More memory under evolutionary learning may lead to chaos

► We build a discrete choice agent-based model of innovators and imitators. ► Memory in agents' decisions is quantitatively stabilising but qualitatively destabilising. ► Higher strategy switching intensity leads to a bifurcation route to chaos. ► Such irregular behaviour emerges from complex minority game oscillations.