Artificial intelligence is transforming how we discover and develop new medicines. But how far can it really take us? In this episode, Jacob and Saloni trace the path of drug development from discovery to testing, manufacturing, and delivery. They explore where AI could speed things up, and where it still hits the limits of biology, data, and economics. They ask what it would take, beyond algorithms, to actually cure and eradicate diseases.Hard Drugs is a new podcast from Works in Progress and Open Philanthropy about medical innovation presented by Saloni Dattani and Jacob Trefethen.You can watch or listen on YouTube, Spotify, or Apple Podcasts.Saloni’s substack newsletter: https://www.scientificdiscovery.dev/Jacob’s blog: https://blog.jacobtrefethen.com/ Chapters:0:00:00 Intro0:09:56 Drug discovery1:02:20 Animal models1:49:09 Drug efficacy2:32:56 Drug safety2:58:29 Manufacturing and healthcare3:43:23 R&D funding4:00:56 Trust and ambition4:16:01 SummaryBlogposts:Claus Wilke (2025) We still can’t predict much of anything in biology https://blog.genesmindsmachines.com/p/we-still-cant-predict-much-of-anything Elliot Hershberg (2025) What are virtual cells? https://centuryofbio.com/p/virtual-cell Jacob Trefethen (2025) Blog series. 1) What does AI progress mean for medical progress? https://blog.jacobtrefethen.com/ai-progress-medical-progress/ 2) AI will not suddenly lead to an Alzheimer’s cure https://blog.jacobtrefethen.com/ai-san-francisco/ 3) AI could help lead to an Alzheimer’s cure https://blog.jacobtrefethen.com/ai-optimism/ Articles:Wendi Yan (2024) Discovering an antimalarial drug in Mao’s China https://www.asimov.press/p/antimalarial-drug Jason Crawford (2020) Innovation is not linear https://worksinprogress.co/issue/innovation-is-not-linear/ Shayla Love (2025) An ‘impossible’ disease outbreak in the Alps https://www.theatlantic.com/health/archive/2025/03/als-outbreak-montchavin-mystery/682096/ Alex Telford (2024) Origins of the lab mouse https://www.asimov.press/p/lab-mouse Jonathan Karr et al. (2012) A whole-cell computational model predicts phenotype from genotype https://pmc.ncbi.nlm.nih.gov/articles/PMC3413483/ Wen-Wei Liao et al. (2023) A draft human pangenome reference https://www.nature.com/articles/s41586-023-05896-x Per-Ola Carlsson (2025) Survival of transplanted allogeneic beta cells with no immunosuppression https://www.nejm.org/doi/pdf/10.1056/NEJMoa2503822 Saloni Dattani (2024) Antipsychotic medications: a timeline of innovations and remaining challenges https://ourworldindata.org/antipsychotic-medications-timeline Saloni Dattani (2024) What was the Golden Age of antibiotics, and how can we spark a new one? https://ourworldindata.org/golden-age-antibiotics Books:Sally Smith Hughes (2011) Genentech: The beginnings of biotechTheses:Alvaro Schwalb (2025). Estimating the burden of Mycobacterium tuberculosis infection and the impact of population-wide screening for tuberculosis.Acknowledgements:Aria Babu, editor at Works in ProgressGraham Bessellieu, video editorAbhishaike Mahajan, cover artAtalanta Arden-Miller, art directionDavid Hackett, composerWorks in Progress & Open Philanthropy[Minor correction: Since the 1980s, malaria challenge trials no longer involve hundreds of bites; in the past, volunteers received many bites for the exposure part of the trial rather than the challenge part.]

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