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"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

Erik Torenberg, Nathan Labenz
"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis
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  • Helen Toner: OpenAI Reflections, Adaptation Buffers, and AI in Warfare
    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
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  • Is a US-China Thucydides Trap Unavoidable? With David C. Kang from the ChinaTalk Podcast
    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
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    1:39:16
  • New in Nature: Google Agents Beat Human Doctors, Make Scientific Discoveries – With Vivek Natarajan and Anil Palepu
    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
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    1:27:57
  • Scaling "Thinking": Gemini 2.5 Tech Lead Jack Rae on Reasoning, Long Context, & the Path to AGI
    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
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  • Reward Hacking by Reasoning Models & Loss of Control Scenarios w/ Jeffrey Ladish of Palisade Research, from FLI Podcast
    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
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    1:32:17

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O "The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

A biweekly podcast where hosts Nathan Labenz and Erik Torenberg interview the builders on the edge of AI and explore the dramatic shift it will unlock in the coming years. The Cognitive Revolution is part of the Turpentine podcast network. To learn more: turpentine.co
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