Skip to content
Review Open access

Thinking with the Machine: Generative AI, Cognitive Processes, Writing Practices and Human Agency in Education

Sep 2026 · International Journal of Cognitive Sciences · 0 citations · 45 references

TL;DR

This integrated literature review examines how generative artificial intelligence is shaping human thinking, cognitive processes and writing practices, with a focus on education across schools, universities, adult learning and professional settings, and advances a hybrid account in which human and machine contributions to composing are entwined.

Abstract

This integrative literature review examines how generative artificial intelligence is shaping human thinking, cognitive processes and writing practices, with a focus on education across schools, universities, adult learning and professional settings. It considers how AI-supported composing alters the ways writers plan, generate, organise, revise and evaluate text, and how these changes reshape cognition, agency, authorship and learning. Rather than treating generative AI simply as a tool for productivity, the review approaches it as a relational technology that mediates meaning-making and textual production, while reserving the language of intentional agency for human actors. Thirty-six publications, identified through a structured search of seven information sources reported in accordance with PRISMA 2020 and appraised using criteria matched to each form of evidence, were synthesised thematically. Albert Bandura’s social cognitive theory provides the analytical lens, particularly triadic reciprocal causation, self-efficacy, observational learning, self-regulation and human agency. The discussion develops a critical account that recognises clear benefits while flagging risks of cognitive offloading, uncritical trust, homogenised expression and weakened metacognitive control. Claims are calibrated to the type of evidence supporting them, and findings drawn from preprints, small samples and self-report designs are presented as preliminary. The review advances a hybrid account in which human and machine contributions to composing are entwined and argues that this entwinement makes deliberate human participation more rather than less necessary. It concludes by proposing guidelines for educators across sectors, together with the assessment conditions under which those guidelines can be verified.

Read PDF

Similar papers

Review Open access Aug 2026

Generative AI in education: A Human–AI pedagogical agency framework for learning, cognition, and ethics

This article proposes the Human–AI Pedagogical Agency Framework (HAPAF), composed of five interacting layers: epistemic positioning, learner agency, interaction design, verification, and governance, which reframes effective GenAI integration as an agency-preserving pedagogical design problem rather than a tool-adoption...

A. Haro-Sarango · 0 citations
Open access Sep 2026

From Answer Generation to Cognitive Partnership

Generative artificial intelligence is frequently evaluated through outcomes such as efficiency, accuracy, productivity, and task performance. This conceptual paper shifts attention from what AI produces to how sustained interaction with generative systems may reorganize human thinking. The Cognitive Partnership Cycle i...

Allison Page · 0 citations
Review Open access Sep 2026

The role of generative AI in facilitating children's creative thinking and cognitive development: a systematic scoping review

Background Generative Artificial Intelligence (GenAI) has reshaped STEAM education, with growing interest in its use to enhance children's creative thinking a key cognitive development component. However, systematic synthesis of GenAI's application in child-centered creative learning remains limited. This scoping revie...

Tian-Yue Niu, Hui-Ying Liu, P. Pang et al. · 0 citations
#generative ai Open access Oct 2026

Processes of Patterning: AI, Literacy, and the Epistemological Challenge

This article develops a conceptual analysis of what occurs when central dimensions of literacy are outsourced to Generative Artificial Intelligence (GenAI) systems. Classical conceptions of literacy, sociocultural theories of mediated learning, and postdigital perspectives on knowledge practices, provide the theore...

Henrik Åhman, C. Thorén · 0 citations
Review Open access Oct 2026

The psychology of learning with generative AI in foreign language education: building a theory of metacognition, trust, and human–AI co-regulation through a systematic review

Generative artificial intelligence (GenAI) is reshaping foreign language education, yet the psychological processes underlying effective learner–AI interaction remain fragmented. This theory-building systematic review synthesizes empirical evidence on metacognition, trust, and human–AI co-regulation in GenAI-supported...

Xu-Ming Shang · 0 citations
Preprint Aug 2026

Reclaiming Epistemic Agency: A Critical Framework for Human-Generative AI Co-Agency in Education

A conceptual evaluation of the extent to which GenAI redistributes students' and teachers'ability to act in classrooms to produce knowledge, validate each other's claims, and create evidence of student learning while collaborating with and competing against humans is presented.

Biranchi Poudyal · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.