Modern hardware systems are incredibly complex. Coding them takes a lot of effort and navigating the nuances of millions of different hardware components makes development cycles slow. Employers also report labor shortages across firmware and embedded engineering roles, especially for ITAR-restricted industries like defense and aerospace. Most AI coding tools are not built for the unique challenges of programming hardware systems.