It only gets better with age while it's in the cask. Unlike wine, particularly red wines that develop structure and allow astringent tannins to mellow over time, the only maturing scotch does is while it's in contact with the barrel. At least so far as I know.
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“I'd rather have questions that cannot be answered than answers that can't be questioned.” —Richard Feynman