In this episode of The Cognitive Revolution, Nathan explores unconventional approaches to AI safety with Judd Rosenblatt and Mike Vaiana from AE Studio.

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In this episode of The Cognitive Revolution, Nathan explores unconventional approaches to AI safety with Judd Rosenblatt and Mike Vaiana from AE Studio. Discover how this innovative company pivoted from brain-computer interfaces to groundbreaking AI alignment research, producing two notable results in cooperative and less deceptive AI systems. Join us for a deep dive into biologically-inspired approaches that offer hope for solving critical AI safety challenges.

Self-Modeling: https://arxiv.org/abs/2407.101...
Self-Other Distinction Minimization: https://www.alignmentforum.org...
Neglected approaches blog post: https://www.lesswrong.com/post...

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CHAPTERS:
(00:00:00) About the Show
(00:00:22) Sponsors: WorkOS
(00:01:22) About the Episode
(00:05:18) Introduction and AE Studio Background
(00:11:37) Keys to Success in Building AE Studio
(00:16:57) Sponsors: Weights & Biases Weave | 80,000 Hours
(00:19:37) Universal Launcher and Productivity Gains
(00:24:44) 100x Productivity Increase Explanation
(00:31:46) Brain-Computer Interface and AI Alignment
(00:38:05) Sponsors: Omneky
(00:38:30) Current State of NeuroTech
(00:44:00) Survey on Neglected Approaches in AI Alignment
(00:50:41) Self-Modeling and Biological Inspiration
(00:57:48) Technical Details of Self-Modeling
(01:06:17) Self-Other Distinction Minimization
(01:12:44) Implementation in Language Models
(01:19:00) Compute Costs and Scaling Considerations
(01:24:27) Consciousness Concerns and Future Work
(01:40:24) Evaluating Neglected Approaches
(01:55:56) Closing Thoughts and Policy Considerations
(01:59:25) Outro

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