Critical AI
Judgment for the age of confident machines: spot where AI goes wrong, test what it gives you, and make the hard calls.
What you will be able to do
- Use AI tools with judgement, not guesswork, on real work tasks.
- Spot when a model is wrong, biased or making things up, and act on it.
- Handle data and privacy responsibly when you put information into AI.
- Explain your AI use clearly enough to satisfy a manager or an auditor.
What is inside
Each module ends with a short assessment. Clear them all to complete the course and earn your certificate.
Why AI sounds right when it is wrong
Spot the hallucination
Bias and representation: testing what comes out
The sandbox and the prompt-injection lab
Verification protocols: checking AI in your workflow
Advanced judgment: the hard calls
How the course works
You start with a quick calibration that places you, then work through interactive modules at your own pace. Reading and exercises alternate, so you are never just watching. Where it helps, a live AI sandbox lets you practise against a real model and an always-on tutor checks your reasoning before you move on.