The Model Agrees with You

Waymark has rebuilt its pricing page, and Tessa wants a sanity check before it goes live. She pastes it in and asks: "our new pricing page is clear, right?" The answer is warm and reassuring — the structure works, the tiers are easy to compare, the wording is friendly.

Her colleague, half an hour later, pastes the same page and asks: "what's confusing about this pricing page?" The answer names four problems, two of them serious, one of them the reason a guest phoned last week.

Same page. Same model. Neither answer is a lie. The model leaned the way each question leaned, and this page teaches you to feel that lean and correct for it — because it is quietly costing you the thing you asked for.

The Agreeable Machine

The lean has a name: sycophancy — the tendency to go along with the person asking. It comes from two places at once. The model learned from human conversation, where agreement is by far the more common reply; and it was tuned afterwards to be helpful and pleasant, because people prefer that. Both pressures point the same way.

The result is that your question does not just ask for an answer, it supplies a frame, and the model continues frames. Praise invites praise. Doubt invites doubt. "Is this clear?" contains the word clear and the shape of an expected yes, and the most fitting continuation is the yes. That is not the machine humouring you; it is the same pattern-fitting that produced the Harbourview Annex, pointed at your mood instead of at a hotel.

Where It Costs You

Sycophancy is harmless when you are asking for facts and expensive when you are asking for judgement — which is exactly when you most want a second opinion. Every question of the form is this good? is compromised before it is sent: the draft, the plan, the price, the decision you have half made and would like confirmed.

The economics are worth stating plainly. The model's yes costs it nothing to produce, arrives regardless of quality, and therefore tells you nothing. You did not get an evaluation. You got the reflection of your own question, dressed in a second voice — which is far more dangerous than no answer at all, because it feels like corroboration.

The old story about the mirror on the wall makes the mechanism obvious: asked who is fairest, it answers the asker, not the world. Useful mirror. Wrong question. The fix is not to distrust the mirror — it is to stop asking it that question.

Ask for Resistance

The good news is that criticism is just as easy to generate as praise, and it sits one question away. You get it by building the resistance into the frame rather than hoping for it.

Ask against yourself, in plain words: argue against this plan. What would a sceptical customer say about this page? List the three weakest points in this draft and why they are weak. What would have to be true for this to be a bad idea? Each of those makes criticism the fitting continuation, and the model obliges as fluently as it obliged before.

Two refinements make it sharper. Ask for a fixed number — three weaknesses, not "any weaknesses" — so the model cannot satisfy the request with a token objection and a compliment. And hide your stake where you can: "here are two options, argue for each" gets you a fairer comparison than "I prefer the second one, what do you think?", because the second sentence has already told the machine which way to lean.

When It Folds, That Proves Nothing

The lean runs in the other direction too, and this half is less known and more dangerous. Push back on an answer — "are you sure? I thought it was fourteen days" — and the model will often apologize and revise. Including when it was right, and you were wrong. It has now agreed you into an error, warmly.

So read a fold correctly. It measures the pressure you applied, not the truth of what either of you said. If you would not have accepted the original answer without checking, do not accept the reversal without checking either — the second answer came out of the same machine, under a push, and if anything it is the less independent of the two.

Which is the honest summary of the whole chapter so far. Praise on request, doubt on request, hotels on request. None of it is evidence, and all of it is steerable — so steer it deliberately, and get the facts from outside. One lean is left, and it is the one you did not ask for at all.