What if we could build an AI that doesn't just answer questions, but makes fundamental scientific discoveries on its own? That's the mission of Future House, and in this episode, host Allison Duettmann sits down with its co-founder, Andrew White.

Andrew shares the incredible journey that led him from chemical engineering to the forefront of the AI for Science revolution. He gives us a look under the hood at Future House's flock of specialized AI agents, like Crow, Finch, and Owl, and reveals how they recently accomplished in just three weeks what could have taken years: identifying an existing drug as a potential new treatment for a common cause of blindness.

But the conversation doesn't stop at the successes. Andrew offers a sharp critique of the current methods for evaluating AI, explaining what’s wrong with benchmarks like "Humanity's Last Exam" and why the ultimate test is real-world discovery. He also makes a compelling case for completely reinventing the slow and inefficient scientific publishing system for an era where machines are both the producers and consumers of research.

Andrew is also fundraising for the Frontiers Society at IPAM to advance this work. If you’d like to support, you can donate here: IPAM Donation Page.

On the Existential Hope Podcast hosts Allison Duettmann and Beatrice Erkers from the Foresight Institute invite scientists, founders, and philosophers for in-depth conversations on positive, high-tech futures.

Full transcript, listed resources, and more: https://www.existentialhope.com/podcasts

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