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Measuring progress toward AGI: A cognitive framework

blog.google

March 18, 2026

2 min read

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Summary

Artificial General Intelligence (AGI) can accelerate scientific discovery and address significant global challenges. Evaluating progress toward AGI requires diverse methods and approaches, with cognitive science offering valuable tools for assessment.

Key Takeaways

Google DeepMind released a paper outlining a cognitive taxonomy that identifies 10 key cognitive abilities important for evaluating Artificial General Intelligence (AGI).
The proposed evaluation framework includes a three-stage protocol to benchmark AI systems' performance against human capabilities across various cognitive tasks.
A Kaggle hackathon has been launched to encourage the research community to design evaluations for five cognitive abilities, with a total prize pool of $200,000.
The identified cognitive abilities include perception, generation, attention, learning, memory, reasoning, metacognition, executive functions, problem solving, and social cognition.

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Hacker News · blog.google

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Community Sentiment

Mixed

Positives

Establishing benchmarks for AGI discussions helps structure ongoing debates, making it easier to assess progress and expectations in AI development.
The inclusion of social intelligence in AGI frameworks suggests a broader understanding of what we desire from advanced AI, moving beyond mere cognitive capabilities.

Concerns

Current AI frameworks may not accurately reflect human intelligence, as they fail to capture the nuanced understanding and emotional depth that characterize human cognition.
The ongoing inability to define AGI raises concerns about the true nature of intelligence in AI, indicating that significant gaps remain in our understanding.