Jargonautica
Problems, Risks and Ambitions

Artificial General Intelligence

Also called: AGI

A hypothetical system matching human ability across essentially all cognitive tasks, rather than being narrowly good at particular ones. Worth knowing mainly because the term is used very loosely and means different things to different people, from ‘economically valuable work at human level’ to ‘matches the best human experts at everything’. Nothing today meets any strict definition, and predictions about timing vary from a few years to never, which should tell you how weak the evidence behind any of them is.

Technical view

There is no agreed definition or test, which makes claims about progress towards it difficult to evaluate and easy to make. Debate divides broadly between those who expect continued scaling of current approaches to suffice and those who argue that fundamental capabilities, such as robust causal reasoning, reliable long-horizon planning or continual learning, require different methods altogether. The term carries substantial commercial and political weight, so it is worth noting who is using it and to what end.


Part of AI Terminology Index, section: Problems, Risks and Ambitions.

How it connects

Artificial General Intelligence links to 11 other terms. The faint lines are links between those terms. See it in the full graph.

Existential RiskExistential RiskEmergent CapabilitiesEmergent Capabiliti…Recursive Self-improvementRecursive Self-impr…Takeoff SpeedsTakeoff SpeedsAlignmentAlignmentScaling LawsScaling LawsOrthogonality ThesisOrthogonality ThesisArtificial IntelligenceArtificial Intellig…Turing TestTuring TestReasoning Models and Test-Time ComputeReasoning Models an…Displacement and AugmentationDisplacement and Au…Artificial General Intelligence