One professor encourages AI brainstorming. Another prohibits it. A third says “use it responsibly,” which is not much help when you are staring at a blank document at eleven at night. You want to finish the assignment, understand the material, and avoid crossing a line no one has clearly explained.
Those are reasonable goals. Responsible AI use begins before the prompt, with a question about what this particular assignment is asking you to learn.
The missing skill is judgment
Stephenson and Armstrong’s (2026) survey of full-time UK undergraduates reports widespread AI use alongside uneven experiences and requests for institutional support. The findings should not be assumed to represent all U.S. students. They do, however, highlight a practical gap: access to a tool does not automatically teach someone when its use is appropriate.
The following workflow is Tellumind’s educational framework, not a universal university policy. Your institution, course, instructor, placement site, and professional program may impose different requirements.
Before, during, and after a prompt
- Check permission for the exact task. Read the syllabus and assignment instructions. Distinguish brainstorming, editing, coding assistance, translation, and generating submitted text; permission for one may not cover another. If unclear, ask: “May I use AI to generate practice questions from my own notes, and how should I disclose it?” Wait for clarification rather than assuming silence means yes.
- Try the work yourself first. Write an initial explanation, solve a problem, or identify what you do not understand. Where permitted, ask the tool for questions or feedback on a narrow learning goal. Keep the task of thinking visible.
- Verify against real sources. Open and read the original material. Check whether a cited work exists, supports the claim, and matches the author and date. Recalculate important figures. A confident answer is not evidence, and a plausible reference is not necessarily a real reference.
- Keep a process record. Save your notes, drafts, relevant prompts, outputs, and required disclosure. Follow the course’s citation rules. Records help explain your process; they do not guarantee how an instructor or institution will evaluate a concern.
- Close the tool and demonstrate understanding. Explain the concept in your own words, solve a fresh example, or defend a choice without reading the output. If you cannot, return to the course material and ask a human tutor or instructor for help.
Protect people as well as assignments
Do not upload classmates’ personal information, confidential placement records, unpublished research, or restricted course materials without appropriate permission. Use approved institutional tools when required, and check their data rules. For students in counseling, health, education, and other placements, confidentiality obligations continue inside an AI interface.
If you are worried about a misconduct allegation, consult the institution’s published process and an appropriate student advisor. Do not fabricate drafting history or conceal prohibited assistance.
Reflect: Is this use helping me develop the skill, or hiding the fact that I have not developed it yet? Could I explain my process honestly to the instructor?
Your next step: Create a one-page AI permission map for your current courses. Tellumind’s educational resources and workshops support thoughtful learning, accountability, and personal growth. Your college remains the authority on its academic requirements.
Sources and further reading
Stephenson, R., & Armstrong, C.. (2026, March 12). Student generative artificial intelligence survey 2026 (HEPI Report 199).
Illustrative photograph: Vitaly Gariev / Unsplash.
