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 ## Additional Links for General PDEs
 
+AutoNumerics: An Autonomous, PDE-Agnostic Multi-Agent Pipeline for Scientific Computing , 
+PDF: <https://arxiv.org/abs/2602.17607>
+
 Differentiable programming across the PDE and Machine Learning barrier , 
 PDF: <https://arxiv.org/abs/2409.06085>