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Just to confirm the accepted answer, I link here relevant definitions from Springer Online Encyclopaedia of Mathematics (definitely more reliable source than MathWorld and even PlanetMath...):

Nilpotent algebra

Locally nilpotent algebra

Nil algebra

So the most appropriate thing to say would be "the augmentation ideal is nilpotent". This terminology is very standard.

Vladimir Dotsenko
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