Automation lets systems carry out tasks with less direct human intervention. It works best when a task is repeatable and its conditions are controlled: a factory robot, for example, can punch holes in metal all day without tiring. AI can also help businesses streamline routine work, leaving people more time for complex or creative tasks. section 8.1 section 1.2
The pizza-making test
Zume combined people and robots to make pizzas, while an AI system optimized production and delivery routes. The venture attracted a $375 million investment in 2018 but ceased pizza operations by January 2020 after encountering challenges. A working automated task, even one backed by substantial resources, does not guarantee a viable end-to-end service. section 8.1
The hard question is not simply whether a machine can perform one step. Real-world tasks can be complex and imperfect, and many professions call for intuition, empathy, or deduction that current AI lacks. Assess automation task by task rather than treating a demonstration as proof that an entire job can be replaced. section 8.1 section 8.2


















