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Cut and dried
Decision Finality
Use when referring to decisions or situations that are definitively settled and won't be altered. 
Expectation Clarity
Indicates that what follows is without ambiguity or uncertainty, often contrary to expectations. 
Misleading Simplicity
Beware of underestimating complexity; something may appear cut and dried but have underlying nuances. 