As workloads scale, the overhead of processing tasks itself becomes a bottleneck. Improved scalability requires not only a faster scheduler, but a coordinated effort across the entire Dask ecosystem. High performance computing is not about doing one thing well; it’s about doing nothing poorly. In this workshop, we’ll cover an ongoing multi-institutional effort to accelerate Dask scheduling.