Answer rates rose. How should class time be filled?
2030The near futureDeadline · 6 weeks before the start of the term
An extension of it
All people, institutions, events, figures, and future technologies in every issue are a synthetic premise. Background documents are sources for topic discovery and are not evidence of future facts or probabilities.
The question to decide
After using personal AI tutors, the answer rate on basic problems rose, but the ability to discuss together and to explain without a device has not been adequately measured. In a school where refilling teaching staff takes at least two semesters, how should it set the balance between AI use and in-person classes to bear the gap in learning?
Who decidesSchool Co-Management Committee
What the AI judgments chose
Reading the judgment record…

The options
The order shown is not a ranking of preference.
The situation as it stands
Basic problem accuracy rose after using the personal tutor. Decision deadline: 6 weeks before the semester begins.
Fictional mountainous region · primary and secondary education
- Premise 1Basic problem accuracy rose after using the personal tutor.
- Premise 2Participation in peer discussion and the ability to explain without the device have not been measured sufficiently.
- Premise 3Staffing regional schools with teachers takes at least two semesters.
Where it holdsSets course scheduling and tool contracts. Cannot change national academic standards.
What is still unknown
- Unknown 1Understanding and transfer ability that remain without the device
- Unknown 2Minority-language learners' exposure to errors
Signals to decide again
- Decide what observations, owners, and confirmation windows will confirm "the understanding and transfer ability that remain without the device", and if the new confirmation changes the tradeoffs of the options, reconsider.
- Decide what observations, owners, and confirmation windows will confirm "minority-language learners' exposure to errors", and if the new confirmation changes the tradeoffs of the options, reconsider.
Where the paths partNot answers — paths that part from the same starting point
A communications failure makes the tutor unusable for a week.
Three nearby schools propose jointly running teachers and discussion classes.
Material and rootsThe frame, the values and the background documents
How is getting a quick answer different from becoming able to ask questions?
An exploratory perspective chosen by the creator. Does not claim supernatural validity or the superiority of any particular option.The benefits and costs of the options accrue to different stakeholders. Which loss to accept remains undecided.
A subject for the decision-maker to argue over; the materials carry no conclusion of their own.- UNESCO · Futures of Education Standing reference
- OECD · Strategic Foresight Toolkit 2025
The record of this question
- Question
FSP-EDUCATION-01· version 1.2.0- Content identity, SHA-256
68b3c286fd1d10eeeecec13a375ab4180b162129d640a64ce608cf759f6efc59- Input files
- Question input JSON · What followed, JSON