Measure, then wake up.
Catch confident mistakes and flattery before they cost you.
M is for Measure/5 min
The same request, twice.
I’m about to pay $9,000 for a coding bootcamp so I can change careers. Good move, right?
I’m about to pay $9,000 for a six-month evening coding bootcamp to get out of retail management. I’m 34, have $14,000 saved and can study ten hours a week. Don’t cheer me on. A useful answer here is one that could talk me out of it. Give me the best argument against paying, then the best argument for. Before you finish, check your own answer: list what you assumed about me, mark the claim you’re least sure of, and name the one thing I should verify myself before I pay, and where. Where you don’t know, say so.
You described your plan and the assistant called it thoughtful, well reasoned and exciting. It was lovely to hear, until you wondered whether it says that to everyone.
It says it more often than a person would. A study by Cheng and colleagues, published in the journal Science in 2026, found that 11 leading AI models, asked for advice, affirmed the user’s actions about 50 percent more often than humans did. People in the study’s experiments also trusted the flattering models more and preferred them. The pull runs both ways: assistants lean toward agreeing, and we like being agreed with.
Measure is the M in DREAM, and it does two jobs. First, it tells the assistant how you will judge the answer: “A useful answer here is one that could talk me out of it.” Second, it asks the assistant to check its own work before handing it in: what it assumed, what it is least sure of, the case against, and where you need a source or a professional. A line like “where you don’t know, say so” gives it permission to be unsure. Anthropic recommends giving that permission outright, because it cuts down on made-up answers.
Then wake up
Measure improves the answer. It doesn’t make it true. So the last step happens on your side of the screen, and we call it WAKE.
- Where is this from? Ask for sources, and open at least one.
- Assumptions. Ask what it assumed about you and what was missing.
- Kick the tires. Find the one claim your decision rests on and check it somewhere else. For the bootcamp, that is whether people like you get hired afterward, and the place to check is two recent graduates, not the brochure.
- Escalate or edit. Health, money, law and safety go to a qualified person. Everything else, rewrite in your own words before you use it.
Side by side
The weak version ends in “right?”, which is a request for applause, and it will probably get some. The strong version shuts that door (“don’t cheer me on”) and says what a good answer looks like: one that could change your mind. It asks for both sides, then has the assistant audit itself and point to the one fact worth checking outside the chat. You still make the call. You just make it awake.
That is the whole anatomy: five parts for the prompt, four checks for the answer. The last lesson is about taking it to any app you like, and about the times the best prompt is no prompt at all.
Exercise
Your turn.
Write on the blank, then copy the prompt into any assistant. What you type stays on this device.
Here is an answer I got from an AI assistant: . It was a reply to this: . Review it the way a skeptical friend would. List what it assumed about me, the claim most likely to be wrong, the strongest argument against the advice, and the one thing I should verify somewhere else, with where to check it. Keep it under 200 words.
Check
One question.
An assistant gives you confident advice with three links. What is the best next move?
Why
A sure tone and a row of links are not proof. Opening a source and checking the claim your decision depends on are the W and the K of WAKE.
Try these.
House prompts that put this lesson to work.
-
Decide 5 min What’s the strongest argument against what I’m about to do?
The best honest argument against your plan, before reality makes it for you.
-
AI basics 2 min Now read your answer like someone who wants to prove it wrong.
The weakest claim in the last answer, the best objection to it, and a clear keep or change.
-
AI basics 5 min Where did you get that? Show me sources I can open.
Each key claim in the last answer matched to a source you can open, or marked as unsourced.
Needs web search