Entry points that go further

A compact preview of the topics waiting for you as interactive microlearnings, learning paths and role-based learning formats on the schmidpower app: flashcards, quizzes, reflection questions, progress tracking.

Future Skills

AI fundamentals and adjacent topics, compact and with no prior knowledge required.

Learning Paths

Microlearnings

Beginner · 30 min

AI Fundamentals

The vocabulary and mental models you need to follow AI conversations, ask better questions, and tell signal from noise.

Intermediate · 20 min

Transformers and Attention

How modern AI models understand text: from attention mechanics to the latest SSA architectures.

Beginner · 25 min

What is AI?

From rule-based systems to neural networks: what AI actually is, what it is not, and how the main branches relate to each other.

Beginner · 25 min

How LLMs Work

Tokens, embeddings, attention, and why models hallucinate. A practical look at what happens inside a language model.

Intermediate · 25 min

How AI Models Get Built

Pre-training, fine-tuning, RLHF, and alignment: where a model's behavior comes from and why it can be changed.

Intermediate · 25 min

Context, Memory and Limits

What a context window is, why it matters, and how RAG and vector search extend what a model can work with.

Beginner · 25 min

AI Models and Who Builds Them

The five organizations that matter most, open source vs. closed models, and what benchmarks actually tell you.

Intermediate · 30 min

The Right Model for the Right Task

Why model selection is a technical decision. Parameters, emergent capabilities, token costs, and how to match task complexity to model tier.

Intermediate · 25 min

What Comes After the Chat

From chatbot to agent: how tool use, chain-of-thought reasoning, and multi-agent systems change what AI can do.

Beginner · 17 min

Your Body Is Part of What You Think

Before we talk about how AI changes us, one idea has to land first: thinking does not only happen in your head. Here is the groundwork.

Four worlds. Four didactics.
One click away.

The same knowledge, four different surfaces: Sales, Engineering, Production and Development learn differently.