A modified form of steepest ascent local search is proposed that displays an average complexity of O(1) time per move for NKLandscape problems. The algorithm uses a Walsh decomposition to identify improving moves. In addition, it is possible to compute a Hamming distance 2 statistical lookahead: if x is the current solution and y is a neighbor of x, it is possible to compute the average evaluat...