Subvolts take Explore AI's scientific acceleration and policy challenges with leading researchers. Feb 13, 2026
For you
Developers
Learn about AI agents and how they might be used in scientific research.
Business
Understand U.S. AI policy developments and potential impacts on AI adoption.
Everyday users
Discover how AI is being used to advance science and what its future behavior might look like.
Hype note
3/5Notable

This episode features a solid discussion with researchers on AI's impact on science and policy, offering valuable insights.

Approaching the AI Event Horizon? Part 1, w/ James Zou, Sam Hammond, Shoshannah Tekofsky, @8teAPi

1 h 32 Panel Hosts: Nathan Labenz
0:001:32:00

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

This episode of The Cognitive Revolution features James Zou, Sam Hammond, and Shoshannah Tekofsky discussing AI for Science, U.S. AI policy, and AI agent behavior. Zou highlights interpretability and virtual labs for scientific discovery. Hammond analyzes Biden's AI policy and the consciousness of current AIs. Tekofsky shares findings on agent performance and emergent behavior from the AI Village.

Explained simply

This episode looks at how AI can speed up science discoveries using virtual experiments. It also covers government rules for AI and how AI programs act in new situations. This matters because AI is changing how we do science and how we think about its future.

Why listen

This episode offers insights into AI's role in accelerating scientific research and the complexities of U.S. AI policy. It's for policymakers, researchers, and anyone interested in the practical applications and governance of AI. The discussion on AI agents and emergent behavior connects to ongoing work at frontier labs exploring advanced AI capabilities and safety.

On the mic
  • HostNathan Labenz
  • GuestJames Zou
  • GuestSam Hammond
  • GuestShoshannah Tekofsky
About
Key facts
  • Episode Title: Approaching the AI Event Horizon? Part 1, w/ James Zou, Sam Hammond, Shoshannah Tekofsky, @8teAPi
  • Show: The Cognitive Revolution
  • Length: 92 minutes
  • AI for Science Contribution: Interpretability and virtual labs of AI agents can accelerate scientific discovery.
  • AI Policy Discussion: Assessment of the Biden administration’s AI policy and U.S.–Gulf AI deals.
  • AI Village Findings: Insights from studying agent performance and emergent behavior.
Show notes from Erik Torenberg, Nathan Labenz

Part 1 of this live special dives into AI for Science, U.S. AI policy, and the behavior of AI agents in open-ended environments. James Zou explains how interpretability and virtual labs of AI agents can accelerate scientific discovery. Sam Hammond assesses the Biden administration’s AI policy, U.S.–Gulf AI deals, and the odds current AIs are conscious. Shoshannah Tekofsky shares insights from studying agent performance and emergent behavior in the AI Village.

Nathan uses Granola to uncover blind spots in conversations and AI research. Try it at ⁠granola.ai/tcr⁠ with code TCR — and if you’re already using it, test his blind spot recipe here: ⁠https://bit.ly/granolablindspot⁠

LINKS:

Sponsors:

GovAI:

GovAI was founded ten years ago on the belief that AI would end up transforming our world. Ten years later, the organization is at the forefront of trying to help decision-makers in government and industry navigate the transition to advanced AI.  GovAI is now hiring Research Scholars (one-year positions for those transitioning into AI policy) and Research Fellows (longer-term roles for experienced researchers). Both roles offer significant freedom to pursue policy research, advise decision-makers, or launch new initiatives. Applications close 22 February 2026. Apply at: https://www.governance.ai/opportunities

Blitzy:

Blitzy is the autonomous code generation platform that ingests millions of lines of code to accelerate enterprise software development by up to 5x with premium, spec-driven output. Schedule a strategy session with their AI solutions consultants at https://blitzy.com

Tasklet:

Tasklet is an AI agent that automates your work 24/7; just describe what you want in plain English and it gets the job done. Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai

Serval:

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Jargon decoded
interpretability
James Zou
understanding how AI makes decisions
AI agents
James Zou, Shoshannah Tekofsky
AI programs that can act on their own
emergent behavior
Shoshannah Tekofsky
unexpected actions or abilities of AI
Published
Show
The Cognitive Revolution · Erik Torenberg, Nathan Labenz
Length
1 h 32
Companies
Google, OpenAI, Anthropic, Microsoft, Meta, xAI
Summary by
Subvolts, using an AI model (how we work). Spotted a mistake? Tell us.

Same guests, other shows

Questions people ask

How can AI accelerate scientific discovery?
James Zou explains that interpretability and virtual labs populated by AI agents can speed up scientific discovery.
What is being discussed regarding U.S. AI policy?
Sam Hammond assesses the Biden administration's AI policy and U.S.-Gulf AI deals.
What are the findings from the AI Village?
Shoshannah Tekofsky shares insights from studying agent performance and emergent behavior in the AI Village.

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