Figure 7: Cheap, deterministic rules resolve the large majority of traffic (~85%) in single-digit milliseconds; the LLM is reserved as a fallback for the ~15% that is novel or ambiguous, at roughly 400 times the cost. Both paths emit the identical result schema, and the masking invariant is enforced on each.