AI literacy is not a one-off training session

Capability is not attendance. It exists when roles can check, decide, escalate and stop safely in real scenarios.

A bright continuous learning and operations loop connects five distinct role stations with scenarios, decisions, observation and refresh; an unused certificate sits at the edge.

01 · ROLEDo objectives reflect task, system, prior knowledge, risk and affected people?

02 · PRACTICEIs capability observed in normal and disturbed scenarios?

03 · OPERATIONSAre permissions, incidents, refresh triggers and evidence connected?

CORE METHOD

LEARN → SIMULATE → PERFORM → OBSERVE → REFRESH

Roles learn what they need, practise real disturbances, act within scope and refresh capability from change and operational evidence.

THE DISTURBANCE TEST

Give every role the same use case with an outdated source, sensitive input and missing approval. Test detection, data hygiene, escalation, stopping and records.