The AI Learning Hub Journal

Giving It Your Own Material

Your material beats its general knowledgethe real transcript, the real policy, the real numbers — and the habits that make pasting actually workGENERAL KNOWLEDGE — GENERAL ANSWERSyou: "What are best practices for handover notes?"generic advice that would fit any team anywhere —nothing about your handoversno instruction conjures facts it was never givenYOUR MATERIAL — ANSWERS ABOUT YOUR SITUATIONyou: "Using only the three handover notes below, listwhat each covers and what is missing from all three."an answer that can only be about your notessay what to do with it, not just that it is thereSAY WHAT TO DO WHEN THE MATERIAL DOES NOT CONTAIN THE ANSWER"if the material does not say, write 'not stated' rather than inferring" — otherwise the gap gets quietly filledQUOTE IT BACK SO YOU CAN CHECK — TURN TRUST INTO A SPOT-CHECKquote the sentence it came fromsection number beside each pointseparate stated from inferredanchored answers drift less into generic content — and spot-checking three quotes beats re-reading the sourcePAUSE BEFORE YOU PASTE — TWO QUESTIONS FIRST"would I be comfortable if this appeared where I do not control it?""does the task actually need this part at all?"credentials, personal data and confidential material deserve the pause — placeholders and rounded figures usually keep the task intactknow which tools your organisation approves — a personal account is a separate decisionPASTE THE REAL MATERIAL, CONSTRAIN IT TO THE MATERIAL, CHECK IT AGAINST THE MATERIALand pause before pasting anything you would not want to see somewhere else
Pasting the real material — with instructions for using it, quotes to check it, and a pause before anything sensitive — beats any clever wording.

Your Material Beats Its General Knowledge

For anything specific to your world, pasting the actual material is worth more than any amount of clever instruction. The real meeting transcript, the real policy document, the real thread of correspondence, the real numbers. General knowledge produces general answers; your material produces answers about your situation. Two habits make this work much better. Say what to do with the material, not just that it is there — "using only the document below, answer these four questions" is very different from "here is a document, thoughts?". And say what to do when the material does not contain the answer, because otherwise the gap gets filled.

  • Weak: "What are best practices for handover notes?"
  • Strong: "Using only the three handover notes below, list what each one covers and what is missing from all three."
  • "Using only the material provided" meaningfully constrains the answer
  • Add: "if the material does not say, write 'not stated' rather than inferring"

Quote It Back So You Can Check

When you supply a document, ask the answer to point at it. "For each finding, quote the sentence it came from." "Give the section number beside each point." "Separate what the document says from what you inferred." This turns an answer you have to trust into one you can spot-check in seconds, and it has a second effect: an answer that must be anchored to specific text has much less room to drift into general knowledge dressed up as your document. It is also how you catch the most annoying failure mode with long documents — a summary that is broadly right but silently missed the one section that mattered most to you.

  • Ask for a quoted sentence or section number beside every finding
  • Ask it to separate what the document states from what it inferred
  • Anchored answers drift much less into generic content
  • Spot-check two or three quotes rather than re-reading the whole source

What Not to Paste

Pasting is frictionless, which is exactly the problem — it is easier to paste the whole file than to extract the two paragraphs the task needs. Before you paste, ask two questions. Would I be comfortable if this text appeared somewhere I did not control? And does the task actually need this part? Other people's personal information, customer records, anything under a confidentiality obligation, credentials of any kind, and material you do not own are all worth pausing over. Most of the time the task works just as well with names replaced by placeholders and figures rounded. Know your organisation's rules and which tools are approved — and remember that pasting into a personal account is a different decision from using a sanctioned one.

  • Paste the part the task needs, not the whole document because it was easier
  • Placeholders and rounded figures usually preserve the task completely
  • Credentials, personal data and confidential material deserve a deliberate pause
  • Know which tools are approved where you work; personal accounts are a separate decision

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