13.10 Design lesson

ALLORA shows how a categorical declaration becomes a tractable regularizer without losing its semantics. The equation “selected adapter orders agree” comes first; the low-rank commutator observes its leading obstruction; task and safety blocks prevent trivial repair; and merge baselines reveal when sequential modularity is not worth preserving.