Savlar4 sources healthy · latest episode 20 Oct 2026
descriptive claim

Augmented data is not a universal solution; it works better for tasks such as mathematics, where the quality of the augmented data can be verified.

Tim Scarfe · Three Red Lines We're About to Cross Toward AGI (Daniel Kokotajlo, Gary Marcus, Dan Hendrycks) · 24 Jun 2025

In their words

The transcript segments this claim was taken from

“but that's not a kind of universal solvent. It works better for things like math where you can verify that the augmented data are better.”
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