Savlar4 sources healthy · latest episode 15 Oct 2026
causal claim

If models can operate effectively over three months but new models are released every two months, they cannot be evaluated over the full duration of their capabilities before the next release.

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

In their words

The transcript segments this claim was taken from

“If you're in a world where they can operate effectively over three months,”
“but the model release cycle is every two months,”
“then you don't have a way to evaluate the models at the full length of their capabilities before the model release cycle,”
“before the next model release cycle.”
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