Collaboration level 1

Instruction

The human structures the request and specifies goals, context, constraints, evidence expectations, and response form.

Level 1

Course design relevance

What this level changes

Ask participants to predict how explicit instructions or execution conditions should change observable output.

Related units

Where this move becomes visible

Some units use the level as their primary move; others use it as a baseline or supporting collaboration condition.

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.

Level 1 · Primary moveInteraction literacy
Unit 03

Why Models Behave Differently: Parameters, Variability, and Control

Participants learn to stop treating model variability as inexplicable noise. They learn to hold a task stable, vary one generation condition, repeat trials, and use the resulting evidence to decide when variability is useful, when it is risky, and which controls are appropriate.

Level 1 · Mechanistic extensionMechanism literacy
Unit 04

From Opinion to Evidence: Grounding AI in Data and Sources

Participants learn that fluent output is only as defensible as the information made available to the model. They learn to inspect source selection, retrieval, chunking, citation, and claim support rather than treating a grounded answer as reliable merely because it contains references.

Level 1 · Grounded extensionData literacy