Collaboration level 3
Human and AI share construction through phases, roles, intermediate artefacts, checkpoints, and handoffs.
Course design relevance
Make the process inspectable and compare it with a single-pass baseline, including coordination costs.
Related units
Some units use the level as their primary move; others use it as a baseline or supporting collaboration condition.
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.
Participants learn that a plausible AI recommendation does not become a legitimate decision merely because a human approves it. They learn to design and test the decision rights, evidence requirements, escalation routes, and opportunities for contestation that make human responsibility substantive rather than symbolic.