A backend engineer's first step into AI Engineering: embeddings, vector search, and the chunking bug that made everything click. Why I decided to pivot toward AI Engineering I have been a backend engineer for a while now: TypeScript, NestJS, distributed systems, APIs in production. I like that work. But at some point I started paying attention to a specific career trajectory I came across: someone with a background almost identical to mine who had moved into AI Engineering.