Monarch provides a Python API for creating remote actors that can work with distributed tensors across processes and GPUs. It implements fault tolerance through supervision trees, point-to-point RDMA transfers for memory-efficient GPU communication, and scalable broadcast messaging across actor meshes. The framework enables imperative creation of training processes across multiple GPUs with built-in synchronization primitives.