Aligning AI Models and Ensuring Ethical Behavior

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The chapter explores methods used by DeepMind to train AI models and their approaches to aligning human-level and superhuman AI models. They discuss the importance of ethical decision-making in AI systems and the challenges of communicating and reinforcing human values to AI systems. The chapter also emphasizes the need for specifying ethical principles and ensuring consistent adherence to them in AI systems.

We're sharing a few of Nathan's favorite AI scouting episodes from other shows. Today, Shane Legg, Cofounder at Deepmind and its current Chief AGI Scientist, shares his insights with Dwarkesh Patel on AGI's timeline, the new architectures needed for AGI, and why multimodality will be the next big landmark. If you need an ecommerce platform, check out our sponsor Shopify: https://shopify.com/cognitive for a $1/month trial period.

You can subscribe to The Dwarkesh Podcast here: https://www.youtube.com/@DwarkeshPatel

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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SPONSORS:

Shopify is the global commerce platform that helps you sell at every stage of your business. Shopify powers 10% of ALL eCommerce in the US. And Shopify's the global force behind Allbirds, Rothy's, and Brooklinen, and 1,000,000s of other entrepreneurs across 175 countries.From their all-in-one e-commerce platform, to their in-person POS system – wherever and whatever you're selling, Shopify's got you covered. With free Shopify Magic, sell more with less effort by whipping up captivating content that converts – from blog posts to product descriptions using AI. Sign up for $1/month trial period: https://shopify.com/cognitive

Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off www.omneky.com

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X/SOCIAL:

@labenz (Nathan)

@dwarkesh_sp (Dwarkesh)

@shanelegg (Shane)

@CogRev_Podcast (Cognitive Revolution)

TIMESTAMPS:

(00:00:00) - Episode Preview with Nathan’s Intro

(00:02:45) - Conversation with Dwarkesh and Shane begins

(00:14:26) - Do we need new architectures?

(00:17:31) - Sponsors: Shopify

(00:19:40) - Is search needed for creativity?

(00:31:46) - Impact of Deepmind on safety vs capabilities

(00:32:48) - Sponsors: Netsuite | Omneky

(00:37:10) - Timelines

(00:45:18) - Multimodality

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.