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Stanford's Surya Ganguli argues that using AI in biology risks trading conceptual understanding for computational utility

The presentation adapted a warning by mathematician Sir Michael Atiyah.

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Best slide at the 90th CSHL Symposium "AI in Biology" by @SuryaGanguli Really nice talk on NeuroAI! Thanks @pkoo562 for organizing! @cshlmeetings

8:12 AM · May 29, 2026 View on X
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haha - my slide at the 90th @CSHLaboratory Symposium on AI in biology got a spontaneous applause. It was inspired by Sir Michael Atiyah's quote about algebra and geometry:

"Algebra is the offer made by the devil to a mathematician. The devil says, 'I will give you this powerful machine...all you need to do is give up your soul: give up geometry...’ The danger to our soul is there... when you pass into algebraic calculation,...you stop thinking geometrically, you stop thinking about meaning."

In the slide below: algebra -> AI mathematician -> biologist geometry -> understanding

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Best slide at the 90th CSHL Symposium "AI in Biology" by @SuryaGanguli Really nice talk on NeuroAI! Thanks @pkoo562 for organizing! @cshlmeetings

3:12 PM · May 29, 2026 · 11.5K Views
3:40 PM · May 29, 2026 · 7.5K Views