Single-step, property-conditioned polymer editing adapter trained for Egc, Egb, Eea, Ei, EPS, Nc, Xc, Eat. The loss is assistant-only causal cross-entropy. Splits are assigned by PolymerGraphID; pairs crossing splits are removed.