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Understand AI, and use it well.

AI means artificial intelligence: computer systems that do tasks such as working with language or recognising images. These free lessons explain how AI works, how to ask useful questions, how its use affects people. They also cover how to use it well, and how these tools are built. Choose a simple explanation or more detail.

Start with lesson 1.1

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A prompt is the words you type to ask an AI for something. You can try writing one in the optional practice lab.

Demo video

An approximately 50-second tourSee a lesson, an activity and a badge, with captions and read aloud.

Transcript

Welcome to Stillpool: a free place to understand artificial intelligence, and use it well.

Explore how AI works, how to ask useful questions, how its use affects people, how to use it well, and how these tools are built. Choose a lesson from the map and begin wherever you need.

Start with a simple explanation, or open the Deep sections for more detail.

Prefer to listen? Emma reads every part aloud, at the speed you choose.

Then try a short activity. Each answer comes with an explanation, so you can understand the reasoning and try again.

Earn a badge by doing the lesson's activity. Finishing a lesson alone does not earn one.

Adjust the text, spacing and colours to make reading comfortable. Ready? Start with lesson 1.1.

The lesson map

How AI works

What AI is and how it answers

5 lessons
  • 1.1
    What AI is and is not

    Can say what AI is, and what it is not

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.2
    Rules or examples?

    Can explain the difference between written rules and learning from examples

    About 8 minutes, or 13 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.3
    Tokens

    Can show how AI splits text into tokens, and why it matters

    About 7 minutes, or 12 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.4
    The next word

    Can explain how a chatbot writes one likely word at a time

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.5
    Where your question goes

    Can identify web search in this lesson's recorded answers

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

How it learns, and where it goes wrong

5 lessons
  • 1.6
    Why they make things up

    Can spot a made-up answer, and explain why chatbots make them

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.7
    Training

    Can explain how a model learns by reducing its mistakes on examples

    About 9 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.8
    Attention and the context window

    Can explain how a chatbot uses earlier words, and why it loses track in a long chat

    About 8 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.9
    Images and sound

    Can explain how AI recognises pictures and sounds, and why it fails outside what it was trained on

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 1.10
    Feeds: how apps choose what you see

    Can explain how a feed picks what you see next, and change it

    About 9 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Prompting

Tell it what you need

4 lessons
  • 2.1
    Bad and good prompts

    Can turn a vague request into a clear prompt

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 2.2
    Context

    Can give an AI the material it needs, and spot hidden text in what you paste

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 2.3
    Roles and ground rules

    Can tell an AI what job to do and what not to do

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 2.4
    Examples

    Can show an AI an example of the answer you want

    About 7 minutes, or 12 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Shape it, check it, reuse it

3 lessons
  • 2.5
    Format

    Can ask for an answer in the shape and reading level you need

    About 7 minutes, or 13 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 2.6
    Iterate and check

    Can improve an answer step by step, and tell when asking again is not checking

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 2.7
    A skill is a written procedure (SOP)

    Can write a procedure card for a repeated task, and check what it changed

    About 10 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Ethics and society

What goes into AI

4 lessons
  • 3.1
    Who shapes what AI shows

    Can explain how people's choices shape what AI shows

    About 8 minutes, or 13 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 3.2
    Bias

    Can name four ways unfair patterns get into AI, and one way to check

    About 9 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 3.3
    Privacy: where your words go

    Can explain where what you type into AI can end up, and check it on this site

    About 10 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 3.4
    Environmental cost

    Can compare AI's energy and water use with everyday things, using honest ranges

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Who answers for AI

4 lessons
  • 3.5
    Harm and misuse

    Can use a real incident to show what went wrong and who was responsible

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 3.6
    Work, creativity and credit

    Can credit work made with AI, and say what a licence controls

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 3.7
    The law: AI rules in Ireland and the EU

    Can say which AI uses the EU bans, which are high-risk, and what Article 4 asks

    About 10 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 3.8
    What trustworthy AI needs

    Can use the EU's seven requirements to judge an AI system

    About 9 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Using AI well

Using AI for study

4 lessons
  • 4.1
    Check it before you use it

    Can check an AI answer's claims and citations against real sources

    About 10 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 4.2
    Study honestly with AI

    Can use AI for study in ways you can declare

    About 9 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 4.3
    AI detectors: what a flag proves

    Can explain why a detector's flag is not proof

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 4.4
    Privacy habits

    Can decide what is safe to type into an AI tool, and read its terms for three answers

    About 8 minutes, or 13 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Using AI day to day and at work

5 lessons
  • 4.5
    Real or fake?

    Can name the checks to make before trusting or sharing a photo, voice message or video

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 4.6
    When text tricks the AI

    Can spot a hidden instruction aimed at an AI tool

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 4.7
    Delegating at work

    Can split a task into parts and decide which parts AI should do

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 4.8
    AI for access

    Can use AI to make hard material easier to reach, and check what was lost

    About 8 minutes, or 14 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 4.9
    When not to use AI

    Can decide when a person, a book or your own thinking is the better tool

    About 8 minutes, or 13 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Going deeper

How a model is made and tested

2 lessons
  • 5.1
    How a chatbot is made

    Can describe the stages that turn a text predictor into a chatbot, and why answers change over time

    About 10 minutes, or 15 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 5.2
    Evaluation: keep, fix or switch off?

    Can read an AI test report and decide to keep, fix or switch off a system

    About 10 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Building with a model

5 lessons
  • 5.3
    Agents and tools

    Can follow what an AI agent does step by step, and say who answers for it

    About 10 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 5.4
    Anatomy of a skill file

    Can read a skill file and spot what makes it reliable or vague

    About 9 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 5.5
    Answers from your documents (RAG)

    Can explain how a system finds passages before it answers, and why it can still misquote them

    About 10 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 5.6
    Prompt, RAG or fine-tune?

    Can choose between prompting, RAG and fine-tuning for a task

    About 9 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

  • 5.7
    Open models on your own machine

    Can decide when an open model on your own computer suits a task

    About 9 minutes, or 16 with the Deep layers

    Not yet

    No badge yet. Answer the check-in questions in the lesson to earn it.

Earning a badge

A badge is a small emblem for something you can now do. You earn it by doing the lesson's activity: the check-in, which is a few short questions near the end of a lesson. Finishing a lesson does not earn one by itself.

Example preview. This does not change your progress.

Lesson 1.1

What AI is and is not

Can say what AI is, and what it is not

The badge in this example

The badge for this lesson appears here once it is earned.

Can say what AI is, and what it is not

Badges in this example

How AI works
  • TokensCan show how AI splits text into tokens, and why it matters

  • What AI is and is notCan say what AI is, and what it is not

Your progress is hidden, so no badge is shown. Switch "Hide my progress" off to preview one.