Mechanistic Interpretability and AI Alignment

Steve Omohundro joins the podcast to discuss Provably Safe Systems, a paper he co-authored with FLI President Max Tegmark. You can read the paper here: https://arxiv.org/pdf/2309.01933.pdf Timestamps: 00:00 Provably safe AI systems 12:17 Alignment and evaluations 21:08 Proofs about language model behavior 27:11 Can we formalize safety? 30:29 Provable contracts 43:13 Digital replicas of actual systems 46:32 Proof-carrying code 56:25 Can language models think logically? 1:00:44 Can AI do proofs for us? 1:09:23 Hard to proof, easy to verify 1:14:31 Digital neuroscience 1:20:01 Risks of totalitarianism 1:22:29 Can we guarantee safety? 1:25:04 Real-world provable safety 1:29:29 Tamper-proof hardware 1:35:35 Mortal and throttled AI 1:39:23 Least-privilege guarantee 1:41:53 Basic AI drives 1:47:47 AI agency and world models 1:52:08 Self-improving AI 1:58:21 Is AI overhyped now?