LEARNING FROM EXECUTED OUTCOMES

Teach the relations that determine the action.

Successful candidates receive decision mass. Local success–failure pairs sharpen the action boundary; the correction penalty keeps the update localized.

Outcomes supervise training. At selection time, the operator consumes predictive evidence.

CROSS-TASK VALIDATION