Use and refusal
What may be asked, how citations are checked, when the system must refuse and when a professional takes over.
AI literacy & governance
Train people for the system they actually operate.
AI literacy is not a generic prompt class. It connects each role to the data, limitations, approvals, escalation and evidence obligations of the deployed system.
Governance and change
Use-case inventory, accountable owner, model/data/vendor register, acceptance thresholds and promotion decision.
Incident and recovery
Access, monitoring, escalation, evidence preservation, restore, rollback and supplier exit.
Workshop evidence pack
- system and use-case inventory
- role-specific learning objectives and operating rules
- attendance and acknowledgement record
- human-review and escalation map
- scenario exercises for unsupported answers and restricted data
- open decisions and counsel/compliance handoff list
- review date after material system change
Boundary: ANULUM supplies technical and organizational evidence and can support a DPIA or governance review. It does not provide legal advice or certify compliance.