Let ev(n) denote the number of occurrences of a fixed pattern v in the binary expansion of n∈N. In this paper we study monochromatic arithmetic progressions in the class of binary words (ev(n)mod2)n≥0, which includes the famous Thue–Morse word t and Rudin–Shapiro word r. We prove that the length of a monochromatic arithmetic progression of difference d≥3 starting at 0 in r is at most (d+3)/2, with equality for infinitely many d. We also compute the maximal length of a monochromatic arithmetic progression in r of difference 2k−1 and 2k+1. For a general pattern v we show that the maximal length of a monochromatic arithmetic progression of difference d is at most linear in d. Moreover, we prove that a linear lower bound holds for suitable subsequences (dk)k≥0 of differences. We also offer a number of related problems and conjectures.