High Signal Podcasts Evidence ledger
Method
Browse

Evidence index / named items

Books, apps, and tools people actually name.

Compare how many distinct people recommended, used, liked, owned, built, or avoided the same item—then inspect every transcript excerpt behind the count.

1named items

1evidence rows on this page

Explicitquote verified; attribution disclosed

← Back to grouped items

person / evidence rows

Melanie Mitchell

1 distinct person

likes / person

“There there has been a bit of an obsession, I think, with, headline accuracy when we do evaluations so that I'm a huge fan of Melanie Mitchell, for example, when she speaks about construct validity.”

Beth Barnes · Machine Learning Street Talk · The AI Models Smart Enough to Know They're Cheating — Beth Barnes & David Rein [METR] · 4 May 2026

Source · Claim receipt

Search evidence