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Jul 30, 2025

Small tweaks to AI prompts can have significant impacts on output

Sayash Kapoor, co-author of the book "AI Snake Oil: What Artificial Intelligence Can Do, What It Can’t, and How to Tell the Difference," says developers should test any AI bot prompt change before releasing the update to the public.

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Small tweaks to AI prompts can have significant impacts on output
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A lot of factors can affect how a chatbot behaves — or misbehaves. First, there is the data a model is trained on, which often includes a lot of unsavory stuff from the internet. Then, there is reinforcement learning, that’s when humans give feedback on what's appropriate or helpful. And then, there are system prompts, which are instructions engineers give a model, often once it's already being used out in the world.

But small tweaks can often have big, unpredictable effects, Sayash Kapoor told Marketplace’s Meghan McCarty Carino. He's a PhD candidate at Princeton University and the co-author of “AI Snake Oil," which is both a book and a Substack by the same name.

More on this

Why xAI’s Grok Went Rogue” from The Wall Street Journal

How Do You Change a Chatbot’s Mind?” from The New York Times

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Why small prompt tweaks can significantly impact AI output