We study an atom-cavity hybrid system where fermionic atoms in a one-dimensional lattice are subject to cavity-induced dynamic gauge potential. The coupling leads highly degenerate steady states which the fermions accumulate one edge of under open boundary condition. Such phenomenon originates from many-body Liouvillian superoperator system, which, being intrinsically non-Hermitian, is unstable...