Images about accelerated simulation and modeling, accelerating scale-up from lab to production, ai-assisted metamaterial design, automated material selection, cross-disciplinary integration, customized surface functionalization, data-driven nanomaterial discovery, enhanced computational metrology, guiding self-assembly processes, high-throughput experimentation and analysis, inverse design in photonics and electronics, machine-learned structure-property relationships, nanomanufacturing process optimization, predicting defects and failure modes, process flow optimization in semiconductor manufacturing, quantum-inspired device design, real-time feedback control in nanofabrication, smart lithography pattern generation, topology optimization for nano-structures, and uncertainty quantification and risk reduction.