A self-compliant Pt/Al/TaO x /Al 2 O 3 /SiO 2 /AlN/Pt memristor was developed for multibit synaptic learning and in-memory computing. Engineered layers enable stable switching, enhanced retention, and suppressed variability for neuromorphic computing.