Item response theory forces a choice between flexible curves and tractable inference. We bridge them by representing item response functions as Bernstein polynomials. With a natural conjugate Beta prior, this gives a closed-form ability posterior as a Beta mixture. It reproduces IRT and recovers non-monotone curves with bimodal posteriors.