Homework has long occupied an awkward place in education: defended as discipline, resented as trespass. Nearly everyone remembers the feeling of leaving school only to find that school had followed them home. Yet the old argument about homework—too much or too little, useful or performative—now looks almost quaint. A more consequential question has arrived. What becomes of homework when software can do it, submit it and even track the course around it?
The debate over homework has never been simple. Research has tended to find that its academic benefits are clearer in secondary school than in the early years, where the evidence is weaker and the burdens often fall as heavily on families as on children. Critics have long noted that homework can eat into sleep, reading for pleasure and the unstructured time in which curiosity often grows. Defenders reply that a well-designed assignment can deepen classroom discussion, prepare students for a text or problem, and cultivate habits of independent study. Both sides, in their better moments, are arguing about quality rather than quantity.
Artificial intelligence changes the terms of that discussion. The first wave of concern centred on plagiarism in a new form: students asking a chatbot to produce an essay or solve a problem set. That challenge was already serious enough. A newer generation of “agentic” systems raises a harder problem. Some tools can monitor course platforms, absorb instructions, summarise lectures, draft responses and complete routine tasks with minimal human effort. The issue is no longer whether a student may get illicit help on an assignment. It is whether the assignment still measures any student activity at all.
That matters because homework has often served two purposes at once: practice for the learner and evidence for the institution. AI loosens the connection between the two. A student may use a tutor-like system to clarify a concept, test an argument or work through a mathematical step; this could genuinely support learning. The same technological ecosystem also allows a student to outsource the entire exercise. Teachers have little practical ability to police what happens in private, especially in asynchronous and fully online courses. Detection systems remain unreliable, and an arms race between assignment design and machine capability is unlikely to end in victory for the former.
Schools and universities therefore need a calmer, more practical response than either nostalgia or prohibition. The likely direction is clear enough. More assessment will have to happen in person, under conditions where schools can be confident that the work reflects the student’s own thinking. Class time may need to do more of the heavy lifting: close reading, problem-solving, writing in stages, oral defence, labs, seminars and low-tech quizzes that reward attention rather than polished output. Homework will not disappear altogether, but it will shift away from being a high-stakes instrument of grading. Readings, reflection notes, practice exercises and AI-assisted exploration may remain valuable as preparation, provided they are treated as part of learning rather than proof of mastery.
This carries costs. Online education has expanded access for working adults, carers and those far from campus. If the answer to AI is merely a return to proctored rooms and blue books, flexibility will suffer. Even so, institutions have little choice but to redesign assessment around what they can meaningfully trust. The future of education cannot rest on the fiction that unsupervised take-home work still certifies understanding in the same way it once did.
The death of homework, if it comes, will not be a cultural tragedy. It may be an overdue clarification. Education was never meant to be the production of assignments; it was meant to be the formation of judgment, knowledge and skill. In the age of AI, schools will have to build systems that test those things more directly and teach students how to use powerful tools without surrendering their own minds to them.
Sources: The Brookings Institution, Education Next, Inside Higher Ed, UNESCO, OECD.