Instruments Gain Apprenticeship Agents

Projection: advanced user facilities will give each scientist an apprenticeship agent trained on instrument constraints, local procedures, and prior runs. The agent can coach setup, flag unsafe commands, and learn from operators, but must make uncertainty and authority boundaries visible at every consequential control point.