A Forward and Inverse Design Approach for Automated Analog Design Optimization and Layout using LLM Agent-based Analytical Modelling (Ongoing)
An ongoing open-source framework that automates analog circuit sizing and layout in open PDKs, where silicon area on multi-project shuttles is a premium resource. It began as a hybrid mixed-variable particle-swarm optimizer built on the gm/ID methodology to minimize layout area while meeting design specifications — demonstrated on a low-power instrumentation amplifier in 130 nm CMOS with a 90.33% gate-area reduction over existing implementations — and is being extended with LLM agent-based analytical modelling for both forward and inverse design.


