Collaboration level 5
The human designs control across steps, tools, resources, state, permissions, roles, and systems.
Course design relevance
Require traceable workflow state, bounded capabilities, validation, recovery, and human decision points.
Related units
Some units use the level as their primary move; others use it as a baseline or supporting collaboration condition.
Participants learn to move beyond a sequence of chat turns and design a controllable agentic system with explicit state, capabilities, routing, validation, permissions, stop conditions, and human approval. They learn when orchestration improves reliability and when it only adds complexity.
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.