Transforming
Generative AI
Systems that produce language, images, code and structure on demand.
02 · Knowledge Domain
AI & INTELLIGENCE
Exploring the evolution of machine intelligence and human–AI collaboration.
14 knowledge topics
Transforming
Large Language Models
Foundation models as general-purpose reasoning and interface layers.
Developing
Multimodal AI
Models that read and generate across text, vision, audio and action.
Emerging
AI Agents
Software that plans and executes multi-step tasks toward a goal.
Emerging
Agentic AI
Systems with persistent goals, memory and self-directed workflows.
Emerging
Multi-Agent Systems
Coordination, negotiation and failure modes among many agents.
Developing
Human–AI Collaboration
Division of labour, oversight and trust between people and models.
Developing
AI Augmentation
Amplifying human judgement rather than replacing it.
Emerging
Machine Reasoning
Planning, abstraction and reliability beyond pattern completion.
Emerging
Robotics Intelligence
Embodied models acting in physical, unstructured environments.
Emerging
Autonomous Systems
Decision-making without continuous human supervision.
Developing
AI Governance
Institutions, standards and accountability for model deployment.
Developing
AI Safety
Alignment, robustness and control of increasingly capable systems.
Developing
Responsible AI
Fairness, transparency and harm reduction as design requirements.