The non-uniform method is often used in loosely-coupled architectures for storing speciality knowledge not for general use. Knowledge uniformity is more an issue for modular, rather than centralized, architectures.
A related property is uniform access to global knowledge, which is how accessible knowledge is to the architecture's modules.
Heterogeneous knowledge representation contrasts with homogeneous representation.
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