For Educators

Teach the Thing
the Machine
Cannot Do For Them.

The frameworks schools use to teach critical thinking were built for a world where looking something up took effort. Your students do not live there anymore. This is about what to teach instead, and how to grade it.

The Diagnosis

Skipping the work has become easy, invisible, and quietly rewarded, inside classrooms built before these tools existed. That is the problem, far more than any one student taking a shortcut.

Students can tell when the adults around them do not understand the world they are about to inherit. They can also tell when the tool that was supposed to build their mind is quietly doing the thinking for them. Put those two together and the sensible conclusion is that trying hard to understand something is pointless. That is a clear-eyed read of a broken room rather than a mood disorder. This is how nihilism actually starts in a teenager, as a quiet and reasonable conclusion that judgment and real knowledge do not matter.

Their parents will not close this gap. Most parents are more lost than their children about which skills still matter. So the job of handing students a picture of the world that holds together falls to the educators, and most educators are working from a curriculum, a grading system and a world model that were all built before the ground moved.

The tools are not going to get easier to police. There are too many ways an AI can hand a student an answer for any teacher, honor code or district policy to see them all coming. Control is breaking down to the level of the individual student, which means the only control that will hold is the kind a student runs themselves. That has to be taught, and it has to be taught by adults who do it themselves.

This is the work I am built for. My doctorate in psychometrics is about exactly this problem, measuring things you cannot see directly, like reasoning and how it grows. The methods behind it are the working tools for building a test of judgment that holds up. I have taught physics in high school and at university, coached Model United Nations at Harvard and NAIMUN, and published a youth leadership manual on how to build an argument. The work starts with the educators, on purpose.

Three Audiences. One Problem Underneath.

Where is the gap widest in your school?

Curriculum Design

The Curriculum Was Written for a World That Is Gone

The standards, the frameworks and the tests were all built to produce good thinkers in one particular world, and that world is gone. A critical thinking curriculum from 2019 assumes students can tell sources apart, that a human does the work of pulling ideas together, and that there is no way around the hard part. None of those still hold.

  • Critical thinking frameworks built for a world before AI could do the work
  • Tests that measure following the steps rather than actual learning
  • No sound way to measure judgment as a skill that grows
  • No clear line between AI use that teaches and AI use that replaces
  • Standards never updated for what “doing the work” means now

I bring test design methods and frontline AI experience to reviewing your curriculum, rewriting what you promise students will be able to do, and building assessments for the skills that matter now.

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Educational Leadership

Advising Students on a Future You Were Not Trained to Describe

Principals are running schools whose picture of learning never got updated. Counselors are advising students about college and careers from a model of the world that is already wrong. And the student who turns up at the counseling office looking anxious is often doing something more exact than being anxious. They are responding sensibly to a suspicion that nobody is preparing them for the world they are walking into.

  • Career advice built for a job market being rebuilt underneath it
  • College guidance that has not accounted for what a degree is worth now
  • No shared language for judgment as something a school sets out to build
  • Real confusion about the future being read as ordinary anxiety
  • Pressure to hit numbers that no longer track with students doing well

I help school leaders update the picture of the world their institution runs on, find words for what students are actually struggling with, and build advice that will still be true in five years.

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Classroom Instruction

Teaching Thinking After the Machine Learned to Think

You can feel that something changed. The students who used to engage have gone somewhere else. The ones using AI on their assignments are skipping the exact mental work the assignment existed to build, which is a deeper problem than cutting corners. The homework arrives and the learning does not. Honor codes, AI detectors and new rubrics do not touch any of it.

  • The struggle that produces real learning has been automated away
  • Students who cannot tell information apart from understanding
  • No settled way to teach judgment when every answer is available
  • Grade pressure turning out graduates without the matching ability
  • A clear sense that the ground moved, with no words for it yet

I work with teachers on the question underneath all of it. The goal is to build habits of mind that make a student's own judgment the valuable part, whatever the tools turn out to be able to do.

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Service Categories

How I work with schools

Every engagement is built around what is actually going wrong in your building. None of this is an off-the-shelf professional development day.

Curriculum

Curriculum Audit & Redesign

A careful look at your current curriculum against what students actually need now. What still works, what has expired, and what has to be built from scratch. Grounded in measurement methods rather than opinion.

Assessment

Psychometric Assessment Design

Building tests that actually measure judgment and how it develops, using the same statistical methods behind serious standardized assessment. The aim is to measure what matters rather than what is easiest to see.

Professional Development

Educator Epistemic Update

Teachers and counselors need their own picture updated before they can hand one to students. Intensive professional development on AI, on judgment, and on exactly how students slide into nihilism when school stops making sense to them.

Advisory

Counselor & Leadership Advisory

Giving counselors and administrators the words and the working models to handle what students are actually bringing through the door, rather than the previous generation's version of it.

Institutional

Institutional Epistemic Audit

A whole-school look at where your institution's picture of the world has fallen behind the one your students live in, with a plan to close that gap across the building rather than one classroom at a time.

Pedagogy

Agentic-Era Pedagogy Design

Building the actual lesson designs that grow judgment in a world where AI can finish most assignments. The real question is how to build a classroom where understanding something yourself is still the valuable part.

The Stakes

Student nihilism is a rational response
to a system that stopped
making sense.

The fix is a curriculum and a school updated for the world those students actually live in, and that update belongs to the educators first.