Note that running heads contain "Chapter" while in an article mode in
memoir chapter means section
Victor
\documentclass[12pt,oneside,openany,article]{memoir}
\usepackage{mempatch}
\usepackage[english]{babel}
\begin{document}
\chapter{One}
\newpage
\chapter{Two}
\newpage
\chapter{Three}
\end{document}