Security
AI security & prompt-injection defence
Apply OWASP LLM and Agentic Top 10 controls, including prompt-injection defences.
Target proficiency: Applied
Course outcomes
- AIN 401 CO5
Assess security, privacy and responsible-AI risks using the OWASP LLM and Agentic Top 10, NIST AI 600-1 and EU AI Act risk tiers, and implement proportionate mitigations.
- AIN 401 CO1
Explain foundation-model behaviour — tokenization, context windows, sampling, cost — and characteristic failure modes such as confabulation and prompt injection.
- MST 501 CO1
Demonstrate Foundations & Agent Architecture competence: complete the Day 1–15 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 501 CO5
Demonstrate Evaluation, Observability & Security competence: complete the Day 61–75 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 502 CO5
Demonstrate Production, Security & Governance competence: complete the Day 61–75 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 505 CO6
Demonstrate Production, Security, Governance & Mastery competence: complete the Day 76–90 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 506 CO5
Demonstrate Production Platform, Security & Governance competence: complete the Day 61–75 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 507 CO5
Demonstrate Production, Security & Governance competence: complete the Day 61–75 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 508 CO6
Demonstrate Production LLMOps, Security & Mastery competence: complete the Day 76–90 builds, explain the underlying theory, and defend the phase artefact under live questioning.
Taught in weeks & phases
- AIN 401 · Week 10 — Securing AI Systems: OWASP LLM & Agentic Top 10, Guardrails & Red-Teaming
- MST 501 · Phase 1 — Foundations & Agent Architecture
- MST 501 · Phase 5 — Evaluation, Observability & Security
- MST 502 · Phase 5 — Production, Security & Governance
- MST 505 · Phase 6 — Production, Security, Governance & Mastery
- MST 506 · Phase 5 — Production Platform, Security & Governance
- MST 507 · Phase 5 — Production, Security & Governance
- MST 508 · Phase 6 — Production LLMOps, Security & Mastery