Merged LLMs are the future, and we’re exploring how with Mark McQuade and Charles Goddard from Arcee AI on this episode with Jon Krohn. Learn how to combine multiple LLMs without adding bulk, train more efficiently, and dive into different expert approaches. Discover how smaller models can outperform larger ones and leverage open-source projects for big enterprise wins. This episode is packed with must-know insights for data scientists and ML engineers. Don’t miss out!

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:
• Explanation of Charles' job title: Chief of Frontier Research [03:31]
• Model Merging Technology combining multiple LLMs without increasing size [04:43]
• Using MergeKit for model merging [14:49]
• Evolutionary Model Merging using evolutionary algorithms [22:55]
• Commercial applications and success stories [28:10]
• Comparison of Mixture of Experts (MoE) vs. Mixture of Agents [37:57]
• Spectrum Project for efficient training by targeting specific modules [54:28]
• Future of Small Language Models (SLMs) and their advantages [01:01:22]

Additional materials: www.superdatascience.com/801

The Super Data Science Podcast: Machine Learning | AI | Success

801: Merged LLMs Are Smaller And More Capable, with Arcee AI's Mark McQuade and Charles Goddard

"The reality is that AI is working right now in our economy and it’s only going to grow. We’re asking where can we make smart investments that have a long duration exposure to the overall theme." Alger Mid Cap Growth Strategy Portfolio Manager, Brandon Geisler, discusses how predominant AI has become in our everyday lives, the future of "small language models" and mid cap opportunities to consider.

Towards Investing in Niche AI

In this podcast, Namee Oberst, co-founder of AI Bloks, the company behind AI framework LLMWare, discusses the recent trend in Generative AI and Language Model technologies, the Small Language Models (SLMs) and how these smaller models are empowering the edge computing on devices and enabling AI-powered PC's.

Read a transcript of this interview: https://bit.ly/3O9LZOZ

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InfoQ Podcast

Transcript

Namee Oberst on Small Language Models and How They are Enabling AI-Powered PCs

The panel discussion in this episode is one half of the annual InfoQ Architecture and Design Trends Report. The other half is the written report .

One of the regular features of InfoQ are the trends reports, which each focus on a different aspect of software development. These reports provide the InfoQ readers with a high-level overview of the topics to pay attention to this year, and also help the editorial team focus on innovative technologies across all the content on InfoQ.

Read a transcript of this interview: https://bit.ly/43WChIH

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI NYC 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq 
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
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Write for InfoQ: Learn and share the changes and innovations in professional software development.
- Join a community of experts.
- Increase your visibility.
- Grow your career.
https://www.infoq.com/write-for-infoq

InfoQ Architecture and Design Trends in 2025

Software engineers, architects and team leads have found inspiration to drive change and innovation in their team by listening to the weekly InfoQ Podcast. They have received essential information that helped them validate their software development map. We have achieved that by interviewing some of the top CTOs, engineers and technology directors from companies like Uber, Netflix and more. Over 1,200,000 downloads in the last 3 years.

The latest machine learning, A.I., and data career topics from across both academia and industry are brought to you by host Dr. Jon Krohn on the Super Data Science Podcast.

As the quantity of data on our planet doubles every couple of years and with this trend set to continue for decades to come, there's an unprecedented opportunity for you to make a meaningful impact in your lifetime. In conversation with the biggest names in the data science industry, Jon cuts through hype to fuel that professional impact.

Whether you're curious about getting started in a data career or you're a deep technical expert, whether you'd like to understand what A.I. is or you'd like to integrate more data-driven processes into your business, we have inspiring guests and lighthearted conversation for you to enjoy.

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New tracks tagged #Small Language Models