​Everyone Needs AI Engineering Skills; Almost No One Needs The Title

AI engineering is the fastest-growing job title in the US, but companies often conflate general AI skills needed by many developers with the specialized, deep expertise required for true AI engineering roles. Experts like Andrew Ng highlight that while many developers need AI skills, only a few perform tasks like fine-tuning models, building evaluation frameworks, and ensuring model reliability, which define specialized AI engineering.