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Expose bounded 1.0 fit capability manifest #1709

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@seonghobae

The canonical product/technical gap baseline calls for a bounded 1.0 capability/support matrix and for advertised-but-unimplemented model×estimator combinations to fail before fitting. Public FitConfig already limits production estimators to jmle/mmle and rejects BIFAC2PLM with jmle, but downstream buyers/operators have no machine-readable support manifest.

Add a package-owned, versioned model-by-estimator capability manifest derived from the validated public configuration vocabulary. Keep production numerical ownership Rust-only; this issue does not authorize formula, estimator, likelihood, gradient, uncertainty, or reference-backend changes.

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    enhancementNew feature or requestpriority: mediumNormal-priority or P2 workscope: product-gapCustomer-visible product gapstatus: triagedOpen issue has an organization taxonomy assignmenttype: featureNew or expanded product capability

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