4 sources healthy · latest episode 9 Nov 2026
descriptive claim

Beam is typically 3–4 times more efficient than models of similar capability, and can be about 10 times more efficient than larger models.

Misha Laskin · Beam: The Great American Open Model with ReflectionAI Co-Founder and CEO Misha Laskin · 9 Oct 2026

In their words

The transcript segments this claim was taken from

“So beam tends to be three to four times more efficient than models of the same capability class and much more efficient when it comes to, you know, there are models that are larger out there where,”
“you know, where the efficiency gains are then end up being something like 10x.”
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Beam is typically 3–4 times more efficient than models of similar capability … · Savlar