A learning plan built around you

Understand and use large language models, with a plan built around your goal, your time and your work.

Early preview. Free, no sign-up. Full personalised plans are still being built.

Your starting mapExample
Every area shows how far you got, not just a score, and the plan is built from it.

From where you are to where you want to be

Most courses start at the beginning. This one starts with you.

  1. Take the diagnostic

    Four questions, and for each you say how sure you are. You get an honest picture of what you know, what you half know, and where the gaps are.

  2. Get a plan that fits

    A dated plan built around your goal, your time each week and any deadline, with a calendar export. If you fall behind, it re-paces itself.

  3. Learn it so it stays learned

    Short lessons with practice, then review that brings an idea back just before you would forget it. That recall is what makes it last.

The fastest way to understand a model is to poke at one

The LLM Lab is free, with no sign-up. Small interactive tools let you watch the ideas from the lessons working.

A language model never knows the answer. It only predicts the next token.

  • token41%
  • word27%
  • step14%
  • move6%
Illustrative probabilities, as in the Temperature lab.

See all the labs

Cover of the book How LLMs Actually Work, by Alexander Lazutin

The companion to the book

Ascend goes with How LLMs Actually Work, the plain-English book on how ChatGPT, Claude and Gemini work, from tokens to transformers and from hardware to hallucination.

About the book

Find out where you stand

Four questions, about two minutes, no sign-up.

Take the 2-minute diagnostic