Narrative · ↗ rising

Thinking first, then AI

All narratives · 23 supporting stories · 15 from Hungary

„In schools and universities, critical thinking must be taught first, and regulated AI use can only be built on this foundation; therefore, education must be redesigned according to the 'Brain First' principle.”

Counter-narrative

Critical thinking can be developed alongside AI. A Hungarian study suggests generative AI can raise it to a higher level, and the NSF supports investigating this. According to Education Week, cheating undermines learning and damages teacher-student trust. This view is represented by advocates of AI-supported education, some teachers (Mónika Kósa), and Education Week.

Carriers

Hungarian education policy and Judit Lannert, Judit Polgár and the chess festival, Corvinus and Portfolio (Róbert Pintér), ELTE and Óbuda University, Danish and Dutch governments, parliaments, Fei-Fei Li and the Brookings Institution

Analysis

The narrative turns fears of cognitive outsourcing and "cognitive atrophy" into a pedagogical program: it proposes a sequence rather than a ban. It is widely present in Hungary, because government plans, university statements (Óbuda University, Corvinus) and well-known public figures (Judit Polgár) all stress the primacy of critical thinking. It offers a position that takes responsibility for education policy without prohibiting. Its weak point is that measuring and teaching "critical thinking" is itself poorly proven, and the sequencing principle can easily turn into a ban, as the Dutch lower-house motion shows. Furthermore, according to Education Week, cheating hunts damage teacher–student trust.

Evidence: weak — Elsősorban szakértői kijelentésekre, egyedi esetekre (dán csalás, Harvard írásközpont) és pedagógiai meggyőződésre épül. A „Brain First” sorrend hatásáról nincs mért adat, és egy összefoglaló szerint az MI tanulási előnyeiről szóló kutatások is szerények.

What's at stake: Whether school AI policy is built on measurable learning outcomes or well-intentioned principles.

Narrative sub-threads

The narrative splits into 5 branches; a story may belong to several branches, and some may not appear in the main narrative's list.

↗ rising · evidence: weak

Hungarian education policy and university regulations

In Hungary, government plans for AI integration in schools prioritize critical thinking. Judit Lannert states that an AI education strategy is being prepared, focusing on digital awareness. Among universities, Eötvös Loránd University regulates AI use in education via a rector's directive, while Óbuda University emphasizes logical thinking and a critical mindset.

This strand features state and institutional actors as well as university experts. The evidence consists of formal institutional regulation, government and strategic plans, and expert positions, not research or civil initiatives.

5 stories · 5 of them Hungarian → lasting · evidence: moderate

Hungarian civil and teacher initiatives

Hungarian teachers, foundations, parental guides, and public figures are urging the practical development of critical thinking and AI literacy among children and university students.

This branch is not driven by authorities but by civil actors, a chess festival, magazines, and guides. Its nature is practical, not regulatory.

9 stories · 9 of them Hungarian ↗ rising · evidence: moderate

Fraud, loss of trust, and school bans

Due to AI fraud and the appearance of learning, governments, school districts, and legislators are initiating restrictions, moratoriums, or bans. Teacher actions focused on fraud also strain teacher-student trust.

Intervention here is reactive and restrictive: government intervention, moratorium, ban proposals. The evidence consists of cases and parliamentary initiatives, not the development of thinking.

6 stories · 2 of them Hungarian → lasting · evidence: moderate

Cognitive surrender among students

Surveys, research, and expert panels suggest student use of AI can lead to the abandonment of critical thinking and the struggle of learning. In one US survey, 67% of students themselves believe that more frequent use harms critical thinking.

This branch provides empirical and expert justification for the risk through researchers, surveys, and expert panels, without a decision-maker step.

9 stories · 0 of them Hungarian ↗ rising · evidence: moderate

Planned, thought-building AI use

Research suggests AI's impact on learning depends on task design. The only experimental result so far concerns forced reasoning: an arXiv study found it reduces the uncritical acceptance of flawed AI suggestions. Training based on productive struggle and AI councils created by students are proposed and tested models to mitigate cognitive offloading.

This branch does not ban and does not only measure harm. It examines how AI can be integrated into developing thinking, building on pedagogical interventions, research, and research support.

8 stories · 0 of them Hungarian

Sub-thread stories

Hungarian education policy and university regulations

Hordozók: Lannert Judit, Róbert Pintér (Corvinus University), ELTE, Óbuda University

Sep 10, 2026Hungarian schools: critical thinking first, then AIparentParents can find out about the direction of AI introduction in schools.Sep 16, 2026Hungarian debates on AI literacy and the "Brain First" principle: think first, then use AI Sep 23, 2026Judit Lannert: AI education strategy in preparation, with digital awareness at its centre Sep 25, 2026Óbuda University after AI Summit: logical thinking and critical approach get the emphasis Nov 4, 2026ELTE rector's directive regulates the use of AI in teaching

Hungarian civil and teacher initiatives

Hordozók: Judit Polgár, Jaschik Foundation, UPgrade Magazin, Gergely Orsolya

Aug 3, 2026Hungarian articles on critical thinking and skills AI cannot replaceérdeklődő olvasóBecause recommender systems personalise what we see, information has to be checked deliberately.Aug 5, 2026Hungarian parents' guide to the conscious use of AI by childrenparentThe guide offers pointers for accompanying a child's use of AI with a critical approach.Aug 13, 2026Jaschik Foundation joins MROE open letter on visual critical thinkingparentDiscuss the origin and authenticity of images with children as well.Aug 25, 2026New AI tool helps undergraduates think critically about research; Hungarian study on critical thinking Oct 6, 2026Judit Polgár: critical thinking is the foundation of understanding AI Oct 13, 2026Polgár Judit World Chess Festival focuses on critical thinking as teachers test AI Oct 19, 2026Hungarian resources: critical thinking, fact-checking and AI literacy for young people Oct 29, 2026Hungarian debates ask what learning means when anything can be asked, and what young people needparentIt is worth discussing a child's study habits from the AI-use perspective too.Nov 5, 2026Hungarian reports look at students' AI use and what children should learnparentFor children, practising questioning and independent thinking remains important alongside AI use.

Fraud, loss of trust, and school bans

Hordozók: Danish government, Dutch House of Representatives, LAUSD, Education Week

Aug 4, 2026Teachers and AI: early retirees and union-led AI training funded by big tech.Aug 7, 2026Danish upper-secondary pupils cheated with AI so much that the government had to step in Sep 14, 2026'Cognitive stunting' in children: little data so far, and early signs are not encouragingparentChildren's AI use is best built on conversation and shared rules.Sep 30, 2026AI suspicions are undermining student-teacher relationships, Education Week reports Oct 12, 2026Hungarian press debates cognitive debt, AI in schools and the risk of manipulationparentIt is worth finding out the rules on AI use at school.Oct 30, 2026Dutch lower house motion would restrict generative AI in primary schoolsparentIt is worth discussing young children's AI use with the school and at home.

Cognitive surrender among students

Hordozók: MIT, Common Sense Media, Fei-Fei Li, Nature Careers

Aug 4, 2026Educational research: reliance on AI may harm critical thinking and learning.parentAlongside AI used for learning, it is worth asking what the child can do independently.Aug 10, 2026Fei-Fei Li says the biggest AI risk in schools is lost motivation to learnparentWatch whether your child uses AI to skip the hard part of a task or as support.Aug 18, 2026Common Sense Media: teens hand critical thinking over to AI in schoolworkparentIt is worth asking how the child uses AI for homework, not just whether they use it.Aug 31, 202662% of US students use AI for homework; two-thirds say it harms critical thinkingparentParents should ask about the school's AI policy, since most schools do not have one.Sep 8, 2026Students' AI dependence: MIT warning, PISA findings and teacher concernsparentIt is worth agreeing on rules for AI use in homework.Sep 14, 2026MIT report warns of 'cognitive surrender' as students rely on AI Sep 21, 2026Educators: AI creates an illusion of learning; MIT panel called it "cognitive surrender"Oct 5, 2026Children and AI: lower cognitive control, expert advice for parentsparentWhen your child uses AI, consider seeking another adult's view, as experts advise.Oct 27, 2026Nature Careers webinar asks whether AI erodes PhD students' critical thinking

Planned, thought-building AI use

Hordozók: OECD, NSF, Brookings, Stanford

Aug 18, 2026New studies examine the link between AI dependence and critical thinking in education Aug 18, 2026Brookings: school AI councils strengthen student agency against cognitive outsourcing Sep 14, 2026NSF grant to examine whether AI can support students' critical thinking Sep 14, 2026AI in education: little evidence of learning benefits, and design matters Sep 21, 2026Written justification may cut uncritical acceptance of flawed AI writing suggestions, study finds Sep 28, 2026Guides and courses address students' critical thinking in the age of AI Oct 5, 2026New studies: link between AI use and critical thinking depends on task design Nov 4, 2026Stanford researchers: delegating thinking to AI can open space for ideas but skip the effort that drives learningparentFor AI use at home, the question is whether the child checks and understands the answer.

Google search interest

Hungary

Topic and search term	Weekly	Average
Thinking first, then AIcritical thinking		1
Hungarian education policy and university regulationsartificial intelligence strategy	no measurable search	0
Hungarian civil and teacher initiativesmedia literacy		1
Fraud, loss of trust, and school bansChatGPT fraud	no measurable search	0
Cognitive surrender among studentsChatGPT learning	no measurable search	0
Planned, thought-building AI useartificial intelligence education	no measurable search	0

World

Topic and search term	Weekly	Average
Thinking first, then AIcritical thinking		24.9
Hungarian education policy and university regulationsai education policy		3.3
Hungarian civil and teacher initiativesai literacy		9.4
Fraud, loss of trust, and school bansai cheating school		0
Cognitive surrender among studentsai learning students		3.5
Planned, thought-building AI useai in education		26.3

Google Trends relative search index over the period studied, weekly average. A narrative and its sub-threads appear in a single comparison: 100 is the group's most-searched day, and the figures can only be compared within the group. The search term was chosen by machine analysis; it measures how much the term is searched, not how widespread the narrative is.

Hungary

Dense domestic presence: government plans prioritize critical thinking, Corvinus and Portfolio discuss the "Brain First" principle with Róbert Pintér, and Óbuda University, Judit Polgár, and the chess festival all emphasize the role of critical thinking. Judit Lannert states that an AI education strategy is being prepared. The ELTE rector's directive already establishes institutional AI rules, while there is no measured data on the impact of the sequential principle.

Aug 3, 2026Hungarian articles on critical thinking and skills AI cannot replaceérdeklődő olvasóBecause recommender systems personalise what we see, information has to be checked deliberately.Aug 5, 2026Hungarian parents' guide to the conscious use of AI by childrenparentThe guide offers pointers for accompanying a child's use of AI with a critical approach.Aug 7, 2026Danish upper-secondary pupils cheated with AI so much that the government had to step in Aug 10, 2026Hungarian debate: should AI be allowed in schools, and under what rulesparentBe cautious of voices promising clear-cut answers: the effects are still being researched.Aug 25, 2026New AI tool helps undergraduates think critically about research; Hungarian study on critical thinking Sep 10, 2026Hungarian schools: critical thinking first, then AIparentParents can find out about the direction of AI introduction in schools.Sep 16, 2026Hungarian debates on AI literacy and the "Brain First" principle: think first, then use AI Sep 23, 2026Judit Lannert: AI education strategy in preparation, with digital awareness at its centre Sep 25, 2026Óbuda University after AI Summit: logical thinking and critical approach get the emphasis Oct 6, 2026Judit Polgár: critical thinking is the foundation of understanding AI Oct 13, 2026Polgár Judit World Chess Festival focuses on critical thinking as teachers test AI Oct 19, 2026Hungarian resources: critical thinking, fact-checking and AI literacy for young people Oct 29, 2026Hungarian debates ask what learning means when anything can be asked, and what young people needparentIt is worth discussing a child's study habits from the AI-use perspective too.Nov 4, 2026ELTE rector's directive regulates the use of AI in teaching Nov 5, 2026Hungarian reports look at students' AI use and what children should learnparentFor children, practising questioning and independent thinking remains important alongside AI use.

Weekly trend

Supporting stories per week

Turning points

Sep 10, 2026Hungarian schools: critical thinking first, then AIAccording to Index and other Hungarian sources, government plans for AI integration in schools prioritize critical thinking.Sep 23, 2026Judit Lannert: AI education strategy in preparation, with digital awareness at its centreAccording to Judit Lannert, an AI education strategy is being prepared, with digital awareness at its core (September 23, 2026).Nov 4, 2026ELTE rector's directive regulates the use of AI in teachingELTE rector's directive (Oct. 28) established university-wide rules for AI use in education.

Related narratives in the News magazine

Social backlash: children, schools, data centers

Supporting stories

Aug 3, 2026Hungarian articles on critical thinking and skills AI cannot replaceérdeklődő olvasóBecause recommender systems personalise what we see, information has to be checked deliberately.Aug 4, 2026Teachers and AI: early retirees and union-led AI training funded by big tech.Aug 5, 2026Hungarian parents' guide to the conscious use of AI by childrenparentThe guide offers pointers for accompanying a child's use of AI with a critical approach.Aug 7, 2026Danish upper-secondary pupils cheated with AI so much that the government had to step in Aug 10, 2026Fei-Fei Li says the biggest AI risk in schools is lost motivation to learnparentWatch whether your child uses AI to skip the hard part of a task or as support.Aug 10, 2026Hungarian debate: should AI be allowed in schools, and under what rulesparentBe cautious of voices promising clear-cut answers: the effects are still being researched.Aug 17, 2026Harvard closes its writing center; teachers say students are losing the ability to think Aug 18, 2026Brookings: school AI councils strengthen student agency against cognitive outsourcing Aug 25, 2026New AI tool helps undergraduates think critically about research; Hungarian study on critical thinking Sep 10, 2026Hungarian schools: critical thinking first, then AIparentParents can find out about the direction of AI introduction in schools.Sep 14, 2026AI in education: little evidence of learning benefits, and design matters Sep 14, 2026NSF grant to examine whether AI can support students' critical thinking Sep 16, 2026Hungarian debates on AI literacy and the "Brain First" principle: think first, then use AI Sep 23, 2026Judit Lannert: AI education strategy in preparation, with digital awareness at its centre Sep 25, 2026Óbuda University after AI Summit: logical thinking and critical approach get the emphasis Sep 30, 2026AI suspicions are undermining student-teacher relationships, Education Week reports Oct 6, 2026Judit Polgár: critical thinking is the foundation of understanding AI Oct 13, 2026Polgár Judit World Chess Festival focuses on critical thinking as teachers test AI Oct 19, 2026Hungarian resources: critical thinking, fact-checking and AI literacy for young people Oct 29, 2026Hungarian debates ask what learning means when anything can be asked, and what young people needparentIt is worth discussing a child's study habits from the AI-use perspective too.Oct 30, 2026Dutch lower house motion would restrict generative AI in primary schoolsparentIt is worth discussing young children's AI use with the school and at home.Nov 4, 2026ELTE rector's directive regulates the use of AI in teaching Nov 5, 2026Hungarian reports look at students' AI use and what children should learnparentFor children, practising questioning and independent thinking remains important alongside AI use.

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