Subvolts take Learn how to join and excel in AI safety research from a leading talent pipeline. Jan 4, 2026
For you
Developers
Learn what skills and projects top AI safety organizations like MATS are looking for.
Business
Understand the growing importance of AI safety and how organizations are building talent in this critical area.
Hype note
3/5Notable

This is a solid interview with a leader from a major AI safety organization, offering practical advice for aspiring researchers.

Building & Scaling the AI Safety Research Community, with Ryan Kidd of MATS

1 h 54 Interview Hosts: Nathan Labenz
0:001:54:14

Audio streams from Erik Torenberg, Nathan Labenz. Your place is remembered on this device.

From Subvolts

Summary and analysis by Subvolts editorial, AI-assisted.

Summary

Nathan Labenz hosts Ryan Kidd of MATS to discuss building the AI safety research community. Kidd shares insights on AGI timelines, the overlap between safety and capabilities, and expert disagreements. He also details MATS' research archetypes, what top AI safety organizations seek, and how applicants can stand out.

Explained simply

This episode talks about how to grow the community of people working to make AI safe. It explains what skills and projects are important if you want to help build safer AI, which is important for everyone as AI gets more powerful.

Why listen

This episode offers a deep dive into the AI safety field, crucial for understanding the ethical and practical challenges facing frontier AI labs. It's for researchers, developers, and anyone concerned about AI's long-term impact. The discussion on safety versus capabilities work directly relates to ongoing debates within OpenAI, Google Gemini, and Anthropic about responsible AI development and deployment.

On the mic
  • HostNathan Labenz
  • GuestRyan KiddCo-Executive Director, MATS
About
Key facts
  • Guest: Ryan Kidd, Co-Executive Director of MATS
  • Show: The Cognitive Revolution
  • Length: 114 minutes
  • Fellowship: MATS Summer 2026 Fellowship
  • Website for Fellowship: https://matsprogram.org/s26-tcr
Show notes from Erik Torenberg, Nathan Labenz

Ryan Kidd, Co-Executive Director of MATS, shares an inside view of the AI safety field and the world’s largest AI safety research talent pipeline. PSA for AI builders: Interested in alignment, governance, or AI safety? Learn more about the MATS Summer 2026 Fellowship and submit your name to be notified when applications open: https://matsprogram.org/s26-tcr. He discusses AGI timelines, the blurred line between safety and capabilities work, and why expert disagreement remains so high. In the second half, Ryan breaks down MATS’ research archetypes, what top AI safety organizations are looking for, and how applicants can stand out with the right projects, skills, and career strategy.


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CHAPTERS:

(00:00) About the Episode

(03:50) MATS mission, AGI timelines

(13:43) Evaluating current AI safety (Part 1)

(13:48) Sponsor: Tasklet

(14:59) Evaluating current AI safety (Part 2) (Part 1)

(28:11) Sponsors: Agents of Scale | Shopify

(30:58) Evaluating current AI safety (Part 2) (Part 2)

(30:59) Safety research versus capabilities

(40:01) Frontier labs, deployment, governance

(51:51) MATS tracks and governance

(01:04:11) Research archetypes and tooling

(01:12:25) Labor market and careers

(01:20:09) Applicant selection and preparation

(01:29:33) Admissions, salaries, and compute

(01:40:34) Future programs and paradigms

(01:54:11) Outro

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:

Jargon decoded
AGI
Ryan Kidd
Artificial General Intelligence, AI that can perform any intellectual task a human can.
alignment
Ryan Kidd
Ensuring AI systems act in accordance with human values and intentions.
capabilities work
Ryan Kidd
Research focused on making AI more powerful or perform better on tasks.
Published
Show
The Cognitive Revolution · Erik Torenberg, Nathan Labenz
Length
1 h 54
Companies
OpenAI, Google, Anthropic
Summary by
Subvolts, using an AI model (how we work). Spotted a mistake? Tell us.

Questions people ask

What is MATS?
MATS is described as the world's largest AI safety research talent pipeline.
How can I learn more about the MATS Summer 2026 Fellowship?
Interested builders can visit matsprogram.org/s26-tcr to be notified when applications open.

Page generated Oct 19, 2026. Summaries are Subvolts' own; the audio, artwork and notes belong to Erik Torenberg, Nathan Labenz.