Directed type theory is an analogue of homotopy type theory where types represent categories, generalizing groupoids. In our prior work, we defined a constructive model of directed type theory in bicubical sets. For this talk, I will describe our current work in progress in which we extend this generalization to inductive types: Just as higher inductive types allow one to inductively define types using path constructors, directed higher inductive types will additionally allow one to do so using morphism constructors. (joint work with Dan Licata)