Beyond learning inference optimization, I’d also spend time understanding context management, memory systems, caching, and agent orchestration. Those seem to be becoming important building blocks for production AI systems.

AI inference infrastructure is a solid direction. I don't know much about this field, but I believe building strong systems, distributed computing, and GPU optimization skills will put you in a great position. I hope this could be of help.