Interaction
How request structure, exchange design, examples, clarification, and feedback shape behaviour.
Five literacies
What explains and shapes AI behaviour?
Each literacy helps explain a different part of the result. Several can matter in the same experiment.
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.