Preservation loss cannot protect routes absent from replay data
A preservation objective can reduce broad model drift, but it cannot reliably preserve actions that are absent or nearly absent from the fine-tuning replay. Dominant-route improvements may coexist with severe regressions on rare operational actions. Before training, require route…