Emergency Pod: Reinforcement Learning Works! Reflecting on Chinese Reasoning Models DeepSeek-R1 and Kimi k1.5 | "The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis podcast - Listen or read transcript on Metacast
Emergency Pod: Reinforcement Learning Works! Reflecting on Chinese Reasoning Models DeepSeek-R1 and Kimi k1.5
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
