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perf: barycentric lagrange interpolation for faster reconstruction #4

@lonerapier

Description

@lonerapier

Motivation

Current reconstruction uses standard Lagrange interpolation, which recomputes coefficients every time.
Barycentric form dramatically improves performance and numerical stability, especially for repeated reconstruction with fixed x-coordinates.

Tasks

  • Implement barycentric weight computation.
  • Add reconstruction method using precomputed weights.
  • Add criterion benchmarks comparing old/new methods.
  • Update docs explaining trade-offs and usage.

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