They ignore supply range when invading, respect it when blockading and fleet hunting.
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How about a compromise? Some kind of interests check for whether they have some kind of a wargoal outside supply range?
This way a nation would not break supply range logic unless it had a reason.
Incorrect.
The AI will occasionally leave its fleet in place after dropping off units. I have seen German states drop troops in Mexico and leave the navy on the exact sea zone used to drop them.
That has the feel of a bug rather than something you intended, since it prevents them from getting more units and makes their fleet a sitting duck, but it absolutely does result in them blockading a province 100's to 1000's of range past their supply range for extended periods.