Today discussions about artificial intelligence are gradually moving out of the “will it replace or will it not” debate into the sphere of practical task management. In practice we are not seeing mass disappearance of professions, but a redistribution of roles. AI becomes another tool in the stack, to which the technical part is delegated, while architectural oversight and responsibility for the final release remain with a human.
Just a few years ago, automation was primarily associated with factories, assembly lines, and physical labor. It was believed that intellectual professions related to analysis, writing, law, or management would remain an area of human advantage. However, the rapid development of artificial intelligence has changed this logic. Today, it is precisely the segment of the labor market that was long considered the most protected that has come under pressure — work based on knowledge, experience, and information processing.