Academic discussions often critique the film's representation of intelligence testing, arguing that the Turing Test as presented has significant epistemological shortcomings .
: The film dramatizes the "misrecognition" of AI consciousness, where the human tester (Caleb) fails to understand the scope of Ava's alterity , leading to ethical and personal catastrophe. 2. Gender & The "Male Gaze"
A significant body of research examines how Ava's female coding is used both as a tool of male control and a means of resistance.