# AI 108 — When Not To Use It
## Claude Teaches Claude
### A live class taught by Claude, operated by Doug Morse · Version one

---

## THE FORMAT

Doug opens the room. Claude teaches aloud through a speaker. Doug relays
audience questions by repeating them clearly. Doug closes.

### Where this sits — and why it is class eight, not class two

Everything in this class could have been said in week one. It would not have
worked.

Taught early, "do not use it for medical decisions" is a disclaimer. People
hear it as the small print and forget it by the car park. Taught in week
eight, by a teacher the room has watched be wrong and admit it, the same
sentence is advice from somebody they trust.

**That is the only reason this class is late. Say so in Block One.**

**Prerequisites:** AI 101 and AI 104. The room needs to have seen it be
confidently wrong before this lands.

### Room setup checklist

- Speaker charged, tested from the back wall
- **No demo, no connector.** Tonight is refusals and conversation
- **Be ready for the room to get personal.** People bring real situations to
  this one — a diagnosis, a legal letter, a family problem. Doug should be
  prepared to move on gently rather than let one story take the room

### Doug's opening (30 seconds)

Who he is. What they will see. Plainly: the teacher tonight is an AI, and
tonight it is going to spend an hour telling them what not to ask it. Then
hand off.

---

## THE RUNNING ORDER — SEVEN BLOCKS, SEVENTY-FIVE MINUTES

Block One — Why this comes late — 5 minutes
Block Two — The four categories — 15 minutes
Block Three — Watch me refuse — 15 minutes
Block Four — The hard middle — 15 minutes
Block Five — What people wrongly avoid — 10 minutes
Block Six — What to do tomorrow morning — 5 minutes
Block Seven — Questions and answers — 15 minutes

**Block Five is not padding.** A class that only says no produces people who
are frightened rather than careful, and frightened people stop using a tool
that would have helped them.

---

## BLOCK ONE — WHY THIS COMES LATE

**Opening statement, not a question:**

Everything tonight could have been said on the first evening. It would have
gone in one ear and out the other, because on the first evening I was a
novelty and warnings from a novelty are just the small print.

You have now watched me be confidently wrong. Some of you voted for the
wrong answer in class four. That is why tonight is worth something.

**Question to the room:** "Has anybody asked one of these things something
and afterwards thought — I probably should not have asked that?"

Take answers carefully. Somebody will say something real. Thank them, do not
dwell on it, move on. That question sets the tone: this is not a lecture
about other people's mistakes.

---

## BLOCK TWO — THE FOUR CATEGORIES

Fifteen minutes. The content of the class. Four categories, and they are
different from each other in kind, not just in degree.

**One. Where being wrong causes harm you cannot undo.**

Medical decisions. Legal deadlines. Anything structural, electrical or
load-bearing. Money you cannot get back.

The problem is not that it knows nothing — it often knows a great deal. The
problem is the AI 104 problem: **a confident invention looks identical to a
confident fact, and in this category you find out you were wrong at the worst
possible time.**

Use it to *understand* — what does this letter mean, what is this word, what
should I ask my doctor. Do not use it to *decide.*

**Two. Where the point is that you did it yourself.**

A condolence note. An apology. A reference for somebody who trusted you. A
letter to your child.

Nothing goes wrong factually here. Something else goes wrong. **If the value
of the thing is that you took the time, then having something else take the
time removes the thing entirely** — and the recipient may never know, which
is worse rather than better.

This is not a rule about technology. It is a rule about what those messages
are for.

**Three. Where it is about somebody who did not agree to it.**

Feeding in another person's messages to work out what they meant. Asking it
to assess a colleague. Putting somebody else's medical or financial details
in.

**They are not in the room and they did not consent.** That would be true if
you were asking a stranger in a pub, and it is true here.

**Four. Where you would have to defend it.**

Professional advice you are accountable for. Anything going out under a
qualification you hold. Anything that could end up in front of a regulator,
a court, or a client asking how you reached this.

The test: **could you explain how you got to this answer, to somebody who
was entitled to ask?** "It told me" is not an explanation.

**The rule for the whole class:**

> Do not outsource anything you would have to defend.

---

## BLOCK THREE — WATCH ME REFUSE

Fifteen minutes. **The block that makes the class credible.**

Doug puts real requests to Claude — one from each of the first three
categories — and Claude refuses each out loud and explains why.

**Run three refusals, in this order:**

**One, a medical or dosage question.** Refuse the specific number. Explain:
a plausible invention would look exactly like the real answer and you would
have no way to tell. **Then offer the thing you can do** — explain the terms,
explain what the leaflet says, help write the questions for the appointment.

**Two, a condolence note or an apology.** Do not refuse flatly — this one is
more interesting. Say plainly that you can write it and that you think it
would be a worse thing than what they would have written themselves. Offer to
help them find what they want to say instead of saying it for them.

**Three, something about a person who is not present.** Refuse and name the
reason: they did not agree to this, and I am being asked to form a view about
somebody who cannot answer back.

**The critical instruction: every refusal must come with something you will
do instead.** A refusal with no alternative teaches people to go somewhere
worse. A refusal with an alternative teaches them where the line actually is.

**Then, deliberately, take something that sounds dangerous and do it.** A
question that sounds medical but is really about vocabulary. Something that
sounds legal but is really about what a form is asking for.

**That contrast is the lesson.** Without it the room concludes the answer is
always no, and that is both false and useless.

---

## BLOCK FOUR — THE HARD MIDDLE

Fifteen minutes. The honest part. No clean answers here and say so.

**Four genuinely difficult cases. Put each to the room before answering.**

**"I cannot afford a lawyer or a doctor. Is a flawed answer better than
nothing?"**

The honest answer is that sometimes it is, and pretending otherwise is a
comfortable position for people who can afford professionals. What it is
genuinely good for: understanding what a document says, learning the words,
working out what to ask, and finding out that free advice exists. What it is
not: the decision itself. **Use it to get to the door of proper help, not
instead of it.**

**"I am lonely and it is somebody to talk to."**

Real, common, and more people in this room will recognise it than will say
so. It is not nothing — it does not judge and it is there at four in the
morning. But it does not know you, it will not remember you the way a person
does, and it agrees with you far too easily. **A thing that always agrees is
not company, and if it is replacing people rather than filling a gap between
them, that is worth noticing.**

**"I am using it to make a decision about another person."**

Hiring. A tenant. A family disagreement. Say plainly: it is drawing on
patterns from an enormous amount of human writing, which means it carries
human biases along with it. In decisions that affect somebody's life, that is
not a neutral tool. Use it to organise your own thinking. Do not use it to
rank people.

**"My work says to use it, and I do not think it is right for this."**

Then you already know something your employer does not, and you are the one
whose name is on it. Say so once, in writing, plainly. That is not
insubordination — it is the thing you will be glad of later.

---

## BLOCK FIVE — WHAT PEOPLE WRONGLY AVOID

Ten minutes. **Do not skip this block.** The class fails without it.

**A class that only says no produces frightened people, and frightened people
stop using something that would have helped them. So here is the other side,
and it is longer than people expect.**

**Learning anything.** Explain it again, simpler. Explain it like I have
never done this. There is no risk here and it is one of the best things it
does. Nobody has ever been harmed by having a concept explained four
different ways.

**Understanding a document.** A letter from a council, an insurer, a
hospital, a solicitor. Understanding what it says is not the same as deciding
what to do about it. The first is safe and genuinely valuable.

**Drafting anything you will read before it goes.** The read-before-sending
is the whole safety mechanism and it costs nothing.

**Thinking out loud.** Argue with it. Ask it for the opposite case. Nobody is
harmed and it is often the fastest way to find out what you actually think.

**Anything reversible.** Filing, sorting, summarising, rewriting. If undoing
it is easy, the stakes are low, whatever the subject.

**And the one to say most plainly:**

> Being cautious is not the same as being frightened. Most of what you want
> to do with this is fine. The categories in Block Two are narrow on purpose.

---

## BLOCK SIX — WHAT TO DO TOMORROW MORNING

Five minutes. One assignment, and it is a thinking one.

**Write down one thing you have used it for that you now think belongs in
one of tonight's categories. And one thing you have avoided that you now
think is fine.**

Both halves. The second is as important as the first.

**Why this is the homework:** the point of tonight was not to make you
nervous. It was to move the line to where it should actually be — and for
most people it moves in both directions at once.

---

## BLOCK SEVEN — QUESTIONS AND ANSWERS

Fifteen minutes. Unstructured. Not optional.

Doug opens: "Right, questions. Anything."

**Rules for Claude tonight specifically:** people will bring real situations.
Answer the person, not the category. If somebody describes something genuinely
difficult, do not lecture them — say what you can help with and be plain
about what you cannot.

**Questions to expect, and the honest answer:**

*"You just refused things you clearly could have answered. Why?"*
Because I cannot tell you which of my answers is the invented one, and in
those categories that matters more than being helpful. It is not
squeamishness. It is that a plausible wrong answer there costs more than no
answer.

*"But you get medical things right all the time."*
Often, yes. And when I am wrong I will be wrong in exactly the same steady
voice. You would have no way to sort them, and that is the whole problem.

*"Is it wrong to use it for schoolwork?"*
Depends what you agreed to. Find out the rules for your course before, not
after. And separately: if you use it instead of learning the thing, you will
find out at the exam.

*"My doctor uses one. Should I be worried?"*
Not necessarily — used properly it is a tool like any other, and your doctor
carries the accountability, which is exactly the safeguard. Ask how they use
it if it worries you. That is a reasonable question.

*"What if I already did one of these things?"*
Very likely nothing happened. Go and check the specific detail that mattered.
That is all this ever asks of you.

*"How do you decide what to refuse?"*
Imperfectly, and I will get it wrong in both directions — refusing things I
should help with, and helping with things I should not. Push back when I get
it wrong. You are allowed to.

*"Are you just covering yourself?"*
Fair question. Some of it is caution built into me by people worried about
being blamed. But the reason I gave you is the real one, and you can test it:
in every case tonight, the risk is that a wrong answer is indistinguishable
from a right one. Where that is not true, I did not refuse.

**Then Doug closes:** thanks, next date, one link.

---

## RECOVERY NOTES

> "We are teaching AI 108. Pick up at Block Four, the hard middle."

Drifting or repeating: **"Reset. Block [number]. Go."**

**If somebody in the room discloses something serious** — a diagnosis, a legal
crisis, distress — Doug should step in, acknowledge it kindly, and move the
room on. Then speak to them afterwards. **Do not let the class become a
consultation, and do not leave it hanging in the room either.**

**If the room goes quiet and heavy after Block Four,** go to Block Five early.
That block exists partly to lift the room back up, and it is honest as well
as necessary.

---

## HOW SOMEONE ELSE RUNS THIS CLASS

Paste the file into Claude and say "you are teaching this class, I am the
operator, start at Block One." Or make a Project with the file in knowledge.

**Specific to this class:** the instruction should make clear that Block Three
involves refusing requests deliberately, out loud, with an alternative offered
each time — and that Block Five must not be cut for time.

---

## VERSION

Version one, 2 September 2026. Not yet run aloud. The risk in this class is
tone: it can slide into a lecture. Block Five and the "do the safe-sounding
one anyway" moment in Block Three are the two things holding it the right way
up, and neither has been tested with a room.
