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Building an AI-Powered Organization

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DeepL becomes vertically integrated, trains its own LLMs and builds on-prem compute with DeepL Mercury (an 8100 superpod in Sweden) to move from translation to generative assistants. Decision in 2022 reassigns 80% of research to LLMs; April 2024 launches DeepL Pro and ships Clarify, a feature that flags uncertain translations and asks users for missing context. Result: higher-quality, more assistive products but initial tradeoffs in latency that drive follow‑on engineering and a new DGX B200 superpod.

AI-written summary · about

  1. 0:00Introduction and speaker welcome
  2. 1:03Key challenges in building AI companies
  3. 2:54Why DeepL was the right choice for impact
  4. 7:28Vertical integration as strategic advantage
  5. 8:11Mission-driven product development approach
  6. 12:04Navigating AI trends and long-term focus
  7. 13:32Embracing failure as a learning tool
  8. 14:15Clarify and human-AI collaboration
  9. 17:47Progress as layered S-curves of innovation
  10. 18:51Transition to LLMs in 2022
  11. 20:18Building Deep Mercury supercomputer
  12. 21:42Impact of LLMs on product development
  13. 22:25Releasing DeepL Pro and NextG models
  14. 24:12Efficiency breakthroughs in LLMs
  15. 24:57DeepL Clarify and future plans
  16. 25:58Next-gen AI factory and Blackwell architecture
  17. 26:42Q&A on language insights and surprises
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