Cutting Room Explorer gained a centralized backend classifier for interpreting marker names as manufacturing records rather than opaque identifiers. The deterministic framework distinguishes Production, Match Stripe, Customer Service, and Unknown categories.
Production-family knowledge covers RR, NR, VP, NTP, HRR, ACB, FAB, BLKPOLY, BLKVER, and DGBLK. Parsing preserves meaningful identifiers, including leading-zero frame codes, so domain information is not lost while records are prepared.
Where the source supports it, classification can provide style, frame code and description, marker role and purpose, match-stripe state, and fabric identifier. Each result also exposes its classification reasons, making the interpretation auditable instead of presenting inferred labels without support.
Domain documentation around frame codes and marker decoding established a reusable manufacturing knowledge layer for later reporting and investigation. The framework keeps a conservative boundary between facts and inference: unclear markers remain unknown rather than being assigned invented meaning.