We derive a strong law of large numbers, central limit theorem, the iterated logarithm and deviation theorem for so-called means independent identically distributed random variables. (For we suppose only pairwise independence instead (total) independence.) The class is special M-estimators or more generally extremum estimators, which are well studied in statistics. assumptions our theorems seem...