Register Large-scale numerical experiments are central to much of contemporary scientific and mathematical research. Performing these numerical experiments in a valid, reproducible and scalable fashion is not easy. I will provide an introduction and pointers to two tools my research group uses to perform numerical experiments: Nextflow: can be thought of as an "operating system" for coordinating numerical experiments.Julia: a programming language to unlock full access to high-performance computation on both CPUs and GPUs.