Pedagogy for the Present · High School / Secondary

On AI, history, and the difficulties worth keeping

When AI Does the Thinking

Preserving historical inquiry through pedagogical friction.

Micah Miner · Beach Park District 3 · micahminer.com

QR code that opens the interactive deck at bit.ly/4ozhgMt Scan or tap to open the deck bit.ly/4ozhgMt
Orientation

The hour as a complicated conversation

Recognize

The problem

When polished output hides the thinking that never happened.

Understand

Why it matters

What historical thinking requires, and what frictionless AI bypasses.

Design

The frameworks

Friction, C.O.R.E., and H.E.A.R.T. as a principled middle path.

Act

The classroom

Concrete moves, equity, and a task you redesign today.

Movement I · Recognize

The 10-second history class

Generative AI can now produce any of these before the bell finishes ringing. Which unsettles you most?

What got skipped: the sourcing, contextualizing, and corroborating that turn five documents into a defensible claim. The essay is the residue of historical thinking — produced here without any of it.

What got skipped: the social risk of stating a claim and being questioned. A simulated seminar performs the discourse without anyone becoming answerable for a position.

What got skipped: the labor of reading against the grain to build the counterargument yourself. Handed the rebuttal, the student never has to think with the text.

The artifact arrives. The question is whether the thinking ever happened.

Same grade, different formation

Two students hand in the same essay

Student A · enters the inquiry

Uses AI to surface more sources, generate a position to argue against, and get feedback — then does the sourcing, weighing, and arguing herself.

Student B · exits the inquiry

Asks AI for the thesis and the evidence, edits the wording, and turns it in. The historical thinking happened somewhere else, to someone else.

Same artifact. Opposite learning. The difference is invisible on the page.

The foundational question

The question under the panic

If AI can perform the cognitive labor of historical thinking, what happens to the learning that labor was supposed to produce?

Ban it

Loses the tool students will use anyway — and the teachable moment with it.

Embrace it

Loses the struggle that builds the thinking, behind polished output.

Design for friction

Keep the difficulties that do the teaching; use AI where it genuinely amplifies.

This is not first an integrity problem. It is a learning problem — and a design problem.

Research-grounded landscape

Adoption is outrunning sense-making

18% → 53%

Teacher AI use accelerated

National reports show rapid growth in a short policy window.

Diliberti et al., 2024; Doss et al., 2025

35%

AI-using teachers bring it to students

Practice is moving faster than guidance or training.

Kaufman et al., 2025

18%

Principals reporting an AI policy

Silence leaves teachers and students to navigate the defaults alone.

Kaufman et al., 2025

The defaults are being set for us — in interfaces and pacing pressure — while the policy room stays empty.

Movement II · Understand

What historical thinking actually requires

Constructivist foundations

Why the struggle is the point

Media theory, lightly

The medium has always shaped knowing

Defining the term

Friction is productive disequilibrium

Piaget

Understanding changes when new evidence won't fit old schemas — the discomfort that forces accommodation.

Bjork & Bjork

Desirable difficulties: conditions that feel harder in the moment produce more durable, transferable learning.

Thinking is effortful — and that effort is the mechanism, not the obstacle.

The framework

Three difficulties worth protecting

The crucial guardrail

Not all difficulty is good

The same task can build historical thinking for one student and block the door for another.

Productive friction

Difficulty that builds the sourcing, weighing, or arguing the learner would not otherwise construct.

Exclusionary friction

Difficulty that blocks access, participation, or demonstration without building any historical thinking — decoding load, language barriers, confusing logistics.

For whom does this difficulty build historical thinking — and for whom does it just block the door?

What the tool risks

The paradoxes of frictionless AI

Movement III · Design · the frameworks

C.O.R.E. — a cognitive-civic anchor

The frameworks

H.E.A.R.T. — the ethical dimension

A disciplined habit

Technoskepticism: trade-offs, not verdicts

Not pro- or anti-tech — a habit of asking what a tool changes. "Technology inevitably involves trade-offs."

The principled middle path

A design test for any task

Use it on a real assignment

Where to preserve, where to amplify

Run a task you already assign through these questions. They turn "Is AI allowed?" into "What human work does this task require?"

If AI performs the answer to "what is it for," the task no longer does its job.

Movement IV · Act · a worked example

One task. Two formations.

Reading Like a Historian →

The document-based question

Five sources on the causes of the American Revolution. Build and defend an argument about which cause mattered most — sourcing, contextualizing, and corroborating across documents that don't agree.

The classic move history teachers assign — and the one AI handles fastest.

The 10-second route

Paste the prompt, receive a sourced thesis with body paragraphs, polish the wording, submit. The artifact is strong. The sourcing, corroboration, and argument never happened — a correct answer with no one home.

Strong output, zero formation. Invisible at the grade level.

The friction-preserving route

Source three documents cold and stake an initial claim. Then ask AI for the strongest rival interpretation, test it against the documents, defend your thesis in seminar, and revise against a new source the tool never saw. Same tool — opposite formation.

AI enters after the thinking, as a sparring partner, not before it as a ghostwriter.

Redesign moves

Where to put the friction back

Classroom-ready · from the article

Moves from the research

Practice the design judgment: rebut a fluent AI in The Devil's Advocate, protect contextualization in Out of Time, build defensible civic action plans in Informed Action, navigate polarized classroom moments in Common Ground, interrogate AI claims in Keepers of Inquiry, judge sources in Keeper of the Source, or calibrate difficulty in the general Friction Lab.

Not a ban talk

And where AI genuinely amplifies

Access & scaffolding

Translation, reading-level support, and accessibility so the historical thinking is reachable — not removed.

A sparring partner

Generate the strongest counter-thesis — even to the Federalist Papers — then make students rebut it with evidence.

More evidence, faster

Surface additional sources and perspectives, leaving more time for the weighing that matters.

Feedback on drafts

Low-stakes questioning and revision between conferences with the teacher.

Amplify the weighing. Never outsource it.

Civic reasoning in practice: test ownership, map stakeholders, and weigh trade-offs under pressure in the Informed Action game.

Movement V · Complicate · equity

Friction is unevenly distributed

The tools arrived everywhere

The support to use them well — training, policy, AI literacy — did not.

Technological redlining

"Struggling" labels route some students to thinner content; default narratives skew Eurocentric — deciding whose past is told and who gets the simplified version.

The fix is targeted

Remove barriers unrelated to historical thinking; keep the struggle that is the historical thinking.

Don't preserve exclusion in the name of rigor.

The conditions we teach in

Balanced history in a polarized world

Pick a pressure on the history classroom. What's a framework-grounded response?

Response: teach students how to think, not what to think. Multiple sourced perspectives and a transparent method make academic rigor the through-line.

Response: lead with H.E.A.R.T. — honesty and respect for each student's core identity; debate both sides from evidence, in a classroom built on dignity.

Response: slow the fast media. C.O.R.E. respect and structured discourse over reaction; name how feeds curate the conflict in the first place.

Our job: teach students how to think, not what to think.

Practice it: take the teacher's chair in Common Ground — five charged classroom moments, judged by your C.O.R.E. and your H.E.A.R.T.

Play Common Ground ↗
Audience design activity · 8 minutes

Redesign one task

I will preserve
So students can
And I will use AI to
Your redesigned task

Closing

The past is not settled, and neither is the classroom.

Keep students in consequential conversation with the evidence, each other, and the people who came before.

Practice

Which one task will you redesign first — and what struggle will you protect?

Equity

How do you keep friction productive without making it a barrier?

The discipline

If AI can produce the answer, what is history class now for?

⇆  NCSS version