GenAI-enabled vibe coding made simulation-based curriculum redesign accessible

What the study found: The study found that generative AI (GenAI) and large language models can support curriculum redesign by generating and testing code. In the case described, a postgraduate operations management course was redesigned to include simulation-based learning, and a replicable prompt-driven workflow enabled educators to co-create HTML/JavaScript simulations without programming expertise.
What the authors say this matters: The authors suggest this matters because simulation-based learning has an established evidence base for improving student learning outcomes, but access to it has been limited. They conclude that GenAI-enabled “vibe coding” may make pedagogies that were previously beyond the reach of resource-constrained educators meaningfully accessible.
What the researchers tested: The researchers present a case study of a postgraduate operations management course redesign. They documented the design and implementation of a prompt-driven workflow using GenAI and LLMs to create simulation-based learning resources, along with the opportunities and constraints they encountered.
What worked and what didn't: The paper reports that the workflow allowed educators to co-create HTML/JavaScript simulations without programming expertise. It also notes that the team encountered both opportunities and constraints, but the abstract does not specify these in detail.
What to keep in mind: The paper says its contribution is not to re-validate the existing evidence for simulation-based learning. The available summary does not provide specific limitations beyond the noted opportunities and constraints encountered in the case study.

Key points

• GenAI and large language models were used to support curriculum redesign through code generation and testing.
• A postgraduate operations management course was redesigned to include simulation-based learning.
• A prompt-driven workflow enabled educators to co-create HTML/JavaScript simulations without programming expertise.
• The authors say simulation-based learning already has evidence for improving student learning outcomes.
• The paper emphasizes accessibility and notes opportunities and constraints, but does not detail them in the abstract.