O que significa aprender com inteligência artificial?
Área principal: Education
Áreas secundárias: Science & Technology | Academic English
Nível: B1
What Does It Mean to Learn With Artificial Intelligence?
Produzir uma boa resposta com IA não significa necessariamente ter aprendido. Pesquisas recentes estão ajudando educadores a distinguir duas coisas que podem parecer iguais: melhorar o resultado de uma tarefa e desenvolver conhecimento ou habilidade duradouros.
Contexto
A discussão educacional sobre inteligência artificial está avançando para uma pergunta mais profunda. Em vez de perguntar apenas se estudantes devem usar IA, pesquisadores querem saber como utilizá-la de forma que realmente produza aprendizagem.
O OECD Digital Education Outlook 2026 chama atenção para uma diferença importante: ferramentas generativas podem melhorar o resultado imediato de uma atividade sem necessariamente produzir ganho real de aprendizagem. A OCDE argumenta que resultados mais sustentáveis tendem a aparecer quando a IA é incorporada com propósito pedagógico claro. Revisões científicas recentes também sugerem que os resultados dependem muito de como a ferramenta é usada, das atividades propostas e da orientação recebida pelos estudantes.
READING TEXT IN ENGLISH
What Does It Mean to Learn With AI?
Imagine two students.
Both need to write an essay.
The first student asks an AI system:
“Write my essay for me.”
The student receives a good text, makes a few changes and submits it.
The second student uses AI differently.
First, the student writes an outline. Then the student asks AI to identify weak arguments, suggest questions and challenge some ideas. Finally, the student decides which suggestions are useful and rewrites the essay independently.
Both students used artificial intelligence.
But did they learn in the same way?
Probably not.
This difference is becoming an important subject in education.
The OECD's 2026 Digital Education Outlook explains that better performance with AI does not automatically mean better learning. Students may produce stronger work while using a tool but fail to develop the knowledge or skills required to perform independently later.
Research published in 2026 also suggests that generative AI can support critical and creative thinking when it is integrated into carefully designed learning activities. However, unstructured use can encourage students to transfer too much thinking to the technology.
This suggests a different role for AI.
Instead of being an answer machine, it can become a thinking partner.
Students can ask AI to:
explain;
question;
compare;
provide feedback;
create practice;
challenge an argument.
The objective is not simply to finish the task.
The objective is to finish the task and become more capable after completing it.
That may be one of the most important differences between using AI and learning with AI.
Key Idea
A questão central é distinguir performance de learning.
Performance significa conseguir executar uma tarefa naquele momento.
Learning significa desenvolver conhecimento ou habilidade que permanece disponível quando a ferramenta não está ajudando.
A IA pode fazer o primeiro acontecer muito rapidamente.
O desafio pedagógico é garantir o segundo.
Por isso, aprender com IA envolve participação ativa: questionar respostas, comparar ideias, verificar informações, explicar raciocínios e produzir algo próprio.
A OCDE destaca justamente que o uso educacional funciona melhor quando existe intenção pedagógica, em vez de simplesmente transferir tarefas cognitivas para a ferramenta.
General & Academic Vocabulary
1. Learning
Significado: aprendizagem
Definition: The process of developing knowledge or skills.
Collocation: learning process
Example: Feedback is an important part of the learning process.
2. Performance
Significado: desempenho
Definition: How successfully someone completes a task.
Collocation: improve performance
Example: AI may improve performance on some activities.
3. Skill
Significado: habilidade
Definition: An ability developed through practice or experience.
Collocation: develop a skill
Example: Writing is a skill that requires practice.
4. Feedback
Significado: retorno / feedback
Definition: Information that helps someone improve their work.
Collocation: receive feedback
Example: Students can use AI to receive feedback.
5. Independent
Significado: independente
Definition: Able to act without assistance.
Collocation: independent learning
Example: Students need to become independent learners.
6. Critical thinking
Significado: pensamento crítico
Definition: Careful evaluation of information and arguments.
Example: Critical thinking is essential when using AI.
7. Evaluate
Significado: avaliar
Definition: To examine something carefully and judge its quality.
Example: Students should evaluate AI-generated information.
8. Reasoning
Significado: raciocínio
Definition: The process of thinking logically about something.
Example: Explain your reasoning before asking AI for feedback.
9. Cognitive
Significado: cognitivo
Definition: Related to thinking, learning and understanding.
Collocation: cognitive process
Example: Problem-solving is a cognitive process.
10. Scaffold
Significado contextual: oferecer suporte gradual
Definition: To provide temporary support that helps someone learn.
Example: Good questions can scaffold student learning.
Language Focus
Contrast: although, however and while
Textos acadêmicos frequentemente precisam mostrar que dois fatos são verdadeiros ao mesmo tempo.
Although
Although AI can improve performance, it does not always produce learning.
However
AI can provide useful feedback. However, students still need to evaluate it.
While
While one student uses AI to replace thinking, another uses it to support thinking.
Essas estruturas ajudam a evitar afirmações simplistas como:
AI is good.
ou
AI is bad.
O registro acadêmico prefere analisar condições, diferenças e limites.
Check Your Understanding
How does the first student use AI?
How does the second student use AI differently?
Why does better performance not necessarily mean better learning?
What does the article mean by calling AI a “thinking partner”?
What is the main difference between using AI and learning with AI?
Critical Thinking
Which activities should a student complete before asking AI for help?
How could a teacher design an assignment that allows AI but still requires students to think independently?
Mini Academic Task
Create Your Own AI Learning Protocol
Escreva entre 120 e 150 palavras respondendo:
How can a student use AI without allowing AI to replace learning?
Organize em três partes:
Before AI
What should the student do independently?
With AI
How should the student use the tool?
After AI
What should the student check, rewrite or explain?
Use pelo menos:
although — however — while — because — therefore
Answer Guide
1. The first student asks AI to write the essay and makes only small changes.
2. The second student first develops ideas independently and then uses AI for questions, feedback and challenges.
3. Because a student can produce a good result with technological assistance without developing the ability to perform independently.
4. AI supports the student's thinking instead of replacing it.
5. Learning with AI should make the student more capable after the activity, rather than simply helping the student finish the activity.
Sources
OECD Digital Education Outlook 2026: Exploring Effective Uses of Generative AI in Education — OECD — January 19, 2026.
The Cognitive Impact of ChatGPT in Higher Education — systematic review of 67 empirical studies — Computers and Education: Artificial Intelligence, 2026.
Scaffolding Critical Thinking with Generative AI — Computers and Education: Artificial Intelligence, 2026.
Learning to Think in the AI Era — UNESCO — April 2, 2026.
Continue desenvolvendo leitura, escrita e pensamento crítico com LevX General & Academics.
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