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Added
Added stable Butterworth and Chebyshev Type I SOS IIR design for low-pass,
high-pass, band-pass, and band-stop responses, with complex frequency
response and pole-stability diagnostics.
Added a snapshot-owning streaming SOS filter with explicit state save and
restore, atomic block processing, and a deterministic multi-block example.
Added independent high-precision coefficient and response fixtures,
numerical evidence, and updated API, task, and applied-numerics guidance.