Preserve Monitorability During Training

Projection: training objectives will begin preserving signals useful for behavioral and internal monitoring, even as capability rises. The adversarial test is unavoidable: did the system become easier to oversee, or merely better at generating traces that reassure its monitor? Monitorability must be measured against a system that knows it is being watched.