Literacy perspective
How trust, responsibility, legitimacy, ethics, leadership, culture, and social fit shape success.
What lecturers should notice
Examine authority, accountability, affected stakeholders, contestability, appropriate reliance, and contextual fit.
Related units
The role may be primary, secondary, supporting, integrated, or part of the attack surface; consult each unit’s metadata for the exact relationship.
Participants clarify a task before execution and keep accepted decisions in files. They move from a virtual Markdown workspace to local Python analysis, then use verified results to prepare a report across fresh contexts.
Participants learn that a plausible AI recommendation does not become a legitimate decision merely because a human approves it. They learn to design and test the decision rights, evidence requirements, escalation routes, and opportunities for contestation that make human responsibility substantive rather than symbolic.
This final Friday makes security concrete as a control problem. Participants integrate learning from the preceding units to recognize where an AI-supported office task can lose control and to redesign the collaboration so that data, instructions, permissions, actions, and human responsibility remain appropriately separated.