Let be a semigroup generated under composition for some and some . Then we prove that, outside of an exceptional one-parameter family, contains a large and explicit subset of irreducible polynomials if and only if it contains at least one irreducible polynomial. In particular, this conclusion holds when is generated by at least polynomials when is odd and at least polynomials when is even. To do this, we prove a classification result for prime powered iterates under when is nonzero. Namely, if for some , some , and some prime , then and are necessarily preperiodic and periodic points for respectively. Moreover, we note that is the smallest possible iterate for which one may make this conclusion.

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