Take one stick of RAM out and see if it still happens. If it does, put the one you took out back in, and take out the other one. If you only have one stick, have you got another computer you can take the RAM out and put into yours temporarily?
And don't say "something that doesn't involve taking things apart", RAM is about as simple to take out/put in as opening the front door on your house, without the lock.