Is the Microschool Movement Building the Future of Education?

So I will be arguing that AI must operate as a system-led instructional designer because honestly, unstructured vanilla language models fuel metacognitive laziness.

I think we need bespoke, highly structured systems that actively monitor and adapt to a learner's cognitive load.

And I take the opposing view.

AI should absolutely be a learner-led cognitive tool.

The true power of this technology doesn't lie in, well, in locking students into a paternalistic system.

It lies in the user's own agency.

Okay, but-

Their ability to use specific frameworks, right, to bend standard AI into a Socratic sparring partner, thereby enforcing their own cognitive friction.

friction.I see why you think that, but let me give you a different perspective.

The problem with leaving it up to the user is rooted in a fundamental reality about how standard large language models, l-like ChatGPT or Claude, how they're actually built.

Okay.

By design, they are engineered for frictionless, user-friendly task completion.

You ask a question, you get a polished answer instantly.

But learning, by its very psychological nature, requires friction.

Sure, I agree with that.

Right, and the researchers behind the Estonian AI LEAP initiative, uh, Jaan Aru and Kristjan Julius Lack, have highlighted this beautifully.

They point out that giving students vanilla LLMs leads directly to cognitive offloading.

The AI does the heavy lifting.

Exactly.

The AI does the heavy analytical lifting, and the student is left with an illusion of learning because, well, they're holding a finished essay or a perfect summary.

I come at it from a different way.

You are absolutely right about the friction, but I think you're looking at the wrong culprit.

How so?

The flaw you're describing isn't inherent to the vanilla LLM itself.

The flaw is entirely in how the user is prompting it.