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In episode 79 of The Gradient Podcast, Daniel Bashir speaks to Jeremie Harris. Jeremie is co-founder of Gladstone AI, author of the book Quantum Physics Made Me Do It, and co-host of the Last Week in AI Podcast. Jeremy previously hosted the Towards Data Science podcast and worked on a number of other startups after leaving a PhD in physics. Have suggestions for future podcast guests (or other feedback)? Let us know here or reach us at editor@thegradient.pub Subscribe to The Gradient Podcast: Apple Podcasts | Spotify | Pocket Casts | RSSFollow The Gradient on Twitter Outline: * (00:00) Intro * (01:37) Jeremie’s physics background and transition to ML * (05:19) The physicist-to-AI person pipeline, how Jeremie’s background impacts his approach to AI * (08:20) A tangent on inflationism/deflationism about natural laws (I promise this applies to AI) * (11:45) How ML implies a particular viewpoint on the above question * (13:20) Jeremie’s first (recommendation systems) company, how startup founders can make mistakes even when they’ve read Paul Graham essays * (17:30) Classic startup wisdom, different sorts of startups * (19:35) OpenAI’s approach in shipping features for DALL-E 2 and generation vs. discrimination as an approach to product * (24:55) Capabilities and risk * (26:43) Commentary on fundamental limitations of alignment in LLMs * (30:45) Intrinsic difficulties in alignment problems * (41:15) Daniel tries to steel man / defend anti-longtermist arguments (nicely :) ) * (46:23) Anthropic’s paper on asking models to be less biased * (47:20) Why Jeremie is excited about Anthropic’s Constitutional AI scheme * (51:05) Jeremie’s thoughts on recent Eliezer discourse * (56:50) Cheese / task vectors and steerability/controllability in LLMs * (59:50) Difficulty of one-shot solutions in alignment work, better strategies * (1:02:00) Lack of theoretical understanding of deep learning systems / alignment * (1:04:50) Jeremie’s work and perspectives on AI policy * (1:10:00) Incrementality in convincing policymakers * (1:14:00) How recent developments impact policy efforts * (1:16:20) Benefits and drawbacks of open source * (1:19:30) Arguments in favor of (limited) open source * (1:20:35) Quantum Physics (not Mechanics) Made Me Do It * (1:24:10) Some theories of consciousness and corresponding physics * (1:29:49) Outro Links: * Jeremie’s Twitter * Quantum Physics Made Me Do It * Gladstone AI
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