What most people miss
AI changes the shape of engineering work faster than it removes the need for judgment. The safer career path is not denial. It is learning how tools, workflows, evaluation, and product thinking fit together.
What to do next
Focus first on core AI understanding, prompting, practical workflows, and proof of useful work. Career confidence grows when your learning path is tied to execution, not just content consumption.