My guess is the biggest change isn't that AI replaces engineers, it's that it changes where the effort goes.

Writing code gets cheaper, but review, debugging, constraints, and deciding what not to build become more important. The teams that get the most out of these tools will probably be the ones with good feedback loops, not just access to better models