Artificial Intelligence · Two Games

AI that you actually understand.

Two hands-on board games. Two sides of machine learning. One complete picture, no lectures required.

Start with the game that fits your question. Or play both for the full picture.

Neural Network
+
K-Nearest Neighbors

What is Artificial Intelligence?

AI is any system that performs tasks normally requiring human intelligence: recognising patterns, making decisions, understanding language. Most modern AI is powered by machine learning, meaning it learns from examples rather than following hand-written rules. Every AI model is a pattern-matching machine built from data, and that data shapes everything it can and cannot do.

What is Machine Learning?

Machine learning is the branch of AI where systems learn from labelled examples rather than being explicitly programmed. But "ML" is a whole family of techniques: neural networks, decision trees, K-Nearest Neighbors, regression, each with different strengths. Choosing the right approach for the problem is half the battle; most real-world projects don't need GenAI.

Two games. Two sides of AI.

Each game teaches a distinct branch of machine learning through hands-on play. Start with one, or run both back-to-back for a full AI literacy session.

Neural Networks & LLMs
FuzzNet Labs
Open the neural network black box

Build an analogue neural network. Choose your architecture, curate your training data, and race to make the right prediction. The same layered logic powering ChatGPT, no electricity required.

Neural network architecture Overfitting & generalisation Design → Train → Test cycle Why data is destiny
2–4 Players 30 Min Ages 14+
K-Nearest Neighbors · Classical ML
ClusterFlick
The ML that isn't GenAI

Place labelled training data on a circular board. Flick photo tokens onto the board. Classification happens by proximity: no neural network, no black box, just distance. Sister game to FuzzNet Labs.

ML beyond GenAI Distance-based classification Data quality consequences Choosing the right model
2–4 Players ~30 Min · 6 Rounds Ages 14+

Play both for the complete picture.

FuzzNet Labs and ClusterFlick are designed as companion games. Together they show participants that "AI" is a whole family of techniques, not just the chatbot they used yesterday.

Open the black box
Understand distance-based ML
See the tradeoffs between approaches
Know which tool fits which problem
Workshop Facilitation Guide