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private evals

3 statements across 1 episodes · 2 bullish · 1 bearish · 1 people on the record · first statement Jun 4, 2026 by Satya Nadella · across every show →

Everything said about private evals, oldest first

Jun 4, 2026 positive
Insight
Nadella: Model swappability via private evals tests true AI control
“Another acid test is you have an eval that's private. You're using a model A. Can you switch it to model B and, you know, climb up? If you can, then you're in control. If you can't, you're not in control.”
Satya Nadella Jun 4, 2026 ▶ 13:29 We Need An Ecosystem in AI, And Every Company Can Win A Place In It
Jun 4, 2026 positive
Opinion
Nadella: Private AI evals may be an enterprise's biggest IP
“Every company having private evals may be the biggest IP, right? I think about it, like what's that private eval that you can then use even a frontier model to hill climb on and not leak the traces. Maybe one of the biggest drivers of IP.”
Satya Nadella Jun 4, 2026 ▶ 13:12 We Need An Ecosystem in AI, And Every Company Can Win A Place In It
Jun 4, 2026 negative
Insight
Nadella: Public AI benchmarks are gamed; companies need private evaluations
“Most importantly, you'll have private evals because we know all the evals out there are good, interesting, But they're not really that critical at this point because they're all can be maxed. And so the point is each company will have its own private eval.”
Satya Nadella Jun 4, 2026 ▶ 4:54 We Need An Ecosystem in AI, And Every Company Can Win A Place In It
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