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Vibe coding in nursing education: From user to creator
1Daphne Cockwell School of Nursing, Toronto Metropolitan University, Toronto, Ontario, Canada.
Nurse Education Today
|July 16, 2026
Summary
Generative AI, or "vibe coding," enables nurses to transition from technology users to co-designers of educational tools. This shift promises innovation but requires critical AI literacy and ethical considerations in nursing education.
Area of Science:
- Digital Health
- Nursing Education
- Artificial Intelligence
Background:
- Generative artificial intelligence (AI) is transforming digital tool creation through natural language prompting and AI-assisted generation.
- The informal practice of "vibe coding" lowers barriers to digital creation, enabling users to describe desired outcomes conversationally.
- Nursing education has largely positioned nurses as adopters of educational technologies, not designers.
Purpose of the Study:
- To examine the potential for AI-assisted creation to shift nurses from users to co-designers of digital learning tools.
- To explore the educational possibilities and ethical tensions of AI-assisted creation in nursing education.
- To advocate for cultivating critically informed digital co-design capacity within nursing education.
Main Methods:
- Conceptual commentary analyzing the impact of AI-assisted creation on nursing education.
- Exploration of the shift from conventional programming to natural language prompting and AI-assisted generation.
- Discussion of the implications for nursing roles in digital tool development.
Main Results:
- AI-assisted creation can empower nursing educators and students to translate pedagogical ideas into functional tools more rapidly.
- This shift offers potential for more contextually relevant and responsive educational innovation.
- Critical concerns include accuracy, bias, accessibility, privacy, pedagogical quality, and the illusion of expertise.
Conclusions:
- Nursing education should embrace AI-assisted creation not with uncritical enthusiasm or rejection, but with critical awareness.
- Developing critical AI literacy is essential, moving beyond basic digital literacy.
- Nursing education must prepare future nurses to question, evaluate, and shape digital systems, not just use them.
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