Editor's notes: This article highlights the rise of in-memory computing (IMC), especially for data-intensive applications along with the role of emerging nonvolatile memory technologies in advancing IMC hardware. Key advancements in modeling, simulation, and design tools are discussed, alongside the challenges and opportunities that will shape the future of efficient IMC fabrics. - Jörg Henkel, Vice-President of Publications, IEEE CEDA - L.