In this role, - You will identify and review repetitive layout tasks and propose innovative solutions to streamline layout processes. - You will be using AI/ML methods to detect inefficiencies, automate tasks, and optimize layout methodologies. - You will diagnose sophisticated verification (DRC/LVS) and PDK issues using Cadence and Calibre, applying advanced tools to enhance accuracy and accelerate resolution.- You are expected to collaborate with design and layout teams, to understand design constraints and define effective automation strategies.- You will apply programming and machine learning techniques to resolve layout challenges, drive improvement initiatives, and continuously evolve release flows as design kits and methodologies advance.