The space of things you can do is much greater than the space of things you can conceive of doing.
@fchollet
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ARC-AGI-3 Launch Announced for Next Week
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The ARC-AGI-3 launch is next week. Incredible work by the team over the past year.
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AI Capabilities: The Moving Goalposts of Human Comparison
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When the latest AI systems can't do something, there's a category of people who will immediately say, "well humans can't do it either!" – Then they stop saying it when AI improves a bit. Been hearing it for 4+ years, "humans can't reason either", "humans can't adapt to a task
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Reasoning versus Pattern Matching: Causal and Correlative Models
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To make it very short: reasoning generates causal models of the data, pattern matching uses associative/correlative models of the data.
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Model Limitations: Why AGI Needs True Metalearning Capabilities
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The fact that you need to provide a specialized harness clearly shows the model *does not* encode the kind of metalearning knowledge and problem-solving strategies that humans use. Humans solve novel problems without being told how to proceed step by step. AGI would *not* need a
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Defining Reasoning and Pattern Matching in AI Systems
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"all reasoning is pattern matching" is a useless statement if you don't define "reasoning" and "pattern matching" first. You might as well say "all information processing is information processing." With grounded definitions of both, reasoning and pattern matching are *very*
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Learning New Programming Languages Zero-Shot: Achievable Challenge
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You won't convince me that approaching a new programming language and working with it zero-shot is insurmountable. At my first job I had to work with a stack I had zero experience in (aside from Python) and I was shipping PRs in my first week. I had <1000 hours of programming
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Encoding Changes Degrade Frontier Model Performance on ARC
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This is similar to how applying basic changes to how ARC tasks are encoded considerably degrades frontier model performance. If you're looking at the test for the first time, it really shouldn't matter what the encoding is. Unless you've studied specifically for the test, using a
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Software Engineers Should Learn New Programming Languages
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For those saying "I couldn't do it either!" — I *do* think that a software engineer should be able to look at a new programming language and start solving familiar problems in the language while consulting the docs. Even if it takes more effort and more iterations. You shouldn't
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Frontier Models Rely on Memorization Over Generalizable Knowledge
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This is more evidence that current frontier models remain completely reliant on content-level memorization, as opposed to higher-level generalizable knowledge (such as metalearning knowledge, problem-solving strategies…) https://t.co/QNqanOttqd
— François Chollet (@fchollet) 19 mars 2026This is more evidence that current frontier models remain completely reliant on content-level memorization, as opposed to higher-level generalizable knowledge (such as metalearning knowledge, problem-solving strategies…)