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_zscore now asserts nonzero variance (a flat profile drew a degenerate all-zero map that looked valid) instead of dividing by std+1e-9. _soft_nll docstring now states the 1e-12 floor it actually applies (was 'Unbounded'). Trim archaeology comments (guided/wvs/read_api) to the invariant, dropping the dated model names. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>