Would that single person handle different topics such as: UI/UX, security, backups, distributed systems, data migrations, infrastructure, …?

Sure thing there are engineers out there that know some about all of the above (I personally do all of that on personal projects) but you still need specialists, otherwise it’s you alone with all the unknown unknowns that the llm may claim to solve, but you cannot verify