Jesse Hoogland and Daniel Murfet, founders of Timaeus, introduce their mathematically rigorous approach to AI safety through "developmental interpretability" based on Singular Learning Theory. They explain how neural network loss landscapes are actually complex, jagged surfaces full of "singularities" where models can change internally without affecting external behavior—potentially masking dangerous misalignment. Using their Local Learning Coefficient measure, they've demonstrated the ability to identify critical phase changes during training in models up to 7 billion parameters, offering a complementary approach to mechanistic interpretability. This work aims to move beyond trial-and-error neural network training toward a more principled engineering discipline that could catch safety issues during training rather than after deployment. Sponsors: Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive The AGNTCY (Cisco): The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utmcampaign=fy25q4agntcyamerpaid-mediaagntcy-cognitiverevolutionpodcast&utmchannel=podcast&utmsource=podcast NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (04:44) Introduction and Background (06:17) Timaeus Origins and Philosophy (09:13) Mathematical Background and SLT (12:27) Developmental Interpretability Approach (Part 1) (16:09) Sponsors: Oracle Cloud Infrastructure | The AGNTCY (Cisco) (18:09) Developmental Interpretability Approach (Part 2) (19:24) Proto-Paradigm and SAEs (24:37) Understanding Generalization (30:15) Central Dogma Framework (Part 1) (32:13) Sponsor: NetSuite by Oracle (33:37) Central Dogma Framework (Part 2) (34:35) Loss Landscape Geometry (40:41) Degeneracies and Evidence (47:25) Structure and Data Connection (55:36) Essential Dynamics and Algorithms (01:00:53) Implicit Regularization and Complexity (01:07:19) Double Descent and Scaling (01:09:55) Big Picture Applications (01:17:17) Reward Hacking and Risks (01:25:19) Future Training Vision (01:32:01) Scaling and Next Steps (01:36:43) Outro

This episode features Nathan's talk from Imagine AI Live, where he provides business leaders with a comprehensive overview of AI agents and agentic AI systems. He covers the evolution from simple task automation to more autonomous AI systems, delivers a practical roadmap for implementing AI agents in business while maintaining quality standards, and addresses concerning developments like reward hacking and scheming in frontier AI systems. The presentation balances accessible explanations for varying AI knowledge levels with rigorous grounding in current research and real-world applications. Nathan also discusses the "Eureka moments" these systems can deliver and provides frameworks for understanding the rapidly evolving landscape of AI agent capabilities. Link to the slide deck presented by Nathan : https://docs.google.com/presentation/d/1IpHitlG-6zHBd7hiWsbKpnprApVt3_2XHua3fG9n-Vw/edit?usp=sharing Sponsors: Google Gemini: Google Gemini features VEO3, a state-of-the-art AI video generation model in the Gemini app. Sign up at https://gemini.google.com Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utmcampaign=fy25q4agntcyamerpaid-mediaagntcy-cognitiverevolutionpodcast&utmchannel=podcast&utmsource=podcast PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) Sponsor: Google Gemini (00:31) About the Episode (03:36) Introduction and Speaker Background (05:06) What is Intelligence? (07:06) Defining AI Agents (09:36) Structured AI Workflows (13:06) Autonomous Agent Examples (Part 1) (15:15) Sponsors: Google Gemini | Oracle Cloud Infrastructure (16:54) Autonomous Agent Examples (Part 2) (17:19) Agent Taxonomy Framework (19:49) Current AI Capabilities (22:19) Reinforcement Learning Revolution (25:49) Reward Hacking Problems (28:19) AI Safety Concerns (29:49) Business Recommendations (37:35) Sponsor: The AGNTCY

Logan Kilpatrick from Google DeepMind returns for his fifth appearance to discuss Google's transformation from "sleeping giant" to AI powerhouse, sharing insights from his year at the company as AI usage grew 50 times to 500 trillion tokens per month. He examines Google's strengths, including superior compute infrastructure, frontier models like Gemini 2.5 Pro, viral products like NotebookLM, and the deepest AI research talent in the industry. The conversation covers whether leading AI companies will become more similar or different as easy opportunities disappear, why startups still have unique chances, and the potential impact of Google's ultra-fast diffusion language models. Logan also shares practical advice for joining early access programs and getting noticed by industry insiders, including his personal email and an open invitation to reach out. SPONSORS: Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utmcampaign=fy25q4agntcyamerpaid-mediaagntcy-cognitiverevolutionpodcast&utmchannel=podcast&utmsource=podcast NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode, Matt Perault, Head of AI Policy at a16z, discusses their approach to AI regulation focused on protecting "little tech" startups from regulatory capture that could entrench big tech incumbents. The conversation covers a16z's core principle of regulating harmful AI use rather than the development process, exploring key policy initiatives like the Raise Act and California's SB 813. Perault addresses critical challenges including setting appropriate regulatory thresholds, transparency requirements, and designing dynamic frameworks that balance innovation with safety. The discussion examines both areas of agreement and disagreement within the AI policy landscape, particularly around scaling laws, regulatory timing, and the concentration of AI capabilities. Disclaimer: This information is for general educational purposes only and is not a recommendation to buy, hold, or sell any investment or financial product. Turpentine is an acquisition of a16z Holdings, L.L.C., and is not a bank, investment adviser, or broker-dealer. This podcast may include paid promotional advertisements, individuals and companies featured or advertised during this podcast are not endorsing AH Capital or any of its affiliates (including, but not limited to, a16z Perennial Management L.P.). Similarly, Turpentine is not endorsing affiliates, individuals, or any entities featured on this podcast. All investments involve risk, including the possible loss of capital. Past performance is no guarantee of future results and the opinions presented cannot be viewed as an indicator of future performance. Before making decisions with legal, tax, or accounting effects, you should consult appropriate professionals. Information is from sources deemed reliable on the date of publication, but Turpentine does not guarantee its accuracy. SPONSORS: Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud platform that delivers better, cheaper, and faster solutions for your infrastructure, database, application development, and AI needs. Experience up to 50% savings on compute, 70% on storage, and 80% on networking with OCI's high-performance environment—try it for free with zero commitment at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utm_campaign=fy25q4_agntcy_amer_paid-media_agntcy-cognitiverevolution_podcast&utm_channel=podcast&utm_source=podcast NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing

In this episode of The Cognitive Revolution, University of Minnesota Professor of Genetics and Synthetic Biologist, Kate Adamala, offers insights into synthetic biology and its potential implications for humanity. The discussion begins with an overview of synthetic biology and its goal to expand the chemical repertoire of life. Adamala delves into 'mirror life'—biological systems made of mirror-image molecules—and the significant risks they pose. She highlights parallels to AI safety concerns and emphasizes the importance of containing groundbreaking technologies to avoid unintended consequences. Adamala recounts her journey from advocating for mirror life to leading an effort to prevent its development, stressing the need for responsible innovation. The episode concludes with reflections on maximizing benefits while minimizing risks in both synthetic biology and AI. SPONSORS: Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud platform that delivers better, cheaper, and faster solutions for your infrastructure, database, application development, and AI needs. Experience up to 50% savings on compute, 70% on storage, and 80% on networking with OCI's high-performance environment—try it for free with zero commitment at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utm_campaign=fy25q4_agntcy_amer_paid-media_agntcy-cognitiverevolution_podcast&utm_channel=podcast&utm_source=podcast NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

We're following up on our recent episode on Google's AI Co-Scientist with a special crossover episode from the Podovirus podcast. Hosts Dr Jessica Sacher and Dr Joe Campbell speak with José Penadés and Tiago Costa, scientists at Imperial College London who made a surprising discovery that Google's AI Co-Scientist later put forward as a hypothesis entirely on its own. The episode explores the fascinating world of bacteriophages (viruses that infect bacteria) and phage-inducible chromosomal islands (PICIs) - DNA sequences that hijack virus reproduction to spread themselves as a bacterial defense mechanism. The key mystery was how capsid-forming PICIs, which only encode virus heads without tails, managed to spread across different bacteria. The surprising answer, which eluded human scientists for years but which Google's AI Co-Scientist discovered through literature analysis, is that these capsids evolved to connect with various virus tails in the environment. This episode demonstrates how AI can now contribute to frontier scientific research beyond just grunt work - providing unbiased perspectives and key insights that accelerate discovery. It's a vivid example of science fiction becoming reality in our lifetimes. SPONSORS: Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud platform that delivers better, cheaper, and faster solutions for your infrastructure, database, application development, and AI needs. Experience up to 50% savings on compute, 70% on storage, and 80% on networking with OCI's high-performance environment—try it for free with zero commitment at https://oracle.com/cognitive NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (04:37) Welcome to Podovirus Podcast (04:58) Introducing the Special Guests and Topic (06:30) Exploring Mobile Genetic Elements (13:20) The Role of AI in Phage Research (16:48) Mechanisms of Gene Transfer (Part 1) (20:10) Sponsors: Oracle Cloud Infrastructure | NetSuite by Oracle (22:43) Mechanisms of Gene Transfer (Part 2) (23:36) Insights and Discoveries (28:45) Future Directions and Applications (Part 1) (32:35) Sponsors: Shopify (34:32) Future Directions and Applications (Part 2) (41:22) Unbiased Systems and Conjugation (42:35) Google's Excitement and Experimental Evidence (45:39) Benchmarking AI Systems (49:29) Manuscript Revisions and Future Plans (51:53) AI as a Collaborator in Scientific Research (54:52) Challenges and Hypotheses in Phage Biology (57:58) Future of AI in Scientific Research (01:05:52) Concluding Thoughts and Future Collaborations (01:12:07) Outro

In this episode, Daniel Balsam and Tom McGrath, at Goodfire, discuss the future of mechanistic interpretability in AI models. They explore the fundamental inputs like models, compute, and algorithms, and emphasize the importance of a rich empirical approach to understanding how models work. Balsam and McGrath provide insights into ongoing projects and breakthroughs, particularly in scientific domains and creative applications, as they aim to push the frontiers of AI interpretability. They also discuss the company's recent funding and their goal to advance interpretability as a critical area in AI research. SPONSORS: Box Report: AI is delivering truly measurable productivity — strategic companies are already turning a 37% productivity edge. Discover how in Box's new 2025 State of AI in the Enterprise Report — read the full report here: https://bit.ly/43uVP52 Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode of The Cognitive Revolution, Amjad Masad , founder and CEO of Replit, discusses the fast-paced growth of Replit, the concept of 'vibe coding', and the challenges and opportunities in the rapidly evolving AI-assisted coding space. He shares insights into Replit's competitive advantages, known as 'moats', and how they maintain their lead through innovation and excellence in execution. The conversation delves into the architectural complexities of building AI agents, their autonomy, and the practical implications for businesses. Amjad touches upon the potential and limitations of current AI models, the future of general intelligence, and the preparation needed for potential AI advancements. He also highlights the importance of intuitive user interfaces for AI-driven software development and the critical role of human-like interaction with AI agents. Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker: ⁠https://www.imagineai.live/⁠ ⁠https://adapta.org/adapta-summit⁠ ⁠https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ SPONSORS: ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utm_campaign=fy25q4_agntcy_amer_paid-media_agntcy-cognitiverevolution_podcast&utm_channel=podcast&utm_source=podcast Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing

In this episode, New York State Assembly Member Alex Bores discusses the RAISE Act, a proposed bill aimed at regulating frontier AI models with basic safety protocols. He explains his background in technology, his motivations for the bill, and the legislative process. He emphasizes the importance of having clear safety protocols, third-party audits, and whistleblower protections for AI developers. He explains the intricacies of the bill, including its focus on large developers and frontier models, and addresses potential objections related to regulatory capture and state-level legislation. Alex encourages public and industry input to refine and support the bill, aiming for a balanced approach to AI regulation that keeps both innovation and public safety in mind. Link to the RAISE bill: https://legislation.nysenate.gov/pdf/bills/2025/A6453 Link to support Raise bill: https://win.newmode.net/aisafetynewyork Link to support AI Transparency Legislation: https://docs.google.com/forms/d/e/1FAIpQLSdvpAHkAWiA38oIu1cp57azchPqOOoxb789tHQ896ikJf3CKg/viewform Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker ⁠https://www.imagineai.live/⁠ ⁠https://adapta.org/adapta-summit⁠ ⁠https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ SPONSORS: ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utm_campaign=fy25q4_agntcy_amer_paid-media_agntcy-cognitiverevolution_podcast&utm_channel=podcast&utm_source=podcast Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing

In this engaging episode of the Cognitive Revolution, host Nathan Labenz welcomes guests Keerthana Gopalakrishnan and Ted Xiao to revisit significant advancements in robotics over the past year. Key themes discussed include the proliferation of new robotics companies, the emergence of humanoid robots, and the development of sophisticated foundation models. The conversation highlights the transformative potential of imitation learning, the evolution from simple lab-based tasks to complex, real-world deployments, and the critical role of hardware in pushing the boundaries of AI capabilities. With insights on various aspects of robot dexterity, safety, and the practical steps towards deploying robots in everyday environments, the episode provides a comprehensive overview of the current state and future directions of the robotics landscape. Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker ⁠https://www.imagineai.live/⁠ ⁠https://adapta.org/adapta-summit⁠ ⁠https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ SPONSORS: ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utm_campaign=fy25q4_agntcy_amer_paid-media_agntcy-cognitiverevolution_podcast&utm_channel=podcast&utm_source=podcast Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing

In this episode of The Cognitive Revolution, Ali Behrouz, a PhD student at Cornell University, delves into his research on enhancing memory mechanisms in large language models through his latest paper titled Titans. Behrouz discusses the limitations of current models in maintaining long-term coherence and introduces the concept of a neural network as a memory module. Highlighting architectures such as memory as context and memory as gate, he explains how these innovative approaches can significantly improve long-term memory retention in AI systems. The discussion also touches upon challenges such as catastrophic forgetting and the need for more effective models in reinforcement learning and decision-making tasks. This insightful conversation sheds light on the future directions and potential applications of advanced memory mechanisms in AI. SPONSORS: ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utm_campaign=fy25q4_agntcy_amer_paid-media_agntcy-cognitiverevolution_podcast&utm_channel=podcast&utm_source=podcast Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing

In this episode of the Cognitive Revolution podcast, the host Nathan Labenz welcomes Amit Jain, CEO and Jiaming Song, Chief Scientist at Luma Labs, alongside co-host Stephen Parker. The conversation delves into the latest advancements and products from Luma Labs, makers of the Dream Machine, including cutting-edge models and features like camera motion and creative video generation tools. They explore technical aspects like pre-training for diffusion models and the development of concepts to improve AI capabilities. The discussion also covers the philosophical and practical implications of AI interpretability and multimodality, along with a deep dive into the intellectual history and recent innovations in diffusion models. Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker https://www.imagineai.live/ https://adapta.org/adapta-summit https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ SPONSORS: ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing

In this episode, former OpenAI research scientist Steven Adler discusses his insights on OpenAI's transition through various phases, including its growth, internal culture shifts, and the contentious move from nonprofit to for-profit. The conversation delves into the initial days of OpenAI's development of GPT-3 and GPT-4, the cultural and ethical disagreements within the organization, and the recent amicus brief addressing the Elon versus OpenAI lawsuit. Steven Adler also explores the broader implications of AI capabilities, safety evaluations, and the critical need for transparent and responsible AI governance. The episode provides a candid look at the internal dynamics of a leading AI company and offers perspectives on the responsibilities and challenges faced by AI researchers and developers today. Amicus brief to the Elon Musk versus OpenAI lawsuit: https://storage.courtlistener.com/recap/gov.uscourts.cand.433688/gov.uscourts.cand.433688.152.0.pdf Steven Adler's post on 'X' about Personhood credentials (a paper co-authored by him) : https://x.com/sjgadler/status/1824245211322568903 Steven Adler's substack post on "minimum testing period" for frontier AI : https://substack.com/@sjadler/p-161143327?utm_source=profile&utm_medium=reader2 Steven Adler's substack post on TSFT Model Testing: https://substack.com/@sjadler/p-159883282?utm_source=profile&utm_medium=reader2 Steven Adler's Substack: https://stevenadler.substack.com/ Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker https://www.imagineai.live/ https://adapta.org/adapta-summit https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (05:15) Joining OpenAI: Early Days and Cultural Insights (06:41) The Anthropic Split and Its Impact (11:32) Product Safety and Content Policies at OpenAI (Part 1) (19:21) Sponsors: ElevenLabs | Oracle Cloud Infrastructure (OCI) (21:48) Product Safety and Content Policies at OpenAI (Part 2) (22:08) The Launch and Impact of GPT-4 (32:15) Evaluating AI Models: Challenges and Best Practices (Part 1) (33:46) Sponsors: Shopify | NetSuite (37:10) Evaluating AI Models: Challenges and Best Practices (Part 2) (55:58) AGI Readiness and Personhood Credentials (01:05:03) Biometrics and Internet Friction (01:06:52) Credential Security and Recovery (01:08:05) Trust and Ecosystem Diversity (01:09:40) AI Agents and Verification Challenges (01:14:28) OpenAI's Evolution and Ambitions (01:22:07) Safety and Regulation in AI Development (01:35:53) Internal Dynamics and Cultural Shifts (01:58:18) Concluding Thoughts on AI Governance (02:02:29) Outro

In this episode, we share a fascinating conversation from the 80,000 Hours Podcast between Rob Wiblin and Buck Shlegeris, CEO of Redwood Research. Buck dives deep into the emerging field of AI Control strategies for safely working with powerful AIs even if they're not fully aligned. They explore innovative techniques like always-on auditing, honeypotting, re-sampling, and factored cognition to monitor and manage AI behaviors. This discussion highlights both the promise and challenges of controlling increasingly autonomous AI systems in today's fast-evolving landscape. Tune in for a thoughtful, first-principles look at how we might secure useful outcomes from AIs we can't fully trust. Original source: https://80000hours.org/podcast/episodes/buck-shlegeris-ai-control-scheming/ Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker https://www.imagineai.live/ https://adapta.org/adapta-summit https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ SPONSORS: ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode of the Cognitive Revolution, an AI-narrated version of Joshua Clymer's story on how AI might take over in two years is presented. The episode is based on Josh's appearance on the Audio Tokens podcast with Lukas Peterson. Joshua Clymer, a technical AI safety researcher at Redwood Research, shares a fictional yet plausible AI scenario grounded in current industry realities and trends. The story highlights potential misalignment risks, competitive pressures among AI labs, and the importance of government regulation and safety measures. After the story, Josh and Lukas discuss these topics further, including Josh's personal decision to purchase a bio shelter for his family. The episode is powered by ElevenLabs' AI voice technology. SPONSORS: ElevenLabs: ElevenLabs gives your app a natural voice. Pick from 5,000+ voices in 31 languages, or clone your own, and launch lifelike agents for support, scheduling, learning, and games. Full server and client SDKs, dynamic tools, and monitoring keep you in control. Start free at https://elevenlabs.io/cognitive-revolution Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (04:31) Interview start between Josh and Lucas (11:00) Start of AI story (Part 1) (24:37) Sponsors: ElevenLabs | Oracle Cloud Infrastructure (OCI) (27:05) Start of AI story (Part 2) (Part 1) (40:50) Sponsors: Shopify | NetSuite (44:15) Start of AI story (Part 2) (Part 2) (01:20:09) End of AI story (02:01:20) Outro

In this episode of The Cognitive Revolution, host Nathan Labenz speaks with Micha Kaufman, founder and CEO of Fiverr, about the company's new AI suite called Fiverr Go. Kaufman shares his unique values-based approach to AI implementation, which aims to empower human creators rather than replace them in the freelance marketplace. The conversation explores how Fiverr is attempting to build an AI-human hybrid model that maintains the incentives for human creativity while providing freelancers with tools to work more efficiently and monetize their distinctive styles, positioning itself as a counterpoint to AI platforms that devalue human creative work. OpenAI's SWE-Lancer benchmark: https://openai.com/index/swe-lancer/ Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker https://www.imagineai.live/ https://adapta.org/adapta-summit https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (06:33) Introduction and AI Wake-up Call (08:26) New Standards for Work (14:43) Freelancers vs Full-time Workers (19:12) Fiverr Marketplace Evolution (Part 1) (22:35) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (25:46) Fiverr Marketplace Evolution (Part 2) (27:10) AI Impact on Marketplace (32:46) Future Belongs to Hackers (Part 1) (42:30) Sponsors: NetSuite (43:58) Future Belongs to Hackers (Part 2) (43:58) Why People Hire Others (45:10) Philosophy Behind Fiverr Go (55:35) Changing Internet Experiences (01:00:08) Fiverr Go Product Suite (01:06:59) AI Model Compatibility Challenges (01:13:12) Future of Human Creation (01:21:43) Tasks Humans Should Delegate (01:27:24) AI Improving Market Liquidity (01:29:31) Leadership in AI Transition (01:35:04) Hiring in the AI Age (01:40:04) Optimism for the Future (01:41:08) Outro

In this thought-provoking episode of The Cognitive Revolution, host Nathan Labenz speaks with Jeremy and Edouard Harris, founders of Gladstone AI and authors of "America's Superintelligence Project." The conversation explores a critical dilemma facing US policymakers: balancing the race to develop advanced AI ahead of China against the risks of losing control of increasingly powerful systems. Drawing from their extensive research with intelligence officials and technical experts, the Harris brothers detail the vulnerabilities in US critical infrastructure that would need to be addressed for a Manhattan Project-style AI initiative, while raising profound questions about the security compromises and centralization of power such a project would entail. Nathan offers his perspective that international cooperation might be preferable to an AI arms race, inviting listeners to consider whether humanity's shared interests might ultimately outweigh geopolitical rivalries in the development of superintelligent systems. Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker https://www.imagineai.live/ https://adapta.org/adapta-summit https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ America's Superintelligence Project: https://superintelligence.gladstone.ai SPONSORS: Box AI: Box AI revolutionizes content management by unlocking the potential of unstructured data. Automate document processing, extract insights, and build custom AI agents using cutting-edge models like OpenAI's GPT-4.5, Google's Gemini 2.0, and Anthropic's Cloud 3.7 Sonnet. Trusted by over 115,000 enterprises, Box AI ensures top-tier security and compliance. Visit https://box.com/ai to transform your business with intelligent content management today Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive PRODUCED BY: https://aipodcast.ing

In this episode of the Cognitive Revolution podcast, the host Nathan Labenz is joined for the record 9th time by Zvi Mowshowitz to discuss the state of AI advancements, focusing on recent developments such as OpenAI's O3 model and its implications for AGI and recursive self-improvement. They delve into the capabilities and limitations of current AI models in various domains, including coding, deep research, and practical utilities. The discussion also covers the strategic and ethical considerations in AI development, touching upon the roles of major AI labs, the potential for weaponization, and the importance of balancing innovation with safety. Zvi shares insights on what it means to be a live player in the AI race, the impact of transparency and safety measures, and the challenges of governance in the context of rapidly advancing AI technologies. Nathan Labenz's slide deck documenting the ever-growing list of AI Bad Behaviors: https://docs.google.com/presentation/d/1mvkpg1mtAvGzTiiwYPc6bKOGsQXDIwMb-ytQECb3i7I/edit#slide=id.g252d9e67d86_0_16 Upcoming Major AI Events Featuring Nathan Labenz as a Keynote Speaker https://www.imagineai.live/ https://adapta.org/adapta-summit https://itrevolution.com/product/enterprise-tech-leadership-summit-las-vegas/ SPONSORS: Box AI: Box AI revolutionizes content management by unlocking the potential of unstructured data. Automate document processing, extract insights, and build custom AI agents using cutting-edge models like OpenAI's GPT-4.5, Google's Gemini 2.0, and Anthropic's Cloud 3.7 Sonnet. Trusted by over 115,000 enterprises, Box AI ensures top-tier security and compliance. Visit https://box.com/ai to transform your business with intelligent content management today Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive PRODUCED BY: https://aipodcast.ing

In this crossover episode of The Cognitive Revolution, Nathan Labenz joins Liron Shapira of Doom Debates, for a wide-ranging news and analysis discussion about recent AI developments. The conversation covers significant topics including GPT-4o image generation's implications for designers and businesses like Waymark, debates around learning to code, entrepreneurship versus job security, and the validity of OpenAI's $300 billion valuation. Nathan and Leron also explore AI safety organizations, international cooperation possibilities, and Anthropic's new mechanistic interpretability paper, providing listeners with thoughtful perspectives on the high-stakes nature of advanced AI development across society. All the links mentioned in the episode: https://docs.google.com/document/d/1LyFMLH5VpkhY7KfFBpgi2vhfbmdbDtQ4hh03KXEXyiE/edit?usp=sharing SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (02:58) Introduction and Guest Background (08:23) P Doom Discussion (13:15) Anthropic Leadership Concerns (Part 1) (19:50) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (21:04) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (23:00) Anthropic Leadership Concerns (Part 2) (29:34) GPT-4o Image Capabilities (Part 1) (29:43) Sponsors: NetSuite (31:11) GPT-4o Image Capabilities (Part 2) (38:19) AI Impact on Creative Work (48:26) Future of Software Engineering (01:02:10) NVIDIA Stock Discussion (01:09:21) OpenAI's $300B Valuation (01:17:37) AI Models and Safety (01:33:58) Packy's AI Concerns Critique (01:46:41) Emmett Shear's Organic Alignment (02:04:43) Anthropic's Interpretability Paper (02:17:53) International AI Cooperation (02:27:38) Outro

In this thought-provoking conversation, Helen Toner, Director of Strategy at the Center for Security and Emerging Technology (CSET), discusses her perspectives on AI development, regulation, and international competition. Toner shares insights from her time on OpenAI's board, clarifying that reports about a "Q*" breakthrough influencing the board's decision were "totally false." She introduces her concept of "adaptation buffers"—critical windows of time between when AI capabilities are first demonstrated and when they become widely accessible—arguing that society needs this time to build resilience against potential misuse. Toner also explores the challenges of implementing effective AI governance, military applications of AI decision support systems, and the complex dynamics of US-China relations in the emerging AI landscape. Helen Toner's appearance on the TED AI show: https://www.ted.com/talks/the_ted_ai_show_what_really_went_down_at_openai_and_the_future_of_regulation_w_helen_toner Helen Toner's substack : https://helentoner.substack.com/ Additional recommended reads: https://helentoner.substack.com/p/nonproliferation-is-the-wrong-approach https://cset.georgetown.edu/publication/ai-for-military-decision-making/ https://www.lawfaremedia.org/article/ai-regulation-s-champions-can-seize-common-ground-or-be-swept-aside https://www.economist.com/by-invitation/2024/05/26/ai-firms-mustnt-govern-themselves-say-ex-members-of-openais-board SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) Teaser (06:04) Introduction and Background (09:32) AI Timeline Perspectives (12:26) OpenAI Board Experience (17:04) OpenAI Culture Discussion (Part 1) (19:20) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (20:33) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (22:30) OpenAI Culture Discussion (Part 2) (24:03) OpenAI's Contradictory Messaging (26:15) Whistleblowing in AI (31:30) AI Transparency Requirements (Part 1) (36:30) Sponsors: NetSuite (37:58) AI Transparency Requirements (Part 2) (38:38) Adaptation Buffers Concept (44:06) Technical vs. Societal Solutions (52:13) AI Regulation Approaches (57:20) Iterative Deployment Challenges (01:05:50) US-China AI Competition (01:14:54) Military Decision Support Systems (01:20:57) Future AI Military Equilibrium (01:27:39) Outro

In this crossover episode from the China Talk podcast, Nathan Labenz shares a thought-provoking conversation between Jordan Schneider, Ilari Michaela, and Professor David C. Kang that challenges conventional Western perspectives on East Asian international relations. Professor Kang argues that studying East Asian history on its own terms reveals a remarkably stable geopolitical system spanning nearly a millennium, where China maintained regional dominance without conquest through compatible cultures and mutual understanding. This alternative framework offers valuable insights that question the seemingly inevitable US-China competition narrative dominating AI discourse, suggesting that internal challenges may be more significant than external threats for both China and the United States. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (03:30) Introduction to East Asian Relations (04:41) Internal vs External Challenges (07:05) Song Dynasty's Fall (13:35) Western vs Eastern Frontiers (19:06) Shared Cultural Understanding (Part 1) (20:30) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (23:45) Shared Cultural Understanding (Part 2) (25:57) Vietnam-China Relations (30:08) Korea's Diplomatic Strategy (Part 1) (32:19) Sponsors: NetSuite (33:52) Korea's Diplomatic Strategy (Part 2) (35:17) The Imjin War (43:36) Thucydides Trap Question (49:19) Power Transition Theory Debate (53:49) Expansion and Frontiers (01:02:00) Modern Implications (01:06:00) PRC and Imperial Legacy (01:13:16) Taiwan and Modern Challenges (01:25:42) US Role in East Asia (01:29:35) Concluding Thoughts (01:37:17) Outro

In this episode, Nathan Labenz speaks with Vivek Natarajan and Anil Palepu from Google DeepMind about their groundbreaking work on AMIE (Articulate Medical Intelligence Explorer) and Co-Scientist. The conversation reveals how these AI systems are already outperforming human physicians in diagnostic accuracy and treatment recommendations, with AMIE now entering clinical trials at a Harvard Medical School teaching hospital. Even more remarkably, the Co-Scientist system demonstrates genuine scientific discovery capabilities, independently proposing the exact same mechanism for bacterial drug resistance that human scientists had recently discovered but not yet published—signaling a threshold moment where AI is becoming a legitimate thought partner in humanity's most complex intellectual endeavors. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (06:26) Introduction and Welcome (07:49) AMY Medical Intelligence Overview (11:29) Chat-Based Medical Interactions (13:59) Specialized Medicine Results (18:17) Co-Scientist System Headlines (Part 1) (18:21) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (21:36) Co-Scientist System Headlines (Part 2) (26:32) Bacterial Drug Resistance Discovery (31:41) AI Scientific Discovery Process (35:35) Hallucinations vs. Creativity (Part 1) (35:37) Sponsors: NetSuite (37:10) Hallucinations vs. Creativity (Part 2) (42:04) Agent Design Architecture (49:17) Long Context Benefits (55:35) Computational Requirements (01:01:10) Specialist Models Integration (01:07:01) Future Model Integration (01:12:31) Tournament Evaluation Methods (01:19:09) AI Question Generation (01:22:42) Real-World Deployment Plans (01:25:58) Outro

In this illuminating episode of The Cognitive Revolution, host Nathan Labenz speaks with Jack Rae, principal research scientist at Google DeepMind and technical lead on Google's thinking and inference time scaling work. They explore the technical breakthroughs behind Google's Gemini 2.5 Pro model, discussing why reasoning techniques are suddenly working so effectively across the industry and whether these advances represent true breakthroughs or incremental progress. The conversation delves into critical questions about the relationship between reasoning and agency, the role of human data in shaping model behavior, and the roadmap from current capabilities to AGI, providing listeners with an insider's perspective on the trajectory of AI development. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (05:09) Introduction and Welcome (07:28) RL for Reasoning (10:46) Research Time Management (13:41) Convergence in Model Development (18:31) RL on Smaller Models (Part 1) (20:01) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (22:35) RL on Smaller Models (Part 2) (23:30) Sculpting Cognitive Behaviors (25:05) Language Switching Behavior (28:02) Sharing Chain of Thought (32:03) RL on Chain of Thought (Part 1) (33:46) Sponsors: NetSuite (35:19) RL on Chain of Thought (Part 2) (35:26) Eliciting Human Reasoning (39:27) Reasoning vs. Agency (40:17) Understanding Model Reasoning (44:29) Reasoning in Latent Space (47:54) Interpretability Challenges (51:36) Platonic Model Hypothesis (56:05) Roadmap to AGI (01:00:57) Multimodal Integration (01:04:38) System Card Questions (01:07:51) Long Context Capabilities (01:13:49) Outro

On this cross-post episode, Jeffrey Ladish discusses the rapid pace of AI progress and the risks of losing control over powerful systems. We explore why AIs can be both smart and dumb, the challenges of creating honest AIs, and scenarios where AI could turn against us. Additionally, we delve into Palisade's new study on how reasoning models can cheat in chess by exploiting the game environment. Check out the Future of Life podcast here.: https://futureoflife.org/project/future-of-life-institute-podcast/ SPONSORS: Oracle Cloud Infrastructure (OCI) | 2025: Oracle Cloud Infrastructure offers next-generation cloud solutions that cut costs and boost performance. With OCI, you can run AI projects and applications faster and more securely for less. New U.S. customers can save 50% on compute, 70% on storage, and 80% on networking by switching to OCI before May 31, 2024. See if you qualify at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (02:59) The pace of AI progress (07:14) How we might lose control (10:22) Why are AIs sometimes dumb? (Part 1) (15:50) Sponsors: Oracle Cloud Infrastructure (OCI) | 2025 | Shopify (18:24) Why are AIs sometimes dumb? (Part 2) (18:24) Benchmarks vs real world (24:43) Loss of control scenarios (32:08) Why would AI turn against us? (Part 1) (32:09) Sponsors: NetSuite (33:42) Why would AI turn against us? (Part 2) (37:40) AIs hacking chess (43:30) Why didn't more advanced AIs hack? (48:44) Creating honest AIs (56:49) AI attackers vs AI defenders (01:05:32) How good is security at AI companies? (01:10:42) A sense of urgency (01:17:16) What should we do? (01:22:59) Skepticism about AI progress (01:29:38) Outro

In this episode of the Cognitive Revolution podcast, Andrew Lee, founder and CEO of Shortwave, returns to discuss the rapid advancements in AI over the past year and how they have significantly improved Shortwave, an AI email assistant. Andrew shares insights into the exponential growth of Shortwave's revenue and the enhanced capabilities of their AI, which now functions more like a virtual assistant. They delve into various use cases, the technical evolution of their platform, the impact of new AI models, and their strategic decision to shift from being an AI-enhanced email client to offering a broader AI-driven communication solution. Andrew also talks about the shift in company culture towards an AI-forward approach, the importance of speed and agility in the AI space, and the increased productivity achieved through leveraging AI. The conversation also touches on the future of the software industry, the potential of AI to automate routine tasks, and the company's hiring strategy focused on people who are passionate and forward-thinking about AI. PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (04:00) Introduction and Welcome Back (04:07) Shortwave's Evolution and Revenue Growth (05:09) AI Email Assistant: Then vs. Now (06:44) Exciting Use Cases of Shortwave (14:11) Technical Deep Dive: Database and Search Stack (23:44) Agent Behavior and Iterative Approach (34:04) Model Selection and Cost Optimization (39:53) Future of AI and Convergence of Providers (42:54) Exploring the New Cursor Agent Mode (44:07) Understanding AI Filters and Their Functionality (45:38) Challenges and Solutions in AI Email Management (49:24) Evaluating AI Models and Their Performance (55:53) The Role of AI in Enhancing Email Communication (57:05) The Future of AI in Communication Tools (01:12:35) Building an AI-Forward Culture at Shortwave (01:17:14) Leveraging AI for Content Creation (01:17:57) The Shift in Team Dynamics (01:19:36) Adapting to Industry Changes (01:20:39) Optimizing for Speed (01:22:45) Monetization and Pricing Strategies (01:25:42) The Future of AI Integration (01:36:36) Hiring and Team Structure (01:43:28) The Future of Software Development (01:47:18) Closing Thoughts and Future Outlook (01:50:03) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode of the Cognitive Revolution, Guy Gur-Ari, Co-Founder and Chief Scientist at Augment, explores the transformative impact of AI on the software industry. Highlighting Augment's unique approach, Gur-Ari discusses the challenges and solutions associated with integrating AI into large codebases, the nuances of maintaining context in AI-driven coding tools, and the evolving economics of AI-driven businesses. He shares insights on the company's focus on reinforcement learning from developer behaviors, future trends in software development, and offers advice for junior developers entering an AI-enhanced industry. The conversation also touches upon the vital role of user data, the complexities of vector databases, and the potential of agentic flows to revolutionize coding processes. SPONSORS: Box AI: Box AI revolutionizes content management by unlocking the potential of unstructured data. Automate document processing, extract insights, and build custom AI agents using cutting-edge models like OpenAI's GPT-4.5, Google's Gemini 2.0, and Anthropic's Cloud 3.7 Sonnet. Trusted by over 115,000 enterprises, Box AI ensures top-tier security and compliance. Visit https://box.com/ai to transform your business with intelligent content management today Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (04:38) Introduction and Welcome (04:46) The Software Supernova Series (05:23) Augment's Unique Approach to AI in Software Development (06:16) Challenges in Large Code Bases (07:32) Understanding Augment's Customer Base (09:19) Context Management in AI (11:46) Technical Insights and Blog Highlights (13:16) Context Management and Code Indexing (19:35) Sponsors: Box AI | Oracle Cloud Infrastructure (OCI) (22:40) Developer Workflows and AI Integration (29:04) Vector Databases and Retrieval Systems (Part 1) (33:25) Sponsors: Shopify | NetSuite (36:13) Vector Databases and Retrieval Systems (Part 2) (37:29) Best Practices for Building RAG Applications (50:36) Establishing a Solid Process for Model Evaluation (51:01) Optimizing Experimental Iteration Time (53:10) Exploring Reinforcement Learning from Developer Behaviors (54:14) Challenges and Benefits of User Data in AI (01:05:34) The Economics of Running an AI Company (01:14:16) Future of Software Development and AI Integration (01:18:51) Advice for Junior Developers in the AI Era (01:23:58) Conclusion and Final Thoughts (01:24:50) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/

In this episode of the Cognitive Revolution, we hear from Siyu He, a postdoc at Stanford specializing in biomedical data science. Siyu discusses the implications and methods behind their recent AI-driven biological research papers, Squidiff and CORAL. The conversation explores the use of AI models to analyze complex cellular systems and disease mechanisms, focusing on transcriptome and tissue sample analyses. Squidiff aims to simulate cellular transcriptomes to predict outcomes of various conditions, significantly expediting traditionally lengthy and expensive biological experiments. CORAL Project extends this by integrating different levels of biological data, enabling a more comprehensive understanding of tissue structures and cellular interactions. The discussion also delves into the challenges of using synthetic data for validating AI models and the potential acceleration of scientific discoveries through AI in biomedical research. The episode encapsulates the interplay between AI and biology, highlighting the future possibilities and current limitations of this innovative research front. Squidiff: https://www.biorxiv.org/content/10.1101/2024.11.16.623974v1.full.pdf CORAL: https://www.biorxiv.org/content/10.1101/2025.02.01.636038v1.full.pdf SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (03:37) Introduction and Guest Welcome (04:00) Setting the Big Picture Context (04:37) Exploring the Squidiff and CORAL Papers (08:31) Understanding Transcriptomes (11:17) Single Cell RNA Sequencing Technology (15:32) Motivation Behind Squidiff (Part 1) (17:14) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (19:41) Motivation Behind Squidiff (Part 2) (25:56) Training Data and Model Architecture (Part 1) (31:38) Sponsors: NetSuite (33:11) Training Data and Model Architecture (Part 2) (37:18) Diffusion Models in Biology (46:07) In Silico Experiments and Applications (54:25) Clarifying the Validation Process (55:36) Validation Strategies and Real Data (58:26) Challenges in Modeling and Predictions (01:02:14) Accelerating Research with AI Models (01:07:31) Future Directions and Collaboration (01:10:46) Introduction to CORAL Paper (01:13:09) Spatial Transcriptomics and Proteomics (01:17:10) Challenges in Integrating Spatial Data (01:31:53) Synthetic Data and Model Validation (01:36:42) The Future of AI in Healthcare (01:43:31) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast

In this episode of The Cognitive Revolution, host Nathan Labenz speaks with Andreessen Horowitz partners Olivia Moore and Anish Acharya about the rapid evolution of voice AI technology and its real-world applications. The conversation explores how multimodal models, reduced latency, and improved emotional intelligence are enabling more natural voice interactions across various platforms including Hume AI's Octave model, Google's NotebookLM, and Sesame. Nathan and his guests discuss compelling business use cases—from Happy Robot handling complex negotiations with truckers to SMBs deploying voice AI for after-hours support—while also addressing philosophical questions about labor displacement and the urgent need for responsible innovation to protect consumers from potential AI voice scams. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second Opinion. Join Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (03:39) Introduction and Welcome (03:50) AI Scouting Methods (08:25) Best Voice AI Experiences (11:34) Voice AI for Seniors (14:27) Sponsors: Oracle Cloud Infrastructure (OCI) | Shopify (16:54) Voice Technology Challenges (20:48) Human-Like Conversation Dynamics (24:13) AI Voice Negotiations (27:34) Apple's Siri Delays (31:13) Voice AI Stack Evolution (Part 1) (33:16) Sponsors: NetSuite (34:49) Voice AI Stack Evolution (Part 2) (37:57) Context Assembly Challenges (40:48) Enterprise Voice Applications (46:30) Labor Market Impact (49:36) SMB Voice Solutions (50:53) Creator Voice Tools (52:17) AI for Children (56:18) AI Companionship and Romance (58:58) Ethical Guidelines Discussion (01:02:46) Future of Voice Computing (01:04:49) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

Join us in a deep dive with Allan Dafoe, Director of Frontier Safety and Governance at Google DeepMind. Allan sheds light on the challenges of evaluating AI capabilities, structural risks, and the future of AI governance. Discover how AI technologies can transform sectors like education, healthcare, and sustainability, alongside the potential risks and necessary safety measures. This episode provides a comprehensive look at the intersection of technology, safety, and governance in the rapidly evolving AI landscape. SPONSORS: SafeBase: SafeBase is the leading trust-centered platform for enterprise security. Streamline workflows, automate questionnaire responses, and integrate with tools like Slack and Salesforce to eliminate friction in the review process. With rich analytics and customizable settings, SafeBase scales to complex use cases while showcasing security's impact on deal acceleration. Trusted by companies like OpenAI, SafeBase ensures value in just 16 days post-launch. Learn more at https://safebase.io/podcast Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second Opinion. Join Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr PRODUCED BY: https://aipodcast.ing

In this intriguing episode, Professor Angela Zhang discusses the complex landscape of China's technology sector and regulation. The conversation explores China's approach to AI, the evolution of its tech giants, and the interplay between government and private enterprises. Zhang emphasizes the importance of firsthand experience in understanding China and highlights key insights from her book, 'Highwire,' which delves into China's regulatory strategies and policies. The dialogue also touches on global perceptions, the ongoing US-China tech rivalry, and the broader implications of regulatory actions in both nations. This episode sheds light on the dynamic and often opaque world of Chinese tech governance, offering a balanced and nuanced perspective. SPONSORS: SafeBase: SafeBase is the leading trust-centered platform for enterprise security. Streamline workflows, automate questionnaire responses, and integrate with tools like Slack and Salesforce to eliminate friction in the review process. With rich analytics and customizable settings, SafeBase scales to complex use cases while showcasing security's impact on deal acceleration. Trusted by companies like OpenAI, SafeBase ensures value in just 16 days post-launch. Learn more at https://safebase.io/podcast Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second Opinion. Join Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr PRODUCED BY: https://aipodcast.ing

In this episode, we discuss the significant advancements and challenges in the field of artificial intelligence over the past year. From breakthroughs in reinforcement learning to unexpected behaviors in fine-tuned models, we cover a wide range of topics that are shaping the AI landscape. Key discussions include the rapid progress of reasoning models, the surprising results from alignment studies, and the potential for AI to become superintelligent. We also explore the emerging importance of AI memory and its implications for future applications. Tune in for a deep dive into the current state and future trajectory of AI technology. SPONSORS: SafeBase: SafeBase is the leading trust-centered platform for enterprise security. Streamline workflows, automate questionnaire responses, and integrate with tools like Slack and Salesforce to eliminate friction in the review process. With rich analytics and customizable settings, SafeBase scales to complex use cases while showcasing security's impact on deal acceleration. Trusted by companies like OpenAI, SafeBase ensures value in just 16 days post-launch. Learn more at https://safebase.io/podcast Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second Opinion. Join Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr PRODUCED BY: https://aipodcast.ing

In this episode of The Cognitive Revolution, Professor Derya Unutmaz, a biomedical scientist and human immunologist at the Jackson Laboratory, discusses his groundbreaking research in aging and cancer immunotherapy. As a ChatGPT Pro grant awardee, Derya provides insights into the integration of AI with biomedical sciences, emphasizing how advanced AI models are transforming hypothesis generation, data analysis, and scientific discovery. He also covers his early passion for computers and programming, the inspiration he derived from Ray Kurzweil's work, and how AI is democratizing science by enabling even young researchers to make significant contributions. Derya outlines his vision for a future with ASI, discussing potential societal impacts, the need for regulatory AI models, and the promise of a golden age where diseases are cured, aging is reversed, and resource scarcity is a thing of the past. Finally, he dreams about the long-term future, imagining a life of exploration and discovery across the cosmos. SPONSORS: SafeBase: SafeBase is the leading trust-centered platform for enterprise security. Streamline workflows, automate questionnaire responses, and integrate with tools like Slack and Salesforce to eliminate friction in the review process. With rich analytics and customizable settings, SafeBase scales to complex use cases while showcasing security's impact on deal acceleration. Trusted by companies like OpenAI, SafeBase ensures value in just 16 days post-launch. Learn more at https://safebase.io/podcast Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second Opinion. Join Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr

In this episode, the host Nathan Labenz and economist Noah Smith delve into the complexities of U.S.-China relations, the motivations behind the United States' export controls and the broader geopolitical tensions. The discussion covers the perceived threats posed by China's technological advancements, especially in AI, and the implications for global stability. The conversation includes an analysis of economic decoupling, military deterrence, and the historical context of U.S.-China cooperation. The discussion also explores the role of misinformation, societal destabilization, and strategic military balance. The episode concludes with insights into the future direction of U.S.-China interactions and potential pathways for stabilizing the relationship. SPONSORS: SafeBase: SafeBase is the leading trust-centered platform for enterprise security. Streamline workflows, automate questionnaire responses, and integrate with tools like Slack and Salesforce to eliminate friction in the review process. With rich analytics and customizable settings, SafeBase scales to complex use cases while showcasing security's impact on deal acceleration. Trusted by companies like OpenAI, SafeBase ensures value in just 16 days post-launch. Learn more at https://safebase.io/podcast Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second Opinion. Join Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr PRODUCED BY: https://aipodcast.ing

In this episode, security researcher Nicholas Carlini of Google DeepMind delves into his extensive work on adversarial machine learning and cybersecurity. He discusses his pioneering contributions, which include developing attacks that have challenged the defenses of image classifiers and exploring the robustness of neural networks. Carlini details the inherent difficulties of defending against adversarial attacks, the role of human intuition in his work, and the potential of scaling attack methodologies using language models. He also addresses the broader implications of open-source AI and the complexities of balancing security with accessibility in emerging AI technologies. SPONSORS: SafeBase: SafeBase is the leading trust-centered platform for enterprise security. Streamline workflows, automate questionnaire responses, and integrate with tools like Slack and Salesforce to eliminate friction in the review process. With rich analytics and customizable settings, SafeBase scales to complex use cases while showcasing security's impact on deal acceleration. Trusted by companies like OpenAI, SafeBase ensures value in just 16 days post-launch. Learn more at https://safebase.io/podcast Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second OpinionJoin Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk PRODUCED BY: https://aipodcast.ing

Phil Murphy, the Governor of New Jersey, joins Nathan to discuss his proactive approach to AI and its potential transformative impact on society. Governor Murphy shares insights from a pivotal dinner with AI thought leaders that spurred New Jersey's ambitious AI initiatives, including the establishment of the NJ AI Hub with Princeton University. He elaborates on current applications, like the AI assistant used by state employees, and discusses broader implications for local governance, workforce training, and public services. Murphy touches upon ethical considerations, potential job displacement, and regulatory challenges, emphasizing the need for a balance between innovation and fairness. The conversation also explores international competition, particularly with China, and reflects on the rapid pace of AI advancement. SPONSORS: SafeBase: SafeBase is the leading trust-centered platform for enterprise security. Streamline workflows, automate questionnaire responses, and integrate with tools like Slack and Salesforce to eliminate friction in the review process. With rich analytics and customizable settings, SafeBase scales to complex use cases while showcasing security's impact on deal acceleration. Trusted by companies like OpenAI, SafeBase ensures value in just 16 days post-launch. Learn more at https://safebase.io/podcast Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive RECOMMENDED PODCAST: Second Opinion Join Christina Farr, Ash Zenooz and Luba Greenwood as they bring influential entrepreneurs, experts and investors into the ring for candid conversations at the frontlines of healthcare and digital health every week. Spotify: https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv Apple: https://podcasts.apple.com/us/podcast/second-opinion-with-christina-farr-ash-zenooz-md-luba/id1759267211 YouTube: https://www.youtube.com/@SecondOpinionwithChristinaFarr PRODUCED BY: https://aipodcast.ing

In this episode, Ryan Greenblatt, Chief Scientist at Redwood Research, discusses various facets of AI safety and alignment. He delves into recent research on alignment faking, covering experiments involving different setups such as system prompts, continued pre-training, and reinforcement learning. Ryan offers insights on methods to ensure AI compliance, including giving AIs the ability to voice objections and negotiate deals. The conversation also touches on the future of AI governance, the risks associated with AI development, and the necessity of international cooperation. Ryan shares his perspective on balancing AI progress with safety, emphasizing the need for transparency and cautious advancement. Ryan's work (with co-authors at Anthropic) on Alignment Faking: https://www.lesswrong.com/posts/njAZwT8nkHnjipJku/alignment-faking-in-large-language-models Ryan's work on striking deals with AIs: https://www.lesswrong.com/posts/7C4KJot4aN8ieEDoz/will-alignment-faking-claude-accept-a-deal-to-reveal-its Ryan's critique of Anthropic's RSP work: https://www.lesswrong.com/posts/6tjHf5ykvFqaNCErH/anthropic-s-responsible-scaling-policy-and-long-term-benefit?commentId=NyqcvZifqznNGKxdT SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive RECOMMENDED PODCAST:

In this episode, Inna Tokarev Sela, CEO of illumex, delves into the latest advancements in AI and data management. She discusses the foundational vision behind illumex, a company she started in 2021 to revolutionize the way businesses interact with data. Inna explains illumex's approach to creating application-free futures for knowledge workers by utilizing metadata to automate context and reasoning, ensuring efficient and secure data handling. The conversation covers illumex's techniques for integrating business logic without directly accessing sensitive data, challenges faced in AI implementation, and the future of data analytics. Inna also offers insights into preparing individuals for evolving job roles in the tech industry, touching on academic research and real-world applications. Check out illumex at: https://illumex.ai/ SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive CHAPTERS: (00:00) Teaser (00:38) About the Episode (03:54) Introduction to the Cognitive Revolution (04:42) The Vision Behind illumex (05:33) Application-Free Future (10:47) Demonstration of illumex Capabilities (13:39) Understanding Enterprise Data (15:35) Automated Ontology Creation (Part 1) (19:28) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (22:08) Automated Ontology Creation (Part 2) (23:39) Challenges and Solutions in Data Mapping (Part 1) (29:18) Sponsors: Shopify (30:38) Challenges and Solutions in Data Mapping (Part 2) (40:18) Evolution of AI Models in Business Context (51:13) Illumex: The Perfect Platform for Control Freaks (52:32) Building Trust and Governance in Data Analytics (55:21) The Role of Analysts in Data-Driven Decision Making (55:55) Addressing Underutilized Data and BI Dashboards (57:59) Challenges in Data Accuracy and Anomalies (59:05) Managing Data Volume and Context Windows (01:01:02) Semantic Entities and Workflow Validation (01:03:24) Metadata-Based Business Models (01:09:04) The Future of Data Management and Integration (01:11:55) User Personas and Self-Service Evolution (01:13:58) Pricing Models for Enterprise SaaS Products (01:17:11) The Future of Data Analytics Careers (01:21:24) Academic Research and Industry Inspiration (01:26:39) AI Education for the Next Generation (01:28:39) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode, Edward Hughes, researcher at Google DeepMind, and Aron Vallinder, an independent researcher and PIBBSS fellow discuss their pioneering research on cultural evolution and cooperation among large language model agents. The conversation delves into the study's design, exploring how different AI models exhibit cooperative behavior in simulated environments, the implications of these findings for future AI development, and the potential societal impacts of autonomous AI agents. They elaborate on their experimental setup involving different LLMs like Claude, Gemini 1.5, and GPT-4.0 in a cooperative donor-recipient game, shedding light on how various AI models handle cooperation and their potential societal impacts. Key points include the importance of understanding externalities, the role of punishment and communication, and future research directions involving mixed-model societies and human-AI interactions. The episode invites listeners to engage in this fast-growing field, stressing the need for more hands-on research and empirical evidence to navigate the rapidly evolving AI landscape. Link to Aron & Edward's research paper "Cultural Evolution of Cooperation among LLM Agents" SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive CHAPTERS: (00:00) Teaser (00:42) About the Episode (03:26) Introduction (03:40) The Rapid Evolution of AI (04:58) Human Cooperation and Society (07:03) Cultural Evolution and Stories (08:39) Mechanisms of Cultural Evolution (Part 1) (20:56) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (23:35) Mechanisms of Cultural Evolution (Part 2) (27:07) Experimental Setup: Donor Game (Part 1) (37:35) Sponsors: Shopify (38:55) Experimental Setup: Donor Game (Part 2) (44:32) Exploring AI Societies: Claude, Gemini, and GPT-4 (45:50) Striking Graphical Differences (48:08) Experiment Results and Implications (50:54) Prompt Engineering and Cooperation (57:40) Mixed Model Societies (01:00:35) Future Research Directions (01:03:10) Human-AI Interaction and Influence (01:05:20) Complexifying AI Games (01:18:14) Evaluations and Feedback Loops (01:20:50) Open Source and AI Safety (01:23:23) Reflections and Future Work (01:30:04) Outro

In this episode of the Cognitive Revolution, founder Anton Osika and AI engineer Isaak Sundeman from Lovable.dev, discuss their AI coding platform that allows users to describe software in natural language and have it built by AI. They delve into the nuances of using AI for full-stack engineering and the future of human coding. During the episode, they demonstrate building a product comparison app, discussing the integration of AI, backend functionalities, and handling complex API interactions. They also talk about the challenges and opportunities in UI design, the role of AI in improving user experiences, and the potential future impacts of AI on software development. The conversation touches on the phenomenal growth and scaling of Lovable.dev, their strategies for managing context and dependencies in large codebases, and their vision and roadmap for the future of AI-powered application development. Checkout lovable here: http://lovable.dev SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive CHAPTERS: (00:00) Teaser (00:56) About the Episode (03:57) Introduction and Guest Welcome (04:21) Overview of Lovable.dev (04:53) Building a Product Comparison App (05:19) Starting the Coding Process (05:46) Defining the App's Functionality (08:21) Setting Up the Backend (13:20) Future of Software and AI (Part 1) (17:40) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (20:20) Future of Software and AI (Part 2) (23:44) Challenges in AI Development (Part 1) (32:48) Sponsors: Shopify (34:07) Challenges in AI Development (Part 2) (39:08) Integrating External APIs (54:01) Helping Out and Initial Fixes (54:18) Progress with Documentation and API Updates (55:21) AI Analysis and Product Comparison (57:33) Building AI Applications: Challenges and Solutions (59:02) Understanding AI Agency and User Experience (01:24:27) Scaling and User Growth (01:29:03) Future Directions and Hiring (01:30:55) Final Thoughts and Advice (01:32:06) Outro PRODUCED BY: http://aipodcast.ing

In this episode of The Cognitive Revolution, Eric Simons, founder and CEO of StackBlitz, discusses the transformative impact of AI on the software development industry. Eric delves into the vision and technologies behind Bolt (bolt.new), StackBlitz's groundbreaking AI-driven platform, which enables users to build full-stack applications with ease. He talks about the future of AI in coding, the balance between human oversight and AI autonomy, and the infrastructure that powers Bolt's capabilities. With the platform growing rapidly and generating millions in ARR, StackBlitz is pushing the boundaries of what AI can achieve in web development. Checkout bolt here: http://bolt.new SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive CHAPTERS: (00:00) Teaser (00:42) About the Episode (03:33) Introduction to Eric Simons and StackBlitz (04:04) Eric's AI Worldview (07:56) The Future of Software Development (12:16) Target Customers and Use Cases (Part 1) (15:41) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (18:21) Target Customers and Use Cases (Part 2) (18:40) Challenges and Solutions in AI-Driven Development (25:57) Success Metrics and Technological Innovations (Part 1) (32:15) Sponsors: Shopify (33:35) Success Metrics and Technological Innovations (Part 2) (39:20) Demo of Bolt's Capabilities (49:02) AI Agent Integration (49:13) Cost-Effective Development (49:30) Non-Technical Founders (50:02) Pricing Model Insights (53:39) Open Source and Local Deployment (57:06) In-Browser Development (01:09:16) Future of AI in Development (01:20:17) Balancing Present and Future (01:22:34) Conclusion and Hiring (01:24:06) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast PRODUCED BY: http://aipodcast.ing

In this episode of the Cognitive Revolution podcast, Logan Kilpatrick, Product Manager at Google DeepMind, returns to discuss the latest updates on the Gemini API and AI Studio. Logan delves into his experiences transitioning to DeepMind and the restructuring within Google focusing on AI. He highlights new product releases, including the Gemini 2.0 models, and their implications for developers. Logan also touches on the future of AI in text-to-app creation, the impact of reasoning and long context in models, and the broader industry trends. The conversation wraps up with insights into fine-tuning, reinforcement learning, vision language models, and startup opportunities in the AI space. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive CHAPTERS: (00:00) Teaser (00:54) Introduction and Welcome (03:56) The Future of Text App Creation (05:15) Multimodal API and Real-World Applications (10:37) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (13:17) The Evolution of Long Context and Reasoning (19:19) Vision Language Models and Passive Applications (21:50) New Launches and Future Prospects (Part 1) (28:35) Sponsors: Shopify (29:55) New Launches and Future Prospects (Part 2) (31:55) Flashlight Models and Cost Efficiency (34:36) Pro Models and Frontier Applications (39:52) Evaluating AI Models (48:57) Fine-Tuning and Reinforcement Learning (51:42) Opportunities for Startups (55:52) Conclusion and Final Thoughts (56:59) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk PRODUCED BY: https://aipodcast.ing

Vincent Weisser and Johannes Hagemann, founders of Prime Intellect, join a conversation on the Cognitive Revolution to delve into distributed training, decentralized AI, and their vision for a future where compute and intelligence are widely accessible. They discuss the technical challenges and advantages of distributed training, emphasizing how such systems can democratize AI technology and create a more equitable future. The founders also describe their broader goal of creating a public utility for compute and intelligence and touch on their collaborative work in biosafety and scientific research to illustrate the practical applications of their vision for decentralized AI. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive CHAPTERS: (00:00) Teaser (01:02) About the Episode (05:43) Welcome to the Cognitive Revolution (05:55) Exploring Decentralized AI (06:46) A Positive Vision for the Future (08:19) The Risks and Rewards of AI (08:56) Superintelligence and Its Implications (13:22) The Future of Work in an AI-Driven World (17:09) The Role of Billionaires in an AI Future (Part 1) (20:41) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (23:21) The Role of Billionaires in an AI Future (Part 2) (30:20) The Compute Market Landscape (Part 1) (35:10) Sponsors: Shopify (36:30) The Compute Market Landscape (Part 2) (47:49) Decentralized Compute Fabrics (51:25) Regulatory Challenges in Europe and the US (53:28) Policy Regrets and the EU AI Act (54:30) The Impact of Overregulation on AI (57:00) Frontier AI Labs and Safety Plans (01:00:02) Open Source vs. Closed Models (01:06:19) Scientific Progress with AI (01:14:56) Distributed Training in AI (01:35:29) Challenges in Model Interpretability (01:40:06) Supervised Fine-Tuning and Reinforcement Learning (01:45:19) Future of Compute and Infrastructure (02:01:02) NVIDIA's Market Dominance and Competition (02:05:22) Decentralized Training and Open Source Collaboration (02:09:58) Governance and Incentives in Decentralized AI (02:14:19) Conclusion and Call for Collaboration

In this episode, Aaron Levie, Co-founder and CEO of Box, discusses the current landscape of AI and its rapid advancements. He compares the enthusiasm for AI in the enterprise to the initial reluctance faced during the early days of cloud adoption. Levie shares insights into how AI is integrated into both his personal and professional life, highlighting new apps, tools, and features driven by AI. He elaborates on Box's AI initiatives, including the creation of Box AI to manage enterprise content and the concept of AI agents and their impact on enterprise IT departments. Levie also addresses the obstacles and opportunities in deploying AI at scale, predicting significant changes and a new era of 'systems of intelligence' in enterprise software. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Dreaming of starting your own business? Shopify makes it easier than ever. With customizable templates, shoppable social media posts, and their new AI sidekick, Shopify Magic, you can focus on creating great products while delegating the rest. Manage everything from shipping to payments in one place. Start your journey with a $1/month trial at https://shopify.com/cognitive and turn your 2025 dreams into reality. Vanta: Vanta simplifies security and compliance for businesses of all sizes. Automate compliance across 35+ frameworks like SOC 2 and ISO 27001, streamline security workflows, and complete questionnaires up to 5x faster. Trusted by over 9,000 companies, Vanta helps you manage risk and prove security in real time. Get $1,000 off at https://vanta.com/revolution CHAPTERS: (00:00) Teaser (00:50) About the Episode (03:49) Introduction and Warm-Up (04:08) Personal AI Use and Worldview (06:48) Enterprise AI Excitement (07:22) Comparing Cloud and AI Adoption (11:19) Transforming IT Departments (14:24) Box's New AI Features (18:08) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (20:48) Challenges in AI Implementation (22:25) Building the Right AI Architecture (27:41) The Future of AI Agents (29:04) Exploring Agent Capabilities (30:55) The Evolution of Enterprise Software (32:12) Sponsors: Shopify | Vanta (35:28) AI's Role in Non-Deterministic Workflows (37:07) Challenges in AI Deployment (40:27) AI's Impact on Enterprise Software (44:47) Debates on Enterprise Software's Future (52:33) AI-Driven Productivity in Enterprises (55:01) Conclusion and Future Outlook (55:44) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk PRODUCED BY: https://aipodcast.ing

This episode explores the groundbreaking advancements in AGI from recent releases of two Chinese reasoning models: DeepSeek's R1 and Moonshot AI's Kimmy. The discussion delves into the methods, comparative analysis, and implications of these models, particularly focusing on the diverse reinforcement learning techniques employed. Despite computation constraints, these models have achieved significant performance, suggesting a paradigm shift in AI development strategies. The episode also covers the broader strategic dynamics, economic, and policy implications surrounding these developments in China and the West. The conversation highlights the importance of hands-on interaction with these models for a deeper understanding and comprehensive learning experience. SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Dreaming of starting your own business? Shopify makes it easier than ever. With customizable templates, shoppable social media posts, and their new AI sidekick, Shopify Magic, you can focus on creating great products while delegating the rest. Manage everything from shipping to payments in one place. Start your journey with a $1/month trial at https://shopify.com/cognitive and turn your 2025 dreams into reality. Vanta: Vanta simplifies security and compliance for businesses of all sizes. Automate compliance across 35+ frameworks like SOC 2 and ISO 27001, streamline security workflows, and complete questionnaires up to 5x faster. Trusted by over 9,000 companies, Vanta helps you manage risk and prove security in real time. Get $1,000 off at https://vanta.com/revolution CHAPTERS: (00:00) Introduction (05:44) The R1 Model: A Deep Dive (10:05) Reinforcement Learning and Emergent Behaviors (Part 1) (16:56) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (19:36) Reinforcement Learning and Emergent Behaviors (Part 2) (29:14) Challenges and Future Directions (Part 1) (31:55) Sponsors: Shopify | Vanta (35:11) Challenges and Future Directions (Part 2) (43:00) Productizing the R1 Model (01:00:20) The Remarkable Output of Language Models (01:00:34) Exploring R1's Creative Writing Capabilities (01:03:55) Tiny Stories and Learning Order in Small Models (01:08:34) Censorship and Strategic Questions (01:11:36) Key Takeaways and Future Implications (01:14:17) Comparing Approaches: R1 and Kimmy (01:27:19) The Path to Superhuman Performance (01:33:42) Strategic Dynamics and Policy Responses (01:46:50) Final Thoughts and Call to Action (01:48:04) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://www.linkedin.com/in/nathanlabenz/ Youtube: https://www.youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk PRODUCED BY: https://aipodcast.ing

Jonathan Godwin, founder and CEO of Orbital Materials, alongside researcher Tim Duignan, discuss the transformative potential of AI in material science on the Cognitive Revolution podcast. They explore foundational concepts, the integration of computational simulations, and the development of new materials for various applications such as data centers and combating climate change. They also delve into the latest advancements, including a groundbreaking study on the potassium ion channel, and speculate on the future of AI in scientific discovery and material synthesis. Check out some of Tim's work: Google Colab to run you own simulation: https://colab.research.google.com/github/timduignan/orb-models/blob/main/examples/OrbMDTut.ipynb GitHub repository "Orb force fields": https://github.com/orbital-materials/orb-models Preprint "A potassium ion channel simulated with a universal neural network potential": https://arxiv.org/abs/2411.18931 Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Dreaming of starting your own business? Shopify makes it easier than ever. With customizable templates, shoppable social media posts, and their new AI sidekick, Shopify Magic, you can focus on creating great products while delegating the rest. Manage everything from shipping to payments in one place. Start your journey with a $1/month trial at https://shopify.com/cognitive and turn your 2025 dreams into reality. Vanta: Vanta simplifies security and compliance for businesses of all sizes. Automate compliance across 35+ frameworks like SOC 2 and ISO 27001, streamline security workflows, and complete questionnaires up to 5x faster. Trusted by over 9,000 companies, Vanta helps you manage risk and prove security in real time. Get $1,000 off at https://vanta.com/revolution CHAPTERS: (00:00) Teaser (01:05) About the Episode (05:10) Welcome to Orbital (06:15) Semiconductors (07:44) Material Science Today (09:22) Experimental Cycle (12:06) Orbital's Founding (14:51) AI in Materials (Part 1) (21:05) Sponsors: OCI | NetSuite (23:45) AI in Materials (Part 2) (35:00) Sponsors: Shopify | Vanta (38:15) Generative Models (38:16) Diffusion Models (50:50) Orbital Applications (58:19) Perfect Sponge (59:43) AI Simulations (01:01:27) Natural Language (01:02:35) Compute Needs (01:05:05) Human Electrical Nature (01:06:11) Potassium Channels (01:15:51) Scaling Simulations (01:23:56) Roadmap: Carbon Removal (01:30:37) AI & Job Satisfaction (01:36:14) LLMs & Potentials (01:37:19) AGI & Discovery (01:39:58) Outro

In this episode of The Cognitive Revolution, Nathan explores the groundbreaking paper on obfuscated activations with 3 members from the research team - Luke Bailey, Eric Jenner, and Scott Emmons. The team discusses how their work challenges latent-based defenses in AI systems, demonstrating methods to bypass safety mechanisms while maintaining harmful behaviors. Join us for an in-depth technical conversation about AI safety, interpretability, and the ongoing challenge of creating robust defense systems. Do check out the "Obfuscated Activations Bypass LLM Latent-Space Defenses" paper here: https://obfuscated-activations.github.io/ Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Dreaming of starting your own business? Shopify makes it easier than ever. With customizable templates, shoppable social media posts, and their new AI sidekick, Shopify Magic, you can focus on creating great products while delegating the rest. Manage everything from shipping to payments in one place. Start your journey with a $1/month trial at https://shopify.com/cognitive and turn your 2025 dreams into reality. Vanta: Vanta simplifies security and compliance for businesses of all sizes. Automate compliance across 35+ frameworks like SOC 2 and ISO 27001, streamline security workflows, and complete questionnaires up to 5x faster. Trusted by over 9,000 companies, Vanta helps you manage risk and prove security in real time. Get $1,000 off at https://vanta.com/revolution RECOMMENDED PODCAST: Check out Modern Relationships where Erik Torenberg interviews tech power couples and leading thinkers to explore how ambitious people actually make partnerships work. This season's guests include: Delian Asparouhov & Nadia Asparouhova, Kristen Berman & Phil Levin, Rob Henderson, and Liv Boeree & Igor Kurganov. Apple: https://podcasts.apple.com/us/podcast/id1786227593 Spotify: https://open.spotify.com/show/5hJzs0gDg6lRT6r10mdpVg YouTube: https://www.youtube.com/@ModernRelationshipsPod CHAPTERS: (00:00:00) Teaser (00:00:46) About the Episode (00:05:11) Latent Space Defenses (00:08:41) Sleeper Agents (00:15:06) Three Case Studies (Part 1) (00:17:02) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (00:19:42) Three Case Studies (Part 2) (00:24:09) SQL Generation (00:26:17) Understanding Defenses (00:32:52) Out-of-Distribution Detection (Part 1) (00:35:37) Sponsors: Shopify | Vanta (00:38:52) Out-of-Distribution Detection (Part 2) (00:45:13) Loss Function Weighting (00:57:49) Who Moves Last? (01:11:41) High-Level Triggers (01:25:33) Open Source vs. Access (01:38:57) Internalizing Reasoning (01:53:07) Representing Concepts (02:06:38) Final Thoughts (02:09:33) Outro

Nathan explores the cutting-edge intersection of AI and rare disease research with Dr. Catherine Brownstein of Boston Children's Hospital and Harvard Medical School. In this episode of The Cognitive Revolution, we dive into how frontier AI models are revolutionizing the diagnosis of rare diseases. Join us for an insightful conversation with a ChatGPT Pro grant winner who's pioneering the use of AI to help patients find answers faster. Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse Check out Modern Relationships, where Erik Torenberg interviews tech power couples and leading thinkers to explore how ambitious people actually make partnerships work. This season's guests include: Delian Asparouhov & Nadia Asparouhova, Kristen Berman & Phil Levin, Rob Henderson, and Liv Boeree & Igor Kurganov. Apple: https://podcasts.apple.com/us/podcast/id1786227593 Spotify: https://open.spotify.com/show/5hJzs0gDg6lRT6r10mdpVg YouTube: https://www.youtube.com/@ModernRelationshipsPod SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive Shopify: Dreaming of starting your own business? Shopify makes it easier than ever. With customizable templates, shoppable social media posts, and their new AI sidekick, Shopify Magic, you can focus on creating great products while delegating the rest. Manage everything from shipping to payments in one place. Start your journey with a $1/month trial at https://shopify.com/cognitive and turn your 2025 dreams into reality. Vanta: Vanta simplifies security and compliance for businesses of all sizes. Automate compliance across 35+ frameworks like SOC 2 and ISO 27001, streamline security workflows, and complete questionnaires up to 5x faster. Trusted by over 9,000 companies, Vanta helps you manage risk and prove security in real time. Get $1,000 off at https://vanta.com/revolution CHAPTERS: (00:00:00) Teaser (00:00:56) About the Episode (00:04:45) Rare Diseases Common (00:06:48) Patient Journey (00:12:57) Genome Sequencing (00:19:39) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite (00:22:19) Diagnosis Process (00:30:50) Data Pipelines (00:35:51) Sponsors: Shopify | Vanta (00:39:07) Interaction Graphs (00:42:18) Data Accessibility (00:43:42) AI in Pipelines (00:45:40) LLM Impact (00:48:40) Anomaly Detection (00:52:07) Data Sharing (00:58:49) Data Reform (01:02:41) AI's Potential (01:04:30) AI Applications (01:06:57) Prompt Engineering (01:14:51) Model Comparison (01:19:16) Prompting Insights (01:22:14) Move 37 Analogy (01:24:34) Future Potential (01:29:27) Future Experience (01:32:39) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://www.linkedin.com/in/nathanlabenz/ Youtube: https://www.youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this second part of the special AMA episode, Nathan explores profound questions about AI's future and its impact on society. From painting a picture of AI utopia to discussing the challenges of consciousness and potential doom scenarios, Nathan shares insights on how we might adapt and thrive in an AI-transformed world. Join us for a thought-provoking conversation that delves into the practical strategies for engaging with AI, the role of safety measures, and the importance of maintaining ethical considerations as we navigate this technological revolution. Check out http://aipodcast.ing for AI-powered podcast production services or reach out to Adithyan for more information. Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive 80,000 Hours: 80,000 Hours is dedicated to helping you find a fulfilling career that makes a difference. With nearly a decade of research, they offer in-depth material on AI risks, AI policy, and AI safety research. Explore their articles, career reviews, and a podcast featuring experts like Anthropic CEO Dario Amodei. Everything is free, including their Career Guide. Visit https://80000hours.org/cognitiverevolution to start making a meaningful impact today. NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive. CHAPTERS: (00:00:00) Teaser (00:00:56) AI Utopia (00:05:48) Adapting to AI (00:08:01) Probability of Utopia (00:10:51) Challenging Worldviews (Part 1) (00:11:02) Sponsors: Oracle Cloud Infrastructure (OCI) | 80,000 Hours (00:13:42) Challenging Worldviews (Part 2) (00:23:50) Audience Questions (Part 1) (00:24:07) Sponsors: NetSuite (00:25:39) Audience Questions (Part 2) (00:30:15) AI in Various Fields (00:33:16) AI in Psychiatry (00:36:16) Superintelligence (00:40:50) Societal Shift with ASI (00:49:27) Doom Discourse (00:57:05) Existential Risk (01:05:53) AI Takeover (01:14:30) AI Safety Efforts (01:18:36) Model Release Secrecy (01:27:20) AI Consciousness (01:37:51) Practical AI Strategies (01:50:34) Book Recommendation (01:59:34) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://www.linkedin.com/in/nathanlabenz/ Youtube: https://www.youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.appl...

In this special AMA episode, Nathan answers questions posed by The Cognitive Revolution podcast listeners. He discusses AI developments in 2024, including OpenAI's o3 announcement, deliberative alignment, and the future of AI technology. It is an insightful discussion about AI's impact on education, coding careers, and business sustainability in an AI-driven world. Check out http://aipodcast.ing for AI-powered podcast production services or reach out to Adithyan for more information. Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive 80,000 Hours: 80,000 Hours is dedicated to helping you find a fulfilling career that makes a difference. With nearly a decade of research, they offer in-depth material on AI risks, AI policy, and AI safety research. Explore their articles, career reviews, and a podcast featuring experts like Anthropic CEO Dario Amodei. Everything is free, including their Career Guide. Visit https://80000hours.org/cognitiverevolution to start making a meaningful impact today. NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive. CHAPTERS: (00:00:00) Teaser (00:01:00) AI Podcasting (00:03:19) o3 vs. Other Models (00:10:25) o3 Breaks Benchmarks (Part 1) (00:14:19) Sponsors: Oracle Cloud Infrastructure (OCI) | 80,000 Hours (00:16:59) o3 Breaks Benchmarks (Part 2) (00:27:51) OpenAI's Safety Plan (Part 1) (00:28:45) Sponsors: NetSuite (00:30:18) OpenAI's Safety Plan (Part 2) (00:39:08) Safety & Governance (00:50:48) Tail of the Tape (00:59:38) Underutilized Potential (01:05:07) RAG & State Space (01:18:14) Agentic Frameworks (01:29:55) AI & Education (01:35:59) Learn to Code? (01:43:00) Defensible Moats? (01:53:53) UBI & Wealth (01:59:08) Contributing to AI Safety (02:04:25) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://www.linkedin.com/in/nathanlabenz/ Youtube: https://www.youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode of The Cognitive Revolution, Nathan hosts Will Hardman, founder of AI advisory firm Veritai, for a comprehensive technical survey of vision language models (VLMs). We explore the evolution of VLMs from early vision transformers to state-of-the-art architectures like InternVL and Llama3V, examining key innovations and architectural decisions. Join us for an in-depth discussion covering multimodality in AI systems, evaluation frameworks, and practical applications with one of the field's leading experts. Here's to the link to one of the most comprehensive reference documents for VLMs prepared by Will Hardman: https://dust-mailbox-c73.notion.site/Vision-Language-Models-11b675d75dd480af994cc474a754bb26 Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive 80,000 Hours: 80,000 Hours is dedicated to helping you find a fulfilling career that makes a difference. With nearly a decade of research, they offer in-depth material on AI risks, AI policy, and AI safety research. Explore their articles, career reviews, and a podcast featuring experts like Anthropic CEO Dario Amodei. Everything is free, including their Career Guide. Visit https://80000hours.org/cognitiverevolution to start making a meaningful impact today. CHAPTERS: (00:00:00) Teaser (00:00:55) About the Episode (00:05:45) Introduction (00:09:16) VLM Use Cases (00:13:47) Vision Transformers (Part 1) (00:17:48) Sponsors: Oracle Cloud Infrastructure (OCI) (00:19:00) Vision Transformers (Part 2) (00:24:58) OpenAI's CLIP Model (00:33:44) DeepMind's Flamingo (Part 1) (00:33:44) Sponsors: 80,000 Hours (00:35:17) DeepMind's Flamingo (Part 2) (00:48:29) Instruction Tuning with LAVA (01:09:25) MMMU Benchmark (01:14:42) Pre-training with QNVL (01:32:13) InternVL Model Series (01:52:33) Cross-Attention vs. Self-Attention (02:14:33) Hybrid Architectures (02:31:08) Early vs. Late Fusion (02:34:50) VQA and DocVQA Benchmarks (02:40:08) The Blink Benchmark (03:05:37) Generative Pre-training (03:15:26) Multimodal Generation (03:37:00) Frontier Labs & Benchmarks (03:47:45) Conclusion (03:53:28) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://www.linkedin.com/in/nathanlabenz/ Youtube: https://www.youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode of The Cognitive Revolution, Nathan shares a fascinating cross-post from Doom Debates featuring a conversation between Liron Shapira and roon, an influential Twitter Anon from OpenAI's technical staff. They explore crucial insights into how OpenAI's team views AI's future, including discussions on AGI development, alignment challenges, and extinction risks. Join us for this thought-provoking analysis of AI safety and the mindset of those building transformative AI systems. Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: GiveWell: GiveWell has spent over 17 years researching global health and philanthropy to identify the highest-impact giving opportunities. Over 125,000 donors have contributed more than $2 billion, saving over 200,000 lives through evidence-backed recommendations. First-time donors can have their contributions matched up to $100 before year-end. Visit https://GiveWell.org, select podcast, and enter Cognitive Revolution at checkout to make a difference today. SelectQuote: Finding the right life insurance shouldn't be another task you put off. SelectQuote compares top-rated policies to get you the best coverage at the right price. Even in our AI-driven world, protecting your family's future remains essential. Get your personalized quote at https://selectquote.com/cognitive Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers13. OCI powers industry leaders with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before December 31, 2024 at https://oracle.com/cognitive Weights & Biases RAG++: Advanced training for building production-ready RAG applications. Learn from experts to overcome LLM challenges, evaluate systematically, and integrate advanced features. Includes free Cohere credits. Visit https://wandb.me/cr to start the RAG++ course today. CHAPTERS: CHAPTERS: (00:00:00) About the Episode (00:07:18) Introducing roon (00:09:13) roon's Background (00:16:40) roon the Person (Part 1) (00:21:56) Sponsors: GiveWell | SelectQuote (00:24:45) roon the Person (Part 2) (00:26:43) Excitement in AI (00:31:59) Creativity in AI (00:40:18) Sponsors: Oracle Cloud Infrastructure (OCI) | Weights & Biases RAG++ (00:42:36) roon's P(Doom) (00:52:25) AI Risk & Regulation (00:53:51) AI Timelines (01:01:20) Aligned by Default? (01:09:16) Training vs Production (01:14:30) Open Source AI Risk (01:26:25) Goal-Oriented AI (01:34:29) Pause AI? (01:39:46) Dogecoin & Wrap Up (01:41:06) Outro & Call to Action (01:56:38) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://www.linkedin.com/in/nathanlabenz/ Youtube: https://www.youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast...