We study the dynamics of non-relativistic fermions in \(\mathbb {R}^d\) interacting through a pair potential. Employing methods developed by Buchholz in the framework of resolvent algebras, we consider an extension of the CAR algebra where the dynamics acts as a group of \(*\) -automorphisms, which are continuous in time in all sectors for fixed particle numbers. In addition, we construct a \(C^*\) -dynamical system by identifying a suitable dense subalgebra. Finally, we briefly discuss how this framework could be used to construct KMS states in the future.