Ask HN: Pivoting to ML in the Age of Gen AI

Hi everyone! I'm a senior/lead full-stack dev with past experience in "mainstream web". I've been thinking about spending more time underneath the LLM API to catch up on "proper ML engineering" (as opposite to calling Chat Completions API ;) ). I'm just curious how do you envision the future of newcomers in this area?