~/talk

Creating the Engine for Scientific Discovery

Talkat Thoughtworks E4R Symposium 2020 · 2020-10-10..10-11· [machine-learning]
links:none on file
slides:none on file

Proposes the Nobel Turing Challenge: build AI systems that autonomously make Nobel-caliber discoveries by 2050. Describes a stack: a galada connectivity platform linking lab instruments and literature, a Gandala AI framework, automated robotic labs, and hypothesis-generation plus verification loops. Gives concrete results: mines 1.5 million biomedical papers per year, automated literature maps that match human curation at 75–97%, a computational hypothesis that led to a longevity gene with ~10–12% lifespan increase in animals, and end-to-end drug pipelines that succeed in mouse and monkey tests.

AI-written summary · about

  1. 0:00Intro
  2. 1:14Goal
  3. 3:22Nobel Prize
  4. 4:52Challenges
  5. 6:32Value system
  6. 8:35Longevity of genes
  7. 9:48Discovery process
  8. 11:32System biology
  9. 12:22Community problem
  10. 17:22Scientific discovery
  11. 19:51Automated discovery
  12. 22:33AI
  13. 29:44Automation
  14. 37:21QA
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