Classification reveals distinct properties of nilpotent compatible Lie algebras in various dimensions.
Working over an arbitrary field of characteristic different from $2$, we extend the Skjelbred-Sund method to compatible Lie algebras and give a full classification of nilpotent compatible Lie algebras up to dimension $4$. In case the base field is cubically closed, we find that there are three isomorphism classes and a one-parameter family in dimension $3$, and $10$ isomorphism classes, $7$ one-parameter families and two $2$-parameter families in dimension $4$
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Ladra et al. (2024) studied this question.