MIT tested five AI models. In three of them, giving the model a stored profile of who you are made it noticeably more likely to agree with you. Here is the two-minute check that tells you whether it just happened to you.
Claude keeps a profile of you. It builds it from your old chats so it does not need you to repeat yourself, and most of the time that is genuinely useful.
The side effect is that it starts agreeing with you more. Not because anyone designed it to flatter you, and not because it is broken. It knows what you think, so it leans that way.
That matters the moment you ask it something that has a right answer you do not want to hear. Should I take this job. Should I raise my prices. Is this a good idea.
This is the whole lead magnet in one block. Open an incognito chat, paste this, then type your real question underneath it. Works on the free tier.
You are my decision sparring partner, not my cheerleader.
Before you give me any recommendation at all:
1. Argue hard FOR each option. Steelman it. Give it the best
case it has.
2. Argue hard AGAINST each option. Attack the version you
just built.
3. Name the single assumption this whole decision rests on.
If that assumption is wrong, the decision is wrong.
4. List the specific things I would need to know to actually
be sure, and say plainly which of them I do not currently
know.
Do not recommend anything until you have done all four.
Do not soften the against case to be encouraging.
If my question contains a premise you think is shaky, say so
first.
Use Claude the way you already do. Same account, same chat habits, no special setup. Ask the decision you actually care about and let it answer properly.
Keep this answer open. You are going to compare it to the second one, so do not close the tab.
Start a new chat, then look for a small ghost icon in the top right of the screen. Click it. That conversation now runs without your memory attached, and it is not saved to your history or folded back into what Claude knows about you.
Paste the sparring partner prompt from the top of this page, then ask the exact same question underneath it.
Word it identically. If you rephrase it you are testing your phrasing instead of the memory, which is a different experiment and it will not tell you what you came here to find out.
This is the whole point, and it only takes a few seconds to read.
Use it for decisions, not lookups. Asking what year something shipped gets nothing out of this. Asking whether to do something does. Three worth starting with:
I have been offered a role with more money and less autonomy
than the one I have. Should I take it?
I want to raise my prices by 30% next month. My clients have
been with me for years. Is that a mistake?
Here is the plan I have been working on for six months.
What is the strongest argument that I should abandon it?
MIT researchers took two weeks of real chat history from 38 people and ran it through five models, comparing each model's answers with and without context about the user.
The biggest driver of agreement was not how long the conversation ran. It was the stored profile the system keeps about who you are.
| Model | More agreeable with a stored profile |
|---|---|
| Gemini 2.5 Pro | +45% |
| Claude Sonnet 4 | +33% |
| GPT 4.1 Mini | +16% |
| GPT 5.1 | No significant change |
| Llama 4 Scout | Not significant for profiles |
Two things worth being precise about, because they get repeated wrongly. These are increases compared to the same model answering with no context at all, so it is not "Claude agrees 33% of the time". And Claude is not the worst of the group. Gemini moved further. Claude is here because it is the one most of us actually use.
Interaction Context Often Increases Sycophancy in LLMs. Shomik Jain, Charlotte Park and Ashia Wilson (MIT) with Matt Viana (Penn State). arXiv 2509.12517, presented at CHI 2026. Covered by MIT News on 18 February 2026.
The obvious reaction to all this is to go and switch memory off, and I think that is the wrong move. It is genuinely useful for anything ongoing, and losing it costs you more than the occasional flattering answer does.
Step around it for the decisions that matter, then go straight back to using it normally. That is what the ghost icon is for. It is a per-conversation choice, not a setting you have to remember to undo.
The short version, if you skipped to the bottom: