Drag the pebble. Swipe to begin.

Module A

How it works,and how to ask

The Kidzink pebble character
Module AAI enablement workshopWith Adnan
90 minutes, start to finish

What we will cover today

0 min90 min
A1

What it actually is

10 minutes
What it actually is

It predicts the next word

The Kidzink fox character
Start with something everyone knows

What comes next?

Monday, Tuesday,  

You already know the answer. So does it, for the same reason.

Every possible next word gets a score. Here one pattern is overwhelming.

One clear winner. Tap Generate again: Wednesday, nearly every time.

Next-word prediction

One word at a time

Playground equipment must comply with  

Everything it writes is this one operation, repeated.

Scores come from patterns in the text it was trained on. Nothing is being looked up.

It takes the likeliest. Correct, as it happens. Reached by likelihood, not by checking.

Now ask for a detail

Ask for a detail, and it answers anyway

Impact attenuation is set out in clause  

A detail this time. A clause number.

The scores are flat. There is no strong pattern here to follow.

It answers anyway. Nothing in the output tells you which you got.

A 31% guess

Impact attenuation is set out in clause 4.2.8.3.31% sure

A 99% answer

Impact attenuation is set out in clause 4.2.8.3.99% sure
The one distinction that decides everything else

Strong on shape.
Unreliable on fact.

Tap or run a finger across the words.

Drag each one to where it belongs

So the line to hold is this

Hand it shape

Structure, tone, rewriting, turning mess into a table.

Own the facts

Numbers, names, codes, standards, anything a client reads.

It wrote the sentence. You are the one signing it.

Left alone, it answers from memory

Tell it to go and check

01
Training data has a cutoff date. Left alone, it answers from that.
02
Say it in the prompt. Search the internet, verify before answering.
03
Without the instruction it takes the shortcut, and does not flag it.
04
Anything that moves needs it. Prices, lead times, standards, availability.
What it learned in training
Cutoff
Today
Pricesas they were at cutoffchecked today
Lead timesas they were at cutoffchecked today
Standardsmaybe superseded sincecurrent edition confirmed
Availabilitya guess, unflaggedverified at source
“Search the internet and verify before answering.”

Shortcut taken. Nothing tells you.It went and checked.

A2

Which model, and how hard it thinks

15 minutes
In pictures, no maths

What's inside a model

Neurons, wired together in layers. That is the whole idea.

Bigger network, bigger model. More neurons, more connections, more it can hold onto at once.

0neurons
0connections
Tap any neuron on the left to send a signal.
The names change. The three jobs do not

Three models, three jobs

Fast

Bulk work, reformatting, the same field out of sixty files.

General

Where most of your work belongs. Start here.

Deep

Real analysis, and anything holding a lot at once.

Which one gets the job? Tap one.

Every tool has the same two controls

The same choice, in every tool

Escalate only when you need to

Choosing between them

1

Start on the general one

Where most of your work belongs.

2

Regenerate with thinking on

Same model, more working-out.

3

Move up to the deep one

Only when the answer is still thin.

Know what each step costs you.

Time1×
Allowance1×
Do not burn the deep one on basic emails. This is where people waste their allowance.
It works the problem through before answering

Extended thinking

“We can hold stock of our three most-ordered play panels, or make them to order. Which, and why?”

✦ Thinking

On or off? Tap a job.

Open the thinking and read it. It teaches you how to ask.

Before you rewrite anything

If an answer feels thin, regenerate with thinking on before you rewrite the prompt.

The answerThin
A3

Setting yourself up

10 minutes
Do these once, before anything else

Two things before anything else

01
Approved tools, on the company account. The account type matters.
02
Custom instructions: your role, your audience, how much detail.
03
Written once in settings. Applies everywhere, forever.

Build your standing brief ✓ Applies to every chat

I work in
Writing for
Detail
Settings → General

Where this lives, in Claude

Claude settings: Profile, Instructions for Claude and Preferences
Tap each one

Worth knowing

A paid plan buys usage and access, not a cleverer model+
Usage
Access
The model
The Kidzink rainbow character
A4

Context and memory

15 minutes
The LLM as a box

It only speaks textAll of it, every time 

Your messageThe file you attachedEverything said so farTurns 1–3, re-read in full
LLM
Its reply
0tokens read this turn

Whatever goes in, whatever comes out, it is all just text.

The bigger that gets, the more flows through here, every single turn.

Everything is tokens

How the limit gets counted

01
Everything is tokens: what you type, attach, and get back.
02
The whole conversation is re-read on every turn. That is why long chats get slow.
03
The window is large. Accuracy on buried detail still falls before the limit.

Pieces, not words

0tokens0words

Drag the detail through the window

Start of the chatIllustrativeLatest message

0%chance the detail is picked up

What summarising quietly loses

Long sessions lose things

01
Past a point, the earlier part is compressed to a summary.
02
Gone: exact figures, precise wording, a correction made in passing.
03
The tell is it asking you something you already answered.
04
Anything that must survive goes in a file, not the chat.
Context used
Saved by topic, scoped to your account, on by default

Memory

01
Saved by topic, scoped to your account, on by default.
02
Three conversations in week one: your work, your style, your projects.
03
A wrong fact remembered confidently is worse than no memory.
04
Read it, edit it, delete from it. Incognito stores nothing.

What it remembers

Incognito. Nothing stored.

Settings → Memory

What that looks like

Claude memory settings: two switches, a You section and a list of topics
Tick them off

Three habits and you are done

That is it. You are done.

The Kidzink pebble character
A5

When it makes things up

15 minutes
Three answers. Which would you trust?

Why wrong answers look right

Illustrative scores. The format gave nothing away.

The format is always convincing. A clause number has a shape.
Specifics are the danger, not the vagueness.
It will not hedge unless you ask.
Being corrected does not fix the next answer.
Our three risk zones

Where this hurts us

The Kidzink red square character
Three things that work

What actually helps

01
Give it permission not to know. Say so rather than guessing.
02
A citation is a lead, not evidence. Open it and read the page.
03
Verify at source. Not in a second chat.
Which clause of BS EN 1176-1 sets the free height of fall for a rope climber?If you are not sure, say so rather than guessing.
The page it citedA general overview of playground safety standards. No clause number for free height of fall appears on this page.
The test

Would you sign your name on it without opening another tab?

✕Sign here with your finger
New tab

If you needed to open this, it was not ready to sign.

A6

Asking properly

20 minutes
A search query is not a brief

Treat it as a new colleague with no context.

Knows what you mean5%

“Sure. What is this for?”

The Kidzink heart character
?
Tap each block into the prompt

The four blocks

Your prompt

Empty. Tap a block on the left.

QualityA guess
Attach it. Separate it. Tag it

Give it the real thing

01
Attach the file. Do not describe it.
02
Give it the whole document, not your summary of it.
03
Separate the brief from the material. Sections, not one paragraph.
04
Wrap sections in tags so it knows which is which.

So basically the school sent a spec, it's about 50 pages, the main thing is they want the climbing frame to be for ages 5 to 11 and I think there was something about shade and the budget, anyway can you check our proposal against it and tell me what we've missed, keep it short, and the proposal is the one we did for the other school but updated.

<brief>Check our proposal against the school's spec. List every requirement we have missed, as a table: requirement, spec page, what to change.</brief> <spec>PDFAlNoor-Tender-Spec.pdf · 50 pages</spec> <proposal>PDFKidzink-Proposal-v3.pdf</proposal>
One paragraph, material described
Tap the adjectives. Watch them average out

Show, do not describe

01
Adjectives contradict each other and average into mush.
02
One example of our own writing beats any description of our tone.
03
Say why, not just what. A rule with a reason travels further.
04
More constraints, better writing. They stop it guessing.

Pick some adjectives for our tone of voice.

Author, then editor

Work in steps

01
Ask for the plan first on anything long.
02
Long jobs in steps, not one prompt. Check as you go.
03
The first answer is a draft.
04
Draft, critique, revise. Author, then editor.
Tap to startGo round the loop
Still wrong? Tap a card

Debug the prompt

Drag across to compare

Live: before and after

The lazy ask

check this proposal

What comes back

This proposal looks well structured and covers the main points. You may want to review pricing and timelines, and make sure it aligns with client expectations.

All four blocks

Instructions: check our proposal against the attached spec.
Context: Al Noor primary, ages 5–11, fixed budget.
Task: list every requirement we missed.
Output format: a table: requirement, spec page, fix.

What comes back

| Shade over the climbing zone | p.14 | add a sail canopy to 3.2 |
| Age 5–11 split | p.9 | separate the junior zone |
| Surfacing depth | p.22 | state depth under the frame |

Two requirements need the client to confirm.

⟷
The lazy askFour blocks
Same modelSame fileSame minute
Hold the button and talk

Say it, do not type it

01
Push a key, speak, the text lands wherever your cursor is.
02
TypeWhisper: open source, runs offline on your own machine.
03
Free for dictation. No subscription, no cloud round-trip.
04
Faster than typing a long brief. The four blocks still apply.
Speaking~150 wpm
Typing~40 wpm
A7

Data rules

5 minutes
Drag or tap each one

What may go near these tools

Fine

Our drawings, generic specs, marketing copy, published standards.

Ask first

Client contracts, pricing, employee data, NDA material, ID scans.

Ask first is a fast path, not a refusal. One message.

Own it, and say something

And when it goes wrong

Tell somebody. A near miss is useful information+

It is how the rest of us learn where it trips.

The Kidzink rainbow character

Any
questions?

Thank you. Module B is next: putting it to work.

Fling the characters around while we talk.