Every great creator is contrasted by a critic. Zeppelin had The Rolling Stonemagazine. Kubrick and Spielberg had Siskel and Ebert. But when we look out twenty years – realizing that the next Shakespeare, Pollock, or Spielberg could actually be a piece of software – will creative AI also be faced with critical AI? Are creative algorithms such as GPT-2 at the mercy of the reviews from algorithmic critics like GLTR?