4.1 What artificial intelligence is, and the four ways to define it
You can place any definition of AI in the thinking/acting by humanly/rationally grid, and say why the field settled on the rational-agent one.
Before:01. Mathematics for Machine Learning02. Python — Basics to Advanced
Four definitions of AI have circulated since the 1950s, and they disagree about what success even means: matching human behaviour, matching human thought, reasoning correctly, or acting for the best expected outcome. The field settled on the rational-agent definition because it is the only one you can engineer against. This topic opens the classical AI module by settling the vocabulary. The Turing test earns its critique here — famous, and neither reproducible nor constructive — along with the observation that once something works, it stops being called AI.
Work through these
Place a definition of AI in the four quadrants: thinking or acting, humanly or rationally
Definitions of the field split along two questions: is the goal thinking or acting, and is the standard human behaviour or ideal behaviour. Placing any definition into that grid tells you what its author cares about.
Explain the Turing test, and why it is neither reproducible nor constructive
The famous imitation test defines intelligence by whether a machine can pass as human in conversation. It is memorable, and it is neither repeatable as an experiment nor useful as a design goal.
Argue why the field settled on the rational-agent approach
The field converged on defining an agent as one that acts to achieve the best expected outcome, because that standard can be measured and engineered toward. Human imitation cannot.
Describe where AI stands today, and the problem that once something works it stops being called AI
Where the field stands now, and the recurring pattern that a capability stops being called intelligence as soon as it works reliably. That pattern explains a lot of the discourse around this subject.
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Free resources
- FreeAIMA · ReferenceArtificial Intelligence: A Modern Approach — Companion Sitenot checked yet
- FreeHarvard University · CourseCS50's Introduction to AI with Pythonhas diagrams that aren't described
- FreeHarvard University · DocsCS50 AI lecture noteshas diagrams that aren't described
- FreeaiEDU · CourseIntro to AI
- FreeUniversity of Helsinki and MinnaLearn · DocsElements of AI: is the course suitable for screen reader users?
Using a screen reader? 1 resource
Links last checked 29 Aug 2026.
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