AI Fluency: Framework and Foundations

Creator(s)

Joe Feller/UCC. Rick Dakan/Ringling. Anthropic/Anthropic

Organisation(s)

Anthropic, Ringling College of Art and Design, University College Cork

Discipline(s)

Generic programmes and qualifications, Information and Communication Technologies, Teaching & Learning

Topic(s)

Assessment and Feedback, Curriculum Design, Digital Learning, Open Education, Professional Development

License

CC BY-NC-SA

Media Format

Website

Date Submitted

Submitted by

Export Resource Data

Description

This 12 lesson open course provides an introduction to the AI Fluency Framework and the four competencies of Delegation, Description, Discernment, and Diligence. c. 70 mins videos plus ungraded exercises & projects and reference handouts. Co-developed by University College Cork, Ringling College and Anthropic with support by HEA.

Benefit of this resource and how to make the best use of it

This 12 lesson open course provides an introduction to the AI Fluency Framework and the four competencies of Delegation, Description, Discernment, and Diligence. The course can be used by educators, academic developers, instructional designers, and others to build personal AI Fluency and apply it in their professional practice, and also to share directly with students to help them build AI Fluency and apply it in their academic setting. The AI Fluency Framework is both a useful descriptive framework for critically discussing human-AI interaction and an applied normative framework for skill-building. The course exercises can be adapted for formative and summative assessment. The summary handouts are conveniently presented in slide-friendly form for building presentations.

Creative Commons Attribution-NonCommercial-ShareAlike (CC BY-NC-SA)

This work is licensed under a CC BY-NC-SA license, allowing sharing and adaptation for non-commercial use with proper attribution, provided derivative works use the same license.

https://creativecommons.org/licenses/by-nc-sa/4.0/
? This citation is automatically generated and may require adjustment. Always verify it against your style guide.
Anthropic/Anthropic, J. F. R. D. (28/05/2025). Ai fluency: framework and foundations. National Resource Hub (Ireland). Retrieved from: https://hub.teachingandlearning.ie/resource/ai-fluency-framework-and-foundations/ License: Creative Commons Attribution-NonCommercial-ShareAlike (CC BY-NC-SA).

Adapting this resource? Share your version!

If you have modified or adopted this resource, share your version here. Tracking adaptations helps us measure impact and connects others with useful updates.

Related OER

The Manifesto for Generative AI in Higher Education is a living resource for educators, students, and institutions. It invites reflection and dialogue across thirty statements exploring teaching, ethics, and imagination – helping higher education navigate AI with curiosity, integrity, and humanity.

These presentation slides, developed by Dr Amanda Platt and Colette Murphy (Ulster University) for the Advancing Quality and Leadership in Sustainable Higher Education workshop hosted by the Higher Education Authority (HEA), provide a detailed institutional case study of how Ulster University has systematically embedded Education for Sustainable Development (ESD) across all aspects of academic quality and curriculum design.

The slides outline Ulster’s six-year journey, highlighting strategic milestones including the development of the Integrated Curriculum Design Framework (ICDF), alignment with institutional strategies and sector frameworks such as QAA and Advance HE guidance, and successful accreditation under the SOS-UK Responsible Futures programme. They also illustrate how ESD principles have been built into programme approval, staff development, and quality enhancement processes—ensuring sustainability is embedded as a core academic value. The presentation provides an overview of Ulster’s commitment to collaboration, transparency, and evidence-based practice, offering valuable insights for institutions seeking to align ESD with academic standards, curriculum assurance, and sector quality codes.

These presentation slides, created and delivered by Dr Alex Ryan (Learning Energy) for the Advancing Quality and Leadership in Sustainable Higher Education workshop hosted by the Higher Education Authority (HEA), introduce the principles and practice of Anti-Greenwash Education within the context of Education for Sustainable Development (ESD).

The slides outline findings from the QAA-funded project Students Driving Curriculum Quality for Sustainability and provide a visual summary of how student-led approaches can strengthen transparency, quality, and credibility in sustainability education. They include key concepts, activity prompts, examples of course evaluation frameworks, and student feedback on applying ESD quality principles.

The workshop offered a structured overview of how institutions can embed authentic, evidence-based ESD across courses and policies, connecting workshop learning to wider sector priorities and the Government of Ireland’s ESD to 2030 Strategy.

This curated collection includes key materials, toolkits, and reports from the Anti-Greenwash Education initiative, developed to support quality, transparency, and integrity in Education for Sustainable Development (ESD). It provides direct access to the education kit, training resources, worked examples, film series, sector review, and action guidance, along with related reports and international frameworks informing current ESD policy and practice.

The resource is designed for students, course representatives, and staff engaged in sustainability education and quality enhancement. It connects practical learning tools with wider evidence on ESD trends, student demand for sustainability, and institutional quality frameworks, offering an overview of current developments in the field.

This resource was shared as part of the Advancing Quality and Leadership in Sustainable Higher Education workshop hosted by the Higher Education Authority (HEA) and facilitated by Dr Alex Ryan. The workshop supported Irish higher education institutions in strategically implementing high-quality ESD in alignment with the Government of Ireland’s ESD to 2030 Strategy and the HEA’s ESD programme objectives.