"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

Material Progress: Developing AI's Scientific Intuition, with Orbital Materials' Jonathan Godwin & Tim Duignan


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Jonathan Godwin, founder and CEO of Orbital Materials, alongside researcher Tim Duignan, discuss the transformative potential of AI in material science on the Cognitive Revolution podcast. They explore foundational concepts, the integration of computational simulations, and the development of new materials for various applications such as data centers and combating climate change. They also delve into the latest advancements, including a groundbreaking study on the potassium ion channel, and speculate on the future of AI in scientific discovery and material synthesis.


Check out some of Tim's work:

  • Google Colab to run you own simulation: https://colab.research.google.com/github/timduignan/orb-models/blob/main/examples/OrbMDTut.ipynb
  • GitHub repository "Orb force fields": https://github.com/orbital-materials/orb-models
  • Preprint "A potassium ion channel simulated with a universal neural network potential": https://arxiv.org/abs/2411.18931

  • Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse


    SPONSORS:

    Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive


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    CHAPTERS:

    (00:00) Teaser

    (01:05) About the Episode

    (05:10) Welcome to Orbital

    (06:15) Semiconductors

    (07:44) Material Science Today

    (09:22) Experimental Cycle

    (12:06) Orbital’s Founding

    (14:51) AI in Materials (Part 1)

    (21:05) Sponsors: OCI | NetSuite

    (23:45) AI in Materials (Part 2)

    (35:00) Sponsors: Shopify | Vanta

    (38:15) Generative Models

    (38:16) Diffusion Models

    (50:50) Orbital Applications

    (58:19) Perfect Sponge

    (59:43) AI Simulations

    (01:01:27) Natural Language

    (01:02:35) Compute Needs

    (01:05:05) Human Electrical Nature

    (01:06:11) Potassium Channels

    (01:15:51) Scaling Simulations

    (01:23:56) Roadmap: Carbon Removal

    (01:30:37) AI & Job Satisfaction

    (01:36:14) LLMs & Potentials

    (01:37:19) AGI & Discovery

    (01:39:58) Outro

    ...more
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    "The Cognitive Revolution" | AI Builders, Researchers, and Live Player AnalysisBy Erik Torenberg, Nathan Labenz

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