jug

This skill should be used when the user wants to parallelize Python tasks with Jug, write a jugfile, run jug execute/status/invalidate/cleanup/shell, understand task dependencies, use barriers or bvalue, apply mapreduce patterns, debug failed tasks, invalidate stale results, or choose a jugdir backend (filesystem, Redis, dict_store, file_keepalive).