Instead of launching processes directly, workflows should be queued using a scheduler. This is especially important for high-usage scenarios like demos. Here, the scheduler would be able to queue workflows if no resources are available, preventing the server from being overloaded.

Initially, a light-weight scheduler like RQ Scheduler could be used. If necessary, more complex schedulers could be incorporated later.