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Hypothesis

Ctrl + Alt + Inner Speech: A Verbal–Cognitive Scaffold (VCS) Model of Pathways to Computational Thinking

by
Daisuke Akiba
Queens College and the Graduate Center, The City University of New York, Queens, NY 11367, USA
J. Intell. 2025, 13(12), 156; https://doi.org/10.3390/jintelligence13120156
Submission received: 20 September 2025 / Revised: 6 November 2025 / Accepted: 26 November 2025 / Published: 2 December 2025

Abstract

This theoretical paper introduces the Verbal–Cognitive Scaffold (VCS) Model, a cognitively inclusive framework which proposes the cognitive architectures underlying computational thinking (CT). Moving beyond monolithic theories of cognition (e.g., executive-function and metacognitive control models), the VCS Model posits inner speech (InSp) as the predominant cognitive pathway supporting CT operations in neurotypical populations. Synthesizing interdisciplinary scholarship across cognitive science, computational theory, neurodiversity research, and others, this framework articulates distinct mechanisms through which InSp supports CT. The model specifies four primary pathways linking InSp to CT components: verbal working memory supporting decomposition, symbolic representation facilitating pattern recognition and abstraction, sequential processing enabling algorithmic thinking, and dialogic self-questioning enhancing debugging processes. Crucially, the model posits these verbally mediated pathways as modal rather than universal. Although non-verbal architectures are acknowledged as possible alternative routes, their precise mechanisms remain underspecified in the existing literature and, therefore, are not the focus of the current theoretical exploration. Given this context, this manuscript focuses on the well-documented verbal support provided by InSp. The VCS Model’s theoretical contributions include the following: (1) specification of nuanced cognitive support systems where distinct InSp functions selectively enable particular CT operations; (2) generation of empirically testable predictions regarding aptitude–pathway interactions in computational training and performance; and (3) compatibility with future empirical efforts to inquire into neurodivergent strategies that may diverge from verbal architectures, while acknowledging that these alternatives remain underexplored. Individual variations in InSp phenomenology are theorized to predict distinctive patterns of CT engagement. This comprehensive framework, thus, elaborates and extends existing verbal mediation theories by specifying how InSp supports and enables CT, while laying the groundwork for possible future inquiry into alternative, non-verbal cognitive pathways.
Keywords: computational thinking; executive function; inner speech; metacognition; problem solving; self-regulation; verbal mediation computational thinking; executive function; inner speech; metacognition; problem solving; self-regulation; verbal mediation

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MDPI and ACS Style

Akiba, D. Ctrl + Alt + Inner Speech: A Verbal–Cognitive Scaffold (VCS) Model of Pathways to Computational Thinking. J. Intell. 2025, 13, 156. https://doi.org/10.3390/jintelligence13120156

AMA Style

Akiba D. Ctrl + Alt + Inner Speech: A Verbal–Cognitive Scaffold (VCS) Model of Pathways to Computational Thinking. Journal of Intelligence. 2025; 13(12):156. https://doi.org/10.3390/jintelligence13120156

Chicago/Turabian Style

Akiba, Daisuke. 2025. "Ctrl + Alt + Inner Speech: A Verbal–Cognitive Scaffold (VCS) Model of Pathways to Computational Thinking" Journal of Intelligence 13, no. 12: 156. https://doi.org/10.3390/jintelligence13120156

APA Style

Akiba, D. (2025). Ctrl + Alt + Inner Speech: A Verbal–Cognitive Scaffold (VCS) Model of Pathways to Computational Thinking. Journal of Intelligence, 13(12), 156. https://doi.org/10.3390/jintelligence13120156

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