Biography:Douwe Kiela

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Douwe Kiela
Born1986
Amsterdam, Netherlands
EducationUtrecht University; University of Amsterdam; University of Cambridge
OccupationResearcher, entrepreneur, CEO
TitleCo-founder & CEO of Contextual AI

Douwe Kiela is a Dutch-American research scientist and entrepreneur working in the field of artificial intelligence with a focus on machine learning and natural language processing. He is the co-founder and CEO of Contextual AI,[1] an enterprise software company that provides a platform for building grounded AI agents for enterprise knowledge bases.[2][3]

He previously led the research team at Meta AI[4][5] that introduced the RAG approach in 2020,[6] co-authoring the foundational paper "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks."[6][7] Kiela also served as Head of Research at Hugging Face[8] and is an adjunct professor in Symbolic Systems at Stanford University.[9]

Early life and education

Douwe Kiela was born in Amsterdam, Netherlands, in 1986.

He earned a Bachelor of Science degree in Liberal Arts and Sciences from Utrecht University, with a double major in Cognitive Artificial Intelligence and Philosophy.[10] He then obtained an MSc in logic (cum laude) from the University of Amsterdam's Institute for Logic, Language and Computation (ILLC).[11] Kiela received an MPhil and PhD in Computer Science from the University of Cambridge, specializing in natural language processing and machine learning.[12]

Career

Facebook AI Research (Meta)

In 2016, Kiela joined Facebook AI Research (FAIR) as a postdoctoral researcher, later becoming a research scientist in New York. While at Meta, he co-authored papers in natural language processing,[13] with a focus on multimodal and grounded language learning. His projects included creating a virtual assistant bot[14] that could navigate tourists around a city[15][16] and leading the development of Dynabench,[17] an interactive benchmarking platform released in 2020 that used human feedback to test and improve language models.[18]

In 2020, Kiela led the Meta AI research team that introduced Retrieval-Augmented Generation (RAG), co-authoring the influential paper "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks,"[6] alongside Patrick Lewis, Ethan Perez, and other researchers. The RAG framework transformed how large language models access and incorporate external information[19] by allowing them to retrieve relevant context from external knowledge bases at query time, rather than relying solely on pre-trained data.[20] This approach addressed key limitations such as hallucination, outdated information, and lack of source attribution.[21] The RAG technique has since become widely adopted in enterprise AI applications and knowledge-intensive natural language processing tasks.[22][23][24]

Hugging Face

After leaving Meta, Kiela served as Head of Research at Hugging Face.[5][25]

Contextual AI

In 2023, Kiela co-founded Contextual AI with Amanpreet Singh, another former researcher at Facebook AI Research and Hugging Face.[26][1] The Mountain View-based company develops a platform for building grounded AI agents for enterprises,[3] focusing on applications in technology, semiconductor, logistics, finance, and media sectors.[27]

Contextual AI raised $20 million in seed funding in June 2023, led by Bain Capital Ventures.[26][28] In August 2024, the company completed an $80 million Series A[29] funding round led by Greycroft, with participation from Bezos Expeditions, NVentures (Nvidia), HSBC Ventures, and Snowflake Ventures, among others.[30][31]

Academic roles

Douwe Kiela serves as an adjunct professor in Symbolic Systems at Stanford University.[9] In a 2023 interview with the Stanford Daily, he commented on the development of Alpaca,[32] a low-cost instruction-finetuned model based on Meta's LLaMA, and emphasized the importance of open academic research in large language models.

References

  1. ↑ 1.0 1.1 Wiggers, Kyle (June 7, 2023). "Contextual AI launches from stealth to build enterprise-focused language models". https://techcrunch.com/2023/06/07/contextual-ai-launches-from-stealth-to-build-enterprise-focused-language-models/. 
  2. ↑ MacManus, Richard (May 28, 2025). "No, MCP Hasn't Killed RAG — in Fact, They're Complementary". https://thenewstack.io/no-mcp-hasnt-killed-rag-in-fact-theyre-complementary/. 
  3. ↑ 3.0 3.1 Wolfberg, Elias (August 29, 2024). "From RAG to Richness: Startup Uplevels Retrieval-Augmented Generation for Enterprises". https://blogs.nvidia.com/blog/contextual-ai-retrieval-augmented-generation/. 
  4. ↑ "Meta AI: People". 2016. https://ai.meta.com/people/277238188798234/douwe-kiela/. 
  5. ↑ 5.0 5.1 Bradbury, Rosie (May 16, 2022). "The Meta AI mafia: Meet 12 artificial intelligence researchers and engineers who quit Meta for hot startups in everything from predictive medicine to careers". https://www.businessinsider.com/ai-engineers-and-specialists-who-quit-meta-to-launch-startups-2022-5. 
  6. ↑ 6.0 6.1 6.2 Kiela, Douwe; Lewis, Patrick; Perez, Ethan; Piktus, Aleksandra; Petroni, Fabio; Karpukhin, Vladimir; Goyal, Naman; Küttler, Heinrich; Lewis, Mike; Yih, Wen-tau; Rocktäschel, Tim; Riedel, Sebastian (22 May 2020). "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks". arXiv:2005.11401v4 [cs.CL].
  7. ↑ Kiela, Douwe; Riedel, Sebastian; Lewis, Patrick; Piktus, Aleksandra (September 28, 2020). "Retrieval Augmented Generation: Streamlining the creation of intelligent natural language processing models". https://ai.meta.com/blog/retrieval-augmented-generation-streamlining-the-creation-of-intelligent-natural-language-processing-models/. 
  8. ↑ "Douwe Kiela. Hugging Face". 2022. https://huggingface.co/douwekiela. 
  9. ↑ 9.0 9.1 "Stanford Profiles: Douwe Hendrik Kiela". 2022. https://profiles.stanford.edu/douwe-kiela. 
  10. ↑ "TWIML AI: Multimodal, Multi-Lingual NLP at Hugging Face". 29 August 2022. https://twimlai.com/network/douwe-kiela/. 
  11. ↑ "University of Amsterdam, MoL Thesis Archive". https://msclogic.illc.uva.nl/theses/archive/. 
  12. ↑ "Top AI Researcher on GPT 4.5, DeepSeek and Agentic RAG | Douwe Kiela, CEO, Contextual AI". March 6, 2025. https://www.youtube.com/watch?v=v1QycrXdfeE. 
  13. ↑ Gur, Shir; Neverova, Natalia; Stauffer, Chris; Lim, Ser-Nam; Kiela, Douwe; Reiter, Austin (April 16, 2021). "Cross-Modal Retrieval Augmentation for Multi-Modal Classification". arXiv:2104.08108 [cs.CV].
  14. ↑ Terdiman, Daniel (July 11, 2018). "Facebook taught bots to navigate New York City using natural language". https://www.fastcompany.com/90200229/facebook-taught-bots-to-navigate-new-york-city-using-natural-language. 
  15. ↑ Kiela, Douwe; de Vries, Harm; Shuster, Kurt; Batra, Dhruv; Parikh, Devi; Weston, Jason (July 9, 2018). "Talk the Walk: Navigating New York City through Grounded Dialogue". arXiv:1807.03367 [cs.AI].
  16. ↑ Vincent, James (July 11, 2018). "Facebook sets a new task for AI: guide a virtual tourist around New York". https://www.theverge.com/2018/7/11/17560442/facebook-fair-ai-research-virtual-tourist-embodied-learning. 
  17. ↑ Wiggers, Kyle (September 24, 2020). "Facebook's Dynabench aims to make AI models more robust through distributed human workers". https://venturebeat.com/ai/facebooks-dynabench-aims-to-make-ai-models-more-robust-through-distributed-human-workers. 
  18. ↑ "Introducing Dynabench: Rethinking the way we benchmark AI". September 24, 2020. https://ai.meta.com/blog/dynabench-rethinking-ai-benchmarking/. 
  19. ↑ Leng, Quinn; Portes, Jacob; Havens, Sam; Zaharia, Matei; Carbin, Michael (November 5, 2024). "Long Context RAG Performance of Large Language Models". arXiv:2411.03538 [cs.LG].
  20. ↑ Singhal, Rahul (November 30, 2023). "The Power Of RAG: How Retrieval-Augmented Generation Enhances Generative AI". https://www.forbes.com/councils/forbestechcouncil/2023/11/30/the-power-of-rag-how-retrieval-augmented-generation-enhances-generative-ai/. 
  21. ↑ Shuster, Kurt; Poff, Spencer; Chen, Moya; Kiela, Douwe; Weston, Jason (April 15, 2021). "Retrieval Augmentation Reduces Hallucination in Conversation". arXiv:2104.07567 [cs.CL].
  22. ↑ Lin, Belle (May 21, 2024). "How a Decades-Old Technology and a Paper From Meta Created an AI Industry Standard". https://www.wsj.com/articles/how-a-decades-old-technology-and-a-paper-from-meta-created-an-ai-industry-standard-354a810e. 
  23. ↑ Gao, Yunfan; Xiong, Yun; Gao, Xinyu; Jia, Kangxiang; Pan, Jinliu; Bi, Yuxi; Dai, Yi; Sun, Jiawei; Wang, Meng; Wang, Haofen (December 18, 2023). "Retrieval-Augmented Generation for Large Language Models: A Survey". arXiv:2312.10997 [cs.CL].
  24. ↑ Brown, Andrew; Roman, Muhammad; Devereux, Barry (August 8, 2025). "A Systematic Literature Review of Retrieval-Augmented Generation: Techniques, Metrics, and Challenges". arXiv:2508.06401 [cs.DL].
  25. ↑ Shead, Sam (April 1, 2022). "Meta's A.I. exodus: Top talent quits as the lab tries to keep pace with rivals". https://www.cnbc.com/2022/04/01/metas-ai-lab-loses-some-key-people.html. 
  26. ↑ 26.0 26.1 Franzen, Carl (June 7, 2023). "Contextual AI emerges from stealth with $20M to pursue 'artificial specialized intelligence'". https://venturebeat.com/ai/contextual-ai-20m-artificial-specialized-intelligence. 
  27. ↑ Patangia, Pahal (October 28, 2024). "Fintech Leaders Tap Generative AI for Safer, Faster, More Accurate Financial Services". https://blogs.nvidia.com/blog/generative-ai-financial-services/. 
  28. ↑ Deutscher, Maria (June 7, 2023). "Contextual AI launches with $20M to build more reliable large language models for enterprises". https://siliconangle.com/2023/06/07/contextual-ai-launches-20m-build-reliable-large-language-models-enterprises/. 
  29. ↑ Fink, Charlie (August 9, 2024). "Contextual AI Raises $80 Million, Judge Calls Google A Monopolist, Bytedance Intros Jimeng Text-To-Video AI". https://www.forbes.com/sites/charliefink/2024/08/09/contextual-ai-raises-80-million-google-is-a-monopolist-bytedance-intros-jimeng-text-to-video-ai/. 
  30. ↑ Gain, Vish (August 2, 2024). "San Francisco's Contextual AI raises $80m to scale platform". https://www.siliconrepublic.com/start-ups/contextual-ai-funding-series-a-douwe-kiela-rag-platform. 
  31. ↑ Cai, Kenrick (August 1, 2024). "Contextual AI raises $80 mln for model-enhancing technique". https://www.reuters.com/technology/artificial-intelligence/contextual-ai-raises-80-mln-model-enhancing-technique-2024-08-01/. 
  32. ↑ Turk, Matthew (April 2, 2023). "How Stanford researchers attempted to make a new ChatGPT with less than $600". https://stanforddaily.com/2023/04/02/how-stanford-researchers-attempted-to-make-a-new-chatgpt-with-less-than-600/. 



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