UNIT 016 h allocated
Responsible design
- Stakeholders
- harms
- fairness
- accessibility
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RESEARCH & PROFESSIONAL PRACTICE / SPECIALIST
SEC310Responsible AI, privacy & AI-system security
24 h productive allocation9 h 36 m learning + 14 h 24 m training4 units · 1 assessed practical brief
Detailed course plan and training brief. A complete taught course pack is in preparation. The linked foundation module, where shown, is a smaller available resource.
BEFORE YOU BEGIN
A clear starting point.
Specialist studio; environment and faculty must be confirmed before scheduling
WHAT YOU SHOULD BE ABLE TO DEMONSTRATE
- Explain the assumptions and failure modes in responsible design.
- Complete the practical: threat-model a small AI application and demonstrate one bounded attack case and an evidence-backed mitigation.
- Defend the resulting threat model with reproducible evidence.
THE SUBJECTS / FOUR CONNECTED UNITS
What you will study.
UNIT 026 h allocated
Data protection
- Minimisation
- consent context
- retention
- access controls
UNIT 036 h allocated
AI threats
- Prompt injection
- data poisoning
- model leakage
- insecure tool use
UNIT 046 h allocated
Governance
- Threat modelling
- evaluation
- incident response
- human accountability
THE TRAINING STUDIO
Make the subject
visible in your work.
Threat-model a small AI application and demonstrate one bounded attack case and an evidence-backed mitigation.
Evidence to produce
- Threat model
- access tests
- misuse evaluation
- incident runbook
Training brief for supervised delivery. Code, datasets, answer keys and environment acceptance must be completed in the full course pack before delivery is confirmed.
ASSESS THE REASONING
A question you
should be able to answer.
Why does a prompt instruction not replace server-side authorisation?
Review dimensions
Technical correctness · reproducibility · interpretation of results · failure analysis · individual explanation. Course-level rubric and faculty moderation form part of the final adopted teaching pack.
External reference access, hardware, cloud accounts and paid services are separate. No third-party certification is included by implication.