@Sebastian_camerlingo you might also see this post Does brms have issues with (perfect) linear dependencies between (smooth) covariates? - #2 by martinmodrak by @martinmodrak who seems to indicate that you could use the ‘splines’ package and work directly with non-penalized splines. I have never tried this, so I can’t vouch for how it works.
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