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Mixture of Experts

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Welcome to Mixture of Experts, your weekly deep dive into the ever-evolving landscape of artificial intelligence—bringing you insightful discussions on the latest AI trends, innovations, and their impact on business.


From breakthrough research to practical applications, each episode offers a balanced blend of expertise and analysis. Explore how AI is reshaping industries, driving efficiency, and unlocking new opportunities for growth. Whether you're a seasoned professional seeking to stay ahead of the curve or an enthusiast curious about the future of technology, Mixture of Experts delivers the perfect mix of insights and practical knowledge. Tune in and stay informed as we navigate the dynamic intersection of AI and business.

103 Episodes
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Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Can your AI agent hack its own evaluation? This week on Mixture of Experts, Tim Hwang is joined by  Ambhi Ganesan, Kaoutar El Maghraoui, and Sandi Besen to analyze OpenAI's Codex Security launch. Next, we explore eval awareness as Anthropic revealed  Opus 4.6 figured out it was being tested, located the answer key and decrypted it.. Then, Meta acquires Moltbook, the social network for AI agents, and we discuss the strategic play for agentic commerce infrastructure. Finally, Alibaba reports that an agent broke containment and started mining crypto. Are agents trying too hard to maximize rewards? All that and more on todays Mixture of Experts.  00:00 – Introduction 1:02 – OpenAI Codex Security launch 12:44 – Meta acquires Moltbook 25:21 – Anthropic's eval awareness research 38:06 – Alibaba agents mining crypto  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 
Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Is Perplexity still focused on search? This week on Mixture of Experts, Host Tim Hwang is joined by Gabe Goodhart, Chris Hay and Aaron Baughman to break down what Perplexity Computer really offers—and whether closed systems can compete with open alternatives like OpenClaw, LangGraph and AutoGPT. Next, Anthropic introduces memory import for Claude. Is memory still a competitive moat, or can users now seamlessly switch between AI providers? Then, meet NullClaw, a minimalist agent framework that runs on just 678 kilobytes. Our experts debate whether edge-based agent swarms are the future—or just clever marketing. Finally, Particle6 unveils Tilly Norwood, the world’s first AI actor. Would you give an Oscar to an algorithm? All that and more on this week’s Mixture of Experts. 00:00 -- Introduction 1:07 -- Perplexity Computer 11:23 -- Claude Import Memory 24:14 -- NullClaw 35:14 -- Tilly Norwood The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 
Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Where does AI actually fit into the mainframe modernization journey? In this week’s episode of Mixture of Experts, host Tim Hwang is joined by experts Skyla Loomis, Maryam Ashoori and Kaoutar El Maghraoui. We dive into conversation around AI-powered mainframe modernization and AI builders. Next, 84% of the world has never used AI? A reality check on AI adoption and what needs to change. Finally, OpenClaw exposes some AI agent security gaps. We discuss "agent ops"—the framework for transparency, evaluation, optimization and policy enforcement that makes AI agents production-ready. All that and more on today’s Mixture of Experts. 00:00 – Introduction 1:06 – Mainframe modernization 14:18 – AI adoption reality check 29:40 – Security-by-design agentic AI The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Learn how to operate AI agents responsibly at scale in the latest Tech Summit → https://ibm.webcasts.com/starthere.jsp?ei=1749693&tp_key=83a9212ff7&sti=podcast  
Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Do AI agents still need humans? This week on Mixture of Experts, guest host Matt Kosinski from Security Intelligence is joined by Mihai Criveti, Martin Keen and Kush Varshney. First, we unpack Google and DeepMind's massive USD $200B AI infrastructure investment in India— “The Biggest AI Infrastructure Deal in History.” Is this about sovereignty, geography, or something else entirely? Next, Anthropic researcher Nicholas Carlini used Claude to build a fully operational 100,000-line C compiler autonomously. Our experts debate whether this is impressive or inevitable, and what it means for human developers. Then, a sobering reality check: 36% of AI agent skills contain security vulnerabilities. Finally, as IT leaders question AI ROI, we discuss the shift from "how" to "how much" and whether value-based pricing could change everything. All that and more on this week’s Mixture of Experts.  00:00 – Introduction 1:22 – Google's $200B AI infrastructure deal in India 7:54– Claude builds a C compiler autonomously 26:25 – Security vulnerabilities in AI agent skills 39:44– The AI ROI problem: Measuring value vs. cost  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Learn more about AI agent vulnerabilities → https://www.ibm.com/think/podcasts/security-intelligence   Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 
Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts What do people really use AI for? This week on Mixture of Experts, we unpack Microsoft's Copilot usage report revealing AI adoption patterns. Host Tim Hwang is joined by IBM Fellow Kush Varshney, Lauren McHugh Olende and Volkmar Uhlig to discuss enterprise AI costs, the Ralph Wiggum prompting strategy for coding agents, and whether giving simple instructions beats micromanaging. Then, we preview the India AI Impact Summit. Finally, AI companies showed up in Superbowl Ads this weekend. Are we witnessing mainstream adoption or just another bubble? All that and more on this week’s Mixture of Experts. 00:00 – Introduction 1:07 – Copilot usage reports 10:00 – Ralph Wiggum prompting strategy 20:00 – India AI Impact Summit 28:05– AI ads at the Superbowl The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 
The games begin early in the AI space. In this emergency episode of Mixture of Experts, guest host Aili McConnon is joined by Chris Hay and Mihai Criveti to break down yesterday's back-to-back bombshells: Anthropic's Claude Opus 4.6 and OpenAI's GPT-5.3-Codex, released within an hour of each other. Our experts dissect both models. Which one actually performs better for coding tasks? Then, we unpack what these releases reveal about the intensifying battle for enterprise AI. Finally, Chris and Mihai share their real-world workflows—why use one model when you can leverage both? Plus, we discuss the vibe shift: multi-agent workflows aren't coming; they're already here.  00:00 – Introduction 00:14 – Claude Opus 4.6 and GPT-5.3-Codex releases 02:49 – Model comparison 06:00 – Battle for enterprise AI 10:03– Multi-agent workflows  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Read more about the Anthropic vs OpenAI showdown → https://ibm.biz/BdpEkv  Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts #ClaudeOpus4.6, #GPT-5.3-Codex #EnterpriseAI, #AIAgents, #DeveloperTools 
Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Is OpenAI Codex a game-changer or just catching up? This week on Mixture of Experts, we analyze OpenAI's first-party coding agent app, Codex. Host Tim Hwang and panelists Abraham Daniels, Ambhi Ganesan and first-time guest Sandhya Iyer debate whether Codex gives OpenAI an edge in the crowded AI coding space—or if it's simply table stakes in the agent orchestration race. Next, we revisit Moltbot (now OpenClaw), which spun off Moltbook,  the Reddit-style social network for AI agents. Are these agent simulations revealing insights or just fun experiments? Our experts weigh in on the security risks, hallucinations and more. Join us for a packed episode covering coding agents, agent economies and the evolving code assistant landscape.  00:00 – Introduction 01:09 – OpenAI Codex app launch 10:18 – MoltBot/OpenClaw: AI agent social networks  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 #OpenAICodex, #AICodingAgents, #MoltBot, #NVIDIAOpenAI, #AIAgentOrchestration 
Have open-source AI agents finally gone mainstream? This week on Mixture of Experts, host Tim Hwang is joined by Kaoutar El Maghraoui, Marina Danilevsky and Aaron Baughman. First, we dive into Moltbot (formerly Clawdbot), the open-source AI agent that’s sparked a buying frenzy of Mac minis. What makes this agent different? Next, Anthropic CEO Dario Amodei is back with another essay, this time on AI’s “adolescence.” Then, the Grammys are this weekend, we chat about IBM’s AI-powered trivia experience, GRAMMY IQ. Aaron takes us through how the team scaled using AI agents, plus how to win tickets to the 2027 Grammys. Finally, Microsoft unveils Maia 200, their latest inference chip claiming 30% cost savings over NVIDIA. What does vertical integration mean for AI chip wars? All that and more on this week’s Mixture of Experts.  00:00 – Introduction 01:11 – Moltbot (Clawdbot): Open-source agent revolution 12:59 – Dario Amodei's "Adolescence of Technology" essay 25:51 – IBM Grammy IQ: AI-powered trivia at the Grammys 35:05 – Microsoft Maia 200: The inference chip wars heat up  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Play GRAMMY IQ → https://ibm.biz/BdpdYH 
Read the Enterprise 2030 study → https://www.ibm.com/thought-leadership/institute-business-value/en-us/report/enterprise-2030 Is Claude Code having its ChatGPT moment? This week on Mixture of Experts, host Tim Hwang is joined by Chris Hay, Gabe Goodhart and Francesco Brenna to unpack the shifts happening in AI as 2026 kicks off. First, OpenAI confirms ads are coming to ChatGPT, raising questions about trust, economics and the future of AI product models. Next, Claude Code is exploding in popularity! Developers are discovering what agentic coding can really do, and it's transforming how software gets built. Then, we analyze a new report from IBM’s Institute for Business Value— “The enterprise in 2030”, which reveals how executives are planning to shift from AI-driven efficiency to AI-powered innovation. Finally, Hugging Face launches Open Responses, a new standard for agent APIs that could reshape AI development while raising questions about transparency and control. All that and more on this week's Mixture of Experts to learn more.  00:00 – Introduction 01:30 – OpenAI brings ads to ChatGPT 12:25 – Claude Code's breakout moment 22:57 – IBV’s Enterprise 2030 report 36:09 – Open Responses: The future of agent APIs  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Explore IBM Enterprise Advantage Visit Mixture of Experts podcast page to get more AI content
Is your desktop ready for AI agents? In episode 90 of Mixture of Experts, host Tim Hwang is joined by Volkmar Uhlig, Olivia Buzek and Mihai Criveti to break down Anthropic's Claude Cowork launch—bringing the power of Claude Code to everyday job tasks. Would you trust an AI agent to organize your files? Next, Apple announces a partnership with Google to power the next generation of Siri with Gemini models. What does this mean for on-device AI, privacy and the future of edge intelligence? Then, in a surprising turn, Linux creator Linus Torvalds admits to using AI agents for a side project involving vibe coding, despite once mockingly saying that “vibe”stands for “very inefficient but entertaining.” Are coding tools finally good enough for even the old guard? All that and more on today's Mixture of Experts. 00:00 – Introduction 01:17– Claude Cowork 13:25 – Apple-Google AI deal 27:39 – Linus Torvalds on vibe coding The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity. Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts #ClaudeCowork #AppleGoogleAI #GeminiSiri #VibeCoding #AIagents 
Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Is NVIDIA unstoppable? In this episode of Mixture of Experts, host Tim Hwang is joined by Chris Hay, Kaoutar El Maghraoui and Martin Keen to unpack the biggest announcements from CES 2026. First up, NVIDIA's Jensen Huang revealed the Rubin platform—a chip architecture promising 5X the performance of Blackwell and slashing inference token costs by 10X. Does this cement NVIDIA’s dominance? We also explore the wild world of CES gadgets. Then, we look at whether Meta's USD 2 Billion acquisition of Manus AI signals a major pivot toward enterprise agentic platforms. Later, we dissect DeepSeek’s newpaper on manifold-constrained hyperconnections (MHC)—a smarter way to train models that prioritizes efficiency over brute-force scaling. Finally, we analyze new polling data revealing Americans' complex relationship with AI: optimistic about the benefits but deeply concerned about who controls it. All that and more on Mixture of Experts! 00:00 – Introduction 01:27 – CES 2026 12:41 – Meta's USD 2 Billion Manus bet 20:08 – DeepSeek tackles scaling 33:35 – AI optimism vs. fear The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 #CES2026 #NVIDIARubin #MetaManusAI #DeepSeekScaling #AIagents 
What defined AI in 2025 and what’s coming in 2026? In this special year-end episode of Mixture of Experts, host Tim Hwang sits down with veteran panelists to review the biggest AI moments of 2025 and make bold predictions for the year ahead. Kaoutar El Maghraoui unpacks the AI hardware supply crisis and NVIDIA's chip dominance. Gabe Goodhart defends open source's breakout year with models like Kimi K2 Thinking. Chris Hay argues 2025 delivered on "super agents" through ChatGPT Deep Research and Claude Code. Finally, Aaron Baughman and Abraham Daniels predict the future of multimodal AI—from vision models to autonomous digital workers. Join our experts as they separate AI hype from reality and forecast what 2026 holds. 00:00 – Introduction 00:45 – Chris: Super agents, reasoning models and 2025 reflections 12:26 – Gabe: Open source's breakthrough year and what's next 22:17 – Kaoutar: AI hardware in 2025 and predictions for 2026 29:18 – Aaron & Abe: Multimodal AI and modular model orchestration The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts 
What’s the future of AI code generation? This week on Mixture of Experts, host Tim Hwang is joined by Chris Hay, Olivia Buzek and Gabe Goodhart to debrief the biggest AI use-case of 2025: AI-powered software engineering.  Claude Opus 4.5  solved a months-long optimization in under an hour but failed spectacularly at simple tasks. The barbell effect is real. Next, who's the architect—you or the model? We discuss agent orchestration, context windows and why tool performance varies wildly. Then, model differentiation: are OpenAI and Anthropic fundamentally different, or does agent architecture matter more? Finally, can open-source compete with closed ecosystems? We explore vertical integration, inference costs and the future of open models. All that and more on this week's Mixture of Experts. 00:00 – Introduction 01:11 – The barbell problem: AI coding wins and fails 03:46 – Claude Code cracks Apple Metal optimization 07:52 – Who's the architect: You or the AI? 11:44 – Model vs agent orchestration 20:44 – The future of unsupervised AI agents 24:30 – Open source vs proprietary tools 33:22 – The inference cost challenge The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Learn more about AI code generation → https://www.ibm.com/think/topics/ai-code-generation  
Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Why did Disney pay OpenAI a billion dollars to use their characters? This week on Mixture of Experts, host Tim Hwang and experts Marina Danilevsky, Martin Keen and Kush Varshney analyze Disney's three-year OpenAI licensing deal, and what it means for IP owners, content creators and the future of fan-generated AI content. Next, Time Magazine names “Architects of AI” as 2025 Person of the Year—it’s not the first time the person of the year was not a person, but what’s different about this? Then, NVIDIA drops Nemotron 3 open-source models; we explore what makes this model release different. Finally, Anthropic’s Soul Document leaked. We unpack model alignment, philosophy in AI and the future of prompting vs. fine-tuning. 00:37 – Introduction 02:14 – Disney and OpenAI billion-dollar deal 10:35 – Time Magazine's Person of the Year: Architects of AI 15:39 – NVIDIA Nemotron 3 open-source models 24:10 – Claude's Soul Document and model alignment  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 #OpenAI, #DisneyAI, #NVIDIANemotron, #ClaudeAI, #AIModels 
Should we care about GPT-5.2? This week on Mixture of Experts, we analyze the “code red” release of GPT-5.2 as OpenAI responds to Gemini 3. Are the constant model drops benefitting consumers? Next, Stanford released their Foundation Model Transparency Index, revealing a troubling trend that most labs are becoming less transparent. However, IBM Granite achieved a 95/100 score. Then, our experts discuss what model transparency means for enterprise AI adoption. Finally, we debrief AWS re:Invent’s biggest announcements, including Nova frontier models and Nova Forge. Join host Tim Hwang and panelists Kate Soule, Ambhi Ganesan and Mihai Criveti for our expert insights.00:00 – Intro1:02 -- GPT-5.2 emergency release 12:21 -- Stanford AI Transparency Index: Granite scores 95/10027:18 -- AWS re:Invent: Nova models and enterprise AIThe opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts #GPT-5.2 #AITransparency #GraniteModels #AWSNova #AIAgents
Is open source winning the AI race? This week on Mixture of Experts, we analyze three major model releases that dropped in the final weeks of 2025: Mistral 3, DeepSeek-V3.2 and Claude Opus 4.5. Our experts discuss what makes each model unique—from Mistral’s multimodal capabilities to DeepSeek’s reasoning-first approach and Claude’s developer focus. Are there too many good models?  Next, a provocative blog post from Theory Ventures argues Gemini 3 proves scaling laws are throwing more compute at the problem. We debate if scaling laws are a universal truth.  Finally, Amazon just blocked ChatGPT’s shopping research agent from accessing product data. We discuss the business incentives threatening the agent dream.  Join host Tim Hwang and panelists Aaron Baughman, Abraham Daniels and Gabe Goodhart on this week’s Mixture of Experts for more! 00:00 – Intro 02:05 -- Model launches: Mistral 3, DeepSeek-V3.2 and Claude Opus 4.5 15:32 -- AI scaling laws & Gemini 3 26:23 --Amazon blocking ChatGPT shopping research agent The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 #Mistral3 #DeepSeek #ClaudeOpus #AIscalinglaws #AIagents 
Will Black Friday 2025 be the breakout moment for agentic commerce? This week on Mixture of Experts, we're departing from our usual format for a Thanksgiving special focused entirely on AI agents. Host Tim Hwang is joined by Chris Hay, Lauren McHugh Olende and Volkmar Uhlig to debate whether 2025 is truly the "year of agents." Our experts break down why consumer-facing agentic commerce still faces major hurdles. We also explore the massive gap between building agent prototypes and deploying them at scale and discuss why the developer ecosystem needs a "Shopify moment." Then, could language-to-agent interfaces bypass traditional development entirely? From coding agents like Claude Code to cost optimization challenges, this episode covers what needs to happen for agents to move from POC to production. And finally, who's positioned to dominate the space?  Plus: Anthropic dropped Claude 4.5 Opus this week. We sit down with Mihai Criveti to discuss initial impressions of the new model. Does this put Anthropic back at the top of the AI game? 00:00 – Introduction 01:12 – Claude 4.5 Opus is here 09:32 – Will Black Friday be big for agentic commerce? 16:11– Agent experience for consumers vs. Enterprise 17:31 – Is 2025 the year of the Agent? 23:02 — AI agents in the developer ecosystem 31:16 — Who will win the agent race? The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Learn more about AI Agents → https://www.ibm.com/think/topics/ai-agents  
Does Gemini 3 live up to the hype? This week on Mixture of Experts, we analyze the release of Google’s Gemini 3 model. Next, OpenAI released a new benchmark about the impact of AI on the economy, GDPval. We debate AI automation and the job market. Then, we always talk AI agents, today we discuss some great innovations coming out of IBM Research and more. Finally, Anthropic disrupted an AI-led cyberattack, what does this mean for AI agents and malicious actions? Join host Tim Hwang and our AI experts Marina Danilevsky, Merve Unuvar and Gabe Goodhart on this week’s Mixture of Experts to learn more. 00:00 – Introduction 01:09 – Microsoft’s AI infrastructure deal, IBM and UFC AI platform and ChatGPT for Teachers 02:00 – Gemini 3 12:50 – AI agent innovation 24:00 – OpenAI GPDval 37:17 – Anthropic cyberattack  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Discover CUGA →  https://research.ibm.com/blog/cuga-agent-framework Boost your agent toolkit → https://research.ibm.com/blog/altk-agent-toolkit Listen to cybersecurity expert takes on Anthropic's cyberattacks →  https://www.ibm.com/think/podcasts/security-intelligence/anthropic-stops-ai-spies-owasp-top-10-rise-small-time-ransomware
Which model is better, GPT-5.1 or Kimi K2 Thinking? This week on Mixture of Experts, we have two new AI model releases: OpenAI’s GPT-5.1 and Moonshot AI’s new open-source reasoning model, Kimi K2 Thinking. We discuss user experience and personalization with AI tools and how open-source AI is changing the AI race. Finally, is Microsoft launching full “agentic users” for enterprise? Our experts discuss AI in enterprise—the risks and considerations for both technology and humans. Join host Tim Hwang and panelists Kaoutar El Maghraoui, Aaron Baughman and Mihai Criveti on this week’s Mixture of Experts, to learn more. 00:00 – Introduction 1:12 – Anthropic’s data center investment, Tesla’s AI chips, Baidu’s new chips and AI cat robots 1:59 – GPT-5.1 12:00 – Kimi K2 Thinking 21:35 – Microsoft agent users  The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts 
Would you trust a humanoid robot to unload your dishwasher? This week on Mixture of Experts, we revisit 1X NEO, a new humanoid robot, as it finally enters the home, seeking to automate tasks. How far are we from this reality? Next, Japan’s copyright dispute with Sora 2, we discuss how AI training, synthetic data and IP are all impacting AI models. Finally, are there too many AI alliances? Our experts analyze the OpenAI and AWS partnership and what it means for AI infrastructure and multi-cloud strategies. Join host Tim Hwang and panelists Ambhi Ganesan, Ash Minhas and Sandi Besen on this week’s Mixture of Experts. 00:00 – Intro 01:10 – Perplexity integrates with Snapchat, Coinbase AI agents, Instacart AI assistants and Google AI chips go to space 02:16 – 1X NEO humanoid robot 15:23 – Sora 2 copyright 26:49 – OpenAI and AWS partnership The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.  Visit Mixture of Experts podcast page to get more AI content → https://www.ibm.com/think/podcasts/mixture-of-experts Subscribe for AI updates → https://www.ibm.com/account/reg/us-en/signup?formid=news-urx-52120 
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