Become AI Native.
Think clearly. Build useful things. Start with one real problem.
Today’s seven.
We learn. We try. We share.
Here is the plan.
Where AI came from. What it can do today.
Write one simple prompt. See what happens.
Use TCE. Give AI a clearer job.
Show the difference. Learn from each other.
People wanted smart machines.
People imagined machines that could help us.
Alan Turing asked: “Can machines think?”
ChatGPT can help us think, write and make.
Andrej Karpathy.

Founding member of OpenAI. Former Tesla AI leader.
Joined Anthropic’s pre-training team in May 2026.
He builds, researches and teaches. His lesson: direct agents with context, tools and checks.
A Transformeruses clues.
AI asks: “What clues tell me what bank means?”
It sees deposit and money.
The technical word is attention: AI gives extra focus to useful clues.
Tokens. Model. Context.
Small pieces of words and information.
The AI tool that spots patterns.
The useful details you give the AI.
Two houses. Play fair.
Help your team think clearly.
Ask good questions. Help your team improve.
We score clear thinking. Not pretty pictures.
Your first prompt.
Pick something you know. Imagine a free one-hour class about it.
Give AI a clear job.
What do I want AI to make?
Who is it for? What should AI know?
What should the answer look like?
Messy idea.AI organises.
Tell ChatGPT your messy idea. Do not ask it to make the image yet.
“Put my idea into Task, Context and Expectations. Tell me what is missing.”
Then: “Now make it.”
Rebuild. Run. Compare.
Use the clearer TCE prompt.
Make the image again.
What changed? Why did it change?
Check the work.
Is the job clear?
Did AI get the facts it needs?
Is it correct, useful and safe to use?
Bring one business idea.
Problem. Customer. Idea. First 10 customers. One test.
Your TCE, sources, assumptions and prompt.
Two hours only. Wednesday: we become investors.

