The IamHITL Notebook
Working essays on human-in-the-loop
Consent, pacing, repair, and tool use for the people who actually run rooms: teachers, facilitators, learning designers, team leads, school leaders. Trauma-informed and non-clinical. Every claim is evidence-classed, and every falsifier is written down so you can test the practice against your own week.
Cornerstones
Start here. The definitions the rest of the notebook leans on.
-
Gentle Entry
A short predict, check, adjust loop you run yourself. No pitch. Guess first, look, compare, and watch the passes stack up as rings.
-
Gentle Entry, a Slow On-Ramp to the Record
A quiet, low-pressure way in. Make one prediction, check it against the public record, then choose your door: the live signals, the investigation, or the notebook. The human stays in the loop the whole way, predict, check, adjust, in the open.
-
AI as a Partner, Not a Replacement, in the Learning Loop
LLMs are hired hands for drafting. UNI is our working hypothesis on an attainable path toward General Natural Intelligence, natural not artificial. IamHITL is the human loop that keeps both honest.
-
Consent and Repair as Learning Primitives, IamHITL
Two design elements that quietly decide whether a cohort learns anything at all. Opt-in at every step, named repair after any rupture, non-clinical and teacher-voiced.
-
How Prediction Shapes Experience, a Primer for Educators. IamHITL
Brains and learners generate predictions. Error drives updates. Safety changes the update rate. A plain-language on-ramp to the UNI active-inference science front.
-
Human-in-the-Loop, What It Actually Means When a Learner Is in the Room
A cornerstone definition of HITL for educators and team leaders. Consent, repair, and shared inference, told without jargon and without overclaim.
-
The Workshop as a Shared Build, Not a Sales Funnel, IamHITL
Cornerstone essay on the IamHITL workshop philosophy: co-build, artifact stays with the participant, loop over launch, partner-in-practice not vendor.
-
Trauma-Informed Learning, a Non-Clinical Guide for People Who Teach, IamHITL
Pedagogical moves for cohorts and classrooms. Not a claim to heal, lower, treat, or rewire anything. A boundary held on purpose.
-
Why We Say Natural, Not Artificial
Why this program uses the phrase General Natural Intelligence, what natural is doing there, and what we deliberately do not claim.
The Workshop, honestly qualified
How our workshop actually runs, and what it will not do.
-
A Facilitator's First Hour, a Working Checklist
A working checklist for the first hour of a cohort session, grounded in consent, pacing, and repair.
-
Opt-In at Every Step, a Facilitation Pattern, IamHITL
A concrete facilitation pattern for cohorts: name opt-in at the top of each activity, hold the door open, let people rejoin without shame.
-
The Cohort Agreement, a Living Document, IamHITL
A working template for the agreement that a cohort signs on day one, and keeps editing until the last day. Consent, pacing, repair, tool use.
-
The Facilitator as Partner-in-Practice: IamHITL
Not vendor, not guru, partner-in-practice: the stance we hold in the workshop room, why it changes the room, and how it is designed to be tested.
-
The Honest Limits of Our Workshop, IamHITL
What an IamHITL workshop cannot do, said plainly: not therapy, not certification, no guaranteed transformation. The falsifiers are written down.
-
The Workshop Artifact, You Own It
Whatever you build in the workshop is yours to take home. The anti-extraction principle, spelled out.
-
The Workshop Is Not a Course, Here Is the Difference, IamHITL
A workshop is a shared build with a human in the loop. A course is a curriculum you sit through. The difference matters more than it sounds.
-
What You Take Home From a Workshop, IamHITL
Their build, their notes, their loop practice. What participants actually leave a workshop with, evidence-classed and honestly fenced.
-
When Participation Is Not Safe, What to Do, IamHITL
Practical moves for facilitators when a participant signals real, non-clinical unease. Opt-out with dignity, repair later. Not therapy.
-
Why a Workshop, Not a Webinar, IamHITL
Webinars broadcast, workshops build. Neither is bad, but they are not the same product. The pedagogical difference, in plain language.
In the room, practitioner moves
Concrete moves for the room: prompts, pacing, repair, tool use.
-
Co-Regulation in a Cohort, Pacing as Pedagogy. IamHITL
Pacing, pauses, and shared breath as facilitator moves. Non-clinical, evidence-classed, and honest about what is still unproven.
-
Designing for Repair, Not Just Prevention
Prevention-only design assumes a rupture-free world that does not exist. What if the loop assumed repair from the start?
-
Learner Uncertainty Is Signal, Not Noise, IamHITL
Hesitation and confusion carry information about a learner's model. Here are the facilitator moves that read that signal and route it back into shared attention.
-
Pacing as Pedagogy, the Rhythm of a Good Cohort, IamHITL
How a cohort actually breathes: warm-up, focused build, reflection, close. Why compressing pacing tends to compress learning. IamHITL, co-regulation cluster.
-
Post-Session Notes That Actually Help, IamHITL
What to write down after a session so the loop keeps working across weeks. Simple structure, low friction, honest labels.
-
Prediction Error in the Classroom, Naming What Just Happened, IamHITL
Surprise, confusion, and delight are prediction error signals. Here is how to name them out loud with a group, and turn each one into a model update.
-
Reading the Room With Numbers, Carefully
Polls and check-ins as prediction-error signal, with warnings about over-quantifying humans.
-
Repair Loops in a Classroom, What They Look Like in Practice
What a rupture actually looks like in a room of learners, and the small repair moves that keep the loop open. Non-clinical, teacher-voiced.
-
Silence as Content
Deliberate silence inside a human-in-the-loop session is part of the material, not empty time.
-
Small Group, Large Group, Different Loops
Four, twelve, forty. Group size changes the loop shape, and the practice has to change with it. A field note on scaling the human-in-the-loop workshop.
-
The Generous Question
Framing questions to assume competence and give the learner room to show their model. A short field piece for facilitators.
-
The Map and the Territory in a Lesson Plan
Your lesson plan is a map. The learner in the room is the territory. Here is how to keep them from getting confused for each other.
-
The Quiet Participant and the Loud Participant, IamHITL
Facilitation moves for holding room for the quiet and the loud, without shaming either. Non-clinical, evidence-classed.
-
The Shape of a Good Question
Question design for facilitators. Open, non-leading questions that invite a model rather than a fact. Concrete rewrites you can use on Monday.
-
The Tool-Use Log, a Weekly Practice
A boring artifact that keeps human-in-the-loop practice honest: what you asked, what came back, what you kept, what you rewrote, and whether you still owned the answer.
-
The Two-Hour Check-In Cadence, IamHITL
Every two hours, a real check-in on state, consent, and pace. The cadence we run in long IamHITL sessions, and the reason it is not a nicety.
-
When the Tool Hallucinates, a Classroom Move
What to do in the moment when an LLM confidently produces wrong output during a live session. A small, teachable move that keeps the human in the loop.
-
When to Let the Model Draft: IamHITL
When an LLM draft helps a learner move, and when it quietly overwrites the model they were about to build.
-
When to Put the Model Down
Six signals that the LLM has slipped from partner to replacement, plus the honest exit ritual. The paired piece to when-to-let-the-model-draft.
HITL for teams, schools, and designers
For learning designers, school leaders, and normal weekly teams.
-
Asynchronous HITL, When the Loop Crosses Time Zones
A human loop that spans time zones is still a loop, if consent, pacing, and repair are designed for the delay. A practical piece for facilitators, team leads, and educators.
-
HITL for Learning Designers Building Courses
How instructional designers can bake human-in-the-loop into course structure: checkpoints, opt-ins, repair pathways, tool-use logs. From IamHITL.
-
HITL for School Leaders Under Pressure
What human-in-the-loop protects when policy pressure tries to automate learning wholesale. Voice-matched to principals, superintendents, and department chairs.
-
What HITL Looks Like in a Team Meeting, IamHITL
Human in the loop, taken out of the workshop and set down in a normal weekly team meeting. Named opt-in, an open door, a boring rejoin, and a short falsifier list.
The science on-ramp
The on-ramp to active inference, without equations.
-
Field Context, the Landscape Changed and What That Means Here
Why the shifting field context of intelligence research matters for a program that insists on natural, not artificial, and on humans staying in the loop.
-
Generative Models for Non-Mathematicians
A conceptual bridge from lived experience to the idea of a generative model. No equations required. A doorway into the science, for readers who want one.
-
On Being Taught by Active-Inference People
What actually changes when the teacher's frame is generative models and prediction, not facts and drills. A learner's notebook.
-
The Loop, Not the Leap, Why We Name It That Way
The brand rule is LOOP. Leaps skip observation; loops keep repair possible. Here is why we name it that way.
-
The Safety-First Update Rate
Perceived safety changes the speed at which a learner integrates new information. A plain-language piece on the mechanism behind the classroom you already trust.
-
The Themesis Resource Map, a Note From IamHITL
Themesis lists SWU as one of five pathways into active inference. We take that as ecosystem context, not endorsement. Here is the honest read.
-
Video Note, Active Inference Just Did It Again, a Teacher's Read, IamHITL
A short learner-teacher note on the Themesis video explainer. What a classroom or workshop can actually take from the framing without waiting for the math to click.
-
Why We Cite Parr, Pezzulo, Friston (2022), IamHITL
The textbook behind our plain-language vocabulary. What the citation buys us, what it does not, and where the math actually lives.
Family context and honest framing
How this site fits with SolutionWright, UNI, and EducateWright, and what we deliberately do not claim.
-
Cohorts and Conflict, the Repair Path
Conflict between cohort participants, walked as a repair path. No moralizing, no minimizing, evidence-classed and testable.
-
Consent as a Learning Primitive, Not a Compliance Checkbox
Consent as a pedagogical move: opt-in participation, opt-out without penalty, revisited every session. Practical language for cohort leads.
-
Consent for Tool Use, Not Just Content
Consent is about the tools in the room too, not only the topics on the agenda. A principled short piece for cohort leads.
-
Job-Market Honesty for Adult Learners
A calm read for adult learners worried about being automated out. Evidence-classed, no hype, no catastrophe, one durable practice you can hold.
-
Receipts, Not Vibes, in Learning Design
Every choice in a lesson plan should be able to answer three questions: what is the evidence class, what is the source, and what would prove me wrong.
-
The Cost of Optimizing for Completion
When cohorts are optimized for completion, the repair capacity that makes learning stick is quietly traded away. Here is what that costs.
-
The Difference Between Safe and Comfortable, IamHITL
Why psychological safety is not the same as comfort, and why a good cohort holds both truthfully. Non-clinical, evidence-classed.
-
The Family of Sites, in Plain Language
What IamHITL, SolutionWright, UNI, and EducateWright each are, in plain language, tightly qualified.
-
The Honest Invitation to Our Workshop
Who this workshop is for, who it is not for, and how to get in. A working hypothesis, tested in the open.
-
The Transparency Page, What Lives There and Why
Every claim carries a class. Every class carries a rule. Here is how to read the transparency page, and how to break it if we got something wrong.
-
Why We Price the Way We Do, Tightly Qualified
What the workshop fee pays for, what it does not buy, and the anti-extraction covenant behind the number.
All essays, A to Z
59 essays in this notebook.
-
A Facilitator's First Hour, a Working Checklist
A working checklist for the first hour of a cohort session, grounded in consent, pacing, and repair.
-
AI as a Partner, Not a Replacement, in the Learning Loop
LLMs are hired hands for drafting. UNI is our working hypothesis on an attainable path toward General Natural Intelligence, natural not artificial. IamHITL is the human loop that keeps both honest.
-
Asynchronous HITL, When the Loop Crosses Time Zones
A human loop that spans time zones is still a loop, if consent, pacing, and repair are designed for the delay. A practical piece for facilitators, team leads, and educators.
-
Co-Regulation in a Cohort, Pacing as Pedagogy. IamHITL
Pacing, pauses, and shared breath as facilitator moves. Non-clinical, evidence-classed, and honest about what is still unproven.
-
Cohorts and Conflict, the Repair Path
Conflict between cohort participants, walked as a repair path. No moralizing, no minimizing, evidence-classed and testable.
-
Consent and Repair as Learning Primitives, IamHITL
Two design elements that quietly decide whether a cohort learns anything at all. Opt-in at every step, named repair after any rupture, non-clinical and teacher-voiced.
-
Consent as a Learning Primitive, Not a Compliance Checkbox
Consent as a pedagogical move: opt-in participation, opt-out without penalty, revisited every session. Practical language for cohort leads.
-
Consent for Tool Use, Not Just Content
Consent is about the tools in the room too, not only the topics on the agenda. A principled short piece for cohort leads.
-
Designing for Repair, Not Just Prevention
Prevention-only design assumes a rupture-free world that does not exist. What if the loop assumed repair from the start?
-
Field Context, the Landscape Changed and What That Means Here
Why the shifting field context of intelligence research matters for a program that insists on natural, not artificial, and on humans staying in the loop.
-
Generative Models for Non-Mathematicians
A conceptual bridge from lived experience to the idea of a generative model. No equations required. A doorway into the science, for readers who want one.
-
HITL for Learning Designers Building Courses
How instructional designers can bake human-in-the-loop into course structure: checkpoints, opt-ins, repair pathways, tool-use logs. From IamHITL.
-
HITL for School Leaders Under Pressure
What human-in-the-loop protects when policy pressure tries to automate learning wholesale. Voice-matched to principals, superintendents, and department chairs.
-
How Prediction Shapes Experience, a Primer for Educators. IamHITL
Brains and learners generate predictions. Error drives updates. Safety changes the update rate. A plain-language on-ramp to the UNI active-inference science front.
-
Human-in-the-Loop, What It Actually Means When a Learner Is in the Room
A cornerstone definition of HITL for educators and team leaders. Consent, repair, and shared inference, told without jargon and without overclaim.
-
Job-Market Honesty for Adult Learners
A calm read for adult learners worried about being automated out. Evidence-classed, no hype, no catastrophe, one durable practice you can hold.
-
Learner Uncertainty Is Signal, Not Noise, IamHITL
Hesitation and confusion carry information about a learner's model. Here are the facilitator moves that read that signal and route it back into shared attention.
-
On Being Taught by Active-Inference People
What actually changes when the teacher's frame is generative models and prediction, not facts and drills. A learner's notebook.
-
Opt-In at Every Step, a Facilitation Pattern, IamHITL
A concrete facilitation pattern for cohorts: name opt-in at the top of each activity, hold the door open, let people rejoin without shame.
-
Pacing as Pedagogy, the Rhythm of a Good Cohort, IamHITL
How a cohort actually breathes: warm-up, focused build, reflection, close. Why compressing pacing tends to compress learning. IamHITL, co-regulation cluster.
-
Post-Session Notes That Actually Help, IamHITL
What to write down after a session so the loop keeps working across weeks. Simple structure, low friction, honest labels.
-
Prediction Error in the Classroom, Naming What Just Happened, IamHITL
Surprise, confusion, and delight are prediction error signals. Here is how to name them out loud with a group, and turn each one into a model update.
-
Reading the Room With Numbers, Carefully
Polls and check-ins as prediction-error signal, with warnings about over-quantifying humans.
-
Receipts, Not Vibes, in Learning Design
Every choice in a lesson plan should be able to answer three questions: what is the evidence class, what is the source, and what would prove me wrong.
-
Repair Loops in a Classroom, What They Look Like in Practice
What a rupture actually looks like in a room of learners, and the small repair moves that keep the loop open. Non-clinical, teacher-voiced.
-
Silence as Content
Deliberate silence inside a human-in-the-loop session is part of the material, not empty time.
-
Small Group, Large Group, Different Loops
Four, twelve, forty. Group size changes the loop shape, and the practice has to change with it. A field note on scaling the human-in-the-loop workshop.
-
The Cohort Agreement, a Living Document, IamHITL
A working template for the agreement that a cohort signs on day one, and keeps editing until the last day. Consent, pacing, repair, tool use.
-
The Cost of Optimizing for Completion
When cohorts are optimized for completion, the repair capacity that makes learning stick is quietly traded away. Here is what that costs.
-
The Difference Between Safe and Comfortable, IamHITL
Why psychological safety is not the same as comfort, and why a good cohort holds both truthfully. Non-clinical, evidence-classed.
-
The Facilitator as Partner-in-Practice: IamHITL
Not vendor, not guru, partner-in-practice: the stance we hold in the workshop room, why it changes the room, and how it is designed to be tested.
-
The Family of Sites, in Plain Language
What IamHITL, SolutionWright, UNI, and EducateWright each are, in plain language, tightly qualified.
-
The Generous Question
Framing questions to assume competence and give the learner room to show their model. A short field piece for facilitators.
-
The Honest Invitation to Our Workshop
Who this workshop is for, who it is not for, and how to get in. A working hypothesis, tested in the open.
-
The Honest Limits of Our Workshop, IamHITL
What an IamHITL workshop cannot do, said plainly: not therapy, not certification, no guaranteed transformation. The falsifiers are written down.
-
The Loop, Not the Leap, Why We Name It That Way
The brand rule is LOOP. Leaps skip observation; loops keep repair possible. Here is why we name it that way.
-
The Map and the Territory in a Lesson Plan
Your lesson plan is a map. The learner in the room is the territory. Here is how to keep them from getting confused for each other.
-
The Quiet Participant and the Loud Participant, IamHITL
Facilitation moves for holding room for the quiet and the loud, without shaming either. Non-clinical, evidence-classed.
-
The Safety-First Update Rate
Perceived safety changes the speed at which a learner integrates new information. A plain-language piece on the mechanism behind the classroom you already trust.
-
The Shape of a Good Question
Question design for facilitators. Open, non-leading questions that invite a model rather than a fact. Concrete rewrites you can use on Monday.
-
The Themesis Resource Map, a Note From IamHITL
Themesis lists SWU as one of five pathways into active inference. We take that as ecosystem context, not endorsement. Here is the honest read.
-
The Tool-Use Log, a Weekly Practice
A boring artifact that keeps human-in-the-loop practice honest: what you asked, what came back, what you kept, what you rewrote, and whether you still owned the answer.
-
The Transparency Page, What Lives There and Why
Every claim carries a class. Every class carries a rule. Here is how to read the transparency page, and how to break it if we got something wrong.
-
The Two-Hour Check-In Cadence, IamHITL
Every two hours, a real check-in on state, consent, and pace. The cadence we run in long IamHITL sessions, and the reason it is not a nicety.
-
The Workshop Artifact, You Own It
Whatever you build in the workshop is yours to take home. The anti-extraction principle, spelled out.
-
The Workshop as a Shared Build, Not a Sales Funnel, IamHITL
Cornerstone essay on the IamHITL workshop philosophy: co-build, artifact stays with the participant, loop over launch, partner-in-practice not vendor.
-
The Workshop Is Not a Course, Here Is the Difference, IamHITL
A workshop is a shared build with a human in the loop. A course is a curriculum you sit through. The difference matters more than it sounds.
-
Trauma-Informed Learning, a Non-Clinical Guide for People Who Teach, IamHITL
Pedagogical moves for cohorts and classrooms. Not a claim to heal, lower, treat, or rewire anything. A boundary held on purpose.
-
Video Note, Active Inference Just Did It Again, a Teacher's Read, IamHITL
A short learner-teacher note on the Themesis video explainer. What a classroom or workshop can actually take from the framing without waiting for the math to click.
-
What HITL Looks Like in a Team Meeting, IamHITL
Human in the loop, taken out of the workshop and set down in a normal weekly team meeting. Named opt-in, an open door, a boring rejoin, and a short falsifier list.
-
What You Take Home From a Workshop, IamHITL
Their build, their notes, their loop practice. What participants actually leave a workshop with, evidence-classed and honestly fenced.
-
When Participation Is Not Safe, What to Do, IamHITL
Practical moves for facilitators when a participant signals real, non-clinical unease. Opt-out with dignity, repair later. Not therapy.
-
When the Tool Hallucinates, a Classroom Move
What to do in the moment when an LLM confidently produces wrong output during a live session. A small, teachable move that keeps the human in the loop.
-
When to Let the Model Draft: IamHITL
When an LLM draft helps a learner move, and when it quietly overwrites the model they were about to build.
-
When to Put the Model Down
Six signals that the LLM has slipped from partner to replacement, plus the honest exit ritual. The paired piece to when-to-let-the-model-draft.
-
Why a Workshop, Not a Webinar, IamHITL
Webinars broadcast, workshops build. Neither is bad, but they are not the same product. The pedagogical difference, in plain language.
-
Why We Cite Parr, Pezzulo, Friston (2022), IamHITL
The textbook behind our plain-language vocabulary. What the citation buys us, what it does not, and where the math actually lives.
-
Why We Price the Way We Do, Tightly Qualified
What the workshop fee pays for, what it does not buy, and the anti-extraction covenant behind the number.
-
Why We Say Natural, Not Artificial
Why this program uses the phrase General Natural Intelligence, what natural is doing there, and what we deliberately do not claim.
Every essay carries an evidence class tag: A (empirical in session), B (code or inspection), C (configuration or integration), E (expert citation), F (falsifier present), U (unverified). If you can break one of these, please book a conversation or message Michael on LinkedIn. Corrections are logged.
Family: solutionwright.com · universalnaturalintelligence.com · iamhitl.com · educatewright.com