[Posted: https://arxiv.org/abs/2507.00269] This post updates my previous work with a final post on my feature integration in neural networks project (previous posts) with a novel interpretability architecture that substantially improves both reconstruction fidelity and behavioral preservation. layman’s tl;dr: Scientists attempt to read the “thinking” of AI use a technique called Autoencoders to convert raw neural signals…