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CSS-T codes are a class of stabilizer codes introduced by Rengaswamy et al with desired properties for quantum fault-tolerance. In this work, we comprehensively study non-degenerate CSS-T codes built from Reed-Muller codes. These classical codes allow for constructing optimal CSS-T code families with nonvanishing asymptotic rates up to 12 and possibly diverging minimum distance when non-degenerate.