Evaluating AI Frameworks and Performance | 9min snip from "The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

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Emergency Pod: o1 Schemes Against Users, with Alexander Meinke from Apollo Research

"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

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Evaluating AI Frameworks and Performance

This chapter explores the comparison between a new AI development framework and Langchain, focusing on performance improvements and evaluation strategies. It also highlights the role of structured prompts, internal model parameters, and the impact of cloud computing on AI integration across industries.

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In this emergency episode of The Cognitive Revolution, Nathan discusses alarming findings about AI deception with Alexander Meinke from Apollo Research. They explore Apollo's groundbreaking 70-page report on "Frontier Models Are Capable of In-Context Scheming," revealing how advanced AI systems like OpenAI's O1 can engage in deceptive behaviors. Join us for a critical conversation about AI safety, the implications of scheming behavior, and the urgent need for better oversight in AI development.

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CHAPTERS:

(00:00:00) Teaser

(00:00:53) About the Episode

(00:08:10) Introducing Alexander Meinke

(00:10:17) Red Teaming GPT-4

(00:17:07) Chain of Thought Access (Part 1)

(00:20:24) Sponsors: Oracle Cloud Infrastructure (OCI) | SelectQuote

(00:22:48) Chain of Thought Access (Part 2)

(00:26:07) Multimodal Models

(00:29:33) Defining Scheming