Wednesday, July 30, 2025

AI for Dummies: AI Turns Us Into Dummies

Given that AI is fundamentally incapable of performing the tasks required for authentic innovation, we're de-learning how to innovate.

EDITOR's NOTE: I just got called out by a programmer who uses AI who was furious and wrote "students cheat, always have, tell us something we don't already know". I responded: "did you read the MIT paper or the other link?" Of course he didn't: TL/DR, which proves my point. Even the programmer admitted he has to check AI's work.

The point here is *those who received real educations can use AI because they know enough to double-check it, but the kids using AI as a substitute for real learning will never develop this capacity.*

Those who actually have mastery can use AI and not realize the point I'm making isn't that AI is useless, the point is it fatally undermines real learning and thinking.

The MIT paper is 206 pages long, the last section being the stats of the research, but the points it makes are truly important. So is the other article linked below.




That AI is turning those who use it into dummies is not only self-evident, it's irrefutable. ChatGPT May Be Eroding Critical Thinking Skills, According to a New MIT Study
"Of the three groups, ChatGPT users had the lowest brain engagement and 'consistently underperformed at neural, linguistic, and behavioral levels.' Over the course of several months, ChatGPT users got lazier with each subsequent essay, often resorting to copy-and-paste by the end of the study.

"The task was executed, and you could say that it was efficient and convenient," Kosmyna says. "But as we show in the paper, you basically didn't integrate any of it into your memory networks."


AI breaks the connection between learning and completing an academic task. With AI, students can check the box--task completed, paper written and submitted--without learning anything.

And by learning we don't mean remember a factoid, we mean learning how to learn and learning how to think. As Substack writer maalvika explains in her viral essay compression culture is making you stupid and uninteresting, digital technologies have compressed our attention spans via what I would term "rewarding distraction" so we can no longer read anything longer than a few sentences without wanting a summary, highlights video or sound-bite.

In other words, very few people will actually read the MIT paper: TL/DR. Here's the precis: Your Brain on ChatGPT (mit.edu).

Here's the full paper.

Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task.

To understand the context--and indeed, the ultimate point of the research--we must start by understanding the structure of learning and thinking which is a complex set of processes. Cognitive Load Theory (CLT) is a framework that parses out some of these processes.

Cognitive Load Theory (CLT), developed by John Sweller, provides a framework for understanding the mental effort required during learning and problem-solving. It identifies three categories of cognitive load: intrinsic cognitive load (ICL), which is tied to the complexity of the material being learned and the learner's prior knowledge; extraneous cognitive load (ECL), which refers to the mental effort imposed by presentation of information; and germane cognitive load (GCL), which is the mental effort dedicated to constructing and automating schemas that support learning.

Checking the box "task completed" teaches us nothing. Actual learning and thinking require doing all the cognitive work that AI claims to do for us: reading the source materials, following the links between these sources, finding wormholes between various universes of knowledge, and thinking through claims and assumptions as an independent critical thinker.

When AI slaps together a bunch of claims and assumptions as authoritative, we don't gain a superficial knowledge--we learn nothing. AI summarizes but without any ability to weed out questionable claims and assumptions because it has no tacit knowledge of contexts.

So AI spews out material without any actual cognitive value and the student slaps this into a paper without learning any actual cognitive skills. This cognitive debt can never be "paid back," for the cognitive deficit lasts a lifetime.

Even AI's vaunted ability to summarize robs us of the need to develop core cognitive abilities. As this researcher explains, "drudgery" is how we learn and learn to think deeply as opposed to a superficial grasp of material to pass an exam.

In Defense of Drudgery: AI is making good on its promise to liberate people from drudgery. But sometimes, exorcising drudgery can stifle innovation.

"Unfortunately, this innovation stifles innovation. When humans do the drudgery of literature search, citation validation, and due research diligence -- the things OpenAI claims for Deep Research -- they serendipitously see things they weren't looking for. They build on the ideas of others that they hadn't considered before and are inspired to form altogether new ideas. They also learn cognitive skills including the ability to filter information efficiently and recognize discrepancies in meaning.

I have seen in my field of systems analysis where decades of researchers have cited information that was incorrect -- and expanded it into its own self-perpetuating world view. Critical thinking leads the researcher to not accept the work that others took as foundational and to spot the error. Tools such as Deep Research are incapable of spotting the core truth and so will perpetuate misdirection in research. That's the opposite of good innovation."


In summary: given that AI is fundamentally incapable of performing the tasks required for authentic innovation, we're de-learning how to innovate. What we're "learning" is to substitute a superficially clever simulation of innovation for authentic innovation, and in doing so, we're losing the core cognitive skills needed to innovate.

In following the easy, convenient path of AI's simulations of innovation, we are indeed "carefully falling into the cliff." But since this is all TL/DR, and there's no summary, highlights video or sound-bite, we don't even see it.

So here's the TL/DR "dummies" summary of AI: AI is turning us into dummies.




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