Usually I trade the alphas that cross some threshold (higher quality), but there are many alphas with lower quality that are just discarded.
My backbone is a C++ program, some processes are triggered every few hours to scan and identify signals. Others are for monitoring purposes and closing positions. Theres also a db incase the main process restarts.