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

• The Dawn of Dynamic AI: RFT Comes Online, w/ Predibase CEO Dev Rishi, from Inference by Turing Post

  This crossover episode from Inference by Turing Post features CEO Dev Rishi of Predibase discussing the shift from static to continuously learning AI systems that can adapt and improve from ongoing user feedback in production. Rishi provides grounded insights from deploying these dynamic models to real enterprise customers in healthcare and finance, exploring both the massive potential upside and significant safety challenges of reinforcement learning at scale. The conversation examines how "practical specialized intelligence" could reshape the AI landscape by filling economic niches efficiently, potentially offering a more stable alternative to AGI development. This discussion bridges theoretical concepts with real-world deployment experience, offering a practical preview of AI systems that "train once and learn forever." Turing Post channel:  @RealTuringPost  Turpin Post website: https://www.turingpost.com 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 Labelbox: Labelbox pairs automation, expert judgment, and reinforcement learning to deliver high-quality training data for cutting-edge AI. Put its data factory to work for you, visit https://labelbox.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 CHAPTERS: (00:00) Sponsor: Google Gemini 2.5 Flash (00:31) About the Episode (03:46) Training Models Continuously (05:03) Reinforcement Fine-Tuning Revolution (09:31) Agentic Workflows Challenges (Part 1) (12:51) Sponsors: Labelbox | Oracle Cloud Infrastructure (15:28) Agentic Workflows Challenges (Part 2) (15:41) ChatGPT Pivot Moment (19:59) Planning AI Future (24:45) Open Source Gaps (Part 1) (28:35) Sponsors: The AGNTCY | NetSuite by Oracle (30:50) Open Source Gaps (Part 2) (30:54) AGI vs Specialized (35:26) Happiness and Success (37:04) Outro

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• Cracking the Medical Code: Why Cleveland Clinic Doctors Love Their Ambience Healthcare AI Scribe

  Brendan Fortuner from Ambience Healthcare and Ben Shahshahani from Cleveland Clinic discuss how AI is transforming medical documentation and coding in a healthcare system that spends $1 trillion annually on administrative tasks. They explore Ambience's technical breakthrough using OpenAI's Reinforcement Fine-Tuning to achieve medical coding accuracy that exceeds human doctors by 12 percentage points, including their specialty-by-specialty approach and solutions to reward hacking behavior. The conversation reveals key insights about AI deployment strategy, including how Cleveland Clinic achieved 75% voluntary adoption across 4,000 physicians after requiring just a single use of the AI scribe. This case study demonstrates what it takes to successfully implement AI tools in complex, high-stakes healthcare environments where user skepticism and regulatory requirements create significant deployment challenges. 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 (04:05) Introduction and Backstory (05:20) Ambiance Healthcare Overview (07:53) AI Adoption in Healthcare (11:11) Documentation Pain Points (Part 1) (16:11) Sponsors: Oracle Cloud Infrastructure | The AGNTCY (18:11) Documentation Pain Points (Part 2) (19:00) Product Architecture Deep Dive (26:23) Technical Evolution and Specialization (Part 1) (32:05) Sponsor: NetSuite by Oracle (33:28) Technical Evolution and Specialization (Part 2) (33:50) Healthcare Coding Challenges (48:37) Reinforcement Fine-Tuning Implementation (58:13) Task Prioritization Framework (01:08:40) Adoption Strategies Culture (01:12:12) Cost Lessons Grader Selection (01:18:33) Future Directions Patient Products (01:24:53) Closing Thoughts Opportunities (01:27:58) Outro

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• The Data Factory: Inside the $100B Race for Post-Training Supremacy, with Labelbox CEO Manu Sharma

  Manu Sharma, founder and CEO of Labelbox, explains how frontier AI training data has evolved far beyond simple labeling to sophisticated reinforcement learning environments where domain experts create "gyms" for models to develop complex skills. With every Western frontier lab now spending over a billion dollars annually on training data, the conversation traces the shift from supervised learning to reinforcement learning from verifiable rewards, particularly for coding, mathematical reasoning, and computer use. Sharma reveals how Labelbox operates as a vertically integrated data factory, conducting over 2,000 AI-powered expert interviews daily and paying top specialists more than $250,000 annually. The discussion provides essential insights into the red-hot training data market that's reshaping AI development following major deals like Meta's $15B acquisition of Scale AI. 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 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

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• Cheat on Everything: Cluely's Vision for Always-On AI Assistance

  Roy Lee, founder and CEO of Cluely, discusses his AI startup's $15 million Andreessen Horowitz investment and their provocative "cheat on everything" marketing approach that has gone viral across the tech industry. They explore Cluely's real-time AI assistant that provides undetectable information during meetings and interviews, Roy's philosophy of "AI maximalism," and his vision for a post-AGI world where humans are freed from economic necessity to pursue intrinsic interests. The conversation covers his controversial stance on dissolving copyright and privacy norms for efficiency gains, the resonance of his message with young people, and how he believes society should adapt to increasingly capable AI systems. Despite the edgy messaging, Roy presents thoughtful perspectives on competing with tech giants and building technology that anticipates entirely new social contracts in an AI-dominated future. 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 (03:24) Introduction and Cluey Overview (10:55) Future Rules and Privacy (13:20) Positive Vision for Future (Part 1) (18:01) Sponsors: Oracle Cloud Infrastructure | The AGNTCY (20:01) Positive Vision for Future (Part 2) (21:23) Entrepreneurship and Impact Theory (24:22) Anti-Establishment Marketing Strategy (27:26) AI in Universities (30:16) Columbia Expulsion Story (32:48) AI Maximalism Ethics (Part 1) (32:53) Sponsor: NetSuite by Oracle (34:17) AI Maximalism Ethics (Part 2) (38:29) AI Identification Debate (46:00) Output vs Input Philosophy (51:35) Learning and Skill Building (56:40) Trust and Market Effects (01:03:42) Assessment and Hiring Revolution (01:06:47) Viral Marketing Strategy (01:12:39) Long-term Company Strategy (01:15:59) High-End Talent Acquisition (01:18:56) Outro

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• The AI Village: Previewing the Giga-Agent Future with Adam Binksmith, Founder of AI Digest

  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

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Altri podcast di Economia

Podcast di tendenza in Economia

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