This repository implements the CapsNet architecture from the 2017 paper by Sabour, Frosst, and Hinton. It trains a multi-layer capsule network on MNIST for digit recognition, using an iterative routing-by-agreement mechanism where lower-level capsules send outputs to higher-level capsules based on vector agreement. The implementation supports CUDA acceleration and uses TorchNet for training orchestration.