An interactive map of human judgment and generative AI in academic writing
Academic work is not one task but a sequence of cognitive decisions. This map shows where human thinking is essential, where AI can assist, and where responsibility cannot be outsourced.
Click any stage. There is no single correct path.
Dashed curved arrows indicate common points where the research process loops back
Before moving on, consider your own relationship with these stages:
What made it feel low-risk?
What would be lost if you delegated it entirely?
What would you change about the categories or connections?
1. Human Input: The librarian provided a course description, learning objectives, and initial concept for an interactive map exploring cognitive labor in academic writing.
2. AI Assistance: Claude generated the node structure, content for each stage, and the HTML/CSS/JavaScript implementation.
3. Human Refinement: The librarian reviewed all content for accuracy, pedagogical appropriateness, and alignment with course philosophy.
This page teaches critical thinking about AI collaboration by modeling it. Students see that meaningful work involves human judgment about goals, values, and context — even when AI handles technical execution.