Collaboration level 2
The collaboration clarifies assumptions, constraints, audience, and success criteria before generation.
Course design relevance
Save agreed decisions in Markdown. Test whether a fresh session can use those files to continue the task. Use a local workspace to inspect and rerun the analysis.
Related units
Some units use the level as their primary move; others use it as a baseline or supporting collaboration condition.
Participants clarify a task before execution and keep accepted decisions in files. They move from a virtual Markdown workspace to local Python analysis, then use verified results to prepare a report across fresh contexts.