DiffSharp is an open-source automatic differentiation library for the .NET ecosystem, designed to facilitate machine learning, scientific computing, and advanced mathematics. It provides tools for computing derivatives, gradients, Hessians, and higher-order derivatives, enabling efficient and precise optimization and analytical solutions. The library supports a variety of mathematical operations and can be seamlessly integrated into projects that require rigorous computational differentiation.