Skills become the natural language semantic layer?

Looking to gauge the sentiment around this from the data product builders/anyone who deals with data every single day. 1. How are we navigating through new approaches enabled by these LLM's and their approaches about doing data engineering tasks? 2. Has anyone completed moved to new AI enabled architectures from the traditional ones?

TIA