Concept inventories in astronomy are typically organized around curriculum-defined content domains, on the implicit assumption that conceptual understanding partitions along those same lines. This assumption has rarely been examined empirically, in part because probing it requires an instrument both aligned with a specific curriculum and broad enough to capture cross-domain structure. We developed the Astronomy Curriculum-aligned Diagnostic Assessment (AcuDA), a 26-item instrument aligned with the 2022 revised Korean science curriculum and adapted from six established concept inventories, and administered it to 735 Korean university students (114 astronomy majors, 621 non-majors). AcuDA showed strong internal consistency (α = .844, ωtotal = .928). Factor analysis distinguished four content domains whose latent correlations ranged from .86 to .94. Given these high correlations, bifactor modeling, which separates a general factor from domain-specific factors, showed the general factor dominated (ωh= .895, ECV = .830). Cross-group invariance supported comparability between majors and non-majors, while distractor patterns revealed group-specific misconceptions on shared items. Because learner responses were organized primarily along a single latent dimension rather than four separable proficiencies, a single total score provides more interpretable and useful information than separate domain scores. Beyond providing the first astronomy concept inventory developed within and validated against the Korean national science curriculum, these results offer initial evidence that astronomy understanding may not partition cleanly along curriculum-defined content domains, and that its underlying cognitive architecture is better characterized as a shared reasoning dimension than as a set of separable domain abilities.