Exploitable by Default: Vulnerabilities in GPT-4 APIs and “Superhuman” Go AIs with Adam Gleave of Far.ai
Show notes
In this episode, Nathan sits down with Adam Gleave, founder of Far AI, for a masterclass on AI exploitability. They dissect Adam's findings on vulnerabilities in GPT-4's fine-tuning and Assistant PIs, Far AI's work exposing exploitable flaws in "superhuman" Go AIs through innovative adversarial strategies, accidental jailbreaking by naive developers during fine-tuning, and more. Try the Brave search API for free for up to 2000 queries per month at https://brave.com/api RECOMMENDED PODCAST: Autopilot explores the adoption and rollout of AI in the industries that drive the economy and the dynamic founders bringing rapid change to slow-moving industries. From law, to hardware, to aviation, Will Summerlin interviews founders backed by Benchmark, Greylock, and more to learn how they're automating at the frontiers in entrenched industries. Listen on Spotify: https://open.spotify.com/show/6YQZkKHN7EP2yWedAvSxBC?si=18377c69a2804333 Listen on Apple: https://podcasts.apple.com/ca/podcast/autopilot-with-will-summerlin/id1738163836LINKS: LINKS: Far AI: https://far.ai/author/adam-gleave/ X/SOCIAL: @labenz (Nathan) @ARGleave (Adam) @FARAIResearch (Far.AI) SPONSORS: 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 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 www.omneky.com 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://brave.com/api ODF is where top founders get their start. Apply to join the next cohort and go from idea to conviction-fast. ODF has helped over 1000 companies like Traba, Levels and Finch get their start. Is it your turn? Go to http://beondeck.com/revolution to learn more. 💥 Access global engineering without the headache and at a fraction of the cost: head to choosesquad.com and mention “Turpentine” to skip the waitlist. TIMESTAMPS: (00:00:00) Episode Preview (00:01:25) The alarming reality of AI exploits: from accidental jailbreaking to malicious attacks. (00:16:45) The Assistants API: a new frontier for AI exploitation. (00:41:54) The ethical dilemma of AI security research and disclosure. (00:51:36) Exploring AI vulnerabilities: a deep dive into GPT-4's exploits. (00:51:47) The challenge of AI robustness and the 'Accidental Jailbreaking' phenomenon. (00:52:39) Navigating the Assistants API: security risks and malicious exploits. (00:53:27) The robustness tax: balancing AI safety with performance. (01:07:42) Unveiling flaws in superhuman Go-playing AIs: a gray-box investigation. (01:36:50) Empirical scaling laws for adversarial robustness: a future focus. (01:41:53) Closing remarks and opportunities at FAR AI The Cognitive Revolution is produced by Turpentine: a media network covering technology, business, and culture. Producer: Vivian Meng Editor: Graham Bessellieu For sponsor or guest inquiries, email: vivian@turpentine.co
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