Unlearning AI: A Study on Knowledge Erasure

Nathan Labenz synthesizes recent research in mechanistic interpretability and AI safety, how top players in the space like Anthropic and OpenAI are addressing them, and jailbreaks like the Calvin and Hobbes one you may have seen online. Nathan's aim is to impart the equivalent of a high school AP course understanding to listeners in 90 minutes. If you're looking for an ERP platform, check out our sponsor, NetSuite: http://netsuite.com/cognitive

Questions or topics you want us to review for future episodes? Email TCR@turpentine.co

SPONSORS: Shopify | NetSuite | Omneky

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RECOMMENDED PODCAST:

The HR industry is at a crossroads. What will it take to construct the next generation of incredible businesses – and where can people leaders have the most business impact? Hosts Nolan Church and Kelli Dragovich have been through it all, the highs and the lows – IPOs, layoffs, executive turnover, board meetings, culture changes, and more. With a lineup of industry vets and experts, Nolan and Kelli break down the nitty-gritty details, trade offs, and dynamics of constructing high performing companies. Through unfiltered conversations that can only happen between seasoned practitioners, Kelli and Nolan dive deep into the kind of leadership-level strategy that often happens behind closed doors. Check out the first episode with the architect of Netflix’s culture deck Patty McCord.

https://link.chtbl.com/hrheretics

LINKS:

Scouting Report Part 1 - Fundamentals : https://www.youtube.com/watch?v=0hvtiVQ_LqQ

Scouting Report Part 2 - Impact, Fallout, and Outlook: https://www.youtube.com/watch?v=QJi0UJ_DV3E

Universal Jailbreaks with Zico Kolter, Andy Zou, Asher Trockman: https://www.youtube.com/watch?v=BwltbhR0JgU&feature=youtu.be

TIMESTAMPS:

(00:00) Episode Preview

(02:26) AI Engineer Survey

(03:53) P(Doom)

(00:07:52) Representation engineering

(00:09:20) Using contrasting prompts to understand model’s inner representations

(00:15:16) Sponsors: Netsuite | Omneky

(00:22:00) Controlling AI systems and detecting jailbreaks

(00:28:53) LLM performance and refusal rates varying by language

(00:33:13) Towards monosemanticity: decomposing language models with dictionary learning

(00:54:12) Implications of the aforementioned paper

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.