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A technical deep dive into optimizing sandpile identity computation, presenting analysis of the Difference and Iterated Burning methods and applying linear algebra (Reduced Laplacian matrices) to understand sandpiles as an abelian group structure, enabling computation of 16384×16384 sandpiles in ~1 hour.