In this episode, Nathan sits down with Elicit co-founders Andreas Stuhlmüller and Jungwon Byun to discuss their mission to make AI-assisted research more accessible and reliable. Learn about their unique approach to task decomposition, which allows language models to accurately tackle complex research questions. We delve into the company's tech stack, their transition from nonprofit to startup, and their dedication to creating trustworthy AI tools for high-stakes applications. Join us for an exploration of the future of AI in research. The Cognitive Revolution is part of the Turpentine podcast network. Learn more: www.turpentine.co HELPFUL LINKS: Elicit : https://elicit.com/ Andreas Stuhlmüller : https://twitter.com/stuhlmueller Jungwon Byun : https://twitter.com/jungofthewon 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 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. 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://bit.ly/BraveTCR Plumb is a no-code AI app builder designed for product teams who care about quality and speed. What is taking you weeks to hand-code today can be done confidently in hours. Check out https://bit.ly/PlumbTCR for early access. Head to Squad to 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: (00:00:30) Intro (00:05:05) What is Elicit? (00:06:03) Vision for Elicit (00:10:10) Making research transparent (00:11:58) How to use it? (00:15:27) Sponsors: Oracle | On Deck | Omneky (00:18:21) Task Decomposition (00:23:48) Defining the task (00:26:30) Eliciting fine-grained evaluations (00:28:06) Hallucination rates (00:30:22) Models in play (00:31:30) Sponsors: Brave | Plumb | Squad (00:34:26) Shipping a new feature every week (00:36:10) What was not possible a year ago? (00:38:26) Chain of thought (00:43:47) Tactically, how to structure the chain of thought (00:45:21) Data sets and fine-tuning (00:51:23) Scaffolding (00:53:22) Translating structure into more compute (00:54:27) Infrastructure for investigating papers in detail (00:59:50) Emphasis on high-value use cases over speed (01:00:33) Balancing long-term safety and misuse concerns (01:02:36) Monitoring research progress for negative impact (01:06:05) Evolving user base and usage patterns (01:06:52) Biomedicine as a key domain for Elicit (01:08:57) Expanding results and depth of processing (01:11:40) Reorganizing information for better understanding (01:13:12) Habit formation and frequency of use (01:14:43) The concept of an AI bundle subscription (01:18:09) Nonprofit to Commercial Venture (01:20:08) Nonprofit Team and Commercial Mission (01:20:39) Hiring Needs at Elicit

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“What did the council decide on item 42?” — answered with the speaker and the moment.