Held Out Evals

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MAD Insight

Bourgeau: Internal held-out evals are the only way to prevent benchmark self-deception

“The only way you really have to protect against cheating yourself and thinking you're doing better than you are is by actually creating held out evals and not really keeping them held out.”

Sebastien Bourgeau Dec 18, 2025 ▶ 42:18 ”We’re Ahead of Where I Thought We’d Be” — Gemini 3 & the Future of AI

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Held Out Evals

1 statements about Held Out Evals, every show

Turn any episode into a week of clips.