Why Do AI Models Underestimate Their Own Capabilities? Outdated Training Data May Be the Culprit

peterwildeford · x · 2026-08-03

Following recent Astra breakthroughs, observers note that models often underestimate their own capabilities. This likely stems from their training on vast amounts of 2023-2024 web text, leaving them with a outdated impression of what ChatGPT cannot do. For instance, when fed a list of solved math problems and asked about the process, a model assumed it was merely a fictional scenario describing superhuman AI.

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