We wanted to share a recap of our recent outputs with the AF community. Below, we fill in some details about what we have been working on, what motivated us to do it, and how we thought about its importance. We hope that this will help people build off things we have done and see how their work fits with ours.

Who are we?

We’re the main team at Google DeepMind working on technical approaches to existential risk from AI systems. Since our last post, we’ve evolved into the AGI Safety & Alignment team, which we think of as AGI Alignment (with subteams like mechanistic interpretability, scalable oversight, etc.), and Frontier Safety (working on the Frontier Safety Framework, including developing and running dangerous capability evaluations). We’ve also been growing since our last post: by 39% last year [...]

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Outline:

(00:32) Who are we?

(01:32) What have we been up to?

(02:16) Frontier Safety

(02:38) FSF

(04:05) Dangerous Capability Evaluations

(05:12) Mechanistic Interpretability

(08:54) Amplified Oversight

(09:23) Theoretical Work on Debate

(10:32) Empirical Work on Debate

(11:37) Causal Alignment

(12:47) Emerging Topics

(14:57) Highlights from Our Collaborations

(17:07) What are we planning next?

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Narrated by TYPE III AUDIO.