The real threat from LLMs isn’t that they’ll replace you, but that they look like they can. In this talk, we’ll unpack how perception, not performance, is driving AI displacement fears, and why every team data team now needs an LLM Data Engineer: someone who understands what these models can do, what they can’t, and how to lead through the fog of hype, pressure, and panic.


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