When the Answer Comes Before Understanding
On artificial intelligence, judgement and education
I have taught students for several decades. One of the most rewarding parts has been watching them become more independent: examining an argument, recognising what they have overlooked, and explaining why they have changed their position. That is why I believe education must be judged by more than the answers students produce. It should develop their capacity to understand, exercise judgement and take responsibility.
Artificial intelligence can support this work. An explanation helps a student move forward. A counterargument reveals a weakness in their thinking. But AI also makes it possible to produce a convincing answer without understanding it. Education must take this distinction seriously.
In The Daily episode “When A.I. Comes for Your Purpose in Life”, mathematician Steven Strogatz describes both excitement and grief about these developments. He connects the grief to the desire to be a hero in one’s own intellectual story: the person who first solves a problem or understands a new connection. podcasts.happyscribe.com
For a student who dreams of solving a problem no one has solved before, much is at stake. If AI gets there first, it undermines the ambition that gave the work direction. Having the solution does not replace the joy of finding it.
Understanding Must Become Our Own
We must nevertheless distinguish between discovering something new to humanity and discovering something new to ourselves.
A mathematical proof may have been known for a hundred years and still give a student a profound experience of insight. Suddenly, the connection becomes clear. The fact that others understood it first does not make that experience any less real.
Learning has always been like this. The knowledge exists, but understanding must become our own. Reading a solution is not enough if we cannot see why it holds.
This may offer little comfort to a researcher hoping to make an original discovery. That loss deserves to be taken seriously. But the value of education cannot depend on students surpassing everyone else. If it did, learning would mean little to most of us.
The magic of mathematics also lies in the experience of understanding. There is less room for that experience when education primarily rewards the finished answer.
Education Requires Participation
The Greek term paideia refers to cultural education and upbringing. naob.no To me, it is a reminder that education prepares us to participate in a community where our judgements affect other people.
Here, I use formation to describe the development of our relationship with knowledge, other people and responsibility. Judgement is part of this development: the ability to examine a situation, weigh competing considerations and justify a course of action.
Students therefore need to encounter questions such as: What is your assessment based on? What might lead you to change it? Who would describe the situation differently?
A well-written text alone does not show whether a student has worked through these questions.
A Dilemma Without a Clear Answer
Imagine a teaching exercise in social work.
A child frequently arrives late for school and is increasingly absent. The mother is exhausted and works irregular hours. The school wants more consistent morning routines. The family has previously received advice they found difficult to follow.
The student asks AI to suggest measures. It recommends regular routines, cooperation between home and school, and ongoing follow-up. Given the information available, this seems reasonable.
Then new information emerges. The mother does not want more meetings because she risks losing shifts at work. The child dreads going to school because some classmates are bullying them.
The initial recommendation is now inadequate. Placing further demands on the household could increase the strain and overlook the child’s experience. Yet the absences still need attention.
What should the student do first? A meeting could provide necessary clarification, but place an additional burden on the mother. Prompt action by the school could help the child, but the situation is still unclear. Waiting also has consequences.
AI can suggest alternatives. The student must explain which first step is reasonable, what needs to be investigated, and when the assessment should be reconsidered.
The exercise ends without a clear answer. The student must choose on the basis of incomplete information and remain willing to revise that choice. This is where judgement becomes necessary.
Make the Reasoning Visible
A recommendation may be correct without the student understanding why. It may also be well justified in general yet poorly suited to the particular situation.
I therefore believe that teaching must make the reasoning behind an assessment visible. Ask students to explain what they initially thought, what help they used, and why their conclusion changed. Introduce a piece of information that challenges the answer. Ask what remains uncertain.
Students should receive help. Unnecessary confusion has no value in itself. Good teaching provides support that enables them to work more independently.
We must also value the joy of understanding together. Someone who helps a fellow student see a connection makes a meaningful contribution, even if neither makes a new discovery.
When the answer comes before understanding, we must ask students to examine the reasoning and test it against the situation. Let them show what they understand, what remains uncertain, and what justifies the next step. Then ask the question no finished text should make redundant: What do you believe is the right thing to do, and why?
What do you believe is the right thing to do,
and why?



