Interaction
How request structure, exchange design, examples, clarification, and feedback shape behaviour.
Five literacies
What explains and shapes AI behaviour?
Use each literacy as an experimental lens. A unit may foreground one literacy while other literacies remain relevant.
Mechanism
How tokens, attention, parameters, sampling, variability, and model behaviour affect predictability.
Data
How sources, grounding, retrieval, factuality, provenance, and traceability shape reliability.
System
How workflows, handoffs, roles, state, tools, memory, permissions, and orchestration create control.
Human-Context
How trust, responsibility, legitimacy, ethics, leadership, culture, and social fit shape success.