EchoTorch is a research-focused Python module built on PyTorch for implementing and experimenting with Echo State Network models. It provides specialized layers and tools for Reservoir Computing, a recurrent neural network technique where a fixed ‘reservoir’ dynamically processes input signals. The library is designed to integrate Echo State components into deeper architectures for research purposes rather than production deployment.