https://www.brysgo.com/tags/ai-benchmarks/Recent content in Ai-Benchmarks on BRYSGOHugoen-usFri, 01 May 2026 03:54:11 +0000https://www.brysgo.com/post/2026-05-01-you-re-selecting-for-the-wrong-thing-how-ai-benchmarks-breed-sterile-l/Fri, 01 May 2026 03:54:11 +0000https://www.brysgo.com/post/2026-05-01-you-re-selecting-for-the-wrong-thing-how-ai-benchmarks-breed-sterile-l/<p>The best-performing AI agent today is probably the one least likely to matter tomorrow — and we have the evolutionary data to prove it.</p> <h2 id="the-leaderboard-trap">The Leaderboard Trap</h2> <p>I&rsquo;ve been thinking about this problem through the lens of evolutionary biology, which sounds like a stretch until you realize it isn&rsquo;t. When you select hard for a single trait — milk yield in cattle, docility in foxes, benchmark scores in transformer models — you get exactly what you asked for. You also get a cascade of hidden tradeoffs that only reveal themselves when the environment changes.</p>