AI evaluation

also referred to as: ai evaluations

4 statements across 4 episodes · 1 bullish · 3 bearish · 4 people on the record · first statement Mar 13, 2025 by Hamel Husain · across every show →

Everything said about AI evaluation, oldest first

Mar 13, 2025 positive
Insight
Husain: AI evaluation principles are evergreen unless AGI arrives
“And I found that, like, the subject is pretty evergreen, because we're not, you know, over the last year and a half, like, the same principles apply. And, you know, we're not really talking about Like, you know, using specific tools and APIs is more of a gener…”
Hamel Husain Mar 13, 2025 ▶ 10:32 [Lightning Pod] Evals: How to Improve AI Consistently — with Hamel Husain and Shreya Shankar
Apr 15, 2025 negative
Insight
Pokrass warns against close collaboration between AI evaluators and model developers
“Honestly, I think it's best when eval authors and model developers don't collab too much because you want things you know, as objective as possible, not trying to game any evals.”
Michelle Pokrass Apr 15, 2025 ▶ 17:38 GPT 4.1: The New OpenAI Workhorse
Jan 9, 2026 negative
Insight
Hill-Smith: Widely tracked AI benchmarks improve without reflecting general intelligence gains
“Once an eval becomes the thing that everyone's looking at, schools can get better on it without there being a reflection of overall generalized intelligence of these models getting better. That has been true for the last couple of years. It'll be true for the …”
Micah Hill-Smith Jan 9, 2026 ▶ 15:22 Artificial Analysis: The Independent LLM Analysis House — with George Cameron and Micah Hill-Smith
Jun 4, 2026 negative
Insight
Petersson: Percentage-based AI benchmarks saturate with noise above 92%
“Even when you're not at a hundred, I think a lot of these evals have a lot of problems in them. So, like, actually, it's, like, if you get to, like, 92 or something like that, many of them, it's, like, then there's, like, there's no, really no difference betwe…”
Lukas Petersson Jun 4, 2026 ▶ 7:06 When AI Agents Run Businesses — Lukas Petersson and Axel Backlund of Andon Labs
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