Generative AI
What does generative AI cover in AI governance?
4 competencies are filed under it: Working AI fluency, Prompting and workflow design with AI, Applied AI engineering, Embodied AI and robotics systems. Each has its own page saying what it means in practice.
The competencies filed under it
- Working AI fluency
Uses generative AI tools daily, knows what a model can and cannot do, and can say where an output should not be trusted.
AI Literacy
- Prompting and workflow design with AI
Briefs a model like a good manager: context, constraints, examples, verification, and knows when to stop delegating.
AI Literacy
- Applied AI engineering
Builds production systems on foundation models: retrieval augmented generation, structured tool use, evaluation harnesses, guardrails, and cost and latency budgets.
Technical Evaluation
- Embodied AI and robotics systems
Understands AI that acts in the physical world: perception stacks, vision language action models, sim to real transfer, sensor fusion, and where each of them fails.
Technical Evaluation
Roles that ask for it
- AI Literacy Lead2 of 4 competencies
- AI Adoption and Enablement Lead2 of 4 competencies
- Robotics AI Engineer, embodied systems edition2 of 4 competencies
- AI Controls Analyst1 of 4 competency
- AI Governance Analyst1 of 4 competency
- AI Governance Coordinator1 of 4 competency
- Compliance Analyst1 of 4 competency
- Cybersecurity Risk Analyst1 of 4 competency
- Governance Analyst1 of 4 competency
- GRC Associate (AI)1 of 4 competency
- Privacy Analyst1 of 4 competency
- AI Engineer, production systems edition1 of 4 competency
- AI Program Manager1 of 4 competency
- Operations Manager, AI-ready1 of 4 competency
- Agentic AI Engineer, orchestration edition1 of 4 competency
- Physical AI Safety Engineer, autonomous systems edition1 of 4 competency
Where it is taught and graded
62 graded topics, each passed by explaining it back. The first module of every program is free with a free account.
- Module 0: Your AI Learning Companion (1)
- Module 2: AI Fundamentals (3)
- Module 3: Ethical and Responsible AI and Operational Governance (1)
- Module 4: Practical AI Workflow Design and Prompt Engineering (12)
- Module 5: Critical Thinking and Context Engineering (1)
- Module 6: AI in the Workplace and Team Leadership (6)
- Module 7: Advanced AI Literacy (1)
- Module 9: Agentic AI and Workforce Integration (4)
- Module 13: Bonus: AI for Educators (2)
- Module 0: Your Robotics Command Center (1)
- Module 1: What a Robot Actually Is (6)
- Module 8: Sensors That Give a Robot Its Senses (4)
- Module 10: Your First Simulator to Practice In (1)
- Module 11: From Code to Real Hardware (2)
- Module 14: Capstone: Build and Program a Simulated Mobile Robot (1)
- Module 3: Failure Analysis, Learning From How Robots Break (1)
- Module 6: Human Factors and Human-Robot Interaction (2)
- Module 7: Research, Benchmarking, and Staying at the Frontier (1)
- Module 9: Frontier and Future Horizons (1)
- Module 10: Responsible Physical AI in Practice (2)
- Module 1: Foundations of AI for Lobbyists (1)
- Module 2: AI for Lobbying Productivity (1)
- Module 3: Business and Industry Representation (1)
- Module 8: Positioning as the AI Point Person (1)
- Module 9: Prompt Engineering for Strategic Persuasion (1)
- Module 5: The EU AI Act: The Executive Map (1)
- Module 10: Evidence Engineering (1)
- Module 2: AI Literacy for Decision Makers (1)
- Module 0: The EU AI Act Expert Role (1)
Questions
- What does generative AI cover in AI governance?
- 4 competencies are filed under it: Working AI fluency, Prompting and workflow design with AI, Applied AI engineering, Embodied AI and robotics systems. Each has its own page saying what it means in practice.
- Which roles ask for generative AI?
- 16 roles on the map name at least one of its competencies, from analyst seats to executive ones. Each role page lists the depth expected.
- Where is generative AI taught and graded?
- 62 graded topics teach it across 7 programs. Each topic is graded by explaining it back against its own transcript, so a pass is evidence, not attendance. The first module of every program is free with a free account.