Pippin

What you’ll actually learn

Two tracks. One is the skills, the other is the why.

Most AI courses teach you either which buttons to press or what a transformer is. Pippin insists on both — and Pip teaches each one by becoming it.

Real skills

Prompting, tools, and using AI like a pro. How to get good results, fast, from the models you already have — and how to tell when they’re wrong.

PromptingToolsWorkflowsJudgement

Under the hood

How this stuff actually thinks. Seven ideas, taught in the order they happen inside a model — so each one has somewhere to sit.

TokensEmbeddingsAttentionTransformersTrainingRAGAlignment

Under the hood

Every idea connects to another. That’s kind of the whole point.

Pippin’s curriculum is a network, not a list. Each concept links to the ones it depends on, and you can watch understanding travel across it — the same path a real model takes on every forward pass.

Tokens → text becomes pieces
Embeddings → pieces become positions
Attention → positions look at each other
Transformers → and that, stacked, is the model

Questions

The things people ask first.

Is this for beginners?

Yes. Pippin assumes curiosity and nothing else. If you’ve used a chatbot once and wondered what was actually going on, you’re the person it’s for.

Do I need to know how to code?

No. Nothing in either track requires writing code. The “under the hood” track explains how models work with pictures and motion, not with maths you have to do yourself.

How long is a session?

About five minutes. Each one covers a single idea and a little practice. You can do more, but you never have to.

Which phones does it run on?

iPhone first, with Android following. The opening sequence and haptics are built for a real phone in your hand — that’s where Pip is at his best.

Ready to start connecting the dots?

Pippin is in early access. Leave your email above and Pip will let you know the moment it’s your turn.

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