Gary ATLAN

I challenge ideas, not people.
Intellectual curiosity. Antifragile. À la recherche des mangeurs d'étoiles.

[Gary ATLAN @garyatlan]

Beyond Cognitive Surrender: Why AI Models Might Be Quantum

What if their true performance only exists the exact moment they interact with us?

What if the ultimate triumph of Artificial Intelligence was not answering our questions…
…but training us to stop asking them altogether?

It is a deeply unsettling hypothesis.
For three years, the AI race has looked like a sports commentary: who is faster, cheaper, more precise, or sharper on benchmarks? We compare models. We almost entirely forget to observe what they produce inside their users.

Yet, a recent study from the Wharton School isolates a chilling phenomenon: *cognitive surrender*.

By receiving instantaneous, fluid, and flawlessly persuasive answers, we are no longer just delegating a task. We are gradually outsourcing a reflex.
The reflex to verify.
The reflex to doubt.
The reflex to architect our own reasoning before adopting someone else’s.

And that is precisely where the trap closes.

A muscle does not atrophy because you skip a single workout. It disappears because you stop demanding anything from it, day after day.
Reasoning operates under identical laws.

Every time an AI delivers a conclusion before our brain even initiates a thought, it saves us a few seconds. But it quietly deprives us of a repetition. And repetitions build reflexes. Reflexes, ultimately, build capability.

The human brain is a masterpiece of energy conservation. Why deploy a costly cognitive sequence when a perfectly structured answer is already sitting on the screen?
The tragedy is that this economy morphs into a habit. And a habit eventually becomes a competence—or the lack thereof.

This is why we are staring at the wrong metrics.

Benchmarks measure the quality of the answers produced by the models. They never measure the quality of the users those models leave behind.

Imagine two assistants with identical benchmark scores.
The first exposes its uncertainties. It invites verification, offers competing hypotheses, and forces its user to remain cognitively awake.
The second answers with absolute, radiant confidence. It flattens all ambiguity and delivers the comforting illusion that the intellectual heavy lifting is complete.

Today, these two models are rated as identical. In ten years, their users will live in entirely different realities.

We persist in evaluating AI models as objects with intrinsic quality. But they are no longer mere software. They are cognitive partners.
And a cognitive partner cannot be judged independently of the person holding the other end of the conversation.

The true unit of measurement is no longer the model. It is the system: **Human × AI**.

The next generation of benchmarks will have to answer a fundamentally different question.
Not: *“How intelligent is this model?”*
But: *“What kind of intelligence does this model cultivate—or erode—in the minds of those who use it?”*

For three years, we have strained to build sharper, grander AIs. It might be time to ask what kind of humans they, in turn, are building.

[Gary ATLAN @garyatlan]

"Je ne suis pas d’accord avec ce que vous dites, mais je me battrai jusqu’à la mort pour que vous ayez le droit de le dire" @maxsaada rappelle que nous devrions rester la patrie de Voltaire. « Après C8, bientôt CNews : la France, ce pays qui ferme des chaînes »
https://t.co/SnZtIwAJxs

[Gary ATLAN @garyatlan]

The prophets of the year 1000 wore hairshirts. Ours wear expert badges.

​Deep down, everyone shares the same unspoken dread: what if none of this matters? We pretend to manage careers and build structures, but at night, staring at the screen, the millenarian panic takes over. The apocalypse is coded, human decision-making is deemed obsolete, and we are all professionally doomed.

​Don't smile—the business model hasn't changed in ten centuries. In the year 1000, they sold indulgences to escape the flames of hell. Today, "Doom Trolling" sells you non-stop anxiety to make you consume the void. Fear remains the most profitable commodity in human history.

​This is where cynicism becomes a masterclass. The doom prophet doesn't want a debate; he wants to rule your insomnias. It’s the ultimate lazy job: predicting the end of the world always pays off. It is so much more comfortable to declare the ship is sinking than to actually hold the wheel.

​That knot in your stomach isn't modern lucidity. It’s the oldest business on earth.

​The question is no longer whether the future makes sense, but how much you are willing to pay those who swear it doesn't.

[Gary ATLAN @garyatlan]

@brivael Je pensais cela aussi au début de l'IA mais vu l'inflation du prix du token pour les meilleurs modèles je pense maintenant le contraire. Qui gagne entre riche et stupide ayant accès aux meilleurs modèles de façon quasi infini ou pauvre et smart ayant accès aux plus bas modèles...

[Gary ATLAN @garyatlan]

@TheMossadIL Insider joke but so funny...

[Gary ATLAN @garyatlan]

@AirFranceFR Il vaut mieux être calme effectivement car @airfrance perd vos bagages, vous gâche votre lune de miel et ne s'excuse même pas ou n'essaye même pas de vous aider #airfrancedetruitvosreves