The present invention includes compositions and methods for modifying primary T cells. In one aspect, the invention comprises administering to a cell a stem-loop Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) RNA (st-crRNA) and a Cpf1 enzyme.