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

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

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

  1. Everything You Wanted to Know About LLM Post-Training, with Nathan Lambert of Allen Institute for AI

    14小时前

    Everything You Wanted to Know About LLM Post-Training, with Nathan Lambert of Allen Institute for AI

    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

    1 小时 50 分钟
  2. Zvi’s POV: Ilya’s SSI, OpenAI’s o1, Claude Computer Use, Trump’s election, and more

    5天前

    Zvi’s POV: Ilya’s SSI, OpenAI’s o1, Claude Computer Use, Trump’s election, and more

    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

    2 小时 42 分钟
  3. AGI Lab Transparency Requirements & Whistleblower Protections, with Dean W. Ball & Daniel Kokotajlo

    11月12日

    AGI Lab Transparency Requirements & Whistleblower Protections, with Dean W. Ball & Daniel Kokotajlo

    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...

    2 小时 2 分钟
  4. AI Under Trump? The Stakes of 2024 w/ Joshua Steinman [Pt 2 of 2]

    11月2日

    AI Under Trump? The Stakes of 2024 w/ Joshua Steinman [Pt 2 of 2]

    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

    1 小时 17 分钟
  5. The Case for Trump and the Future of AI – Part 1, with Samuel Hammond, Senior Economist, Foundation of American Innovation

    11月1日

    The Case for Trump and the Future of AI – Part 1, with Samuel Hammond, Senior Economist, Foundation of American Innovation

    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

    2 小时 20 分钟
  6. Breaking: Gemini's Major Update - Search, JSON & Code Features Revealed by Google PMs

    10月31日

    Breaking: Gemini's Major Update - Search, JSON & Code Features Revealed by Google PMs

    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

    57 分钟
  7. Training Zamba: A Hybrid Model Master Class with Zyphra's Quentin Anthony

    10月30日

    Training Zamba: A Hybrid Model Master Class with Zyphra's Quentin Anthony

    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/

    2 小时 25 分钟
  8. Mind Hacked by AI: A Cautionary Tale, From a LessWrong User's Confession

    10月26日

    Mind Hacked by AI: A Cautionary Tale, From a LessWrong User's Confession

    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

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

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