We prove the existence of a weakly dependent strictly stationary solution of the equation called {\em chain with infinite memory}. Here the {\em innovations} constitute an independent and identically distributed sequence of random variables. The function takes values in some Banach space and satisfies a Lipschitz-type condition. We also study the interplay between the existence of moments and the rate of decay of the Lipschitz coefficients of the function . With the help of the weak dependence properties, we derive Strong Laws of Large Number, a Central Limit Theorem and a Strong Invariance Principle.
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