Issue No. 45Week ending Sunday, November 8, 2026799 episodes · 3,495 write-ups
The Podcast Summary.

The best ideas from 30+ top podcasts, every week.

Powering AI-Driven Drug Discovery with President of Isomorphic Labs Max Jaderberg

With Elad Gil, Max Jaderberg · Thursday, November 12, 2026

Elad Gil interviews Max Jaderberg, President of Isomorphic Labs, about how deep learning foundation models are transforming pharmaceutical drug discovery from empirical trial-and-error into precision in silico engineering. They discuss overcoming biopharma's long-standing productivity stagnation, phasing out animal testing with predictive AI and synthetic human tissues, structuring cross-disciplinary AI-biology teams, and utilizing precision molecule design to target complex diseases and human aging.

Key takeaways

  • Eradicating both cancer and heart disease would extend average human lifespan by only 5 to 7 years, because underlying cellular decay continues unchecked. Read more →
  • Biopharma's core delay is physical: synthesizing real atoms and culturing biological cells creates an expensive, slow trial-and-error cycle. Read more →
  • Annual drug approvals have stayed roughly flat for decades, even as scientific publications, budgets, and therapeutic modalities grew exponentially. Read more →
  • Rat models only predict human clinical toxicity roughly 30% of the time, leading to widespread failure when drug candidates reach human trials. Read more →
  • True cross-disciplinary unicorns who master both frontier deep learning and wet-lab biochemistry do not exist in meaningful volume; companies must hire pure specialists from each camp and build fluency internally. Read more →

5 articles from this episode

Curing Cancer Only Buys Seven Years

Isomorphic Labs' Max Jaderberg and Elad Gil explain why curing killer diseases won't stretch human lifespan without AI targeting aging directly.

Read article →

More No Priors episodes

Every No Priors episode we cover →

The Sunday Email

Get next Sunday's issue in your inbox.

The week's best AI, tech, business, science, and culture podcasts in one short read. Free, every Sunday.

You get both newsletters, The Throughline and The Carry. No spam. Unsubscribe with one click.