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Class 01 · Tuesday 4 August · 10 AM–1 PM

Become AI Native.

Think clearly. Build useful things. Start with one real problem.

Welcome

Today’s seven.

GurdeepGurvinderGauravHarpreetRahulBhivanshuSunil

We learn. We try. We share.

Today

Here is the plan.

1. Learn

Where AI came from. What it can do today.

2. Try

Write one simple prompt. See what happens.

3. Improve

Use TCE. Give AI a clearer job.

4. Share

Show the difference. Learn from each other.

A very short AI story

People wanted smart machines.

Dream

People imagined machines that could help us.

Question

Alan Turing asked: “Can machines think?”

Today

ChatGPT can help us think, write and make.

A useful teacher to follow

Andrej Karpathy.

Andrej Karpathy speaking at a conference
Past

Founding member of OpenAI. Former Tesla AI leader.

Most recently announced

Joined Anthropic’s pre-training team in May 2026.

Why listen?

He builds, researches and teaches. His lesson: direct agents with context, tools and checks.

2017 · Google’s big idea

A Transformeruses clues.

Iwenttothe banktodepositmoney.

AI asks: “What clues tell me what bank means?”

It sees deposit and money.

So “bank” means a place for money.

The technical word is attention: AI gives extra focus to useful clues.

Three words

Tokens. Model. Context.

Tokens

Small pieces of words and information.

Model

The AI tool that spots patterns.

Context

The useful details you give the AI.

Friendly competition

Two houses. Play fair.

House A

Help your team think clearly.

House B

Ask good questions. Help your team improve.

We score clear thinking. Not pretty pictures.

First try · 10 minutes

Your first prompt.

Pick something you know. Imagine a free one-hour class about it.

Ask ChatGPT to make one simple Instagram invitation image. Run it once. Save the prompt and the picture.
TCE

Give AI a clear job.

Task

What do I want AI to make?

Context

Who is it for? What should AI know?

Expect

What should the answer look like?

Live demo

Messy idea.AI organises.

1. Say it

Tell ChatGPT your messy idea. Do not ask it to make the image yet.

2. Ask it

“Put my idea into Task, Context and Expectations. Tell me what is missing.”

Then: “Now make it.”

Now try again

Rebuild. Run. Compare.

Rebuild

Use the clearer TCE prompt.

Run

Make the image again.

Compare

What changed? Why did it change?

Before we trust it

Check the work.

Real task?

Is the job clear?

Enough detail?

Did AI get the facts it needs?

Check it

Is it correct, useful and safe to use?

Before Wednesday

Bring one business idea.

Five slides

Problem. Customer. Idea. First 10 customers. One test.

Bring this too

Your TCE, sources, assumptions and prompt.

Two hours only. Wednesday: we become investors.