A LessWrong author revised their stance on deep learning theory after reviewing infinite width and depth-limit research. The shift follows discussions with collaborators and a re-examination of papers by Zhang et al. and Nagarajan et al. This incremental update suggests a slight opening toward formal theoretical frameworks for understanding neural networks.