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

2025-10-14 · 85 min · 17 entities

episode page audio

Asserted relationships

  • → appeared on "The Cognitive Revolution" podcast
    0.68
    evidence rules-v4
    AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins
  • → hosted by Erik Torenberg, Nathan Labenz person
    0.55
    evidence rules-v4
    Feed author/publisher: Erik Torenberg, Nathan Labenz
  • → discusses Society & Culture concept
    0.40
    evidence rules-v4
    Feed category: Society & Culture
  • → discusses Technology concept
    0.40
    evidence rules-v4
    Feed category: Technology
  • → discusses Business concept
    0.40
    evidence rules-v4
    Feed category: Business
  • → discusses Entrepreneurship concept
    0.40
    evidence rules-v4
    Feed category: Entrepreneurship
  • → hosted by Turpentine company
    0.40
    evidence rules-v4
    Feed author/publisher: Turpentine
  • → references aipodcast.ing website
    0.38
    evidence rules-v4
    Link in episode "AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins": https://aipodcast.ing/

Entities found in this episode

concepts 8

  • mentioned Society & Culture concept
    0.50
    evidence rules-v4
    Feed category: Society & Culture
  • mentioned Technology concept
    0.50
    evidence rules-v4
    Feed category: Technology
  • mentioned Business concept
    0.50
    evidence rules-v4
    Feed category: Business
  • mentioned Entrepreneurship concept
    0.50
    evidence rules-v4
    Feed category: Entrepreneurship
  • discusses Society & Culture concept
    0.40
    evidence rules-v4
    Feed category: Society & Culture
  • discusses Technology concept
    0.40
    evidence rules-v4
    Feed category: Technology
  • discusses Business concept
    0.40
    evidence rules-v4
    Feed category: Business
  • discusses Entrepreneurship concept
    0.40
    evidence rules-v4
    Feed category: Entrepreneurship

persons 3

  • mentioned MIT Prof person
    0.72
    evidence rules-v4
    AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins
  • 0.70
    evidence rules-v4
    Feed author/publisher: Erik Torenberg, Nathan Labenz
  • 0.55
    evidence rules-v4
    Feed author/publisher: Erik Torenberg, Nathan Labenz

companys 3

  • mentioned Turpentine company
    0.70
    evidence rules-v4
    Feed author/publisher: Turpentine
  • hosted by Turpentine company
    0.40
    evidence rules-v4
    Feed author/publisher: Turpentine
  • mentioned MIT company
    0.35
    evidence rules-v4
    MIT

websites 2

  • mentioned aipodcast.ing website
    0.45
    evidence rules-v4
    Link in episode "AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins": https://aipodcast.ing/
  • references aipodcast.ing website
    0.38
    evidence rules-v4
    Link in episode "AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins": https://aipodcast.ing/

podcasts 1

  • appeared on "The Cognitive Revolution" podcast
    0.68
    evidence rules-v4
    AI Discovered Antibiotics: How Small Data & Small GNNs Led to Big Results, w/ MIT Prof. Jim Collins
Episode description as stored
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: AssemblyAI: AssemblyAI is the speech-to-text API for building reliable Voice AI apps, offering high accuracy, low latency, and scalable infrastructure. Start building today with $50 in free credits at https://assemblyai.com/cognitive Claude: Claude is the AI collaborator that understands your entire workflow and thinks with you to tackle complex problems like coding and business strategy. Sign up and get 50% off your first 3 months of Claude Pro at https://claude.ai/tcr Linear: Linear is the system for modern product development. Nearly every AI company you've heard of is using Linear to build products. Get 6 months of Linear Business for free at: https://linear.app/tcr AGNTCY: AGNTCY is dropping code, specs, and services. Visit AGNTCY.org. Visit Outshift Internet of Agents Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive PRODUCED BY: https://aipodcast.ing 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