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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\n\nQuestions or topics you want us to review for future episodes? Email TCR@turpentine.co\n\nSPONSORS: Shopify | NetSuite | Omneky\nShopify 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 \u2013 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 \u2013 from blog posts to product descriptions using AI. Sign up for $1/month trial period: https://shopify.com/cognitive\n\nNetSuite has 25 years of providing financial software for all your business needs. More than 36,000 businesses have already upgraded to NetSuite by Oracle, gaining visibility and control over their financials, inventory, HR, eCommerce, and more. If you're looking for an ERP platform \u2705 head to NetSuite: http://netsuite.com/cognitive and download your own customized KPI checklist.\n\nOmneky 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.\n\nRECOMMENDED PODCAST:\nThe HR industry is at a crossroads. What will it take to construct the next generation of incredible businesses \u2013 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 \u2013 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\u2019s culture deck Patty McCord.\nhttps://link.chtbl.com/hrheretics\n\nLINKS:\nScouting Report Part 1 - Fundamentals : https://www.youtube.com/watch?v=0hvtiVQ_LqQ\nScouting Report Part 2 - Impact, Fallout, and Outlook: https://www.youtube.com/watch?v=QJi0UJ_DV3E\nUniversal Jailbreaks with Zico Kolter, Andy Zou, Asher Trockman: https://www.youtube.com/watch?v=BwltbhR0JgU&feature=youtu.be\n\nTIMESTAMPS:\n(00:00) Episode Preview\n(02:26) AI Engineer Survey\n(03:53) P(Doom)\n(00:07:52) Representation engineering\n(00:09:20) Using contrasting prompts to understand model\u2019s inner representations\n(00:15:16) Sponsors: Netsuite | Omneky\n(00:22:00) Controlling AI systems and detecting jailbreaks\n(00:28:53) LLM performance and refusal rates varying by language\n(00:33:13) Towards monosemanticity: decomposing language models with dictionary learning\n(00:54:12) Implications of the aforementioned paper\n\nThis show is produced by Turpentine: a network of podcasts, newsletters, and more, covering technology, business, and culture \u2014 all from the perspective of industry insiders and experts. We\u2019re launching new shows every week, and we\u2019re looking for industry-leading sponsors \u2014 if you think that might be you and your company, email us at erik@turpentine.co.