Biologically Inspired AI Alignment & Neglected Approaches to AI Safety, with Judd Rosenblatt and Mike Vaiana of AE Studio
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/2407.10188 Self-Other Distinction Minimization: https://www.alignmentforum.org/posts/hzt9gHpNwA2oHtwKX/self-other-overlap-a-neglected-approach-to-ai-alignment Neglected approaches blog post: https://www.lesswrong.com/posts/qAdDzcBuDBLexb4fC/the-neglected-approaches-approach-ae-studio-s-alignment Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: WorkOS: Building an enterprise-ready SaaS app? WorkOS has got you covered with easy-to-integrate APIs for SAML, SCIM, and more. Join top startups like Vercel, Perplexity, Jasper & Webflow in powering your app with WorkOS. Enjoy a free tier for up to 1M users! Start now at https://bit.ly/WorkOS-Turpentine-Network Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ RECOMMENDED PODCAST: This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital. Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz 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