This sounds a bit like Projpred: Non-Convergence of Predictive Performance with Reference Model. I guess you still have multilevel submodels? If yes, could you try specifying control = lme4::lmerControl(optimizer = "Nelder_Mead") in the cv_varsel() call?
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