Balancing autonomy and human control in AI systems from "summary" of Human Compatible by Stuart Russell
The central challenge of AI alignment is to create machines that operate in the real world, interacting with a wide range of people and situations, while remaining aligned with human values. There is a fundamental tension between autonomy and control in AI systems. On the one hand, autonomous systems are necessary for efficiency and scalability. On the other hand, human oversight and intervention can prevent catastrophic failures and ensure that AI systems do not violate ethical norms. One way to address this tension is to design AI systems that are uncertain about their objectives and seek human guidance when necessary. This requires developing AI systems that can reason about the uncertainty in t...
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