Let be a single infinite array of independent identically distributed real- or complex-valued entries of mean zero, variance , and finite fourth moment. Set and . For every fixed , we identify the almost sure limiting operator norm of several fixed products built from this family. Define the -th freeness coefficient by Then we prove The same limit holds for products sampled with replacement from any fixed finite pool of independent copies of ; in particular, it holds for the product of independent copies. Thus, the freeness coefficient captures the non-commuting characteristic between large random matrices %powers and independent or fixed-pool sampled products under the finite fourth moment assumption. The improvement of the classical Bai–Yin-type power estimate from the scale to is a direct corollary of our result. The main technical challenge is to prove the upper bound using a high-moment expansion of %the upper bound is proved by a high-moment expansion of . The leading zero-defect trace words are tree-like and are counted by the Fuss–Catalan number The combinatorial tool helps to devise a defect-sensitive global enumeration: if and then the number of admissible word classes with defect is at most . This polynomial-in- loss, with degree proportional to the defect, is summable in the logarithmic moment range.

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