A long-running process that has a specific purpose and scope is usually called a daemon.

"Tasks that need to run regularly" sound a lot like a little bit of this and that— strung together as you've characterized it. That's what cron is meant for.

Can you approach your problem as a state machine? Does it follow some protocol? If so, you need to outline that protocol and the state machine before you can actually write the implementation.