Knowledge hub 03

Artificial Intelligence

Understand modern AI — and build a collaboration with it that strengthens your thinking instead of replacing it.

Science Emerging Research

Understand the technology

Science

How LLMs Actually Work

Tokens, training, prediction — a mental model accurate enough to use AI wisely.

AI LITERACY · 10 MIN
Science

Generative AI & Agents

From single prompts to autonomous multi-step agents: capabilities and failure modes.

AI LITERACY · 11 MIN
Science

Machine Learning Basics

Supervised, unsupervised, reinforcement — the paradigms beneath the products.

FOUNDATIONS · 9 MIN
Emerging Research

AI in Psychology & Health

Where AI genuinely helps in mental-health support and research — and hard limits.

AI × MIND · 12 MIN
Science

AI Safety & Alignment

Why making powerful systems reliably beneficial is a serious technical field.

SAFETY · 13 MIN
Emerging Research

Quantum Machine Learning

Where quantum computing and AI might intersect — the honest state of play.

FRONTIER · 12 MIN
AI literacy center

Six habits of a skilled AI collaborator

Personal Practice

Understand the model

Know what prediction is — so you know when to trust output and when to verify.

HABIT 01
Personal Practice

Prompt responsibly

Give context, constraints and examples. Ask for reasoning, not just answers.

HABIT 02
Personal Practice

Verify answers

Treat confident output as a draft. Check sources, especially for facts, health and money.

HABIT 03
Personal Practice

Protect your privacy

Decide deliberately what personal data you share with any AI system.

HABIT 04
Personal Practice

Recognize hallucinations

Learn the tells: fabricated citations, over-smooth certainty, invented specifics.

HABIT 05
Personal Practice

Avoid dependency

Use AI to extend thinking, not outsource it. Keep skills you'd regret losing.

HABIT 06