Integrate AI literacy instruction into study programs alongside responsible tool design¶

Strategy · All strategies
Evidence · no claims cited

Description¶

The authors argue that fostering responsible AI usage extends beyond tool design because students will continue using general-purpose LLMs regardless. They recommend that institutions integrate AI literacy directly into existing study programs, teaching students to 'criticallyevaluate AI outputs' and recognize the long-term value of cognitive engagement with automated answers, treating responsibility as both a system-side and learner-side challenge.

Design Implications¶

Context¶

Requirements¶

• Institutional commitment to embedding AI literacy in curricula

Constraints¶

Target Learners¶

• university students

Target Learning Goals¶

• critical evaluation of AI outputs and valuing cognitive engagement

Related Strategies¶

• Institutions should respond to generative AI in education with guided critical engagement rather than prohibition
• Institutional governance should establish practical conditions supporting AI literacy, learner agency, and critical evaluation rather than relying on prohibition and detection
• Enhance students' AI literacy while alleviating excessive academic stress to reduce over-dependence on generative AI
• Target calibrated trust and anxiety alongside AI literacy instruction when supporting existing generative AI users
• Build ethical AI integration on four coordinated levels: faculty professional development, ethics curricula, clear institutional guidelines, and interdisciplinary updating
• Instructional designers use AI-ARC across analysis, design, development, and evaluation to align outcomes with responsible AI integration
• Outline strategies and technological interventions to alleviate over-reliance and foster responsible use of AI dialogue systems

Examples¶

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Key Sources¶

• Gabelmann, J., Jahn, F., Baum, K., van Rossum, S., Wuenscher, E., Gros, T. P., Wolf, V. (2026). Modularizing Educational LLM-Agency for Fostering Responsible Learning Assistance. https://arxiv.org/abs/2605.30187. doi:10.48550/arxiv.2605.30187