Connor Leahy joins the podcast to discuss the state of the AI. Which labs are in front? Which alignment solutions might work? How will the public react to more capable AI? You can read more about Connor's work at https://conjecture.dev Timestamps: 00:00 Landscape of AI research labs 10:13 Is AGI a useful term? 13:31 AI predictions 17:56 Reinforcement learning from human feedback 29:53 Mechanistic interpretability 33:37 Yudkowsky and Christiano 41:39 Cognitive Emulations 43:11 Public reactions to...
Apr 20, 2023•52 min
Connor Leahy joins the podcast to discuss GPT-4, magic, cognitive emulation, demand for human-like AI, and aligning superintelligence. You can read more about Connor's work at https://conjecture.dev Timestamps: 00:00 GPT-4 16:35 "Magic" in machine learning 27:43 Cognitive emulations 38:00 Machine learning VS explainability 48:00 Human data = human AI? 1:00:07 Analogies for cognitive emulations 1:26:03 Demand for human-like AI 1:31:50 Aligning superintelligence Social Media Links: ➡️ WEBSITE: htt...
Apr 13, 2023•2 hr 37 min
Lennart Heim joins the podcast to discuss options for governing the compute used by AI labs and potential problems with this approach to AI safety. You can read more about Lennart's work here: https://heim.xyz/about/ Timestamps: 00:00 Introduction 00:37 AI risk 03:33 Why focus on compute? 11:27 Monitoring compute 20:30 Restricting compute 26:54 Subsidising compute 34:00 Compute as a bottleneck 38:41 US and China 42:14 Unintended consequences 46:50 Will AI be like nuclear energy? Social Media Lin...
Apr 06, 2023•50 min
Lennart Heim joins the podcast to discuss how we can forecast AI progress by researching AI hardware. You can read more about Lennart's work here: https://heim.xyz/about/ Timestamps: 00:00 Introduction 01:00 The AI triad 06:26 Modern chip production 15:54 Forecasting AI with compute 27:18 Running out of data? 32:37 Three eras of AI training 37:58 Next chip paradigm 44:21 AI takeoff speeds Social Media Links: ➡️ WEBSITE: https://futureoflife.org ➡️ TWITTER: https://twitter.com/FLIxrisk ➡️ INSTAGR...
Mar 30, 2023•48 min
Liv Boeree joins the podcast to discuss poker, GPT-4, human-AI interaction, whether this is the most important century, and building a dataset of human wisdom. You can read more about Liv's work here: https://livboeree.com Timestamps: 00:00 Introduction 00:36 AI in Poker 09:35 Game-playing AI 13:45 GPT-4 and generative AI 26:41 Human-AI interaction 32:05 AI arms race risks 39:32 Most important century? 42:36 Diminishing returns to intelligence? 49:14 Dataset of human wisdom/meaning Social Media ...
Mar 23, 2023•52 min
Liv Boeree joins the podcast to discuss Moloch, beauty filters, game theory, institutional change, and artificial intelligence. You can read more about Liv's work here: https://livboeree.com Timestamps: 00:00 Introduction 01:57 What is Moloch? 04:13 Beauty filters 10:06 Science citations 15:18 Resisting Moloch 20:51 New institutions 26:02 Moloch and WinWin 28:41 Changing systems 33:37 Artificial intelligence 39:14 AI acceleration Social Media Links: ➡️ WEBSITE: https://futureoflife.org ➡️ TWITTE...
Mar 16, 2023•42 min
Tobias Baumann joins the podcast to discuss suffering risks, space colonization, and cooperative artificial intelligence. You can read more about Tobias' work here: https://centerforreducingsuffering.org. Timestamps: 00:00 Suffering risks 02:50 Space colonization 10:12 Moral circle expansion 19:14 Cooperative artificial intelligence 36:19 Influencing governments 39:34 Can we reduce suffering? Social Media Links: ➡️ WEBSITE: https://futureoflife.org ➡️ TWITTER: https://twitter.com/FLIxrisk ➡️ INS...
Mar 09, 2023•43 min
Tobias Baumann joins the podcast to discuss suffering risks, artificial sentience, and the problem of knowing which actions reduce suffering in the long-term future. You can read more about Tobias' work here: https://centerforreducingsuffering.org. Timestamps: 00:00 Introduction 00:52 What are suffering risks? 05:40 Artificial sentience 17:18 Is reducing suffering hopelessly difficult? 26:06 Can we know how to reduce suffering? 31:17 Why are suffering risks neglected? 37:31 How do we avoid accid...
Mar 02, 2023•47 min
Neel Nanda joins the podcast for a lightning round on mathematics, technological progress, aging, living up to our values, and generative AI. You can find his blog here: https://www.neelnanda.io Timestamps: 00:00 Introduction 00:55 How useful is advanced mathematics? 02:24 Will AI replace mathematicians? 03:28 What are the key drivers of tech progress? 04:13 What scientific discovery would disrupt Neel's worldview? 05:59 How should humanity view aging? 08:03 How can we live up to our values? 10:...
Feb 23, 2023•35 min
Neel Nanda joins the podcast to talk about mechanistic interpretability and how it can make AI safer. Neel is an independent AI safety researcher. You can find his blog here: https://www.neelnanda.io Timestamps: 00:00 Introduction 00:46 How early is the field mechanistic interpretability? 03:12 Why should we care about mechanistic interpretability? 06:38 What are some successes in mechanistic interpretability? 16:29 How promising is mechanistic interpretability? 31:13 Is machine learning analogo...
Feb 16, 2023•1 hr 2 min
Neel Nanda joins the podcast to explain how we can understand neural networks using mechanistic interpretability. Neel is an independent AI safety researcher. You can find his blog here: https://www.neelnanda.io Timestamps: 00:00 Who is Neel? 04:41 How did Neel choose to work on AI safety? 12:57 What does an AI safety researcher do? 15:53 How analogous are digital neural networks to brains? 21:34 Are neural networks like alien beings? 29:13 Can humans think like AIs? 35:00 Can AIs help us discov...
Feb 09, 2023•1 hr 5 min
Connor Leahy from Conjecture joins the podcast for a lightning round on a variety of topics ranging from aliens to education. Learn more about Connor's work at https://conjecture.dev Social Media Links: ➡️ WEBSITE: https://futureoflife.org ➡️ TWITTER: https://twitter.com/FLIxrisk ➡️ INSTAGRAM: https://www.instagram.com/futureoflifeinstitute/ ➡️ META: https://www.facebook.com/futureoflifeinstitute ➡️ LINKEDIN: https://www.linkedin.com/company/future-of-life-institute/
Feb 02, 2023•1 hr 6 min
Connor Leahy from Conjecture joins the podcast to discuss AI safety, the fragility of the world, slowing down AI development, regulating AI, and the optimal funding model for AI safety research. Learn more about Connor's work at https://conjecture.dev Timestamps: 00:00 Introduction 00:47 What is the best way to understand AI safety? 09:50 Why is the world relatively stable? 15:18 Is the main worry human misuse of AI? 22:47 Can humanity solve AI safety? 30:06 Can we slow down AI development? 37:1...
Jan 26, 2023•1 hr 5 min
Connor Leahy from Conjecture joins the podcast to discuss AI progress, chimps, memes, and markets. Learn more about Connor's work at https://conjecture.dev Timestamps: 00:00 Introduction 01:00 Defining artificial general intelligence 04:52 What makes humans more powerful than chimps? 17:23 Would AIs have to be social to be intelligent? 20:29 Importing humanity's memes into AIs 23:07 How do we measure progress in AI? 42:39 Gut feelings about AI progress 47:29 Connor's predictions about AGI 52:44 ...
Jan 19, 2023•1 hr 4 min
On this special episode of the podcast, Emilia Javorsky interviews Sean Ekins about regulating AI drug discovery. Timestramps: 00:00 Introduction 00:31 Ethical guidelines and regulation of AI drug discovery 06:11 How do we balance innovation and safety in AI drug discovery? 13:12 Keeping dangerous chemical data safe 21:16 Sean’s personal story of voicing concerns about AI drug discovery 32:06 How Sean will continue working on AI drug discovery
Jan 12, 2023•37 min
On this special episode of the podcast, Emilia Javorsky interviews Sean Ekins about the dangers of AI drug discovery. They talk about how Sean discovered an extremely toxic chemical (VX) by reversing an AI drug discovery algorithm. Timestamps: 00:00 Introduction 00:46 Sean’s professional journey 03:45 Can computational models replace animal models? 07:24 The risks of AI drug discovery 12:48 Should scientists disclose dangerous discoveries? 19:40 How should scientists handle dual-use technologies...
Jan 05, 2023•39 min
Anders Sandberg joins the podcast to discuss various philosophical questions about the value of the future. Learn more about Anders' work: https://www.fhi.ox.ac.uk Timestamps: 00:00 Introduction 00:54 Humanity as an immature teenager 04:24 How should we respond to our values changing over time? 18:53 How quickly should we change our values? 24:58 Are there limits to what future morality could become? 29:45 Could the universe contain infinite value? 36:00 How do we balance weird philosophy with c...
Dec 29, 2022•50 min
Anders Sandberg joins the podcast to discuss how big the future could be and what humanity could achieve at the limits of physics. Learn more about Anders' work: https://www.fhi.ox.ac.uk Timestamps: 00:00 Introduction 00:58 Does it make sense to write long books now? 06:53 Is it possible to understand all of science now? 10:44 What is exploratory engineering? 15:48 Will humanity develop a completed science? 21:18 How much of possible technology has humanity already invented? 25:22 Which sciences...
Dec 22, 2022•1 hr 3 min
Anders Sandberg from The Future of Humanity Institute joins the podcast to discuss ChatGPT, large language models, and what he's learned about the risks and benefits of AI. Timestamps: 00:00 Introduction 00:40 ChatGPT 06:33 Will AI continue to surprise us? 16:22 How do language models fail? 24:23 Language models trained on their own output 27:29 Can language models write college-level essays? 35:03 Do language models understand anything? 39:59 How will AI models improve in the future? 43:26 AI s...
Dec 15, 2022•58 min
Vincent Boulanin joins the podcast to explain how modern militaries use AI, including in nuclear weapons systems. Learn more about Vincent's work: https://sipri.org Timestamps: 00:00 Introduction 00:45 Categorizing risks from AI and nuclear 07:40 AI being used by non-state actors 12:57 Combining AI with nuclear technology 15:13 A human should remain in the loop 25:05 Automation bias 29:58 Information requirements for nuclear launch decisions 35:22 Vincent's general conclusion about military mach...
Dec 08, 2022•48 min
Vincent Boulanin joins the podcast to explain the dangers of incorporating artificial intelligence in nuclear weapons systems. Learn more about Vincent's work: https://sipri.org Timestamps: 00:00 Introduction 00:55 What is strategic stability? 02:45 How can AI be a positive factor in nuclear risk? 10:17 Remote sensing of nuclear submarines 19:50 Using AI in nuclear command and control 24:21 How does AI change the game theory of nuclear war? 30:49 How could AI cause an accidental nuclear escalati...
Dec 01, 2022•45 min
Robin Hanson joins the podcast to discuss AI forecasting methods and metrics. Timestamps: 00:00 Introduction 00:49 Robin's experience working with AI 06:04 Robin's views on AI development 10:41 Should we care about metrics for AI progress? 16:56 Is it useful to track AI progress? 22:02 When should we begin worrying about AI safety? 29:16 The history of AI development 39:52 AI progress that deviates from current trends 43:34 Is this AI boom different than past booms? 48:26 Different metrics for p...
Nov 24, 2022•52 min
Robin Hanson joins the podcast to explain his theory of grabby aliens and its implications for the future of humanity. Learn more about the theory here: https://grabbyaliens.com Timestamps: 00:00 Introduction 00:49 Why should we care about aliens? 05:58 Loud alien civilizations and quiet alien civilizations 08:16 Why would some alien civilizations be quiet? 14:50 The moving parts of the grabby aliens model 23:57 Why is humanity early in the universe? 28:46 Could't we just be alone in the univers...
Nov 17, 2022•1 hr
Ajeya Cotra joins us to talk about thinking clearly in a rapidly changing world. Learn more about the work of Ajeya and her colleagues: https://www.openphilanthropy.org Timestamps: 00:00 Introduction 00:44 The default versus the accelerating picture of the future 04:25 The role of AI in accelerating change 06:48 Extrapolating economic growth 08:53 How do we know whether the pace of change is accelerating? 15:07 How can we cope with a rapidly changing world? 18:50 How could the future be utopian?...
Nov 10, 2022•45 min
Ajeya Cotra joins us to discuss how artificial intelligence could cause catastrophe. Follow the work of Ajeya and her colleagues: https://www.openphilanthropy.org Timestamps: 00:00 Introduction 00:53 AI safety research in general 02:04 Realistic scenarios for AI catastrophes 06:51 A dangerous AI model developed in the near future 09:10 Assumptions behind dangerous AI development 14:45 Can AIs learn long-term planning? 18:09 Can AIs understand human psychology? 22:32 Training an AI model with nai...
Nov 03, 2022•54 min
Ajeya Cotra joins us to discuss forecasting transformative artificial intelligence. Follow the work of Ajeya and her colleagues: https://www.openphilanthropy.org Timestamps: 00:00 Introduction 00:53 Ajeya's report on AI 01:16 What is transformative AI? 02:09 Forecasting transformative AI 02:53 Historical growth rates 05:10 Simpler forecasting methods 09:01 Biological anchors 16:31 Different paths to transformative AI 17:55 Which year will we get transformative AI? 25:54 Expert opinion on transfo...
Oct 27, 2022•48 min
Alan Robock joins us to discuss nuclear winter, famine and geoengineering. Learn more about Alan's work: http://people.envsci.rutgers.edu/robock/ Follow Alan on Twitter: https://twitter.com/AlanRobock Timestamps: 00:00 Introduction 00:45 What is nuclear winter? 06:27 A nuclear war between India and Pakistan 09:16 Targets in a nuclear war 11:08 Why does the world have so many nuclear weapons? 19:28 Societal collapse in a nuclear winter 22:45 Should we prepare for a nuclear winter? 28:13 Skepticis...
Oct 20, 2022•41 min
Brian Toon joins us to discuss the risk of nuclear winter. Learn more about Brian's work: https://lasp.colorado.edu/home/people/brian-toon/ Read Brian's publications: https://airbornescience.nasa.gov/person/Brian_Toon Timestamps: 00:00 Introduction 01:02 Asteroid impacts 04:20 The discovery of nuclear winter 13:56 Comparing volcanoes and asteroids to nuclear weapons 19:42 How did life survive the asteroid impact 65 million years ago? 25:05 How humanity could go extinct 29:46 Nuclear weapons as a...
Oct 13, 2022•49 min
Philip Reiner joins us to talk about nuclear, command, control and communications systems. Learn more about Philip’s work: https://securityandtechnology.org/ Timestamps: [00:00:00] Introduction [00:00:50] Nuclear command, control, and communications [00:03:52] Old technology in nuclear systems [00:12:18] Incentives for nuclear states [00:15:04] Selectively enhancing security [00:17:34] Unilateral de-escalation [00:18:04] Nuclear communications [00:24:08] The CATALINK System [00:31:25] AI in nucl...
Oct 06, 2022•47 min
Daniela and Dario Amodei join us to discuss Anthropic: a new AI safety and research company that's working to build reliable, interpretable, and steerable AI systems. Topics discussed in this episode include: -Anthropic's mission and research strategy -Recent research and papers by Anthropic -Anthropic's structure as a "public benefit corporation" -Career opportunities You can find the page for the podcast here: https://futureoflife.org/2022/03/04/daniela-and-dario-amodei-on-anthropic/ Watch the...
Mar 04, 2022•2 hr 1 min
