Governing the hybrid writer: ethics-washing discourse and algorithmic governmentality in academic AI platforms

This study critically examines the ethical frameworks of leading generative AI platforms to understand how they discursively position student writing, construct normative subjects, and redistribute epistemic authority in higher education. By asking what kind of “ethical academic subject” these documents construct and what functions their governance discourses perform, we conducted a critical discourse analysis of publicly available ethical and governance documents from nine widely used AI platforms and one contextual state-regulatory text, using versions retrieved on 1 October 2026. Guided by three research questions, the analysis drew on an integrated framework of posthumanism, sociomateriality, Foucauldian governmentality, and ethics of care, operationalised through Fairclough's three-dimensional model. The analysis reveals how these frameworks discursively construct students as hybrid cognitive agents simultaneously empowered by augmentation and disciplined by algorithmic oversight. We identify six interlocking discursive formations: safety governance, academic integrity regulation, transparency as an epistemic virtue, human-machine augmentation, platform procedural accountability, and relational responsibility, which function not as neutral ethical guides but as a powerful layer of discursively constituted algorithmic governmentality. We argue that platform ethics is discursively positioned to reshape academic authorship and to conduct student behaviour through regimes of corporate and state-aligned governance. The asymmetry between aspirational corporate commitments and directive user obligations is consistent with what the literature terms “ethics-washing”: ethical vocabulary that performs legitimacy while preserving corporate discretion. We identify this as a discursive function, not a demonstrated corporate motive. We also suggest, as a theoretical proposition for future empirical testing, that such regimes may leave limited spaces for tactical student agency. By conceptualising platform policies as claims to educational governing authority, we expose the tensions between empowerment and control embedded in AI-mediated writing and argue for critical platform literacy as an essential response to this parallel governance regime.

Authors

Institutions

Publication Details

Journal
Frontiers in Education
Published
2026-10-28
DOI
https://doi.org/10.3389/feduc.2026.1953367
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Governing the hybrid writer: ethics-washing discourse and algorithmic governmentality in academic AI platforms

Zouhaier Slimi, Eider Bilbao-Aiastui, Jesús Manuel Martínez-González, José-David Cuesta-Sáez-de-Tejada
Frontiers in Education
Ethics and Social Impacts of AI
article

Governing the hybrid writer: ethics-washing discourse and algorithmic governmentality in academic AI platforms

Zouhaier Slimi, Eider Bilbao-Aiastui, Jesús Manuel Martínez-González, José-David Cuesta-Sáez-de-Tejada
article en

Abstract

This study critically examines the ethical frameworks of leading generative AI platforms to understand how they discursively position student writing, construct normative subjects, and redistribute epistemic authority in higher education. By asking what kind of “ethical academic subject” these documents construct and what functions their governance discourses perform, we conducted a critical discourse analysis of publicly available ethical and governance documents from nine widely used AI platforms and one contextual state-regulatory text, using versions retrieved on 1 October 2026. Guided by three research questions, the analysis drew on an integrated framework of posthumanism, sociomateriality, Foucauldian governmentality, and ethics of care, operationalised through Fairclough's three-dimensional model. The analysis reveals how these frameworks discursively construct students as hybrid cognitive agents simultaneously empowered by augmentation and disciplined by algorithmic oversight. We identify six interlocking discursive formations: safety governance, academic integrity regulation, transparency as an epistemic virtue, human-machine augmentation, platform procedural accountability, and relational responsibility, which function not as neutral ethical guides but as a powerful layer of discursively constituted algorithmic governmentality. We argue that platform ethics is discursively positioned to reshape academic authorship and to conduct student behaviour through regimes of corporate and state-aligned governance. The asymmetry between aspirational corporate commitments and directive user obligations is consistent with what the literature terms “ethics-washing”: ethical vocabulary that performs legitimacy while preserving corporate discretion. We identify this as a discursive function, not a demonstrated corporate motive. We also suggest, as a theoretical proposition for future empirical testing, that such regimes may leave limited spaces for tactical student agency. By conceptualising platform policies as claims to educational governing authority, we expose the tensions between empowerment and control embedded in AI-mediated writing and argue for critical platform literacy as an essential response to this parallel governance regime.

Frontiers in EducationVol. 11
National University of Science and Technology (RU), Universidad Francisco de Vitoria (ES), Valencian International University (ES), National University of Science and Technology (ZW), National University of Science and Technology (OM), National University of Science and Technology (IQ), Universidad de Murcia (ES)
Quality education
Openalex Percentile: Top 8%
Ethics and Social Impacts of AI
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon