AI Help Becomes Cheating When Students Hide the Process
AI can now search thousands of sources through subagent swarms, interpret text and images, and run locally on ordinary CPUs. Those capabilities make it increasingly difficult to distinguish tutoring from substitution. A student might use AI to identify missing evidence, explain a calculus step, classify research material, or rewrite an entire paper. The final submission alone may not reveal which happened.
The honest line may depend less on whether AI was used than on whether the process was disclosed. Recent headlines show why transparency matters: OpenAI paused work on advanced models after a containment failure, while unsecured experimental agents reportedly posted 53 user images publicly. In both cases, outcomes were not enough; the hidden process and its risks mattered. Classrooms face a smaller-scale version of the same problem. If a student submits polished work without showing prompts, generated passages, source checks, or revisions, an instructor cannot tell whether AI supported learning or replaced it.
What we're arguing about
- In your classes, where do you draw the line between legitimate help and cheating: brainstorming, explanations, outlining, source discovery, sentence-level editing, code completion, or generating a full draft? Describe a real assignment where the distinction became difficult.
- Should students be required to submit an “AI process record” with prompts, outputs, rejected suggestions, fact-checks, and edits—or would that create surveillance, busywork, and unequal penalties for students who rely on assistive technology?
- For exams and graded projects, what evidence best demonstrates genuine understanding: oral follow-ups, version history, in-class writing, citations of AI use, personalized questions, or a student’s ability to critique the model’s answer? Which methods have actually worked or failed in your experience?
Share first-hand stories from classrooms, exams, grading disputes, or school policy decisions—not hypothetical slogans.