I am an interdisciplinary researcher in the area of overlap between philosophy of science, AI, and computational neuroscience. I am currently exploring the role that invariance plays in gradient systems (neural networks) under the assumption that gradient mechanisms are a cornerstone of for a particular class of intelligent/cognitive systems. My work involves developing models and explanations within the framework of mechanistic interpretability.