How to create an Amazon EC2 AMI from an instance?

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How to create an EC2 AMI from an instance?

Ok, so I got an EC2 account. I launched an instance with Fedora 8, Apache, MySQL PHP. I also configured some things and installed Piwik. "Cool...", I thought, "... I should now be able to create an AMI with that custom configuration. Instead, all I can find are guides with 300 steps on how to create one from scratch. Maybe I am dreaming but I thought this was the easy part.

What is the easiest way to create your own AMI with custom stuff installed?