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PrivateBox · Learn · Introduction to AI

Course Summary: The 12 Habits

The whole course, compressed into twelve durable habits and seven take-away cards.

The habits

  1. Remember what it is: a prediction machine finishing your sentence, not a database.
  2. Verify anything that matters, especially specific numbers and citations.
  3. Treat confidence as decoration. Tone never signals truth.
  4. New task, new chat. Long conversations rot.
  5. Restate what matters instead of saying “as I said above”.
  6. Never ask a question that contains its own answer. Ask for the case against.
  7. Correct errors explicitly, or start clean. Mistakes compound.
  8. Green-light test: can I judge it, and is being wrong cheap?
  9. Brief like a colleague: Goal, Context, Example, Format.
  10. Iterate: the second prompt is where the magic is.
  11. Match the model to the job: fast, thinking, or web access.
  12. Keep secrets out of unvetted tools. Ground AI in your documents, privately, with sources.

The seven take-away cards

Lesson 1 · The Prediction Machine

AI is finishing your sentence, not searching a database. Fluency is how it sounds, not how it knows.

Lesson 2 · Confidently Wrong

Fluent does not mean true. The more obscure the topic, the more beautiful the guess. Verify anything that matters.

Lesson 3 · How You Break It

Long chats rot. Leading questions get echoes. Fresh chat plus neutral framing gives you a smarter AI, instantly.

Lesson 4 · What It’s For

Use AI where you can check it and mistakes are cheap. Keep judgement, and secrets, on your side of the desk.

Lesson 5 · Briefing the Intern

Goal, Context, Example, Format. Thirty extra seconds of briefing beats thirty minutes of fixing.

Lesson 6 · Choosing Your Robot

Everyday task, fast model. Hard problem, thinking model. Current events, web access. Disappointed? Try a bigger model before blaming AI.

Lesson 7 · Your Documents, Your AI

AI plus your documents, privately, with sources. That is when it stops being a toy. Never feed confidential files to tools you haven’t vetted.

Free course: privatebox.co.za/resources/intro-to-ai · Built by PrivateBox, private AI for your organisation’s documents.