How to Be a Red Teamer on GPT-4

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Open AI has transformed large language models from unwieldy often frustrating few shot learners to now systems that are approaching expert level performance in many high-value domains. With great power comes great responsibility and indeed open AI spent a full six months since GPT-4 pre-training was complete to explore both its capabilities and the associated risks. What I learned left me extremely Excited for the positive impact that AI can make but also quite clear on several key facts that are not yet probably understood. Further model scaling should be approached with extreme caution.

In this episode, hosts Nathan Labenz and Erik Torenberg delve into the exciting and concerning aspects of GPT4, the latest large multimodal model from OpenAI. Nathan, who was a Red Teamer for GPT4, shares his experience working with the model, using it for real-life scenarios, and how he found it to be human-level rather than human-like intelligence. Nathan also highlights some of its fundamental weaknesses and limitations and shares the most concerning elements of GPT4. They end the episode pondering the arrival of GPT5 and whether we are in AI's "goldilocks moment."

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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Timestamps for E11: Nathan Labenz and Erik Torenberg of The Cognitive Revolution Podcast

(0:00) Preview of Nathan on this episode

(1:13) Upstream: Erik's new interview show

(1:41) Intro

(5:40) Nathan's experience as a GPT4 Red Teamer

(11:22) Catching the AI wave

(14:30) Using GPT4 for real-life scenarios

(17:33) Sponsor: Omneky

(21:00) Human-level, not human-like intelligence

(26:00) GPT4 weaknesses

(28:14) More real-life use cases for GPT4

(35:25) Teaching AI to communicate within itself

(40:25) GPT4’s limitations

(44:32) Nathan's learnings from using GPT4

(46:56) Nathan joining the Red Team

(47:29) The most concerning thing about GPT4

(1:05:42) GPT5

(1:06:42) Open AI's regulatory breadcrumbs

(1:13:52) AI's goldilocks moment

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@labenz (Nathan)

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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.