Iran wants nukes for the same reason Israel did: to become uninvadable. Nuclear weapons are next to useless on offense, but they're peerless on defense. No nuclear nation has ever been invaded, nor will any.
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from the article: Should, and can, Israel attack Iran's nuclear facilities?