Python toolkit for building production-ready LLM applications. Modular utilities for prompts, RAG, agents, structured outputs, and multi-provider support.
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Overcoming catastrophic forgetting in neural networks, James Kirkpatrick, Razvan Pascanu, Neil Rabinowitz, Joel Veness, Guillaume Desjardins, Andrei A. Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, Demis Hassabis, Claudia Clopath, Dharshan Kumaran, Raia Hadsell, 2017Proceedings of the National Academy of Sciences, Vol. 114 (National Academy of Sciences)DOI: 10.1073/pnas.1611835114 - This seminal paper introduces Elastic Weight Consolidation (EWC), a regularization method to mitigate catastrophic forgetting by penalizing changes to weights important for previous tasks.