The 4D Framework for Generative AI Fluency An Instructional Methodology for Higher Education

Main Article Content

Hernán Sebastián Bustos Toledo
Susana Fabiola Gómez Zuloaga

Abstract

The growing use of generative artificial intelligence (AI) in higher education demands the development of competencies that go beyond the instrumental use of specific tools. This article describes the design and theoretical foundations of an instructional methodology for the transversal integration of AI fluency in higher education programs, based on the 4D Framework (Delegation, Description, Discernment, and Diligence) developed by Dakan and Feller (2024) in collaboration with Anthropic. The methodology proposes four progressive levels of curricular integration—Exploration, Application, Integration, and Mastery—articulated with three human-AI interaction modes: automation, augmentation, and agency. The article presents the instructional design by competency, ten conceptually validated learning activities for five disciplinary areas, an integrated assessment rubric, and a four-phase institutional implementation pathway. This proposal represents a novel contribution in the Chilean and Ibero-American context, and aims to guide higher education institutions in developing transferable, durable, and ethically grounded AI competencies in their students.

Article Details

Author Biography

Hernán Sebastián Bustos Toledo, Iplacex

Chilean professional with over 15 years of experience in educational innovation, currently leading the institutional innovation strategy at Iplacex, integrating Artificial Intelligence, EdTech, and Technology Transfer. His career evolved from kinesiology and academic coordination toward high-impact technology project management.

Hernán Bustos: Key achievements include managing MINEDUC and CORFO programs worth over $1 billion CLP, designing Iplacex's iTT Research and Technology Transfer Model and Intellectual Property Policy, and leading EdTech pilots that benefited more than 15,000 students while improving their pass rates by 20%.

His academic background combines a Master's in Innovation (UC), a Master's in Educational Management (Universidad Europea de Madrid), an ongoing AI Engineering degree, and the Anthropic Academy 2026 Certification. He is driven by the conviction that higher education in Latin America has a unique opportunity to reinvent itself through technology.

How to Cite

The 4D Framework for Generative AI Fluency: An Instructional Methodology for Higher Education. (2026). ‎ Polymathia, 2(1), 83-90. https://doi.org/10.33264/prpa.2026.01.17