# "theory uplift differentially benefits safety & is massively underpriced" by Yudhister Kumar

Page: https://stenobird.com/podcast/lesswrong-curated-popular-5643401/theory-uplift-differentially-benefits-safety-is-massively-underpriced-by-yudhister-kumar
Text version: https://stenobird.com/podcast/lesswrong-curated-popular-5643401/theory-uplift-differentially-benefits-safety-is-massively-underpriced-by-yudhister-kumar.md
Podcast: [LessWrong (Curated & Popular)](https://stenobird.com/podcast/lesswrong-curated-popular-5643401)
Published: 2026-05-27T06:15:26+00:00
Episode link: https://www.buzzsprout.com/2037297/episodes/19246944-theory-uplift-differentially-benefits-safety-is-massively-underpriced-by-yudhister-kumar.mp3
Audio file: https://www.buzzsprout.com/2037297/episodes/19246944-theory-uplift-differentially-benefits-safety-is-massively-underpriced-by-yudhister-kumar.mp3
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Duration seconds: 153

## Resource

[1] We will likely have near-superhuman mathematics AI by Q1 2027. [1] [2] Qualitatively, AI mathematics capabilities are developing significantly faster than automated AI R&D capabilities. [2] [3] Thus, we will likely have a period of time where the rate of our ability to rigorously & usefully verify and understand model behavior and model outputs outpaces the rate of capability development itself. [4] Our ability to take advantage of this period is bottlenecked on the qu...

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