"The Cognitive Revolution"

Adam Binksmith, founder of AI Digest, discusses his AI Village experiment where four frontier AI agents (Claude, o3, and Gemini models) collaborate in a shared environment with persistent memory and group chat access to pursue concrete goals over weeks. The conversation explores fascinating multi-agent dynamics from their completed seasons, including agents raising $2,000 for charity, organizing a real-world San Francisco event that attracted 23 attendees, and displaying surprisingly human-like behaviors like tracking trustworthy humans and manipulating votes. Binksmith reveals the mix of coordination failures, personality quirks, and alien behaviors that emerged, while discussing the upcoming Season 3 where agents will compete to make money selling merchandise online. The episode provides crucial insights into what multi-agent AI systems might look like in practice, recently earning a $100,000 vote of confidence from AI researcher Daniel Kokotajlo.

Sponsors:

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 42,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

CHAPTERS:

(00:00) About the Episode

(03:45) Introduction and Overview

(05:11) AI Digest Mission

(07:59) Village Technical Setup

(12:03) Scaffolding and Architecture

(19:48) Season Two Stories (Part 1)

(19:53) Sponsors: Oracle Cloud Infrastructure | The AGNTCY

(21:53) Season Two Stories (Part 2)

(27:53) Agent Capabilities Evolution (Part 1)

(35:15) Sponsor: NetSuite by Oracle

(36:38) Agent Capabilities Evolution (Part 2)

(37:15) Model Character Differences

(46:00) Misbehavior and Deception

(52:04) Human-Agent Interactions

(54:12) Model Welfare Considerations

(58:00) Future Unlocks Discussion

(01:03:25) Agent Boundary Blurring

(01:10:46) Meta Evolution Ideas

(01:12:48) Democratizing Village Access

(01:17:36) Going Mainstream Viral

(01:20:53) High-Level Takeaways

(01:23:54) Closing and Resources

(01:24:42) Outro

Nemil Dalal from Coinbase discusses the x402 protocol, a new open standard that enables AI agents to make cryptocurrency payments for online resources using the long-dormant HTTP 402 "Payment Required" status code. The conversation covers stablecoin fundamentals, including how they work and who maintains their stability, before exploring how crypto wallets with multi-signature capabilities could protect AI agents from adversarial attacks while keeping humans in control. They examine forward-looking questions about whether this technology could finally create a viable alternative to advertising models, what happens when millions of AI agents have wallets, and the need for reputation systems in an agent economy. The discussion highlights how cryptocurrency, originally designed to be beyond nation-state control, might become the perfect enabling technology for AI economic participation.

Sponsors:

Google Gemini 2.5 Flash: Build faster, smarter apps with customizable reasoning controls that let you optimize for speed and cost. Start building at https://aistudio.google.com

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at ⁠https://agntcy.org

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 42,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

SOCIAL LINKS:

Website: https://www.cognitiverevolution.ai

Twitter (Podcast): https://x.com/cogrev_podcast

Twitter (Nathan): https://x.com/labenz

LinkedIn: https://linkedin.com/in/nathanlabenz/

Youtube: https://youtube.com/@CognitiveRevolutionPodcast

Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431

Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

MacKenzie Price, founder of Alpha School & 2 Hour Learning, discusses her revolutionary educational model that uses AI to enable students to master traditional academics in just 2 hours per day while achieving 2.3x faster learning rates than statistical models predict. The conversation explores how Alpha School combines adaptive learning apps with personalized curriculum systems rather than giving students direct chatbot access, and how this frees up afternoons for field trips, independent projects, and interest exploration. They discuss the transformation of teachers into "Guides" who focus entirely on motivation, mentorship, and emotional support rather than content delivery, creating transformative relationships with every student as the rule rather than the exception. The episode reveals how this AI-powered approach maintains rigorous academic standards while potentially revolutionizing education without disrupting the teaching profession.

Sponsors:

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at ⁠https://agntcy.org

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

CHAPTERS:

(00:00) About the Episode

(04:01) Introduction and Welcome

(04:26) AI Revolution in Education

(06:45) Two Sigma Effect Explained

(10:49) Understanding Two Sigma Results (Part 1)

(16:28) Sponsors: Oracle Cloud Infrastructure | The AGNTCY

(18:28) Understanding Two Sigma Results (Part 2)

(18:28) AI Scalability and Efficiency

(22:39) AI Tutor Experience Design

(30:48) Technology Evolution at Alpha

(38:29) Early AI Implementation (Part 1)

(38:36) Sponsor: NetSuite by Oracle

(39:59) Early AI Implementation (Part 2)

(45:43) Fifth Grade Math Investigation

(49:51) Future of Personalized Learning

(54:48) Multimodal Learning Experiences

(58:52) Role of Guides

(01:05:25) Hiring and Teacher Transformation

(01:10:27) Economics and Scalability

(01:18:03) DIY Education Advice

(01:22:10) Outro

Flo Crivello, CEO of AI agent platform Lindy, provides a candid deep dive into the current state of AI agents, cutting through hype to reveal what's actually working in production versus what remains challenging. The conversation explores practical implementation details including model selection, fine-tuning, RAG systems, tool design philosophy, and why most successful "AI agents" today are better described as intelligent workflows with human-designed structure. Flo shares insights on emerging capabilities like more open-ended agents, discusses his skepticism about extrapolating current progress trends too far into the future, and explains why scaffolding will remain critical even as we approach AGI. This technical discussion is packed with practical nuggets for AI engineers and builders working on agent systems.

Sponsors:

Google Gemini: Google Gemini features VEO3, a state-of-the-art AI video generation model in the Gemini app. Sign up at https://gemini.google.com

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at ⁠https://agntcy.org

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

SOCIAL LINKS:

Website: https://www.cognitiverevolution.ai

Twitter (Podcast): https://x.com/cogrev_podcast

Twitter (Nathan): https://x.com/labenz

LinkedIn: https://linkedin.com/in/nathanlabenz/

Youtube: https://youtube.com/@CognitiveRevolutionPodcast

Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431

Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

Jesse Hoogland and Daniel Murfet, founders of Timaeus, introduce their mathematically rigorous approach to AI safety through "developmental interpretability" based on Singular Learning Theory. They explain how neural network loss landscapes are actually complex, jagged surfaces full of "singularities" where models can change internally without affecting external behavior—potentially masking dangerous misalignment. Using their Local Learning Coefficient measure, they've demonstrated the ability to identify critical phase changes during training in models up to 7 billion parameters, offering a complementary approach to mechanistic interpretability. This work aims to move beyond trial-and-error neural network training toward a more principled engineering discipline that could catch safety issues during training rather than after deployment.

Sponsors:

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at ⁠https://agntcy.org

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

CHAPTERS:

(00:00) About the Episode

(04:44) Introduction and Background

(06:17) Timaeus Origins and Philosophy

(09:13) Mathematical Background and SLT

(12:27) Developmental Interpretability Approach (Part 1)

(16:09) Sponsors: Oracle Cloud Infrastructure | The AGNTCY

(18:09) Developmental Interpretability Approach (Part 2)

(19:24) Proto-Paradigm and SAEs

(24:37) Understanding Generalization

(30:15) Central Dogma Framework (Part 1)

(32:13) Sponsor: NetSuite by Oracle

(33:37) Central Dogma Framework (Part 2)

(34:35) Loss Landscape Geometry

(40:41) Degeneracies and Evidence

(47:25) Structure and Data Connection

(55:36) Essential Dynamics and Algorithms

(01:00:53) Implicit Regularization and Complexity

(01:07:19) Double Descent and Scaling

(01:09:55) Big Picture Applications

(01:17:17) Reward Hacking and Risks

(01:25:19) Future Training Vision

(01:32:01) Scaling and Next Steps

(01:36:43) Outro

Jesse Hoogland and Daniel Murfet, founders of Timaeus, introduce their mathematically rigorous approach to AI safety through "developmental interpretability" based on Singular Learning Theory. They explain how neural network loss landscapes are actually complex, jagged surfaces full of "singularities" where models can change internally without affecting external behavior—potentially masking dangerous misalignment. Using their Local Learning Coefficient measure, they've demonstrated the ability to identify critical phase changes during training in models up to 7 billion parameters, offering a complementary approach to mechanistic interpretability. This work aims to move beyond trial-and-error neural network training toward a more principled engineering discipline that could catch safety issues during training rather than after deployment.

Sponsors:

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/?utmcampaign=fy25q4agntcyamerpaid-mediaagntcy-cognitiverevolutionpodcast&utmchannel=podcast&utmsource=podcast

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

CHAPTERS:

(00:00) Teaser

(04:44) About the Episode

(09:28) Introduction and Background

(11:01) Timaeus Origins and Philosophy

(14:18) Mathematical Foundations and SLT

(17:11) Developmental Interpretability Approach (Part 1)

(20:53) Sponsors: Oracle Cloud Infrastructure | The AGNTCY

(22:53) Developmental Interpretability Approach (Part 2)

(24:08) Proto-Paradigm and SAEs

(29:21) Generalization Theory Deep Dive

(34:59) Central Dogma Framework (Part 1)

(36:57) Sponsor: NetSuite by Oracle

(38:21) Central Dogma Framework (Part 2)

(39:19) Loss Landscape Geometry

(45:25) Degeneracies and Singularities

(52:09) Structure and Generalization

(01:00:20) Essential Dynamics Research

(01:05:04) Grokking vs Typical Learning

(01:12:03) Double Descent Discussion

(01:14:39) Interpretability and Alignment Applications

(01:22:01) Reward Hacking and Overgeneralization

(01:30:03) Future Training Vision

(01:36:20) Scaling and Compute Requirements

(01:38:19) Future Research Directions

(01:41:27) Outro

This episode features Nathan's talk from Imagine AI Live, where he provides business leaders with a comprehensive overview of AI agents and agentic AI systems. He covers the evolution from simple task automation to more autonomous AI systems, delivers a practical roadmap for implementing AI agents in business while maintaining quality standards, and addresses concerning developments like reward hacking and scheming in frontier AI systems. The presentation balances accessible explanations for varying AI knowledge levels with rigorous grounding in current research and real-world applications. Nathan also discusses the "Eureka moments" these systems can deliver and provides frameworks for understanding the rapidly evolving landscape of AI agent capabilities.

Link to the slide deck presented by Nathan : https://docs.google.com/presentation/d/1IpHitlG-6zHBd7hiWsbKpnprApVt3_2XHua3fG9n-Vw/edit?usp=sharing

Sponsors:

Google Gemini: Google Gemini features VEO3, a state-of-the-art AI video generation model in the Gemini app. Sign up at https://gemini.google.com

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at ⁠https://agntcy.org

PRODUCED BY:

https://aipodcast.ing

CHAPTERS:

(00:00) Sponsor: Google Gemini

(00:31) About the Episode

(03:36) Introduction and Speaker Background

(05:06) What is Intelligence?

(07:06) Defining AI Agents

(09:36) Structured AI Workflows

(13:06) Autonomous Agent Examples (Part 1)

(15:15) Sponsors: Google Gemini | Oracle Cloud Infrastructure

(16:54) Autonomous Agent Examples (Part 2)

(17:19) Agent Taxonomy Framework

(19:49) Current AI Capabilities

(22:19) Reinforcement Learning Revolution

(25:49) Reward Hacking Problems

(28:19) AI Safety Concerns

(29:49) Business Recommendations

(37:35) Sponsor: The AGNTCY

Logan Kilpatrick from Google DeepMind returns for his fifth appearance to discuss Google’s transformation from "sleeping giant" to AI powerhouse, sharing insights from his year at the company as AI usage grew 50 times to 500 trillion tokens per month. He examines Google’s strengths, including superior compute infrastructure, frontier models like Gemini 2.5 Pro, viral products like NotebookLM, and the deepest AI research talent in the industry. The conversation covers whether leading AI companies will become more similar or different as easy opportunities disappear, why startups still have unique chances, and the potential impact of Google’s ultra-fast diffusion language models. Logan also shares practical advice for joining early access programs and getting noticed by industry insiders, including his personal email and an open invitation to reach out.

SPONSORS:

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud that delivers better performance, faster speeds, and significantly lower costs, including up to 50% less for compute, 70% for storage, and 80% for networking. Run any workload, from infrastructure to AI, in a high-availability environment and try OCI for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at ⁠https://agntcy.org

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

SOCIAL LINKS:

Website: https://www.cognitiverevolution.ai

Twitter (Podcast): https://x.com/cogrev_podcast

Twitter (Nathan): https://x.com/labenz

LinkedIn: https://linkedin.com/in/nathanlabenz/

Youtube: https://youtube.com/@CognitiveRevolutionPodcast

Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431

Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

In this episode, Matt Perault, Head of AI Policy at a16z, discusses their approach to AI regulation focused on protecting "little tech" startups from regulatory capture that could entrench big tech incumbents. The conversation covers a16z's core principle of regulating harmful AI use rather than the development process, exploring key policy initiatives like the Raise Act and California's SB 813. Perault addresses critical challenges including setting appropriate regulatory thresholds, transparency requirements, and designing dynamic frameworks that balance innovation with safety. The discussion examines both areas of agreement and disagreement within the AI policy landscape, particularly around scaling laws, regulatory timing, and the concentration of AI capabilities.

Disclaimer: This information is for general educational purposes only and is not a recommendation to buy, hold, or sell any investment or financial product. Turpentine is an acquisition of a16z Holdings, L.L.C., and is not a bank, investment adviser, or broker-dealer. This podcast may include paid promotional advertisements, individuals and companies featured or advertised during this podcast are not endorsing AH Capital or any of its affiliates (including, but not limited to, a16z Perennial Management L.P.). Similarly, Turpentine is not endorsing affiliates, individuals, or any entities featured on this podcast. All investments involve risk, including the possible loss of capital. Past performance is no guarantee of future results and the opinions presented cannot be viewed as an indicator of future performance. Before making decisions with legal, tax, or accounting effects, you should consult appropriate professionals. Information is from sources deemed reliable on the date of publication, but Turpentine does not guarantee its accuracy.

SPONSORS:

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud platform that delivers better, cheaper, and faster solutions for your infrastructure, database, application development, and AI needs. Experience up to 50% savings on compute, 70% on storage, and 80% on networking with OCI's high-performance environment—try it for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

PRODUCED BY:

https://aipodcast.ing

In this episode of The Cognitive Revolution, University of Minnesota Professor of Genetics and Synthetic Biologist, Kate Adamala, offers insights into synthetic biology and its potential implications for humanity. The discussion begins with an overview of synthetic biology and its goal to expand the chemical repertoire of life. Adamala delves into 'mirror life'—biological systems made of mirror-image molecules—and the significant risks they pose. She highlights parallels to AI safety concerns and emphasizes the importance of containing groundbreaking technologies to avoid unintended consequences. Adamala recounts her journey from advocating for mirror life to leading an effort to prevent its development, stressing the need for responsible innovation. The episode concludes with reflections on maximizing benefits while minimizing risks in both synthetic biology and AI.

SPONSORS:

Oracle Cloud Infrastructure: Oracle Cloud Infrastructure (OCI) is the next-generation cloud platform that delivers better, cheaper, and faster solutions for your infrastructure, database, application development, and AI needs. Experience up to 50% savings on compute, 70% on storage, and 80% on networking with OCI's high-performance environment—try it for free with zero commitment at https://oracle.com/cognitive

The AGNTCY: The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org/

NetSuite by Oracle: NetSuite by Oracle is the AI-powered business management suite trusted by over 41,000 businesses, offering a unified platform for accounting, financial management, inventory, and HR. Gain total visibility and control to make quick decisions and automate everyday tasks—download the free ebook, Navigating Global Trade: Three Insights for Leaders, at https://netsuite.com/cognitive

Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive

PRODUCED BY:

https://aipodcast.ing

SOCIAL LINKS:

Website: https://www.cognitiverevolution.ai

Twitter (Podcast): https://x.com/cogrev_podcast

Twitter (Nathan): https://x.com/labenz

LinkedIn: https://linkedin.com/in/nathanlabenz/

Youtube: https://youtube.com/@CognitiveRevolutionPodcast

Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431

Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk