Biranchi Poudyal

Scholarly & Professional Output

Publications

Research and professional writing on responsible AI and AI governance, plus earlier scholarly publications from before this research focus.

Stress-testing university AI governance: A prospective method for locating policy breakpoints

Poudyal, B. · 2026 · arXiv preprint arXiv:2608.28925

Abstract

Introduces Institutional AI Governance Stress Testing (IAGST), a method combining controlled capability escalation, a frozen documentary corpus and a six-dimensional governance response chain to locate where university AI governance breaks down. Applied across 133 documents from five Western Australian universities using 15 scenarios (75 encounters), the results show that while responsible authority roles typically existed, they lacked sufficient decision criteria, and that governance reliability declined sharply as AI use moved from augmentation toward autonomous substitution.

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

Poudyal, B. · 2026 · arXiv preprint arXiv:2608.26937

Abstract

Examines how generative AI redistributes epistemological authority in education — from teachers, to students, to machines. Reviewing this shift through Distributed Agency, Self-Determination Theory, TPACK and SAMR, the paper argues existing frameworks fail to address equitable distribution of power, data ownership and accountability, and introduces the Ecological Co-Agency Framework, which anchors relational, regulatory and pedagogical dimensions of agency in human accountability for knowledge production.

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The Degree Is a Lie We've Agreed Not to Notice

Poudyal, B. · 2026 · Information Age, ACS (op-ed), 12 May 2026

Abstract

Argues that universities misrepresent what degrees certify in the age of generative AI — pretending students work independently while tacitly tolerating pervasive AI use — and calls for institutions to shift from certifying individual knowledge to evaluating how students collaborate with and manage AI tools.

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How AI Chatbots Can Improve Aged Care

Poudyal, B. · 2025 · Information Age (op-ed)

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The Algorithm Isn't Thinking, You Are

Poudyal, B. · 2025 · The Sydney Times (op-ed), 25 May 2025

Abstract

Applies game-theoretic reasoning to student use of generative AI in academic life, arguing that students engaging with GenAI tools are often strategising more efficiently rather than outsourcing their thinking — with their real opponent being themselves, not the AI.

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Does Differentiation Strategy and its Interplay with Innovation Ambidexterity Pay Off?

Bhandari, K.R., Islam, N., Kohtamäki, M., Paul, J., Poudyal, B., Zamborsky, P., Salo, J. · 2025 · SSRN Working Paper

Abstract

Explores the moderating role of innovation ambidexterity on the effect of differentiation strategy on firm market value, measuring exploration and exploitation as two ends of a continuum using machine learning, natural language processing and computer-aided text analysis of annual reports. Finds an inverted U-shaped relationship between differentiation strategy and firm value, and an inverted U-shaped interaction between differentiation strategy and innovation ambidexterity.

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The Op-ed Articles on the Millennium Challenge Corporation (MCC) Project: A Rhetorical Analysis

Poudyal, B. · 2022 · SCHOLARS: Journal of Arts & Humanities 4(1), 53–64

Abstract

A rhetorical analysis of six op-ed articles on Nepal's Millennium Challenge Corporation (MCC) project, published in The Rising Nepal and My Republica between November 2019 and April 2020, examining how authors used language and stylistic choice to persuade readers.

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Why Nepal Matters in the Geopolitical Chessboard

Poudyal, B. · 2022 · Unity Journal 3(01), 13–26

Abstract

Examines Nepal's growing geopolitical significance amid competing Chinese and American strategic interests in the Indo-Pacific, arguing that Nepal's location between India and China, combined with strategy-loaded projects such as the Belt and Road Initiative and the Millennium Challenge Corporation, puts pressure on its non-alignment policy.

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Beyond Triple Bottom Line: 4Ps Framework for the Sustainability of the Firms

Bhandari, K.R., Thapa, A., Poudyal, B., Bhattarai, L. · 2021 · International Journal of Export Marketing 4(4), 328–345

Abstract

Argues for moving beyond corporate social responsibility as a narrow, profit-generating mechanism toward a shared-value model, proposing a fourth 'P' — the plural sector — alongside people, planet and profit to guide firms toward sustainability.

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Economic Prospect of Belt and Road Initiatives in Nepal

Poudyal, B. · 2019 · KMC Research Journal 3, 35–44

Abstract

Explores the economic prospects of the Belt and Road Initiative for Nepal, including the funding modality of the Kerung–Kathmandu railway, and sets out recommendations for what Nepal needs to address to benefit from BRI connectivity.

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Geo-Strategic Prospects of Kathmandu-Terai/Madhesh Fast Track (Expressway) Road Project: From National Unity to International Connectivity

Poudyal, B. · 2022 · KTFT Journal 2(1), 12–17