We present a review of some possibly interesting algorithmic techniques for the non-expert. We shall briefly survey a method for making Markov Chain Monte Carlo (MCMC) exact, the instabilities in symplectic integrators, exact noisy algorithms, Chebyshev (minimax) polynomial and rational approximations, and their relevance to dynamical GW fermions.