Adarsh Hiremath, co-CEO of Mercor, says enterprise agents need tribal knowledge that is often not stored in a form agents can use, so evals must capture what good looks like.
Hiremath says output metrics can mislead, so evals should grade the whole trajectory from inputs to reasoning to output, not just the final answer.