Original title: With a Thermomix You Lose the Ability to Cook: A Kitchen Machine Analogy for Applications of Generative AI in Education
Nikol Rummel, Valentina Nachtigall, Ernesto Panadero · September 2026
People are arguing over whether generative AI tools like ChatGPT help or harm education. To explore this, researchers compared AI to a Thermomix, an all-in-one smart kitchen machine that also stirs up excitement and worry. Just like automated cooking tools, AI can be used in different ways. The authors mapped kitchen appliance uses to AI learning examples using two educational frameworks, ICAP and SAMR. They found that different ways of using these tools can either help or hurt meaningful learning and engagement. The big takeaway is that the core issue is not simply whether students use AI. What truly matters is how using it shapes their learning habits. This analogy offers a clear way to guide AI use in school.
You are learning to cook. A smart machine can chop, stir, and follow recipes perfectly. If you let it do everything, you never learn the techniques yourself. Here, the smart machine corresponds to generative AI tools, and the cooking process corresponds to learning. The paper shows that using the machine to assist rather than replace your cooking determines whether you actually learn.
Educators and parents worry about students using AI to cheat or avoid thinking. This paper argues that the real issue is not whether AI is used, but how it is used — similar to how a Thermomix can either teach cooking or replace it. Understanding this distinction helps schools design better AI policies that promote genuine learning rather than passive reliance.
The paper does not present new empirical data or experimental results. Its conclusions are drawn from an analogy and theoretical frameworks, which may not apply to all educational contexts. The analogy with a kitchen appliance may oversimplify the complexity of AI tools. The work is intended as a conceptual lens rather than a prescriptive guide.
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With a Thermomix You Lose the Ability to Cook: A Kitchen Machine Analogy for Applications of Generative AI in Education — Nikol Rummel, Valentina Nachtigall, Ernesto Panadero
Abstract licence: CC0
Explanation generated by Synthesis from the abstract — it is not the original paper. This is a preprint, so it hasn't necessarily been peer reviewed.