Literacy perspective

Interaction Literacy

How request structure, exchange design, examples, clarification, and feedback shape behaviour.

Interaction literacy

What lecturers should notice

Use this as an experimental lens

Look at how the exchange is framed and revised: goals, context, constraints, examples, questions, feedback, and criteria.

Related units

5 units make this literacy visible

The role may be primary, secondary, supporting, integrated, or part of the attack surface; consult each unit’s metadata for the exact relationship.

Unit 01

From Asking to Structuring: Designing AI Interaction

This Friday develops the unit's collaboration move through the specified literacy lens and prepares participants for the associated evidence-based challenge.

Interaction · PrimaryLevel 1: Instruction
Unit 05

From Answers to Processes: Designing Human-AI Co-Construction

Participants learn that a clear request can still produce weak work when execution is treated as one opaque generation step. They learn to design phases, roles, handoffs, intermediate artefacts, and checkpoints that make complex work inspectable and steerable.

Interaction · SupportingLevel 3: Co-construction
Unit 06

Reflection Loops: Critique, Revision, and Better Reasoning

Participants learn that asking for improvement is not yet a reflection process. They learn to separate construction, judging, revision, and verification; define explicit conditions of satisfaction; and test whether critique produces evidence-backed improvement rather than confident churn.

Interaction · PrimaryLevel 4: Reflection
Unit 09

Security and Trust Boundaries in Human-AI Collaboration

This Friday makes security concrete as a control problem. Participants experience how LLM systems can confuse untrusted content with trusted instruction, and how workflow design, source governance, permissions, and human checkpoints affect controllability.

Interaction · Attack surfaceLevel 5: Orchestration with security-aware control