Savlar4 sources healthy · latest episode 15 Oct 2026
descriptive claim

The speaker estimates that a human mathematician can solve a GSM-AK problem in about five seconds and identifies GSM-AK as grade-school mathematics covering grades K–8.

Unidentified speaker · Noam Brown – Agent swarms, alignment, & recursive self-improvement · 17 Sept 2026

In their words

The transcript segments this claim was taken from

“that would take a human mathematician about five seconds to do a GSM-AK problem.”
“So this is grade school math,”
“grades K through 8.”
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