Discover"The Cognitive Revolution" | AI Builders, Researchers, and Live Player AnalysisAI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins
AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins

AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins

Update: 2025-10-14
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Description

Jim Collins, Termeer Professor at MIT, unveils his AI-powered project that has discovered several new antibiotics, effective against resistant strains and often employing entirely new mechanisms of action. He details how their refined multi-step AI process, even with small datasets and modest compute, can efficiently screen vast chemical spaces to identify promising drug candidates. This breakthrough offers a realistic and affordable path to tackling the staggering antibiotic resistance crisis, which currently claims over a million lives annually. Collins argues this practical application of AI represents a transformative win for humanity, often overlooked amidst the focus on AGI.


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CHAPTERS:


(00:00 ) About the Episode


(04:30 ) Introducing Jim Collins


(05:26 ) Antibiotic Resistance Primer


(14:04 ) The Antibiotic Market Failure


(18:45 ) AI Discovers Halicin (Part 1)


(18:51 ) Sponsors: AssemblyAI Ad 1 | Claude


(22:11 ) AI Discovers Halicin (Part 2)


(30:58 ) The Economics of Discovery


(39:10 ) Inside the AI Architecture (Part 1)


(39:17 ) Sponsors: Linear | AGNTCY | Shopify


(43:47 ) Inside the AI Architecture (Part 2)


(01:00:13 ) Human-in-the-Loop Discovery


(01:12:12 ) Novel Mechanisms & Properties


(01:19:02 ) Future Applications & Risks


(01:27:01 ) A Call to Action


(01:28:04 ) Outro

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AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins

AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins

Erik Torenberg, Nathan Labenz