

Mixture of Experts
IBM
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.
Episodes
Mentioned books

13 snips
Sep 12, 2025 • 42min
Why language models hallucinate, revisiting Amodei’s code prediction and AI in the job market
Ailey McConnan, a tech news writer at IBM Think, shares the week's AI headlines, while Chris Hay, a distinguished engineer, dives deep into the intricacies of language model hallucinations and their implications for reliability. Skyler Speakman, a senior research scientist, discusses the evolving role of AI in coding jobs and the significant impact on the job market. They also explore the fascinating potential of running language models on ultra-compact hardware, reshaping how we think about AI technology in our everyday lives.

Sep 5, 2025 • 52min
Google Antitrust, Anthropic's $183B leap and are we in the AI winter?
In this engaging discussion, Gabe Goodhart, a Chief Architect for AI Open Innovation, joins Kaoutar El Maghraoui, a Principal Research Scientist, and Mihai Criveti, a Distinguished Engineer in Agentic AI. They dissect the implications of the Google antitrust case on AI innovation and explore how it could reshape the industry. The group also examines Anthropic's staggering $183 billion valuation following a massive funding round. Finally, they delve into the debate surrounding the so-called "AI winter" and its potential impact on future advancements.

4 snips
Aug 29, 2025 • 44min
Monster prompt, OpenAI’s business play, nano-banana and US Open experimentations
Join Aaron Baughman, an IBM Fellow and Master Inventor, and Chris Hay, a distinguished engineer, as they dive into the fascinating world of AI. They discuss KPMG's ambitious 100-page prompt that powers its TaxBot, revealing the complexities behind effective AI prompts. The duo also explores OpenAI's potential move into selling infrastructure. Get ready to giggle with Gemini's quirky 'nano-banana' image generation tech and learn about innovative features at the US Open, like real-time match stats and probabilities, all aimed at enhancing fan engagement.

21 snips
Aug 22, 2025 • 45min
Gen AI pilots fail, GPT-5's hidden prompt revealed, reasoning model flaws and Claude closing chats
Join experts Marina Danilevsky, an innovative senior research scientist, Nathalie Baracaldo, a master inventor, and Sandi Besen, a seasoned AI research engineer, as they unpack the fallout of a report revealing that 95% of generative AI pilots miss enterprise targets. They dive into GPT-5's hidden prompts, exploring transparency challenges in AI development. The conversation shifts to the shortcomings of reasoning models and the ethical implications of Claude's decision to end distressing conversations, raising important questions about AI welfare.

9 snips
Aug 15, 2025 • 41min
Perplexity’s bid for Chrome, Grok Imagine and GPT-5 check-in
Shobhit Varshney, a leader in Data and AI Consulting, joins Abraham Daniels, a Senior Product Manager, and Sophie Kuijt, an IBM Distinguished Engineer. They dive into Perplexity's bold $34.5 billion bid for Chrome, debating its potential impact on the browser market. The trio also explores the launch of Grok Imagine and the future of generative video technology, discussing its implications for media and user interaction. Finally, they assess the recent GPT-5 release and ponder if AI development is plateauing amidst growing skepticism.

26 snips
Aug 8, 2025 • 34min
OpenAI dropped GPT-5, is AGI here?
Mihai Criveti, a Distinguished Engineer at Agentec AI, and Chris Hay, CTO of Customer Transformation, joined to discuss the release of GPT-5 and its implications for the AI industry. They explored how GPT-5 compares to Claude Opus 4.1, highlighting innovations like a model router and user experience enhancements. The conversation also touched on advancements in AI modeling and the ongoing journey toward Artificial General Intelligence. A lively demo showcased practical coding applications, revealing the strengths and challenges of these cutting-edge technologies.

8 snips
Aug 6, 2025 • 44min
Gpt-oss, Genie 3, Personal Superintelligence and Claude pricing
Joining the discussion are Chris Hay, a Distinguished Engineer at IBM, Kaoutar El Maghraoui, a Principal Research Scientist, and Bruno Aziza, VP of Data, AI, and Analytics Strategy. They dive into OpenAI’s new open-source models, exploring the shift towards open-source approaches. The launch of Google DeepMind's Genie 3 sparks conversations on immersive 3D environments. They also tackle the pricing drama surrounding Claude Code and ponder Mark Zuckerberg’s insights on Personal Superintelligence, questioning its implications for the future of AI technology.

9 snips
Aug 1, 2025 • 49min
ChatGPT study mode, shift from UX to AX and Cost of a Data Breach Report 2025
Join Volkmar Uhlig, VP AI Infrastructure at IBM, Kaoutar El Maghraoui, Principal Research Scientist, Kush Varshney, IBM Fellow in AI Governance, and Suja Viswesan, VP of security products, as they delve into the new ChatGPT study mode intended to enhance education but raising questions about cognitive dependency. They explore the shift from user experience (UX) to agentic experience (AX) in AI design. Plus, Suja discusses alarming trends from the 2025 Cost of a Data Breach Report, shedding light on AI’s growing implications for cybersecurity.

6 snips
Jul 25, 2025 • 43min
AI Action Plan, ChatGPT agents and DeepMind at IMO
Gabe Goodhart, Chief Architect of AI Open Innovation, Mihai Criveti, Distinguished Engineer at Agentic AI, and Kate Soule, Director of Technical Product Management for Granite, dive into groundbreaking topics. They discuss the impressive win of Gemini Deep Think at the International Math Olympiad and explore who’s utilizing ChatGPT agents. Mihai sheds light on the MCP Gateway, a pivotal project for securing AI systems, while Ryan Hagemann analyzes the implications of the White House's latest AI Action Plan for policy makers.

9 snips
Jul 18, 2025 • 48min
Kimi K2, DeepSeek-R1 vibe check and Google’s data center investments
Join Chris Hay, a Distinguished Engineer, Kaoutar El Maghraoui, a Principal Research Scientist, and Abraham Daniels, a Senior Technical Product Manager, as they explore the launch of Kimi K2, a game-changing AI model. The trio dives into a comparative analysis with competitors like Claude and GPT-4, discussing the implications of Google's $25 billion investment in AI infrastructure. They also reflect on the evolution of DeepSeek-R1 and consider the transformative role of AI in scientific research, highlighting the challenges and opportunities that lie ahead.