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Linus Lee: At the Boundary of Machine and Mind
The Gradient: Perspectives on AI
AI Interface Design
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AI interface design involves creating a shared vocabulary between humans and machines to ensure mutual alignment. This requires developing a language for humans and machines to interact with each other, such as investigating concept-based interpretability and translating concepts from machine understandable form into human space. The role of concepts in general and interpretability in terms of interfaces and notations for humans and machines interacting is crucial. The vocabulary that emerges at the intersection of the interface built to control systems and how the machine processes them is essential. Additionally, finding a shared set of vocabulary of abstractions is important to achieve better alignment. Moreover, direct manipulation interfaces offer more control and are easier to learn and query, making them better for building systems that are better aligned.
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