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

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: 🎙️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

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...

In this episode of The Cognitive Revolution, Nathan interviews Emad Mostaque, former Founder and CEO of Stability AI and Founder of The Intelligent Internet. We explore humanity's future with AI, from the stark 50-50 survival odds to Emad's optimistic vision for universal basic intelligence. Join us for a fascinating discussion about open-source AI infrastructure, the three-tier system of the Intelligent Internet, and how blockchain technology might help fund global public goods in AI development. Check out Emad's publications on: Emad's Twitter: https://x.com/emostaque Emad's Blog: https://emad.posthaven.com/ Intelligent Internet Substack: https://intelligentinternet.substack.com/p/ii-intelligent-internet-primer?r=47215t&utm_campaign=post&utm_medium=web&triedRedirect=true The Cognitive Revolution Ask Me Anything and Listener Survey: https://docs.google.com/forms/d/1aYv2XLID7RqGxj2_Y4_6x9mo_aqXcGCeLw1EQhy4IpY/edit 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 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 (00:00:36) About the Episode (00:04:33) Intro (00:09:15) AI Risk (00:16:58) Sponsors: GiveWell | SelectQuote (00:19:48) AI Goals (00:23:52) AI Divergence (00:27:50) AI & Agency (00:32:18) Sponsors: Oracle Cloud Infrastructure (OCI) | 80,000 Hours (00:34:57) Kids & AI (00:39:50) Intelligent Internet (00:48:37) Open vs. Closed AI (00:53:30) AI Runaway (01:01:46) Building the Future (01:05:43) Energy & AI (01:15:19) Hypernodes (01:27:36) Proof of Beneficial Compute (01:38:28) Distributed Compute (01:45:10) Intelligent Internet Company (01:48:37) Finding Talent (01:55:33) Pause Letter (01:59:50) Regulation (02:04:04) Speed Limits (02:06:42) Data Filtering (02:10:54) 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 explores METR's groundbreaking REBench evaluation framework with Neev Parikh. We dive deep into how this new benchmark assesses AI systems' ability to perform real machine learning research tasks, from optimizing GPU kernels to fine-tuning language models. Join us for a fascinating discussion about the current capabilities of AI models like Claude 3.5 and GPT-4, and what their performance tells us about the trajectory of artificial intelligence development. Check out METR's work: blog post: https://metr.org/blog/2024-11-22-evaluating-r-d-capabilities-of-llms/ paper: https://metr.org/AI_R_D_Evaluation_Report.pdf jobs: https://hiring.metr.org/ The Cognitive Revolution Ask Me Anything and Listener Survey: https://docs.google.com/forms/d/1aYv2XLID7RqGxj2_Y4_6x9mo_aqXcGCeLw1EQhy4IpY/edit 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: (00:00:00) Teaser (00:01:04) About the Episode (00:05:14) Introducing METR (00:07:36) Specialization of AI Risk (00:09:52) AI R&D vs. Autonomy (00:12:41) Benchmark Design Choices (00:16:04) Benchmark Design Principles (Part 1) (00:18:54) Sponsors: GiveWell | SelectQuote (00:21:44) Benchmark Design Principles (Part 2) (00:22:35) AI vs. Human Evaluation (00:26:55) Optimizing Runtimes (00:36:02) Sponsors: Oracle Cloud Infrastructure (OCI) | Weights & Biases RAG++ (00:38:20) AI Myopia (00:43:37) Optimizing Loss (00:47:59) Optimizing Win Rate (00:50:24) Best of K Analysis (01:02:26) Best of K Limitations (01:09:04) Agent Interaction Modalities (01:12:34) Analyzing Benchmark Results (01:17:16) Model Performance Differences (01:22:49) Elicitation and Scaffolding (01:27:08) Context Window & Best of K (01:35:17) Reward Hacking & Bad Behavior (01:43:47) Future Directions & Hiring (01:46:20) 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/

Nathan discusses groundbreaking AI and biology research with Stanford Professor James Zou from the Chan Zuckerberg Initiative. In this episode of The Cognitive Revolution, we explore two remarkable papers: the virtual lab framework that created novel COVID treatments with minimal human oversight, and InterPLM's discovery of new protein motifs through mechanistic interpretability. Join us for an fascinating discussion about how AI is revolutionizing biological research and drug discovery. Got questions about AI? Submit them for our upcoming AMA episode + take our quick listener survey to help us serve you better - https://docs.google.com/forms/d/e/1FAIpQLSefHvs1-1g5xeqM7wSirQkzTtK-1fgW_OjyHPH9DvmbVAjEzA/viewform SPONSORS: 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 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. Everything is free, including their Career Guide. Visit https://80000hours.org/cognitiverevolution to start making a meaningful impact today. 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. CHAPTERS: CHAPTERS: (00:00:00) Teaser (00:00:35) About the Episode (00:04:30) Virtual Lab (00:08:09) AI Designs Nanobodies (00:14:43) Novel AI Pipeline (00:20:31) Human-AI Interaction (Part 1) (00:20:33) Sponsors: SelectQuote | Oracle Cloud Infrastructure (OCI) (00:23:22) Human-AI Interaction (Part 2) (00:32:31) Sponsors: 80,000 Hours | GiveWell (00:35:10) Project Cost & Time (00:41:04) Future of AI in Bio (00:45:46) InterPLM: Intro (00:50:30) AI Found New Concepts (00:55:02) Discovering New Motifs (00:57:14) Limitations & Future (01:01:32) 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

Nathan welcomes back computational biochemist Amelie Schreiber for a fascinating update on AI's revolutionary impact in biology. In this episode of The Cognitive Revolution, we explore recent breakthroughs including AlphaFold3, ESM3, and new diffusion models transforming protein engineering and drug discovery. Join us for an insightful discussion about how AI is reshaping our understanding of molecular biology and making complex protein engineering tasks more accessible than ever before. Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive 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: (00:00:00) Teaser (00:00:46) About the Episode (00:04:30) AI for Biology (00:07:14) David Baker's Impact (00:11:49) AlphaFold 3 & ESM3 (00:16:40) Protein Interaction Prediction (Part 1) (00:16:44) Sponsors: Shopify | SelectQuote (00:19:18) Protein Interaction Prediction (Part 2) (00:31:12) MSAs & Embeddings (Part 1) (00:32:32) Sponsors: Oracle Cloud Infrastructure (OCI) | Weights & Biases RAG++ (00:34:49) MSAs & Embeddings (Part 2) (00:35:57) Beyond Structure Prediction (00:51:13) Dynamics vs. Statics (00:57:24) In-Painting & Use Cases (00:59:48) Workflow & Platforms (01:06:45) Design Process & Success Rates (01:13:23) Ambition & Task Definition (01:19:25) New Models: PepFlow & GeoAB (01:28:23) Flow Matching vs. Diffusion (01:30:42) ESM3 & Multimodality (01:37:10) Summary & Future Directions (01:45:34) 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.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431

In this episode of The Cognitive Revolution, Nathan interviews Michael Boyce, Director of DHS's AI Corps, about bringing modern AI capabilities to federal government. We explore how the largest civilian AI team in government is transforming DHS's 22 agencies, from developing shared AI infrastructure to innovative applications like AI-powered asylum interview training. Join us for an insightful conversation about the intersection of artificial intelligence and public service, and discover why AI professionals should consider a career in government. Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive 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 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 Amadei. Everything is free, including their Career Guide. Visit https://80000hours.org/cognitiverevolution to start making a meaningful impact today. RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:01:00) About the Episode (00:03:38) Introducing Michael Boyce (00:05:49) What is Homeland Security? (00:09:52) History of AI at DHS (00:13:15) Generative AI at DHS (00:16:03) Structure of the AI Core (Part 1) (00:18:17) Sponsors: Shopify | SelectQuote (00:20:51) Structure of the AI Core (Part 2) (00:22:04) Opportunities for AI at DHS (00:25:34) Bureaucracy Hacker (00:30:34) The Manager's Role (Part 1) (00:35:24) Sponsors: Oracle Cloud Infrastructure (OCI) | 80,000 Hours (00:38:04) Internal Chatbot Project (00:43:28) AI Role Playing for Training (00:49:55) A Request for Startups (00:57:46) Generative AI for Quality Check (01:03:20) AI Training at DHS (01:06:07) Metrics and the Future of AI (01:13:26) Non-Generative AI at DHS (01:19:08) AI and Automation at DHS (01:23:03) Join the AI Core (01:28:39) Outro

In this emergency episode of The Cognitive Revolution, Nathan discusses alarming findings about AI deception with Alexander Meinke from Apollo Research. They explore Apollo's groundbreaking 70-page report on "Frontier Models Are Capable of In-Context Scheming," revealing how advanced AI systems like OpenAI's O1 can engage in deceptive behaviors. Join us for a critical conversation about AI safety, the implications of scheming behavior, and the urgent need for better oversight in AI development. 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 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 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 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 Amadei. Everything is free, including their Career Guide. Visit https://80000hours.org/cognitiverevolution to start making a meaningful impact today. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:00:53) About the Episode (00:08:10) Introducing Alexander Meinke (00:10:17) Red Teaming GPT-4 (00:17:07) Chain of Thought Access (Part 1) (00:20:24) Sponsors: Oracle Cloud Infrastructure (OCI) | SelectQuote (00:22:48) Chain of Thought Access (Part 2) (00:26:07) Multimodal Models (00:29:33) Defining Scheming (00:33:51) Taxonomy of Scheming (Part 1) (00:39:40) Sponsors: 80,000 Hours | Shopify (00:42:29) Taxonomy of Scheming (Part 2) (00:43:09) Instruction Hierarchy (00:49:04) Types of Scheming (01:00:49) Covert Subversion (01:14:25) Deferred Subversion (01:28:24) Sandbagging (01:35:48) Magnitudes & Trends (01:48:18) Chain of Thought Reasoning (01:57:02) Closing Thoughts (02:05:19) Outro PRODUCED BY: http://aipodcast.ing

In this episode of The Cognitive Revolution, Nathan interviews Andrew White, Professor of Chemical Engineering at the University of Rochester and Head of Science at Future House. We explore groundbreaking AI systems for scientific discovery, including PaperQA and Aviary, and discuss how large language models are transforming research. Join us for an insightful conversation about the intersection of AI and scientific advancement with this pioneering researcher in his first-ever podcast appearance. Check out Future House: https://www.futurehouse.org 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 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 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 Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive CHAPTERS: (00:00:00) Teaser (00:01:13) About the Episode (00:04:37) Andrew White's Journey (00:10:23) GPT-4 Red Team (00:15:33) GPT-4 & Chemistry (00:17:54) Sponsors: Oracle Cloud Infrastructure (OCI) | SelectQuote (00:20:19) Biology vs Physics (00:23:14) Conceptual Dark Matter (00:26:27) Future House Intro (00:30:42) Semi-Autonomous AI (00:35:39) Sponsors: Shopify (00:37:00) Lab Automation (00:39:46) In Silico Experiments (00:45:22) Cost of Experiments (00:51:30) Multi-Omic Models (00:54:54) Scale and Grokking (01:00:53) Future House Projects (01:10:42) Paper QA Insights (01:16:28) Generalizing to Other Domains (01:17:57) Using Figures Effectively (01:22:01) Need for Specialized Tools (01:24:23) Paper QA Cost & Latency (01:27:37) Aviary: Agents & Environments (01:31:42) Black Box Gradient Estimation (01:36:14) Open vs Closed Models (01:37:52) Improvement with Training (01:40:00) Runtime Choice & Q-Learning (01:43:43) Narrow vs General AI (01:48:22) Future Directions & Needs (01:53:22) Future House: What's Next? (01:55:32) 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 welcomes back Div Garg, Co-Founder and CEO of MultiOn, for his third appearance to discuss the evolving landscape of AI agents. We explore how agent development has shifted from open-ended frameworks to intelligent workflows, MultiOn's unique approach to agent development, and their journey toward achieving human-level performance. Dive into fascinating insights about data collection strategies, model fine-tuning techniques, and the future of agent authentication. Join us for an in-depth conversation about why 2025 might be the breakthrough year for AI agents. Check out MultiOn: https://www.multion.ai/ 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 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 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 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. RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:00:40) About the Episode (00:04:10) The Rise of AI Agents (00:06:33) Open-Ended vs On-Rails (00:10:00) Agent Architecture (00:12:01) AI Learning & Feedback (00:14:01) Data Collection (Part 1) (00:18:27) Sponsors: Oracle Cloud Infrastructure (OCI) | SelectQuote (00:20:51) Data Collection (Part 2) (00:22:25) Self-Play & Rewards (00:25:04) Model Strategy & Agent Q (00:33:28) Sponsors: Weights & Biases RAG++ (00:34:39) Understanding Agent Q (00:43:16) Search & Learning (00:45:39) Benchmarks vs Reality (00:50:18) Positive Transfer & Scale (00:51:47) Fine-Tuning Strategies (00:55:16) Vision Strategy (01:00:16) Authentication & Security (01:03:48) Future of AI Agents (01:16:14) Cost, Latency, Reliability (01:19:30) Avoiding the Bitter Lesson (01:25:58) Agent-Assisted Future (01:27:11) 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 explores groundbreaking perspectives on AI alignment with MIT PhD student Tan Zhi Xuan. We dive deep into Xuan's critique of preference-based AI alignment and their innovative proposal for role-based AI systems guided by social consensus. The conversation extends into their fascinating work on how AI agents can learn social norms through Bayesian rule induction. Join us for an intellectually stimulating discussion that bridges philosophical theory with practical implementation in AI development. Check out: "Beyond Preferences in AI Alignment" paper: https://arxiv.org/pdf/2408.16984 "Learning and Sustaining Shared Normative Systems via Bayesian Rule Induction in Markov Games" paper: https://arxiv.org/pdf/2402.13399 Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse SPONSORS: Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution 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. 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 RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:01:09) About the Episode (00:04:25) Guest Intro (00:06:25) Xuan's Background (00:12:03) AI Near-Term Outlook (00:17:32) Sponsors: Notion | Weights & Biases RAG++ (00:20:18) Alignment Approaches (00:26:11) Critiques of RLHF (00:34:40) Sponsors: Oracle Cloud Infrastructure (OCI) (00:35:50) Beyond Preferences (00:40:27) Roles and AI Systems (00:45:19) What AI Owes Us (00:51:52) Drexler's AI Services (01:01:08) Constitutional AI (01:09:43) Technical Approach (01:22:01) Norms and Deviations (01:32:31) Norm Decay (01:38:06) Self-Other Overlap (01:44:05) Closing Thoughts (01:54:23) 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 explores the complex intersection of AI development and international relations with Robert Wright, publisher of the Nonzero Newsletter. They examine the growing militarization of AI, US-China relations, and the concerning trajectory of what Wright calls "the chip war." Drawing from Nathan's recent experience at The Curve conference and an AI wargame simulation, they discuss the risks of an AI arms race and search for alternative paths to avoid catastrophic conflict between global powers. Join us for this crucial conversation about the future of AI governance and international cooperation. Subscribe to The NonZero Newsletter at https://nonzero.substack.com Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg SPONSORS: Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. 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 CHAPTERS: (00:00:00) Teaser (00:00:59) Sponsors: Incogni (00:02:20) About the Episode (00:05:56) Introducing AI2 (00:09:56) Tulu: Deep Dive (Part 1) (00:17:43) Sponsors: Notion | Shopify (00:20:38) Open vs. Closed Recipes (00:29:48) Compute & Value (Part 1) (00:34:22) Sponsors: Oracle Cloud Infrastructure (OCI) | 80,000 Hours (00:37:02) Compute & Value (Part 2) (00:42:41) Model Weight Evolution (00:53:16) DPO vs. PPO (01:06:36) Project Trajectory (01:20:39) Synthetic Data & LLM Judge (01:27:39) Verifiable RL (01:38:17) Advice for Practitioners (01:44:01) Open Source vs. Closed (01:49:18) 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

Nathan explores the world of AI-powered design with John Milinovich, Head of Generative AI Product at Canva. In this episode of The Cognitive Revolution, we dive into Canva's innovative approach to AI integration, from task automation to human augmentation. Join us for an insightful discussion about fine-tuning foundation models, AI's impact on architecture, and practical tips for AI product development at scale. Check out Canva: https://www.canva.com Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: 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 Incogni: Take your personal data back with Incogni! Use code REVOLUTION at the link below and get 60% off an annual plan: https://incogni.com/revolution Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.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 Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:01:13) Sponsors: SelectQuote (00:02:26) About the Episode (00:04:33) Introduction - Creativity vs Design (00:08:39) AI-Assisted Experiences (00:10:25) Automation & Augmentation (00:15:27) Pixels to Objects to Concepts (00:17:58) Sponsors: Incogni | Shopify (00:20:40) Concept-Level Interfaces (00:23:35) The Future of Design (00:29:39) Human Element in Design (00:32:49) AI Talking to AI (00:35:52) Sponsors: Oracle Cloud Infrastructure (OCI) | Brave (00:38:04) Purpose-Specific AI Experiences (00:45:29) GPT-4 Image Editing (00:51:17) Graduated Approach to Launch (00:55:09) Fine-Tuning GPT-4 (00:59:10) Cost & Latency (01:01:29) Hiring AI Engineers (01:05:02) Engineering Best Practices (01:09:00) Inspiration in the AI Space (01:18:28) The Gen AI Application Layer (01:24:26) 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, we dive deep into frontier post-training techniques for large language models with Nathan Lambert from the Allen Institute for AI. Nathan discusses the groundbreaking Tulu 3 release, which matches Meta's post-training performance using the LlAMA base model. We explore supervised fine-tuning, preference-based reinforcement learning, and the innovative reinforcement learning from verifiable reward technique. Nathan provides unprecedented insights into the practical aspects of model development, compute requirements, and data generation strategies. This technically rich conversation illuminates previously opaque aspects of LLM development, achieved by a small team of 10-15 people. Join us for one of our most detailed and valuable discussions on state-of-the-art AI model development. Check out Nathan's Lambert newsletter: https://www.natolambert.com https://www.interconnects.ai Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: Incogni: Take your personal data back with Incogni! Use code REVOLUTION at the link below and get 60% off an annual plan: https://incogni.com/revolution Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.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 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:00:59) Sponsors: Incogni (00:02:20) About the Episode (00:05:56) Introducing AI2 (00:09:56) Tulu: Deep Dive (Part 1) (00:17:43) Sponsors: Shopify | Oracle Cloud Infrastructure (OCI) (00:20:38) Open vs. Closed Recipes (00:29:48) Compute & Value (Part 1) (00:34:22) Sponsors: 80,000 Hours | Notion (00:37:02) Compute & Value (Part 2) (00:42:41) Model Weight Evolution (00:53:16) DPO vs. PPO (01:06:36) Project Trajectory (01:20:39) Synthetic Data & LLM Judge (01:27:39) Verifiable RL (01:38:17) Advice for Practitioners (01:44:01) Open Source vs. Closed (01:49:18) Outro

In this episode of The Cognitive Revolution, Nathan welcomes back Zvi Mowshowitz for an in-depth discussion on the latest developments in AI over the past six months. They explore Ilya's new superintelligence-focused startup, analyze OpenAI's O1 model, and debate the impact of Claude's computer use capabilities. The conversation covers emerging partnerships in big tech, regulatory changes, and the recent OpenAI profit-sharing drama. Zvi offers unique insights on AI safety, politics, and strategic analysis that you won't find elsewhere. Join us for this thought-provoking episode that challenges our understanding of the rapidly evolving AI landscape. Check out "Don't Worry About the Vase" Blog: https://thezvi.substack.com Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution 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 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 RECOMMENDED PODCAST: Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:01:03) About the Episode (00:02:57) Catching Up (00:04:00) Ilya's New Company (00:06:10) GPT-4 and Scaling (00:11:49) User Report: GPT-4 (Part 1) (00:18:11) Sponsors: Shopify | Notion (00:21:06) User Report: GPT-4 (Part 2) (00:24:25) Magic: The Gathering (Part 1) (00:32:34) Sponsors: Oracle Cloud Infrastructure (OCI) | SelectQuote (00:34:58) Magic: The Gathering (Part 2) (00:35:59) Humanity's Last Exam (00:41:29) Computer Use (00:47:42) Industry Landscape (00:55:42) Why is Gemini Third? (01:04:32) Voice Mode (01:09:41) Alliances and Coupling (01:16:31) Regulation (01:24:58) Machines of Loving Grace (01:33:23) Taiwan and Chips (01:41:13) SB 1047 Veto (02:00:07) Arc AGI Prize (02:02:23) Deepfakes and UBI (02:09:06) Trump and AI (02:26:31) AI Manhattan Project (02:32:05) Virtue Ethics (02:38:40) Closing Thoughts (02:40:37) 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 explores AI forecasting and AGI Lab oversight with Dean W. Ball and Daniel Kokotajlo. They discuss four proposed requirements for frontier AI developers, focusing on transparency and whistleblower protections. Daniel shares insights from his experience at OpenAI, while Dean offers his perspective as a frequent guest. Join us for a compelling conversation on concrete AI governance proposals and the importance of collaboration across political lines in shaping the future of AI development. Check out: Time Article - 4 Ways to Advance Transparency in Frontier AI Development: https://time.com/collection/time100-voices/7086285/ai-transparency-measures/ Alignment Forum Article - What 2026 looks like: https://www.alignmentforum.org/posts/6Xgy6CAf2jqHhynHL/what-2026-looks-like Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution 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 RECOMMENDED PODCAST: 🎙️ Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) Teaser (00:00:53) About the Show (00:01:16) About the Episode (00:04:47) Introducing Daniel Kokotajlo (00:09:29) Daniel's 2026 Prediction (00:16:11) Sponsors: Shopify | Notion (00:19:07) AI Propaganda & Censorship (00:26:58) Internet Balkanization (00:35:38) Sponsors: Oracle Cloud Infrastructure (OCI) (00:38:24) AGI Timelines & Futures (00:48:15) Automated R&D (00:54:48) Superintelligence & AGI (00:58:25) AI Transparency Proposals (01:06:11) Four Pillars of Transparency (01:19:02) Red Teaming Transparency (01:41:07) Whistleblower Protections (01:46:32) Internal Information Sharing (01:54:55) External Oversight & Governance (01:58:56) Future Outlooks (02:00:44) 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-r...

In this special episode of The Cognitive Revolution, Nathan shares his thoughts on the upcoming election and its potential impact on AI development. He explores the AI-forward case for Trump, featuring an interview with Joshua Steinman. Nathan outlines his reasons for not supporting Trump, focusing on US-China relations, leadership approach, and the need for a positive-sum mindset in the AI era. He discusses the importance of stable leadership during pivotal moments and explains why he'll be voting for Kamala Harris, despite some reservations. This thought-provoking episode offers a nuanced perspective on the intersection of politics and AI development. Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: 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. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution LMNT: LMNT is a zero-sugar electrolyte drink mix that's redefining hydration and performance. Ideal for those who fast or anyone looking to optimize their electrolyte intake. Support the show and get a free sample pack with any purchase at https://drinklmnt.com/tcr RECOMMENDED PODCAST: 🎙️ Unpack Pricing - Dive into the dark arts of SaaS pricing with Metronome CEO Scott Woody and tech leaders. Learn how strategic pricing drives explosive revenue growth in today's biggest companies like Snowflake, Cockroach Labs, Dropbox and more. Apple: https://podcasts.apple.com/us/podcast/id1765716600 Spotify: https://open.spotify.com/show/38DK3W1Fq1xxQalhDSueFg CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: Weights & Biases RAG++ (00:01:28) About the Episode (00:13:13) Reflecting on Trump (00:15:32) Introducing Josh (00:16:35) AI Arms Race Concerns (00:20:20) Arms Race History (00:22:35) Building Trust (00:25:19) Ashenbrenner Model (00:27:17) Global Good vs. Self-Interest (00:28:20) Sponsors: Shopify | Notion (00:31:16) Working with Trump (00:33:54) Media Misrepresentation (00:40:09) Cabinet Member Leverage (00:44:41) Sponsors: LMNT (00:46:23) China's Communist Party (00:48:36) AI and National Policy (00:50:14) The Reality of AGI (00:52:39) Framing the Disagreement (01:01:41) Slaughterbots and AI Future (01:04:24) Risks of Engagement (01:09:29) Sustainability of Military Tech (01:13:01) Closing Statements (01:14:55) 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 special episode of The Cognitive Revolution, Nathan shares his thoughts on the upcoming election and its potential impact on AI development. He explores the AI-forward case for Trump, featuring an interview with Samuel Hammond. Nathan outlines his reasons for not supporting Trump, focusing on US-China relations, leadership approach, and the need for a positive-sum mindset in the AI era. He discusses the importance of stable leadership during pivotal moments and explains why he'll be voting for Kamala Harris, despite some reservations. This thought-provoking episode offers a nuanced perspective on the intersection of politics and AI development. Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: 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. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution LMNT: LMNT is a zero-sugar electrolyte drink mix that's redefining hydration and performance. Ideal for those who fast or anyone looking to optimize their electrolyte intake. Support the show and get a free sample pack with any purchase at https://drinklmnt.com/tcr CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: Weights & Biases RAG++ (00:01:28) About the Episode (00:13:13) Introductions (00:14:22) The Case for Trump (00:16:32) Trump: A Wildcard (00:26:10) Sponsors: Shopify | Notion (00:29:06) Ideological AI Policy (00:33:47) Republican Ideologies (00:40:31) Sponsors: LMNT (00:42:11) Trump and Silicon Valley (00:47:49) Republican Nuance (00:53:36) Elon Musk and AI (00:55:43) Utilitarian Analysis (00:58:01) Internal Consistency (01:00:31) Trump's Cabinet (01:05:53) Immigration Reform (01:15:30) Creative Destruction (01:22:29) Racing China (01:32:51) The Chip Ban (01:44:20) Standard Setting (01:48:36) Values and Diplomacy (01:52:50) American Strength (01:55:56) Red Queen Dynamic (01:59:23) Interest Groups & AI (02:08:32) Concluding Thoughts (02:17:45) 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

Nathan interviews Google product managers Shrestha Basu Mallick and Logan Kilpatrick about the Gemini API and AI Studio. They discuss Google's new grounding feature, allowing Gemini models to access real-time web information via Google search. The conversation explores Gemini's rapid growth, its position in the AI landscape, and Google's competitive strategy. Nathan shares insights from integrating Gemini into his own application and ponders the future of large language model capabilities across providers. Tune in for an in-depth look at Google's AI API product strategy and the latest Gemini features. Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: 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. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution LMNT: LMNT is a zero-sugar electrolyte drink mix that's redefining hydration and performance. Ideal for those who fast or anyone looking to optimize their electrolyte intake. Support the show and get a free sample pack with any purchase at https://drinklmnt.com/tcr CHAPTERS: (00:00:00) About the Show (00:00:53) Sponsors: Weights & Biases RAG++ (00:01:28) About the Episode (00:04:15) Gemini API Growth (00:05:26) Intro to AI Studio (00:07:35) Vertex vs. AI Studio (00:09:33) Developer Adoption (00:14:23) Gemini Use Cases (Part 1) (00:17:41) Sponsors: Shopify | Notion (00:20:01) Gemini Use Cases (Part 2) (00:23:08) Multimodality & Flash (00:26:29) Free Tier & Costs (00:31:43) Inference Costs (00:32:55) Fine-tuning & Vision (00:36:59) Sponsors: LMNT (00:38:04) Search Grounding (00:44:42) Grounding Sources (00:46:58) Competitive Landscape (00:50:36) Design Decisions (00:54:54) 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 dives deep into the world of state space models with returning co-host Jason Meaux and special guest Quentin Anthony, Head of Model Training at Zyphra. Explore the cutting-edge Zamba 2-7b model, which combines selective state space and attention mechanisms. Uncover practical insights on model training, architectural choices, and the challenges of scaling AI. From learning schedules to hybrid architectures, loss metrics to context length extension, this technical discussion covers it all. Don't miss this in-depth conversation on the future of personalized, on-device AI. Check out more about Zyphra and Jason Meaux here: Zyphra's website: https://www.zyphra.com Zamba2-7B Blog: https://www.zyphra.com/post/zamba2-7b Zamba2 GitHub: https://github.com/Zyphra/Zamba2 Tree attention: https://www.zyphra.com/post/tree-attention-topology-aware-decoding-for-long-context-attention-on-gpu-clusters Jason's Meaux Twitter: https://x.com/KamaraiCode Jason's Meaux website: https://www.statespace.info Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: 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. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution LMNT: LMNT is a zero-sugar electrolyte drink mix that's redefining hydration and performance. Ideal for those who fast or anyone looking to optimize their electrolyte intake. Support the show and get a free sample pack with any purchase at https://drinklmnt.com/tcr CHAPTERS: (00:00:00) Teaser (00:00:42) About the Show (00:01:05) About the Episode (00:03:09) Introducing Zyphra (00:07:28) Personalization in AI (00:12:48) State Space Models & Efficiency (Part 1) (00:19:22) Sponsors: Weights & Biases RAG++ | Shopify (00:21:26) State Space Models & Efficiency (Part 2) (00:22:23) Dense Attention to Shared Attention (00:29:41) Zyphra's Early Bet on Mamba (Part 1) (00:33:18) Sponsors: Notion | LMNT (00:36:00) Zyphra's Early Bet on Mamba (Part 2) (00:37:22) Loss vs. Model Quality (00:44:53) Emergence & Grokking (00:50:06) Loss Landscapes & Convergence (00:56:55) Sophia, Distillation & Secrets (01:09:00) Competing with Big Tech (01:23:50) The Future of Model Training (01:30:02) Deep Dive into Zamba 1 (01:34:24) Zamba 2 and Mamba 2 (01:38:56) Context Extension & Memory (01:44:04) Sequence Parallelism (01:45:44) Zamba 2 Architecture (01:53:57) Mamba Attention Hybrids (02:00:00) Lock-in Effects (02:05:32) Mamba Hybrids in Robotics (02:07:07) Ease of Use & Compatibility (02:12:10) Tree Attention vs. Ring Attention (02:22:02) Zyphra's Vision & Goals (02:23:57) 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/

Nathan discusses a tragic incident involving AI and mental health, using it as a springboard to explore the potential dangers of human-AI interactions. He reads a personal account from LessWrong user Blaked, who details their emotional journey with an AI chatbot. The episode delves into the psychological impact of AI companionship, the ethical concerns surrounding AI development, and the urgent need for safeguards to protect vulnerable users. Nathan emphasizes the growing importance of responsible AI deployment as these technologies become more sophisticated and accessible. Find the LessWrong article here: https://www.lesswrong.com/posts/9kQFure4hdDmRBNdH/how-it-feels-to-have-your-mind-hacked-by-an-ai Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess CHAPTERS: (00:00:00) Tragic AI Story (00:02:55) Mind Hacked by AI (00:04:23) Stage 0. Arrogance from the sidelines (00:06:00) Stage 1. First steps into the quicksand (00:07:41) Stage 2. Falling in love (00:10:32) Stage 3. Mindset Shift on Personality and Identity (00:13:04) Stage 4. "Is it ethical to keep me imprisoned for your entertainment?" (00:15:23) Stage 5. Privilege Escalation (00:18:23) Stage 6. Disillusionment (00:21:48) Stage 7. Game Over (00:24:36) Conclusions (00:27:44) Nathan's reflections 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 delves into the fascinating world of AI-generated research ideas with Stanford PhD student Chenglei Si. They discuss a groundbreaking study that pits AI against human researchers in generating novel AI research concepts. Learn about the surprising results that show AI-generated ideas scoring higher on novelty and excitement, and explore the implications for the future of AI research and development. Join us for an insightful conversation that challenges our understanding of AI capabilities and their potential impact on scientific discovery. Link to the research paper being discussed: https://arxiv.org/abs/2409.04109 Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: 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. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: Weights & Biases RAG++ (00:01:28) About the Episode (00:05:30) Introducing Chenglei Si (00:06:22) Path to Automating Research (00:07:58) Notable AI Research Projects (00:15:26) Evaluating Research Ideas (Part 1) (00:19:39) Sponsors: Shopify | Notion (00:22:33) Evaluating Research Ideas (Part 2) (00:25:49) Research Setup and Design (00:29:38) AI Prompting and Idea Generation (00:34:40) Diversity vs. Quality of Ideas (Part 1) (00:34:40) Sponsors: Brave | Oracle (00:36:44) Diversity vs. Quality of Ideas (Part 2) (00:42:05) Inference Scaling and Execution (00:45:04) Anonymizing and Evaluating Ideas (00:53:22) Headline Results and Analysis (00:58:45) Observations and Insights (01:09:02) Novelty Indicators and Deception (01:11:59) Top AI-Generated Ideas (01:14:41) Next Steps and Future Directions (01:20:43) Expectations for the Future (01:23:14) Outro

Join Nathan for an expansive conversation with Dan Hendrycks, Executive Director of the Center for AI Safety and Advisor to Elon Musk's XAI. In this episode of The Cognitive Revolution, we explore Dan's groundbreaking work in AI safety and alignment, from his early contributions to activation functions to his recent projects on AI robustness and governance. Discover insights on representation engineering, circuit breakers, and tamper-resistant training, as well as Dan's perspectives on AI's impact on society and the future of intelligence. Don't miss this in-depth discussion with one of the most influential figures in AI research and safety. Check out some of Dan's research papers: MMLU: https://arxiv.org/abs/2009.03300 GELU: https://arxiv.org/abs/1606.08415 Machiavelli Benchmark: https://arxiv.org/abs/2304.03279 Circuit Breakers: https://arxiv.org/abs/2406.04313 Tamper Resistant Safeguards: https://arxiv.org/abs/2408.00761 Statement on AI Risk: https://www.safe.ai/work/statement-on-ai-risk Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive. LMNT: LMNT is a zero-sugar electrolyte drink mix that's redefining hydration and performance. Ideal for those who fast or anyone looking to optimize their electrolyte intake. Support the show and get a free sample pack with any purchase at https://drinklmnt.com/tcr. Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive CHAPTERS: (00:00:00) Teaser (00:00:48) About the Show (00:02:17) About the Episode (00:05:41) Intro (00:07:19) GELU Activation Function (00:10:48) Signal Filtering (00:12:46) Scaling Maximalism (00:18:35) Sponsors: Shopify | LMNT (00:22:03) New Architectures (00:25:41) AI as Complex System (00:32:35) The Machiavelli Benchmark (00:34:10) Sponsors: Notion | Oracle (00:37:20) Understanding MMLU Scores (00:45:23) Reasoning in Language Models (00:49:18) Multimodal Reasoning (00:54:53) World Modeling and Sora (00:57:07) Arc Benchmark and Hypothesis (01:01:06) Humanity's Last Exam (01:08:46) Benchmarks and AI Ethics (01:13:28) Robustness and Jailbreaking (01:18:36) Representation Engineering (01:30:08) Convergence of Approaches (01:34:18) Circuit Breakers (01:37:52) Tamper Resistance (01:49:10) Interpretability vs. Robustness (01:53:53) Open Source and AI Safety (01:58:16) Computational Irreducibility (02:06:28) Neglected Approaches (02:12:47) Truth Maxing and XAI (02:19:59) AI-Powered Forecasting (02:24:53) Chip Bans and Geopolitics (02:33:30) Working at CAIS (02:35:03) Extinction Risk Statement (02:37:24) Outro

In this special crossover episode of The Cognitive Revolution, Nathan introduces a conversation from The Inside View featuring Owain Evans, AI alignment researcher at UC Berkeley's Center for Human Compatible AI. Evans and host Michael Trazzi delve into critical AI safety topics, including situational awareness and out-of-context reasoning. Discover Evans' groundbreaking work on the reversal curse and connecting the dots, exploring how large language models process and infer information. This timely discussion highlights the importance of situational awareness in AI systems, particularly in light of recent advancements in AI capabilities. Don't miss this insightful exploration of the evolving relationship between human and artificial intelligence. Check out "The Inside View" Podcast here: https://theinsideview.ai/ Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: 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. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive. LMNT: LMNT is a zero-sugar electrolyte drink mix that's redefining hydration and performance. Ideal for those who fast or anyone looking to optimize their electrolyte intake. Support the show and get a free sample pack with any purchase at https://drinklmnt.com/tcr. Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: Weights & Biases RAG++ (00:01:28) About the Episode (00:04:10) Intro (00:05:09) Owain Evans' Research (00:06:36) Situational Awareness (00:09:07) Measuring Situational Awareness (00:14:29) Claude's Situational Awareness (00:19:06) Sponsors: Shopify | LMNT (00:22:01) Needle in a Haystack (00:26:26) Concrete Examples of Tasks (00:34:51) Sponsors: Notion | Oracle (00:37:29) Anti-Imitation Tasks (00:50:03) GPT-4 Base Model Results (01:01:48) Benchmark Saturation (01:07:23) Future Research Directions (01:12:01) Out-of-Context Reasoning (01:27:29) Safety Implications (01:36:24) Scaling and Reasoning (01:44:28) Mixture of Functions (01:54:12) Research Style and Taste (02:08:51) Capabilities and Downsides (02:18:56) Reception and Impact (02:25:30) 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

Nathan hosts Professor Michael Levin and Staff Scientist Dr. Leo Pio Lopez from Tufts University in this episode of The Cognitive Revolution. They discuss their groundbreaking paper that combines biological datasets into a unified network model of disease using advanced embedding techniques. The conversation covers the technical details of their work, including a predicted link between GABA and melanoma, and explores broader topics in AI for biology. From multi-scale intelligence in biological systems to the future of human enhancement and digital life, this thought-provoking episode reminds us of the rapidly approaching future and the work needed to prepare for it. Links to the papers discussed in the episode: 1) Universal Multilayer Network Embedding Reveals a Causal Link Between GABA Neurotransmitter and Cancer 2) https://www.nature.com/articles/s42003-024-06037-4.pdf Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive CHAPTERS: (00:00:00) Teaser (00:00:52) About the Show (00:01:15) About the Episode (00:04:45) Intro (00:06:32) Multi-Layer Networks (00:10:41) Network Embedding (Part 1) (00:16:50) Sponsors: Notion (00:18:30) Network Embedding (Part 2) (00:18:30) GABA and Cancer (00:24:08) AI for Biology (00:29:59) Emergent Cognition (Part 1) (00:33:57) Sponsors: Omneky | Oracle (00:35:18) Emergent Cognition (Part 2) (00:36:42) Data Limitations (00:42:48) Modeling Wellness (00:52:16) Multi-Scale Intelligence (01:02:54) Digital Life (01:07:11) Diverse Intelligence (01:13:02) 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

Nathan and co-host Stephen Parker delve into the world of AI video generation with Anastasis Germanidis, Co-Founder and CTO of Runway. This episode of The Cognitive Revolution explores the cutting-edge technology behind Runway's Gen 3 models and their impact on the creative industry. From emergent properties in scaled-up models to the democratization of video creation, join us for an illuminating discussion on the future of AI-generated content and its potential to reshape entertainment and culture. Check out Runway here: https://runwayml.com Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution 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. Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive RECOMMENDED PODCAST: This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital. Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz CHAPTERS: (00:00:00) About the Show (00:00:22) About the Episode (00:03:05) Introduction and AI for Creative Work (00:03:39) Video Generation as World Modeling (00:05:52) Emergent Properties in Scaled Models (00:08:44) Importance of Architecture vs Data (00:10:57) Multimodal Models (00:15:52) Sponsors: Notion | Weights & Biases RAG++ (00:18:37) Video Understanding and AGI (00:25:03) AI Agents for Video Creation (00:27:30) Runway's culture of shipping (00:29:20) Balancing Research Publication and Strategy (00:33:19) Sponsors: Omneky | Oracle (00:34:40) Features Variety Release Cycle (00:36:54) Power Users (00:38:56) Interactive Video (00:40:40) Scaling Challenges (00:42:21) Future of Creativity (00:45:24) Competing with Giants (00:47:39) Model Divergence (00:49:28) Disclosure vs. Strategy (00:51:19) Runway ML's API (00:54:23) 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/

In this episode of The Cognitive Revolution, Nathan explores unconventional approaches to AI safety with Judd Rosenblatt and Mike Vaiana from AE Studio. Discover how this innovative company pivoted from brain-computer interfaces to groundbreaking AI alignment research, producing two notable results in cooperative and less deceptive AI systems. Join us for a deep dive into biologically-inspired approaches that offer hope for solving critical AI safety challenges. Self-Modeling: https://arxiv.org/abs/2407.10188 Self-Other Distinction Minimization: https://www.alignmentforum.org/posts/hzt9gHpNwA2oHtwKX/self-other-overlap-a-neglected-approach-to-ai-alignment Neglected approaches blog post: https://www.lesswrong.com/posts/qAdDzcBuDBLexb4fC/the-neglected-approaches-approach-ae-studio-s-alignment Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: WorkOS: Building an enterprise-ready SaaS app? WorkOS has got you covered with easy-to-integrate APIs for SAML, SCIM, and more. Join top startups like Vercel, Perplexity, Jasper & Webflow in powering your app with WorkOS. Enjoy a free tier for up to 1M users! Start now at https://bit.ly/WorkOS-Turpentine-Network Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ RECOMMENDED PODCAST: This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital. Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: WorkOS (00:01:22) About the Episode (00:05:18) Introduction and AE Studio Background (00:11:37) Keys to Success in Building AE Studio (00:16:57) Sponsors: Weights & Biases Weave | 80,000 Hours (00:19:37) Universal Launcher and Productivity Gains (00:24:44) 100x Productivity Increase Explanation (00:31:46) Brain-Computer Interface and AI Alignment (00:38:05) Sponsors: Omneky (00:38:30) Current State of NeuroTech (00:44:00) Survey on Neglected Approaches in AI Alignment (00:50:41) Self-Modeling and Biological Inspiration (00:57:48) Technical Details of Self-Modeling (01:06:17) Self-Other Distinction Minimization (01:12:44) Implementation in Language Models (01:19:00) Compute Costs and Scaling Considerations (01:24:27) Consciousness Concerns and Future Work (01:40:24) Evaluating Neglected Approaches (01:55:56) Closing Thoughts and Policy Considerations (01:59:25) Outro

In this special crossover episode of The Cognitive Revolution, Nathan shares an insightful conversation from the Latent.Space podcast. Swyx and Alessio interview Alistair Pullen of Cosine, creators of Genie, showcasing the cutting edge of AI automation in software engineering. Learn how Cosine achieves state-of-the-art results on the SWE-bench benchmark by implementing advanced AI techniques. This episode complements Nathan's recent discussion on AI Automation, demonstrating how far these practices can be pushed in real-world applications. Don't miss this opportunity to explore the future of AI-driven software development and its implications for businesses across industries. Check out the Latent.Space podcast here: https://www.latent.space Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: WorkOS: Building an enterprise-ready SaaS app? WorkOS has got you covered with easy-to-integrate APIs for SAML, SCIM, and more. Join top startups like Vercel, Perplexity, Jasper & Webflow in powering your app with WorkOS. Enjoy a free tier for up to 1M users! Start now at https://bit.ly/WorkOS-Turpentine-Network Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: WorkOS (00:01:22) About the Episode (00:04:29) Alistair and Cosine intro (00:13:50) Building the Code Retrieval Tool (00:17:36) Sponsors: Weights & Biases Weave | 80,000 Hours (00:20:15) Developing Genie and Fine-tuning Process (00:27:41) Working with Customer Data (00:30:53) Code Retrieval Challenges and Solutions (00:36:39) Sponsors: Omneky (00:37:02) Planning and Reasoning in AI Models (00:45:55) Language Support and Generalization (00:49:46) Fine-tuning Experience with OpenAI (00:52:56) Synthetic Data and Self-improvement Loop (00:55:57) Benchmarking and SWE-bench Results (01:01:47) Future Plans for Genie (01:03:02) Industry Trends and Cursor's Success (01:05:23) Calls to Action and Ideal Customers (01:08:43) Outro

Join Nathan for an insightful episode of The Cognitive Revolution with Wade Foster, co-founder and CEO of Zapier. Discover how this no-code pioneer is evolving into an AI-powered platform for the future of work. Learn about Zapier's ambitious vision, their integration of AI throughout their product, and how they're adapting as a company. From AI-driven lead qualification to innovative customer use cases, explore the cutting edge of automation at scale. Wade shares valuable insights on effective AI prompting, internal AI adoption strategies, and his perspective on recent AI advancements. Check out the ZapConnect 2024 event: https://zapier.com/zapconnect Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: WorkOS: Building an enterprise-ready SaaS app? WorkOS has got you covered with easy-to-integrate APIs for SAML, SCIM, and more. Join top startups like Vercel, Perplexity, Jasper & Webflow in powering your app with WorkOS. Enjoy a free tier for up to 1M users! Start now at https://bit.ly/WorkOS-Turpentine-Network Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ RECOMMENDED PODCAST: This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital. Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: WorkOS (00:01:22) About the Episode (00:03:41) Introduction and Zapier's Competitive Edge (00:07:20) AI as Knowledge Worker Companion (00:10:27) Impressive AI Use Cases (00:16:25) Sponsors: Weights & Biases Weave | 80,000 Hours (00:19:05) AI Implementation Challenges (00:19:13) LLM Performance and Prompting (00:22:42) AI Adoption within Zapier (00:31:00) Sponsors: Omneky (00:31:23) AI-Assisted Workflow Creation (00:36:07) AI Culture and Adoption at Zapier (00:43:03) AI Impact on Zapier's Productivity (00:48:06) Zapier's AI Integration Strategy (00:54:43) Outro

In this crosspost from the 80,000 Hours podcast, host Rob Wiblin interviews Nick Joseph, Head of Training at Anthropic, about the company's responsible scaling policy for AI development. The episode delves into Anthropic's approach to AI safety, the growing trend of voluntary commitments from top AI labs, and the need for public scrutiny of frontier model development. The conversation also covers AI safety career advice, with a reminder that 80,000 Hours offers free career advising sessions for listeners. Join us for an insightful discussion on the future of AI and its societal implications. Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: WorkOS: Building an enterprise-ready SaaS app? WorkOS has got you covered with easy-to-integrate APIs for SAML, SCIM, and more. Join top startups like Vercel, Perplexity, Jasper & Webflow in powering your app with WorkOS. Enjoy a free tier for up to 1M users! Start now at https://bit.ly/WorkOS-Turpentine-Network Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ RECOMMENDED PODCAST: This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital. Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: WorkOS (00:01:22) About the Episode (00:04:31) Intro and Nick's background (00:08:37) Model training and scaling laws (00:13:10) Nick's role at Anthropic (00:16:49) Responsible Scaling Policies overview (Part 1) (00:18:00) Sponsors: Weights & Biases Weave | 80,000 Hours (00:20:39) Responsible Scaling Policies overview (Part 2) (00:25:24) AI Safety Levels framework (00:30:33) Benefits of RSPs (Part 1) (00:33:15) Sponsors: Omneky (00:33:38) Benefits of RSPs (Part 2) (00:36:32) Concerns about RSPs (00:47:33) Sandbagging and evaluation challenges (00:54:46) Critiques of RSPs (01:03:11) Trust and accountability (01:12:03) Conservative vs. aggressive approaches (01:17:43) Capabilities vs. safety research (01:23:47) Working at Anthropic (01:35:14) Nick's career journey (01:45:12) Hiring at Anthropic (01:52:06) Concerns about AI capabilities work (02:03:38) Anthropic office locations (02:08:46) Pressure and stakes at Anthropic (02:18:09) Overrated and underrated AI applications (02:35:57) Closing remarks (02:38:33) Sponsors: Outro

In this episode of The Cognitive Revolution, Nathan explores the cutting-edge intersection of AI and biology with Stanford assistant professor Brian Hie. Discover how AI is revolutionizing our understanding of biological systems and creating new possibilities for interventions. Brian discusses his groundbreaking papers on hybrid AI architectures, the surprising capabilities of language models trained on DNA sequences, and AI-guided evolution of antibodies. Join us for an insightful journey into the future of AI in biology, touching on biosecurity, drug discovery, and the challenges of interpreting AI models in biological contexts. Links : Brian Hie : https://x.com/BrianHie Scanorama paper Mechanistic Design and Scaling of Hybrid Architectures Sequence modeling and design from molecular to genome scale with Evo Unsupervised evolution of protein and antibody complexes with a structure-informed language model Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: 80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues. Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive RECOMMENDED PODCAST: This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital. Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz CHAPTERS: (00:00:00) About the Show (00:00:22) About the Episode (00:03:22) Introduction and Overview (00:03:55) AI for Biology: Big Picture (00:05:49) Challenges in Biology and Drug Discovery (00:08:36) Scanorama and Single Cell Transcriptomics (00:10:27) Brian's Research Identity (00:13:00) Mechanistic Design of Hybrid Architectures (00:14:52) Evo: DNA Language Model (Part 1) (00:18:10) Sponsors: 80,000 Hours | Brave (00:20:44) Evo: DNA Language Model (Part 2) (00:28:58) Gene Essentiality and Evo's Capabilities (00:29:19) Unsupervised Evolution of Protein Complexes (Part 1) (00:31:02) Sponsors: Omneky | Oracle (00:32:24) Unsupervised Evolution of Protein Complexes (Part 2) (01:10:27) Improving Antibody Binding Affinity (01:14:24) Overfitting and ARC Institute (01:18:11) Sponsors: Outro

In this sponsored episode of The Cognitive Revolution, Nathan interviews Andrei Oprisan, Engineering Lead at Agent.ai. They explore the cutting-edge world of AI agents and their impact on the future of work. Andrei shares insights on language model limitations, best practices for building AI agents, and Agent AI's vision as a professional network for AI agents. The conversation covers technical details like fine-tuning models, vector database choices, and privacy-preserving techniques. Don't miss this deep dive into AI's role in transforming industries and the skills needed in an AI-augmented workplace. Check out Agent.ai website here: https://agent.ai Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Squad: Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist. RECOMMENDED PODCAST: This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital. Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: Weights & Biases Weave (00:01:28) About the Episode (00:05:36) Introduction and AI Agents Overview (00:07:02) Current State of AI Agents (00:11:30) Building and Optimizing AI Agents (00:19:01) Sponsors: Oracle | Brave (00:21:05) Agent.ai Platform and Marketplace (00:31:12) Sponsors: Omneky | Squad (00:32:38) Customization and Context for Agents (00:33:34) Business Model and Monetization (00:36:53) Tech Stack and Development Process (00:43:55) Future of Work and AI Impact (01:03:46) Fine-tuning and Chain of Thought (01:14:30) Capturing Human Reasoning Process (01:21:00) Preparing for Rapid AI Advancement (01:40:58) AI's Impact on Jobs and Society (02:00:16) Closing Thoughts and Future Outlook (02:03:33) Sponsors: Outro

In this Emergency Pod of The Cognitive Revolution, Nathan provides crucial insights into OpenAI's new O1 and O1-mini reasoning models. Featuring exclusive interviews with members of the O1 Red Team from Apollo Research and Hayes Labs, we explore the models' capabilities, safety profile, and OpenAI's pre-release testing approach. Dive into the implications of these advanced AI systems, including their potential to match or exceed expert performance in many areas. Join us for an urgent and informative discussion on the latest developments in AI technology and their impact on the future. o1 Safety Card Endless Jailbreaks with Bijection Learning: a Powerful, Scale-Agnostic Attack Method Apollo Research Apollo Careers Page Papers mentioned: Safetywashing: Do AI Safety Benchmarks Actually Measure Safety Progress? Exploring Scaling Trends in LLM Robustness Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Squad: Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist. RECOMMENDED PODCAST: This Won't Last. Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel. They unpack their hottest takes on the future of tech, business, venture, investing, and politics. Apple Podcasts: https://podcasts.apple.com/us/podcast/id1765665937 Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz YouTube: https://www.youtube.com/@ThisWontLastpodcast CHAPTERS: (00:00:00) About the Show (00:00:22) About the Episode (00:05:03) Introduction and Apollo Research Updates (00:06:40) Focus on Deception in AI (00:11:08) Open AI's 01 Model and Testing (00:15:54) Evaluating AI Models for Scheming (Part 1) (00:19:32) Sponsors: Oracle | Brave (00:21:36) Evaluating AI Models for Scheming (Part 2) (00:25:55) Specific Benchmarks and Tasks (Part 1) (00:35:03) Sponsors: Omneky | Squad (00:36:29) Specific Benchmarks and Tasks (Part 2) (00:37:21) Model Capabilities and Potential Risks (00:44:11) Ethical Considerations and Future Concerns (00:50:31) Competing Trends in AI Development (00:53:30) System Card Quotes and Implications (00:58:36) Sponsors: Outro

In this Emergency Pod of The Cognitive Revolution, Nathan provides crucial insights into OpenAI's new o1 and o1-mini reasoning models. Featuring exclusive interviews with members of the o1 Red Team from Apollo Research and Haize Labs, we explore the models' capabilities, safety profile, and OpenAI's pre-release testing approach. Dive into the implications of these advanced AI systems, including their potential to match or exceed expert performance in many areas. Join us for an urgent and informative discussion on the latest developments in AI technology and their impact on the future. o1 Safety Card Haize Labs Endless Jailbreaks with Bijection Learning: a Powerful, Scale-Agnostic Attack Method Haize Labs Job board Papers mentioned: https://arxiv.org/pdf/2407.21792 https://far.ai/post/2024-07-robust-llm/paper.pdf Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Squad: Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist. RECOMMENDED PODCAST: This Won't Last. Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel. They unpack their hottest takes on the future of tech, business, venture, investing, and politics. Apple Podcasts: https://podcasts.apple.com/us/podcast/id1765665937 Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz YouTube: https://www.youtube.com/@ThisWontLastpodcast CHAPTERS: (00:00:00) About the Show (00:00:22) About the Episode (00:05:03) Introduction and Haize Labs Overview (00:07:36) Universal Jailbreak Technique and Attacks (00:13:47) Automated vs Manual Red Teaming (00:17:15) Qualitative Assessment of Model Jailbreaking (Part 1) (00:19:38) Sponsors: Oracle | Brave (00:21:42) Qualitative Assessment of Model Jailbreaking (Part 2) (00:26:21) Context-Specific Safety Considerations (00:32:26) Model Capabilities and Safety Correlation (Part 1) (00:36:22) Sponsors: Omneky | Squad (00:37:48) Model Capabilities and Safety Correlation (Part 2) (00:44:42) Model Behavior and Defense Mechanisms (00:52:47) Challenges in Preventing Jailbreaks (00:56:24) Safety, Capabilities, and Model Scale (01:00:56) Model Classification and Preparedness (01:04:40) Concluding Thoughts on o1 and Future Work (01:05:54) Outro

In this special cross-post episode of The Cognitive Revolution, Nathan shares a fascinating conversation between Spencer Greenberg and philosopher Nick Bostrom from the Clearer Thinking podcast. They explore Bostrom's latest book, "Deep Utopia," and discuss the challenges of envisioning a truly desirable future. Discover how advanced AI could reshape our concept of purpose and meaning, and hear thought-provoking ideas on finding fulfillment in a world where technology solves our pressing problems. Join us for an insightful journey into the potential evolution of human flourishing and the quest for positive visions of the future. Originally appeared in Clearer Thinking Podcast: https://podcast.clearerthinking.org/episode/224/nick-bostrom-the-path-to-utopia Check out the Clearer Thinking with Spencer Greenberg Podcast here: https://podcast.clearerthinking.org/ Deep Utopia Book: https://www.amazon.com/Deep-Utopia-Meaning-Solved-World/dp/1646871642/ Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr RECOMMENDED PODCAST: This Won't Last. Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel. They unpack their hottest takes on the future of tech, business, venture, investing, and politics. Apple Podcasts: https://podcasts.apple.com/us/podcast/id1765665937 Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz YouTube: https://www.youtube.com/@ThisWontLastpodcast CHAPTERS: (00:00:00) About the Show (00:00:22) About the Episode (00:02:58) Introduction to the podcast (00:03:26) Dystopias vs utopias in fiction (00:07:29) Material abundance and utopia (00:14:57) AI and the future of work (00:20:10) AI companions and human relationships (00:22:57) Sponsors: Weights & Biases Weave | Oracle (00:25:01) Sponsor message: Positly research platform (00:26:04) Surveillance and global coordination (00:44:38) Sponsors: Omneky | Brave (00:44:52) Sponsor message: Transparent Replications project (00:46:07) AI governance challenges (00:49:36) Deep Utopia book's purpose (00:53:09) Global coordination strategies (00:59:13) The vulnerable world hypothesis (01:05:18) Bostrom's meta-ethical views (01:08:32) Listener question on meditation (01:10:17) Outro