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feat(linalg): full sparse Jacobian exploitation in stiff solvers #80

Description

@Ryan-D-Gast

What to build

Optimize BDF and ImplicitRungeKutta to use sparse matrix factorizations when the Jacobian is stored sparsely.

Acceptance criteria

  • Stiff solvers detect and utilize MatrixStorage::Sparse.
  • Linear system solver in src/linalg supports sparse input.
  • Performance verification on a large, sparse stiff system.

Blocked by

  • feat(linalg): SIMD-accelerated internal matrix operations

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