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 report labor shortages across firmware and embedded engineering roles, especially for ITAR-restricted industries like defense and aerospace. Newer AI developer tools are not built for the unique challenges of programming hardware systems.