Leafcutter ants don't actually eat the leaves; they use them to cultivate fungi.
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Parse as 切 (to cut) + 叶 (leaves) + 蚁 (ant) — 'leaf-cutting ant'. A direct calque. The name describes the behavior; the fungus-farming lifestyle is the more remarkable but less visible side.