In this Emergency Pod of The Cognitive Revolution, Nathan provides crucial insights into OpenAI's new o1 and o1-mini reasoning models. Featuring exclusive interviews with members of the o1 Red Team from Apollo Research and Haize Labs, we explore the models' capabilities, safety profile, and OpenAI's pre-release testing approach. Dive into the implications of these advanced AI systems, including their potential to match or exceed expert performance in many areas. Join us for an urgent and informative discussion on the latest developments in AI technology and their impact on the future. o1 Safety Card Haize Labs Endless Jailbreaks with Bijection Learning: a Powerful, Scale-Agnostic Attack Method Haize Labs Job board Papers mentioned: https://arxiv.org/pdf/2407.21792 https://far.ai/post/2024-07-robust-llm/paper.pdf Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/ SPONSORS: Oracle: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive Brave: The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Omneky: 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 https://www.omneky.com/ Squad: Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist. RECOMMENDED PODCAST: This Won't Last. Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel. They unpack their hottest takes on the future of tech, business, venture, investing, and politics. Apple Podcasts: https://podcasts.apple.com/us/podcast/id1765665937 Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz YouTube: https://www.youtube.com/@ThisWontLastpodcast CHAPTERS: (00:00:00) About the Show (00:00:22) About the Episode (00:05:03) Introduction and Haize Labs Overview (00:07:36) Universal Jailbreak Technique and Attacks (00:13:47) Automated vs Manual Red Teaming (00:17:15) Qualitative Assessment of Model Jailbreaking (Part 1) (00:19:38) Sponsors: Oracle | Brave (00:21:42) Qualitative Assessment of Model Jailbreaking (Part 2) (00:26:21) Context-Specific Safety Considerations (00:32:26) Model Capabilities and Safety Correlation (Part 1) (00:36:22) Sponsors: Omneky | Squad (00:37:48) Model Capabilities and Safety Correlation (Part 2) (00:44:42) Model Behavior and Defense Mechanisms (00:52:47) Challenges in Preventing Jailbreaks (00:56:24) Safety, Capabilities, and Model Scale (01:00:56) Model Classification and Preparedness (01:04:40) Concluding Thoughts on o1 and Future Work (01:05:54) Outro