Greg Kamradt
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- Y Combinator12 min
How Intelligent Is AI, Really?
Diana Hu, Greg Kamradt, François Chollet
The ARC Prize Foundation, guided by François Chollet's definition of intelligence as efficient novelty, is advancing its benchmark through the upcoming interactive Arc AGI v3, which removes all textual instructions to test agent generalization via video game-like environments. Major industry players including OpenAI, xAI, Google, and Anthropic have adopted the benchmark as a standard metric, though the Foundation explicitly warns that high scores alone do not constitute AGI and emphasizes efficiency in data and energy consumption over simple accuracy. The organization maintains a rigorous stance that true artificial general intelligence will only be declared when systems demonstrate human-level adaptability and efficiency, immediately analyzing any system achieving perfect benchmark scores for potential overfitting rather than accepting them as a final milestone.