Thinc is a Python deep learning library that provides a type-checked functional API for composing neural network layers. It works as an interface layer, allowing users to mix and match layer definitions from PyTorch, TensorFlow, MXNet, and JAX. Built by the makers of spaCy and Prodigy, it enables composing, configuring, and deploying custom models with a unified, elegant interface.