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Dive into a comprehensive exploration of the rewriting process of Haystack, an open-source framework for composing NLP tools and building applications with a focus on Large Language Models. Learn about the motivations, challenges, and outcomes of this intensive refactoring journey presented by Tuana Celik and Massimiliano Pippi at PyCon US. Discover how the team adapted to the "ChatGPT revolution" by questioning existing assumptions and rethinking original abstractions. Gain valuable insights into the strategies and techniques employed during the evolution of Haystack, from technical improvements to growing a vibrant community of users and contributors. This 48-minute sponsor presentation offers valuable lessons for both seasoned open-source contributors and curious enthusiasts interested in the development and adaptation of NLP frameworks in the rapidly changing landscape of artificial intelligence.