""You can always achieve skill by memorization by effectively just storing a lookup table of everything you need to do. Intelligence is the efficiency with which you're going to make sense of new things, of new tasks that you've never seen before.""
""Given no instructions, an agent must develop an understanding of the game environment and its rules, then apply that knowledge to form a strategy across multiple steps toward an ultimate goal.""
""A high score on ARC-AGI-3 could also serve as evidence of artificial general intelligence (AGI). To do 'most economically valuable work' performed by humans, AI agents will need to reason through unfamiliar situations in unfamiliar environments.""
François Chollet critiques traditional AI benchmarks for rewarding memorization over reasoning. The ARC Prize Foundation released ARC-AGI-3, a challenging test with over a thousand scenarios. This benchmark assesses AI agents' ability to navigate new tasks without prior instructions. Agents earn higher scores by using efficient strategies to achieve goals. A high score may indicate artificial general intelligence, as it requires reasoning in unfamiliar environments and generalizing past experiences to new problems.
Read at Fast Company
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