Ethereum co-founder Vitalik Buterin has shared new perspectives on the accelerating development of Artificial Intelligence, stating that technological advances are allowing AI to surpass human performance in an expanding set of domains.
Multifaceted human and AI abilities
Buterin observed that people often compare the capabilities of humans and AI using a single dimension, such as intelligence or economic output. He argued that this approach does not accurately reflect the complexity of both AI and human abilities.
Instead, Buterin suggested that both AI and humans possess a broad spectrum of skills. These include physical actions like walking or manual tasks, as well as cognitive abilities such as logical reasoning, strategic thinking, emotional processing, and performing mental calculations.
He emphasized that evaluating progress by focusing on a single measure can create a misleading understanding of how AI and human capacities evolve in relation to each other.
Buterin stated that the trend of comparing AI and humans only on “intelligence” or “productivity” overlooks the diversity of capabilities where AI might quickly outperform humans, even if it still lags in other areas.
Historical comparisons and AI progression
To illustrate his viewpoint, Buterin referenced technological advancements from history. He recalled that in the year 1500, machines could only outdo humans in a handful of niche activities, such as harnessing energy more effectively through watermills and windmills.
In referencing the year 1500, Buterin pointed to machines like watermills and windmills, explaining they were clearly superior to people at using natural energy, while humans retained an advantage in most other domains.
He characterized these past machines as only excelling in specialized tasks, while humans maintained broader superiority across other activities.
Buterin sees a parallel in the evolution of AI today, noting that AI is extending its capabilities across more functions rather than overtaking all human skills at once. He believes that as technology advances, AI is outperforming people in a growing range of specific abilities, many of which had previously been considered distinctly human.
He also highlighted that this progression is not happening overnight but is instead a gradual process, with AI steadily overtaking humans in more tasks as innovation continues.
Vitalik Buterin is widely recognized as the co-founder of Ethereum, the leading smart-contract blockchain platform. He frequently comments on the intersection between emerging technologies and society.
Mini dictionary: Watermill and windmill, mechanical devices invented centuries ago to convert natural energy from flowing water or wind into power for milling grain or pumping water, representing early examples of human-made machines outperforming manual labor in specific areas.
Measuring AI’s progress
For Buterin, the true measure of AI advancement lies not in whether it becomes universally “smarter” than people, but in the rising number of tasks at which it now excels.
Buterin believes the evolution of AI is best reflected by the steadily increasing number of tasks it can perform as well as or better than humans, rather than by assessing overall intelligence.
He called for a more nuanced way to assess AI development, focusing on the breadth of areas where AI is catching up with or surpassing human capabilities, rather than reducing it all to a simplistic metric.




