Discussing Red Teaming and Skills for AI Systems

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This chapter explores the necessity of third-party auditing and red teaming in AI systems. It provides advice for individuals interested in red teaming and highlights the significance of engaging with models to uncover interesting behavior, controlling confounders, and understanding language models and their training processes.

In this episode, Marius Hobbhahn, CEO of Apollo Research, sits down with Nathan Labenz to discuss Apollo’s research in AI deception, interpretability, and affordances. If you need an ecommerce platform, check out our sponsor Shopify: https://shopify.com/cognitive for a $1/month trial period.

We're hiring across the board at Turpentine and for Erik's personal team on other projects he's incubating. He's hiring a Chief of Staff, EA, Head of Special Projects, Investment Associate, and more. For a list of JDs, check out: eriktorenberg.com.

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@labenz (Nathan)

@MariusHobbhahn (Marius)

@eriktorenberg (Erik)

@CogRev_Podcast

TIMESTAMPS:

(00:00:00) - Episode Preview

(00:05:40) - Understanding the Role of Apollo Research

(00:08:02) - The Evolution of AI Safety

(00:11:30) - Apollo’s Framework

(00:15:10) - Sponsors: Shopify

(00:16:49) - Understanding AI Affordances and Resulting Interactions in the World

(00:31:00) - Sponsors: Omneky

(00:39:00) - Interpretability and deceptive alignment

(00:45:55) - Why might deception arise in the first place?

(00:47:46) - Understanding deceptive alignment

(00:57:49) - New Architectures

(01:02:23) - Interpretability at deployment phase

(01:03:35) - Deception in AI | A Case Study

(01:09:03) - Deceptive AI Stock Trader

(01:18:51) - Impact of discouragement on unethical AI behaviour

(01:19:45) - Giving the AI a Reasoning Scratchpad and Impact on Deception

(01:21:06) - Double-edged sword of removing the scratchpad

(01:23:00) - Analyzing impact of model size on insider training

(01:28:00) - Challenges and necessity of 3rd Party Auditing

(01:31:00) - Role of government in regulation

(01:52:17) - How can individuals get involved in red teaming?

This show is produced by Turpentine: a network of podcasts, newsletters, and more, covering technology, business, and culture — all from the perspective of industry insiders and experts. We’re launching new shows every week, and we’re looking for industry-leading sponsors — if you think that might be you and your company, email us at erik@turpentine.co.