Google paper: Students' business plans scored higher with an adversarial AI teammate

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A new Google paper finds that students who practiced with an adversarial AI teammate produced better business plans than those using standard AI tools. The study was conducted on the Google Research platform Vantage, where the AI teammate was powered by Gemini 3.1 Pro. This teammate would propose flawed ideas, express disagreements, and state incorrect facts, but it did not complete tasks for the students.

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