Seems a bit odd that a being that could build a craft that flies further than 4 light years would end up crashing.

It was an interplanetary endeavour. Unfortunately, some programmers encoded intersystem travel using the Universal Unit, while others used the Multiversal Metric System.

Maybe a bee got in the cockpit?

So why write letters, time capsules, or leave any other sort of mementos for anyone ?