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