Every workshop cohort gets weekly office hours. After running enough of them, the same seven questions keep surfacing. Here are the honest answers, including what we still do not know.
1. "Do I need to be good at math?"
No, and also, yes, a little. You do not need to solve integrals to teach with active inference. You do need to be comfortable saying "I predicted X, the class did Y, the gap is what I want to look at." That is the whole posture. The formal machinery, KL divergence, variational free energy, Bayesian updating, sits underneath the theory in Parr, Pezzulo, and Friston, "Active Inference" (2022) (Class E). We teach the concepts in plain language and reach for the equations when a teacher asks. If someone tells you the math is easy, they are selling something.
2. "Is this AI in my classroom?"
No. We teach UNI, which is grounded in active inference as a theory of natural cognition. UNI is a working hypothesis on an attainable path toward General Natural Intelligence: natural, not artificial. The workbench (Class C) is instrumentation, closer to a lab notebook than to a chatbot. Nothing about the workshop teaches you to point a language model at your students. If you want that, we are not the workshop for you, and we will say so on the intake call.
3. "What happens to my students' data?"
The workbench runs on infrastructure we operate, with the configuration checked into the onboarding email each cohort receives (Class C). Student identifiers are pseudonymous by default. We do not sell data, we do not train third-party models on it, and the data agreement is written in plain English before you sign anything. If your district has a specific data policy, bring it to office hours in week one and we will map the workbench configuration to it, in writing.
4. "How is this different from what I already do?"
Often, it is not that different. Many teachers already predict, check, and adjust. What the workshop adds is a shared vocabulary (prediction error, generative model, gate) and a place to log the checks so patterns become visible across a term instead of vanishing into memory. Several teachers have told us, some with frustration, that the theory names something they have been doing for twenty years. That reaction is a good sign. We are not replacing your craft. We are giving it a notebook.
5. "Can I bring a colleague who is skeptical?"
Yes, and please do. The workshop is stronger when a skeptic is in the room. We do not ask anyone to take the framing on faith. The blessed posture, which we hold ourselves: UNI is a working hypothesis on an attainable path toward General Natural Intelligence, a natural, active-inference approach whose evidence is growing, evidence-classed, and tested in the open. Do not take the claim on faith. Test the build, inspect the gates, and help us find where it fails. A skeptical colleague is doing the work correctly.
6. "What if my administrator wants a one-page summary?"
We have one, and it is honest about scope. It says what the workshop teaches, what the workbench does, what the data agreement covers, and what we do not claim. It does not say the workshop raises test scores, because we do not have that evidence, and we will not manufacture it. If your administrator wants that kind of promise, we are not the right partner, and telling you that early saves everyone time.
7. "What do you still not know?"
More than we would like. We do not know the ceiling on how much active-inference vocabulary a middle school student can carry before it becomes overhead. We do not know the right cadence for gate design across a full academic year, we have hypotheses and we are logging them. We do not know how the workbench will feel to a teacher in year three, because our earliest cohorts are still in year one. We flag these openly in office hours, and cohort feedback shapes the next release. That is what "science in the open" means when it touches a real classroom.
Where to go next
- /workshop for the current cohort schedule and the plain-English data agreement.
- Workshop Follow-up: What Happens After Day One, the weekly rhythm office hours are part of.
- A Teachers First Week With Active Inference, a five-day journal for the week before your opening office-hours call.