Gearman is an open-source application framework that allows for the distribution of work across multiple machines. It uses a queueing system to dispatch jobs to workers to be processed asynchronously. Clients submit jobs to the Gearman server which handles distributing jobs to available worker processes to execute the requested tasks. This allows for scalable and fault-tolerant processing of jobs in parallel across a pool of machines.