Our new forward running Variable Lag Smoother (VLS) solves nonlinear multidimensional estimation problems, provides results in near-real-time, combines filter and smoothing calculations with one user specified operation, and does not require calculation of a state-sized covariance matrix inverse. Our use of a variable smoothing lag enables optimal solutions of existing orbit determination problems.