Simulating the Impossible: Building an Open-Source Horn Design Pipeline with AI2025-07-08•6 min read#ai#acoustics#open source#fem#simulation#nextflow#pythonA look at how I built an open-source acoustic horn design pipeline using Nextflow, FEniCSx, and AI development tools to overcome the limitations of legacy software.