Canadian quantum company Xanadu and Rolls-Royce are co-developing new quantum algorithm tooling for PennyLane, a cross-platform Python library for the differentiable programming of quantum computers. This collaboration aims to train a quantum computer similarly to a neural network. The first project will develop quantum software functionality tailored for Quantum Singular Value Transformation to help Rolls-Royce accelerate its research into quantum algorithms for aerospace applications.