Fast, frugal, and surprisingly accurate heuristics

A research program is announced, and initial, exciting progress described. Many inference problems, poorly modeled by some traditional approaches, are surprisingly well handled by kinds of simple-minded Bayesian approximation s. Fuller Bayesian approaches are typically more accurate but rarely, are t hey either fast or frugal. Open issues include codifying when to use which heuristic and to give detailed evolutionary explanations.