"The Cognitive Revolution"

Latest Episodes:

Emergency Pod: Reinforcement Learning Works! Reflecting on Chinese Reasoning Models DeepSeek-R1 and Kimi k1.5 Jan 25, 2025

Show notes

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.

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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

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Material Progress: Developing AI's Scientific Intuition, with Orbital Materials' Jonathan Godwin & Tim Duignan Jan 22, 2025

Show notes

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

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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

Dodging Latent Space Detectors: Obfuscated Activation Attacks with Luke, Erik, and Scott. Jan 18, 2025

Show notes

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/

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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

Gene Hunting with o1-pro: Reasoning about Rare Diseases with ChatGPT Pro Grantee Dr. Catherine Brownstein Jan 15, 2025

Show notes

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:

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

AI AMA – Part 2: AI Utopia, Consciousness, and the Future of Work Jan 08, 2025

Show notes

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.

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SPONSORS:

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

(00:00:56) 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...

AI AMA – Part 1: OpenAI’s o3, Deliberative Alignment, and AI Surprises of 2024 Jan 07, 2025

Show notes

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

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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

Teaching AI to See: A Technical Deep-Dive on Vision Language Models with Will Hardman of Veratai Jan 03, 2025

Show notes

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

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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

roon's Heroic Duty: Will "the Good Guys" Build AGI First? (from Doom Debates) Dec 28, 2024

Show notes

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.

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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.

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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...

Emad Mostaque on the Intelligent Internet and Universal Basic AI Dec 25, 2024

Show notes

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:

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

(00:00:36) 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

Can AIs do AI R&D? Reviewing REBench Results with Neev Parikh of METR Dec 21, 2024

Show notes

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:

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

(00:01:04) 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