Gap
Most learning theories are either cognitive (mental models) or statistical (Bayesian update), and rarely formalize how knowledge transforms across abstraction layers.
Few frameworks exist for representing recursive belief structures, cross-domain analogies, or meta-level learning (learning how to learn).
There’s little alignment between formal epistemology and applied system learning (design, AI, planning).