I don't think they get tougher with the higher level that your character is. I'm not sure if want to try this but if those demon dudes are putting the beat down on you and you're gettin' PO'd maybe kick down the difficulty level for the duration of the battle.
Works pretty good when you reach 'the last straw'
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