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Add data-only KDE prediction capsules - #16
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Add an explicitly imported, data-only KDE prediction capsule for fitted affine BEL models. Restore numeric JSON and condition new predictor rows using caller-owned uniforms, without fitted estimators, training rows or unpickling.
Support a narrow two-component CCA profile with fixed bandwidths and affine preprocessing. Preserve existing sampling conventions while rejecting invalid query laws and malformed documents. Document sensitive density state and digest limitations.
This interface transfers the supported prediction state; it does not provide a full joint posterior.