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Meet the Man Who First Conceptualized AGI
Source: wired.com
Published on November 1, 2025
Updated on November 1, 2025

The Origins of AGI: A Visionary Concept
Artificial General Intelligence, or AGI, has emerged as a pivotal concept in the realm of artificial intelligence. This term, which envisions computers matching or surpassing human intelligence, was first conceptualized by Mark Gubrud in 1997. Gubrud, then a graduate student, laid the groundwork for a idea that would later drive major technological advancements and investments in the AI industry.
AGI has become a focal point for tech giants like OpenAI, Microsoft, Meta, and Google, who are racing to achieve this milestone. The potential of AGI extends beyond technological prowess, raising critical ethical and strategic considerations that could reshape industries and global dynamics.
Mark Gubrud: The Pioneer Behind AGI
Mark Gubrud, relatively unknown to the public, was the first to define AGI in 1997. As a graduate student, Gubrud was deeply involved in nanotechnology and its potential risks. His concerns extended to how advanced technologies, including AI, could be weaponized. In his seminal paper, Gubrud described AGI as systems that could rival or surpass human intelligence in complexity and application, setting the stage for future discussions in the AI community.
Gubrud’s definition of AGI remains relevant today, emphasizing AI systems that can acquire, manipulate, and reason with general knowledge. Although his paper did not gain immediate traction, it laid the conceptual foundation for AGI, which would later be popularized by researchers like Ben Goertzel and Shane Legg in the early 2000s.
The Evolution of AGI: From Concept to Mainstream
In the early 2000s, researchers Ben Goertzel and Shane Legg were instrumental in bringing AGI into the mainstream. While working on a book about AI, they sought a term to describe AI capable of wide-ranging applications. Legg proposed adding 'general' to AI, coining the term 'Artificial General Intelligence.' This term resonated with the AI community and began to gain widespread adoption.
Gubrud only learned about the broader use of the term AGI in the mid-2000s. Despite his paper’s limited initial impact, his pioneering work was acknowledged by those who popularized the term, cementing his place in the history of AGI.
The Impact of AGI on the Tech Industry
AGI has become a driving force behind significant investments and strategic partnerships in the tech industry. For instance, the collaboration between OpenAI and Microsoft hinges on the potential achievement of AGI. Companies like Meta, Google, and Microsoft are pouring resources into AGI research, recognizing its potential to revolutionize industries and provide a competitive edge.
The pursuit of AGI is not limited to commercial interests. Some U.S. politicians view AGI as a critical factor in maintaining global leadership, particularly in the context of competition with China. The strategic implications of AGI extend beyond economics, touching on national security and technological dominance.
Ethical Considerations and the Future of AGI
While AGI promises transformative benefits, it also raises serious ethical concerns. Gubrud’s early warnings about the potential misuse of advanced technologies remain pertinent today. As AI continues to advance, it is essential to consider the ethical implications and implement safeguards to prevent misuse.
The future of AGI will depend not only on technological breakthroughs but also on the development of robust regulatory frameworks. Balancing innovation with responsible AI use will be crucial in harnessing the full potential of AGI while mitigating its risks.