How AI Makes Decisions

The underlying technical foundations that determine how every AI tool behaves

Probabilistic reasoning, confidence without correctness, and the context window: the technological founcations that determine how AI tools behave.

When you complete this course, you'll be able to:

Explain in non-technical terms why AI outputs are probabilistic and what that means for verification
Describe the context window constraint and how it affects tool behaviour at scale
Articulate why a model can be highly confident and completely wrong simultaneously

Duration

~50 mins

Modules

1 module

Level

foundation

Format

Self-paced online

Audience

Everyone using or evaluating AI tools

Access period

12 months

Free

Full course · No payment required

Registration required to enrol.

What you'll learn

Explain in non-technical terms why AI outputs are probabilistic and what that means for verification
Describe the context window constraint and how it affects tool behaviour at scale
Articulate why a model can be highly confident and completely wrong simultaneously
Apply this understanding to evaluate when AI tool output requires human verification