Murray Shanahan

Ex Machina's Scientific Advisor - Murray Shanahan

Murray Shanahan, Craig Cannon

Academician Roger Penrose details the historical persistence of the frame problem in artificial intelligence, tracing his own career shift from symbolic logic to computational neuroscience and back to a proposed synthesis of symbolic concepts within modern deep learning. Drawing parallels with the evolution of chess and Go under AlphaGo, Penrose critiques current AI's data inefficiency and lack of semantic understanding while offering insights from his consultation on the film *Ex Machina* regarding the relationship between physical embodiment and consciousness. He concludes that while hardware capable of matching the human brain is imminent, achieving true Artificial General Intelligence still requires fundamental conceptual breakthroughs that transcend specialized algorithms or Asimov-style ethical constraints.