feat(internal): add Jacobi symmetric-eigendecomposition helper

Hand-rolled symmetric-matrix eigendecomposition via the cyclic Jacobi
rotation method. Returns sorted (eigenvalue, eigenvector) pairs in
descending order. Pure f64 row-major `Vec<Vec<f64>>` interface so we
don't pull in nalgebra for one algorithm.

Lives in `src/internal/eigen.rs` (new module). Used by the upcoming
CMA-ES implementation to maintain the covariance matrix's
eigendecomposition each generation. Tested against the standard
2x2 case, the diagonal case, and a known 3x3 result.

src/lib.rs

@@ -45,6 +45,7 @@
 
 pub mod algorithms;
 pub mod core;
+pub(crate) mod internal;
 pub mod metrics;
 pub mod operators;
 pub mod pareto;