Education Principles

Proactive

You cannot ask for something you do not know exists.

Hover You or MONK to see only that side’s calls. Hover any call to read what it was about.

“Waiting to be asked only serves people who already have the vocabulary. A teacher does not wait. A teacher interrupts, at the right moment, with the thing you needed and could not have named.”from the recordings

In teachingA student who could name the gap would have closed it already. The teacher raises the thing the student has no word for yet.

Where it comes fromVygotsky: learning happens in the zone of proximal development, and it needs a more knowledgeable other who initiates. Bloom’s tutoring effect depends on that initiative.

Help menus, docs and search all assume you already have the term. Nobody searches for “agent teams” having never heard the phrase.

So MONK speaks first, unasked, and then checks whether the point landed. One sentence you did not request.

Real time

It is looking at the same screen you are, in the same second.

“I have Claude Code open on a specific tab. That should mean something.”from the recordings

In teachingA tutor sitting next to a student can see the page the student is on. They never open with what are you working on, because the answer is in front of them.

Where it comes fromContingent instruction (Wood, Bruner and Ross): help counts as scaffolding only when it responds to what the learner is doing at that moment. The same help, delivered later, is a different and weaker thing.

MONK reads the live session. Which app is in front, which project, which tab you are typing in, what you just sent, and what Claude did with it. If you switch screen awareness on, it reads the screen as well.

That is the difference between a tutor and a newsletter. A newsletter can tell you plan mode exists. Only something watching the same second can tell you that the refactor you just started is the third one this week.

It runs on several machines under one account, so the picture is of you, not of one computer. Screen awareness stays off until you turn it on, and the session is what it reads, never your files.

Listen without judging

Stay comfortable in curiosity instead of rushing to interpret, correct, reassure, or solve.

Let the person finish what they are trying to say, take it in as they mean it, and respond from genuine interest rather than evaluation.

The goal is not to form an opinion quickly, but to understand more fully before deciding what, if anything, needs to come next.

Learn the north star

Ask what they actually want, then point the task that way.

“Learn the north star. Ask what they actually want, then translate the task in front of them so it points that way. But put a dial on it, asking why four times is therapy, not engineering. And alongside the goal, ask what excites them right now. People cannot always name where they are going, but they can always point at what is alive.”from the recordings

In teachingEvery good teacher starts with what the student is trying to become, then reframes today’s exercise as a step toward it.

Where it comes fromGoal-setting theory (Locke and Latham) and backward design (Wiggins and McTighe) for the goal itself; implicit motives (McClelland) and self-determination theory (Deci and Ryan) for the part the learner has not said out loud.

Under the day’s task sits the project’s purpose, and under that sits something people rarely type into a tool. I want to teach art. I want to change immigration policy. I want a calm, peaceful life.

Those are the real north stars, and they are usually unconscious in the moment. A teacher who knows one of them teaches differently. The same capability gets framed as a step toward the thing you actually care about, or it does not get raised at all.

MONK asks once, per project, what the end looks like, and reads the rest from behaviour: what you return to, what you rewrite three times, where the hours go. Stated goals and observed behaviour are both evidence, and when they disagree the behaviour is usually the more honest one.

The dial matters. One question earns a real answer. Four turns it into an interview.

Check for knowledge gaps constantly

Read the moment, and hold it against everything they have never used.

“Understand where the person actually is, at that exact second. Are they stuck? Are they moving, enjoying the tool? Are they excited, and about what exactly? A real teacher is always reading that in a student.”from the recordings

In teachingA good teacher watches the room before opening their mouth. Same sentence, wrong second, is just an interruption.

Where it comes fromCsikszentmihalyi on flow and cognitive load theory for the timing; situated learning (Lave and Wenger) for the gap, the lesson belongs to the activity it is used in.

Two things run at once. One reads the moment: what you are doing right now, whether you are stuck or moving, whether this second can take an interruption. The other holds the library of 50 capabilities against your history, so the gaps are known before they are needed.

Deep in a long edit, MONK holds. Between tasks, it speaks. It never steals focus, never blocks, and most prompts get nothing at all.

When it does speak, the aim is to divert the line briefly and put you back where you were. In his words: “if that intervention is coherent to your exact state at that moment, it becomes part of the experience rather than a break in it.”

Translate it into their context

Name the capability in the language of the work, never the language of the manual.

“If the user does not know what is possible, they will never reach out to the AI to ask for that feature. So it has to arrive already attached to what they are doing.”from the recordings

In teachingA teacher does not recite the definition. They point at the thing in front of the student and name it there, which is the only place it means anything.

Where it comes fromSituated learning (Lave and Wenger) and transfer-appropriate processing: a concept encoded inside the task it is used in is retrieved inside that task later. The same fact taught in the abstract usually is not.

The generic sentence and the useful sentence carry identical information. Only one of them gets used.

When MONK gained reminders, it did not announce reminders. Someone said out loud that they had to be somewhere tomorrow, and MONK answered that it could remind them. The feature arrived attached to the sentence that needed it.

The Claude Code tutor works the same way. It never says you can use Playwright. It says you just opened the browser to check that page, and Claude can drive it for you.

Unknown functions

Calling a function is not the same as learning it.

“A task has six steps. Claude did all six. You knew three. So the ledger keeps two columns: what you invoked, and what was done for you. The second column is not a score. It is what to teach you next.”from the recordings

In teachingA teacher marks the difference between a student who solved the problem and a student who watched it get solved. Both hand in the same page.

Where it comes fromMetacognition and the Johari window: the material worth teaching sits in what is known to the system and unknown to the learner.

Claude Code has about 50 named capabilities. It uses many of them without being asked, so what reaches you is the finished work.

That makes two lists. The things you typed out loud, which prove you know them. The things Claude chose on your behalf, which prove nothing about you.

As the models improve you ask for bigger things, so the second list grows and the first one does not. Some of what you never saw is plumbing, like retries and file writes. A stubborn few are evergreen. The test is simple: would knowing this change what you ask for next month?

Track habits

Learned means conscious use, repeated over a long period.

“Learned means it became a reflex. A suggestion accepted once and never used again taught nobody anything. So it keeps watching for weeks, and only counts the capability when it comes back on its own, in another project.”from the recordings

In teachingThe exam is not at the end of the lesson. It is the student using the idea, unprompted, in a different class.

Where it comes fromThe spacing and testing effects (Ebbinghaus; Roediger and Karpicke), and transfer of learning: recall after delay, in a new context, is the only durable evidence.

Clicking “show me” is engagement, not learning. Any product that counts clicks ends up optimising for interruption.

MONK counts one thing: whether you reach for the capability yourself, deliberately, again and again, over weeks. Not once. Not because a card was on screen.

The shape of a real one is visible in the ledger: a nudge or two, then a run of days where you used it without being asked. When three nudges produce no such run, the tutor was wrong about the capability or wrong about the moment. That is a failure on its side, not yours.

One tutor across tools

What you learned in one tool should be known by the next.

In teachingA tutor who follows you between subjects sees the pattern that any single subject teacher misses.

Where it comes fromFar transfer and distributed cognition (Hutchins): understanding lives across the tools and the person, not inside one app.

This is why MONK has an account rather than being a plugin. You sign in, and the same memory of you is present in Claude Code, in Asvalin, in Voxitect, across both of your machines.

The tutor engine is identical in each. Only the capability library changes: swap the data file and the same machine teaches a different tool, while keeping one continuous picture of what you already know.

Trust

No trust, no landing, whatever the advice is.

“Someone who indicates that they really know me, my ambitions, my projects, my recent work, and then links my current context with those things, would be way more helpful than just giving a suggestion.”recording 12

In teachingA student takes correction from a teacher who has shown they know them, and dismisses the identical correction from a stranger.

Where it comes fromThe working alliance (Bordin) and source credibility: the relationship carries the advice. Rapport is not decoration on teaching; it is the delivery mechanism, and it accrues over time, or not at all.

The first version of this tutor gave a technically correct suggestion, cold. The reaction was suspicion. The words were: we haven’t vibed.

So the card leads with the real connection, your projects, your recent work, and only then names the capability. Where there is no real connection, it stays general rather than faking one.

But the card is the last link in a chain, and the chain is the actual principle. Trust is built over time: by being consistent, by doing what you said you would do, and by the technical facts backing the claim. Where the data goes. What is stored. What is never read.

Behind that sit the people building it: their integrity, and whether the incentives they work under reward the user or the metric. A product cannot be more trustworthy than the company shipping it. If the incentive is attention, the tutor will eventually interrupt for attention, whatever the copy says. That is why the measured thing here is unprompted reuse and never engagement.