Parallel and asynchronous computing in python is crippled by pickle's poor object serialization. Dill, a more robust serialization package, strives to serialize all of python. Dill has been used to enable state persistence and recovery, and the coordination of distributed parallel calculations. Help us enable your favorite package leverage dill. https://github.com/uqfoundation/dill