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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.
48 Episodes
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Is Manus a second DeepSeek moment? In episode 46 of Mixture of Experts, host Tim Hwang is joined by Chris Hay, Kaoutar El Maghraoui and Vyoma Gajjar to talk Manus! Next, the rise of vibe coding—what started as a joke has now become a thing? Then, we dive deep into the future of scaling laws. Finally, Perplexity is teaming up with Deutsche Telekom to release an AI phone—what’s the motivation here? Tune-in to today’s Mixture of Experts to find out more! 00:01 – Intro 00:37 -- Manus 14:09 – Vibe coding 30:13 – Scaling laws 39:07 – Perplexity's AI phone 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.
When can we expect quantum to reach consumer devices? In episode 45 of Mixture of Experts, host Tim Hwang is joined by special guest, Blake Johnson, to debrief the quantum noise in the news. Blake helps us understand the intersection between quantum and AI and how far we are from this technology. Then, veteran experts Chris Hay and Volkmar Uhlig hash out some other news in AI this week. We cover Anthropic’s Model Context Protocol, CoreWeave filing for an IPO and Sesame AI’s new voice companion. All that and more on today’s Mixture of Experts! 00:01 – Intro 01:06 – Quantum leap 20:08 -- Model Context Protocol 28:24 -- CoreWeave IPO 40:12 -- Sesame AI voice companion 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.
Is pre-training dead? In this bonus episode of Mixture of Experts, guest host Bryan Casey is joined by Kate Soule and Chris Hay. On Thursday, Sam Altman dropped GPT-4.5 just after we wrapped our weekly recording. We got a few of our veteran experts on the podcast to analyze OpenAI’s largest and “best” chat model yet. What’s the hype? Tune-in to this bonus episode to find out! 00:01 – Intro 00:25 – GPT-4.5 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.
Granite 3.2 is officially here! In episode 44 of Mixture of Experts, host Tim Hwang is joined by Kate Soule, Maya Murad and Kaoutar El Maghraoui to debrief a few big AI announcements. Last week we covered small vision-language models (VLMs), and this week Granite 3.2 dropped with new VLMs, enhanced reasoning capabilities, and more! Kate takes us under the hood to understand the new features and how they were created. Next, Anthropic dropped a new intelligence model, Claude 3.7 Sonnet, and a new agentic coding tool, Claude Code. Why did Anthropic release these separately? Then, as we cannot have an episode without covering agents, Maya takes us through the new BeeAI agents! Finally, can fine tuning on a malicious task lead to much broader misalignment? Our experts analyze a new paper released on ‘Emergent misalignment.’ All that and more on this week's episode! 00:01 – Intro 00:41 – Claude 3.7 Sonnet 11:58 – BeeAI agents 20:11– Granite 3.2 29:23 – Emergent misalignment 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.
What is all the hype around Deep Research? In episode 43 of Mixture of Experts, host Tim Hwang is joined by Kate Soule, Volkmar Uhlig and Shobhit Varshney. This week, we discuss reasoning model features coming out of companies like OpenAI’s Deep Research, Google Gemini, Perplexity, xAI’s Grok-3 and more! Next, OpenAI is rumored to release an inference chip, but how likely is this to be a success in the AI chip game? Then, we analyze the capabilities of small vision-language models (VLMs). Finally, a startup, Firecrawl, released a job posting in search of an AI agent. Is this the future for AI tools in the workforce? Tune-in to today’s Mixture of Experts to find out. 00:01 – Intro 00:35 – Deep Research 11:58 – OpenAI inference chip 22:17 – Small VLMs 32:31 – AI agent job posting 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.
Live from Paris, Tim Hwang is at the AI Action Summit 2025. In episode 42 of Mixture of Experts, we welcome Anastasia Stasenko, CEO and Co-Founder of pleias along with our veteran experts Marina Danilevsky and Chris Hay. Last week, we touched on some potential conversations at the Paris AI Summit, this week we recap what actually happened. Is AI safety improving Globally? Next, for our paper of the week, we breakdown s1: Simple test-time scaling. Then, Sam Altman is back with another blog, “Three Observations,” what do our experts have to say? Finally, what can we learn from Anthropic’s Economic Index? All that and more on today’s Mixture of Experts. 00:01 – Intro 00:42 – Paris AI Summit 11:10 – s1: Simple test-time scaling 19:32 – Sam Altman’s “Three Observations” 30:41 – Anthropic’s Economic Index 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. Resources:Read the paper about s1: Simple test-time scaling: https://arxiv.org/abs/2501.19393Read Sam Altman's "Three Observations": https://blog.samaltman.com/three-observationsRead Anthropic's Economic Index: https://www.anthropic.com/economic-indexRead more about AGI: https://www.ibm.com/think/topics/artificial-general-intelligence
What does Sam Altman have up his sleeve? In episode 41 of Mixture of Experts, join host Tim Hwang along with experts Nathalie Baracaldo, Marina Danilevsky and Chris Hay. Last week, we covered all things DeepSeek, and this week OpenAI has some new releases to share. Today, the experts dissect deep research and o3-mini. Next, our host Tim Hwang is travelling to AI Action Summit, he asks our experts what we can expect coming out of the event. Then, we talk about Anthropic’s Constitutional Classifiers. Finally, Microsoft is creating a unit to study AI’s impact, what does this mean? Find out all this and more on Mixture of Experts. 00:01 – intro 00:41 – Open AI deep research and o3-mini 13:51 – AI Action Summit 20:17 – Anthropic’s Constitutional Classifiers 28:54 – Microsoft AI Impact team 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 updatesLearn more about artificial intelligenceDeepSeek's reasoning AI shows power of small models, efficiently trainedVisit Mixture of Experts podcast page to learn more AI content
Let’s bust some early myths about DeepSeek. In episode 40 of Mixture of Experts, join host Tim Hwang along with experts Aaron Baughman, Chris Hay and Kate Soule. Last week, we covered the release of DeepSeek-R1; now that the entire world is up to speed, let’s separate the facts from the hype. Next, what is model distillation and why does it matter for competition in AI? Finally, Sam Altman among other tech CEOs shared his response to DeepSeek. Will R1 radically change the open-source strategy of other tech giants? Find out all this and more on Mixture of Experts. 00:01 – Intro 00:41 – DeepSeek facts vs hype 21:00 – Model distillation 31:21 – Open source and OpenAI 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.
What does the future hold for DeepSeek? In episode 39 of Mixture of Experts, join host Tim Hwang along with experts Abraham Daniels, Kaoutar El Maghraoui and Skyler Speakman to discuss the release of DeepSeek-R1. Next, Mistral indicates going IPO. Then, FrontierMath’s new benchmark is particularly difficult, the experts debrief. Finally, IDC released a report on code assistants, what do we need to know about generalist and specialized coding assistants? Tune-in to this week’s episode to find out. 00:01 – Intro 01:08 – DeepSeek-R1 14:08 – Mistral indicates IPO 20:54 – FrontierMath controversy 30:04 -- IDC code assistants report 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.
What would you do with $2 billion? In episode 38 of Mixture of Experts, join host Tim Hwang along with experts Chris Hay, Kaoutar El Maghraoui and Vyoma Gajjar to discuss the Anthropic valuation rumors. Next, Microsoft CEO Nadella created a new CoreAI group to build and run apps for customers. Then, NotebookLM upgraded some of its features, including podcast intervention. Finally, AI agents are making their way into the financial services industry. Can an agent invest all of your money? Tune-in to this week’s episode to find out. 00:01 -- What would you do with $2 billion? 00:51 -- Anthropic valuation 12:14 -- Microsoft CoreAI 25:01 -- NotebookLM upgrades 35:17 -- AI agents in finance 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.
What’s the most exciting CES AI announcement? In episode 37 of Mixture of Experts, host Tim Hwang is joined by Skyler Speakman, Volkmar Uhlig and Shobhit Varshney to debrief CES 2025. Specifically, the experts dive into NVIDIA’S Project DIGITS, among other announcements from the AI hardware giant. Next, a new enterprise AI development survey came out that detailing how developers really feel about AI implementation. Then, Apple Intelligence experienced some major hallucination fails, what does this tell us about Apple’s stake in the AI game? Finally, Sam Altman of OpenAI released a reflection blog, what does he say about the future of AI? All that and more on today’s Mixture of Experts.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.
Is deep learning hitting a wall? It’s 2025 and Mixture of Experts is back and better than ever. In episode 36, host Tim Hwang is joined by Chris Hay, Kate Soule and Kush Varshney to debrief one of the biggest releases of 2024, OpenAI o3. Next, DeepSeek-V3 is here! Finally, will AI exist in 2027? The experts dissect the AI bet between Miles Brundage and Gary Marcus. All that and more on the first Mixture of Experts of 2025.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.00:00 — Intro00:49 — OpenAI o314:40 — DeepSeek-V328:00 — The Brundage/Marcus bet
Will 2025 be the year of AI agents? In Episode 35 of Mixture of Experts, host Tim Hwang is joined by some show veterans to debrief 2024 in AI. This week, we review AI models, agents, hardware and product releases with some of the top industry experts. What was the best model of 2024? Is NVIDIA king? What are some of the AI trends in 2025? All that and more on this special edition of Mixture of Experts.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.
Is pre-training a thing of the past? In Episode 34 of Mixture of Experts, host Tim Hwang is joined by Abraham Daniels, Vagner Santana and Volkmar Uhlig to debrief this week in AI. First, OpenAI cofounder Ilya Sutskever said that “peak data” was achieved, does this mean there is no longer a need to model pre-training? Next, IBM released Granite 3.1 with a slew of features, we cover them all. Then, there is a new way to steal AI models, how do we protect against model exfiltration. Finally, can NVIDIA Jetson for AI developers really increase hardware accessibility? Tune-in for more!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.00:01 — Intro00:49— Is pre-training over?10:25 — Granite 3.122:23 — AI model stealing33:38—NVIDIA Jetson
Is o1 Pro worth the cost? In Episode 33 of Mixture of Experts, host Tim Hwang is joined by Marina Danilevsky, Kate Soule and Vyoma Gajjar. First, the experts debrief the 12 Days of OpenAI. Next, we review some of the top papers in NeurIPS, how are the experts keeping up with all these research papers? Then, we are back with another benchmark, can ARC Prize make AGI more tractable? Finally, Meta announced the launch of Llama 3.3 70B with the promise of 405B performance, can we have our cake and eat it too? Find out more on today’s Mixture of Experts!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.
What’s the mystery behind the name ChatGPT refuses to discuss? In Episode 32 of Mixture of Experts host Tim Hwang dives into the hottest topics shaping the AI landscape with an all-star panel: Aaron Baughman, Vagner Figueredo de Santana, and Shobhit Varshney. First, they disect the biggest announcements and takeaways from AWS re:Invent 2024, Amazon’s premier AI event. Next, they talk about overcoming architectural vulnerabilities in AI systems, and finally, they uncover the curious case of a name ChatGPT won’t discuss—and the questions this raises about privacy and transparency in AI. Get ready for an episode packed with insights, debates, and forward-thinking perspectives!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.
How much future learning will be done with an AI assistant? In Episode 31 of Mixture of Experts, host Tim Hwang is joined by Phaedra Boinodiris, Marina Danilevsky and Skyler Speakman for the AI in education special episode. First, the experts give an update on the state of AI within education. Next, we cover concerns around AI safety and literacy, what do students and teachers need to be aware of? Finally, the panel gives their predictions on what the future of education holds as it relates to AI. Tune-in to this special episode for an in-depth analysis!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.
Should your AI assistant remember everything about you? In Episode 30 of Mixture of Experts, host Tim Hwang is joined by Vagner Santana, Vyoma Gajjar and Shobhit Varshney. First, the experts breakdown claims of “near-infinite memory” within AI models. Next, Shobhit is fresh off the plane from Microsoft Ignite, he shares some of the exciting new announcements following the event. Then, a new benchmark has entered the chat, what do we know about FrontierMath? Finally, AlphaFold3 is now more open, why does this matter? Find out more on today’s episode!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.
Is 2024 the year scaling AI officially breaks? In Episode 29 of Mixture of Experts, host Tim Hwang is joined by Anthony Annunziata, Kate Soule and Naveen Rao. First, the experts discuss whether we are living in a post scale world. Next, we can’t have an episode without chatting AI agents, but what does the future hold for this technology? Finally, is AGI here to stay? Tune-in to this week’s Mixture of Experts to find out.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.
Could AI wipe out software engineers? In Episode 28 of Mixture of Experts, host Tim Hwang is joined by Chris Hay, Kaoutar El Maghraoui, and Shobhit Varshney. First, the experts discuss GitHub reporting a rise of developers driven by AI code assistant tools. Next, Big Sleep finds a vulnerability in SQLite, what is the future for these kinds of AI agents? Finally, OpenAI released SearchGPT, what is the future of AI search? Tune-in today to find out! 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.
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