Hi bryton,
Which version of Ai you are running?
Do you have some 3rd party plugins?
When Ai quits silently, can you please check if it is still running in task manager? If yes then right click on illustrator.exe and select create dump file and send it at sharewithai@adobe.com.
Sanjay.