When the Code Autopilot Breaks: Why LLMs Falter in Embedded Machine Learning

Roberto Morabito, Guanghan Wu

Large Language Models (LLMs) are increasingly used to automate software generation in embedded machine learning workflows, yet their outputs often fail silently or behave unpredict…