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Works in Progress Podcast
Works in Progress
16 episodes
8 hours ago
Works in Progress is an online magazine devoted to new and underrated ideas about economic growth, scientific progress, and technology. Subscribe to listen to the Works in Progress podcast, plus Hard Drugs by Saloni Dattani and Jacob Trefethen.
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All content for Works in Progress Podcast is the property of Works in Progress and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Works in Progress is an online magazine devoted to new and underrated ideas about economic growth, scientific progress, and technology. Subscribe to listen to the Works in Progress podcast, plus Hard Drugs by Saloni Dattani and Jacob Trefethen.
Show more...
Technology
History
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The art of protein design with AI
Works in Progress Podcast
1 hour
1 month ago
The art of protein design with AI

What if you could design a protein never seen before? In this episode, Jacob and Saloni explore how researchers are using new tools like RFDiffusion, AlphaFold, and ProteinMPNN to ‘hallucinate’ entirely novel proteins: designing them from scratch to solve problems evolution hasn’t tackled. They talk about how these technologies could transform medicine, agriculture, and materials science. Along the way, they reflect on the surprising ways AI is changing the process of science itself.

Hard Drugs is a new podcast from Works in Progress and Open Philanthropy about medical innovation presented by Saloni Dattani and Jacob Trefethen.

Saloni’s substack newsletter: https://www.scientificdiscovery.dev/

Jacob’s blog: https://blog.jacobtrefethen.com/ 


Courses:

  • EMBL-EBI. AlphaFold: A practical guide https://www.ebi.ac.uk/training/online/courses/alphafold/ 

Articles:

  • Tanja Kortemme (2024) De novo protein design—From new structures to programmable functions https://www.cell.com/cell/fulltext/S0092-8674(23)01402-2 
  • Jie Zhu et al. (2021) Protein Assembly by Design https://pubs.acs.org/doi/10.1021/acs.chemrev.1c00308 

Lectures:

  • Rosetta Commons (2024) Diffusion models for protein structure generation (and design) https://www.youtube.com/watch?v=OEnY2yA3jy8 
  • Rosetta Commons (2024) AlphaFold – ML for protein structure prediction https://www.youtube.com/watch?v=SVrn8_8aKO8 
  • Rosetta Commons (2024) MPNN – ML for protein sequence design https://www.youtube.com/watch?v=6z4XmUAwdNA 

Acknowledgements:

  • Aria Babu, editor at Works in Progress
  • Graham Bessellieu, video editor
  • Rachel Su, on-site editor
  • Anna Magpie, fact-checking
  • Abhishaike Mahajan, cover art
  • Atalanta Arden-Miller, art direction
  • David Hackett, composer

Works in Progress & Open Philanthropy



Subscribe to the Works in Progress print magazine: https://worksinprogress.co/print/

Works in Progress Podcast
Works in Progress is an online magazine devoted to new and underrated ideas about economic growth, scientific progress, and technology. Subscribe to listen to the Works in Progress podcast, plus Hard Drugs by Saloni Dattani and Jacob Trefethen.