Google DeepMind Report Maps Pathways and Challenges From AGI to ASI
Google DeepMind has released a 57-page report arguing that artificial general intelligence, or AGI, is no longer sufficient to describe the endpoint of frontier AI development. It instead uses artificial superintelligence, or ASI, as its central framework. The report defines the ASI threshold as capabilities exceeding what tens of thousands of top experts could achieve by working together for a decade, with implications for technological competition, governance and the future of human decision-making authority.
As of July 20, 2026, coverage has focused on DeepMind’s four potential pathways to ASI, as well as six inherent advantages AI could possess and six barriers to its long-term development. Media reports have translated the capability threshold into the collective output of about 100 million average people, underscoring that ASI would represent more than an improvement in model performance and could shape technological and societal trajectories for decades.
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The history behind this eventGoogle DeepMind Proposes AGI Measurement Framework Built on 10 Cognitive Abilities
Artificial general intelligence (AGI) still lacks a consistent way to measure performance across models and tasks, while existing benchmarks largely emphasize knowledge-based questions or individual reasoning skills. Google DeepMind has therefore proposed a cognitive taxonomy that divides intelligence into 10 abilities, including perception, reasoning, and social cognition. The framework is designed to help research institutions systematically compare models’ progress and shortcomings.
The latest paper establishes a foundation for evaluation based on 10 key cognitive abilities and notes that fields such as learning and metacognition still lack mature tests. Google DeepMind has also partnered with Kaggle to hold a hackathon inviting participants to turn the taxonomy into practical evaluations. Available information does not disclose the event date, prize money, or any other financial details.
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