Ask HN: Do you bake AMIs for AWS deployments?

I am curious how people are doing their staging and production deployments on AWS. Do you bake everything into the AMI and do nothing at boot? Do you boot a vanilla AMI and do all configuration during boot? Something in the middle? If you don't fully bake, is it because it is too hard to manage?