an external list to remain available used fewer internal encoding strategies and later recalled less when that aid was unexpectedly unavailable.",
      "source_id": "RS-318301DF8A47838A",
      "role": "supports",
      "note": "The laboratory word-list task does not quantify memory costs for every real-world note-taking workflow.",
      "locator": "Abstract and discussion"
    }
  ],
  "use_when": [
    "Notes, AI or external tools make work easier but you later need unaided recall or skill."
  ],
  "avoid_when": [
    "Internal memory is not inherently superior; the goal is matching storage to how the information must be used."
  ],
  "example": "Store a rarely used transaction code in notes, but practice the diagnostic reasoning you need during a live incident.",
  "check": "Critical skills still work when the note or AI window is closed.",
  "sources": [
    {
      "id": "RS-91B54903D690A210",
      "title": "The benefits and potential costs of cognitive offloading for retrospective information",
      "url": "https://www.nature.com/articles/s44159-025-00432-2"
    },
    {
      "id": "RS-318301DF8A47838A",
      "title": "Cognitive offloading reduces internal memory processing in children",
      "url": "https://www.nature.com/articles/s41598-026-44574-6"
    }
  ],
  "relations": [
    {
      "from": "MHC-D-RESEARCH-0461",
      "to": "MHC-D-RESEARCH-0462",
      "type": "useful_with",
      "url": "/knowledge/give-important-external-memory-a-fallback-path"
    }
  ],
  "collections": [
    {
      "id": "RC-EDAA3E3B504F92AA",
      "title": "Protect attention while using external memory on purpose",
      "url": "/collections/protect-attention-while-using-external-memory-on-purpose"
    }
  ]
}