For minds that don’t stop at the answer

Curiosity, unlimited.

Start with what you can’t stop thinking about. Football, black holes, cars. End with a real AI about it that people actually use.

For most people, AI is a shortcut to the answer. Here, you build the machine behind it. Starting from what you love.

Try it

Talk to your AI. Then see inside.

Pick your obsession and ask anything. Then scroll to see the twelve rungs you’d build yourself.

The Climb

Twelve rungs. One school year. Your own AI at the top.

No grades, no ceilings. How deep you climb each rung is set by your curiosity, not your age.

Ground everyone starts here, no experience needed.
Phase 01 · Foundations how it actually works
≈ 8 weeks
01

Data

It’s only as smart as what you feed it. Turn the thing you love into the data your AI learns from.

your data
02

Tokens

A machine doesn’t read words, it reads tokens. Watch your language break into pieces it can count.

tokens
03

Embeddings

Meaning becomes numbers. Things that are alike land near each other. Your curiosity, mapped in space.

embeddings
04

Prediction

The one engine under all of it: guess what comes next. Do it by hand, then watch a model do it.

prediction
05

Prompt

Steer it with words. Learn how the way you ask changes everything you get back.

prompting
Phase 02 · Feed it memory and live knowledge
≈ 4 weeks
06

Context

Everything it can hold in mind at once. Learn what fits, what falls out, and why it forgets.

context
07

Retrieval

Feed it live, real knowledge, so it answers about your world, not just what it was trained on.

retrieval
Phase 03 · Build make it answer
≈ 10 weeks
08

Tools

Hand it real tools. Meet agents: AI that fetches the score and takes action, not just talk.

tools & agents
09

Inference

Wire the model into a real reply. The moment it thinks and answers you, live. You just used this.

inference
10

Evals

Prove it’s any good. Build honest tests so you know when it’s right, not just confident.

evals
Phase 04 · Ship make it yours, launch it
≈ 6 weeks
11

Fine-tune

Train it on your own data until it sounds like yours and gets your world right.

fine-tuning
12

Deploy

Ship it live. Real hands, real use. Watch what breaks and fix it for people who aren’t you.

deploy
Deploy: a working AI in real hands. And from there, the climb just keeps going.

Three things carry through every rung.

Think

Curiosity & judgment

Start from what you love, ask sharper questions, and verify before you trust.

Care

Ethics & safety

Bias, privacy, and honesty. Learn with AI, never fake it.

Make

Always building

Nothing stays theory. Every rung ends with something real that you made.