This paper develops a quantitative regularity theory for the Lyapunov exponents of random products of matrices in , with extensions to for all . At every compactly supported measure with simple Lyapunov spectrum, we give an explicit closed-form Hölder exponent and constant in the modulus of continuity of in the Wasserstein-plus-Hausdorff metric, depending only on the eccentricity of , the Lyapunov gap, and the Hölder index . At every we identify the log-Hölder exponent of Tall and Viana as under a natural mixing hypothesis, and in the perpetuity regime. The same spectral-gap method yields a large deviation principle with explicit rate function, Hoeffding-Azuma concentration inequalities, an extension to Markov-chain driven cocycles with closed-form exponent, and a quantitative log-Hölder modulus of continuity for the integrated density of states of one-dimensional random Schrödinger operators with absolutely continuous disorder. The Hölder theory extends to for the top exponent under spectral simplicity, and to the partial sums under strong -irreducibility, yielding Hölder continuity of each individual sub-top exponent. A method-optimality proposition shows that is the best exponent obtainable from the linear balance of axioms (A1)-(A3) of the spectral-gap method; strict improvement requires either modifying these axioms or adopting a different proof strategy. A lower-bound proposition adapted from Duarte, Klein, and Santos rules out uniform Hölder continuity across .

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