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Paper · arXiv

Emergence is Overrated: AGI as an Archipelago of Experts

Krakauer, Krakauer, and Mitchell (2025) distinguish between emergent capabilities and emergent intelligence, arguing that true intelligence requires efficient coarse-grained representations enabling diverse problem-solving through analogy and minimal modification. They contend that intelligence means doing "more with less" through compression and generalization, contrasting this with "vast assemblages of diverse calculators" that merely accumulate specialized capabilities. This paper examines whether their framework accurately characterizes human intelligence and its implications for conceptualizing artificial general intelligence. Drawing on empirical evidence from cognitive science, I d...

AuthorsDaniel Kilov
Primary categorycs.CL
Published9 March 2026
Last updated at source9 March 2026
cs.CLcs.AI
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