A good eval has a shelf life of maybe 3 months, practitioner argues

pvncher · x · 2026-09-23

Practitioner pvncher argues a good eval stays fresh for maybe 3 months, 6 at best. If you're relying on an older eval to judge whether a model is good, it's probably lower-signal than asking a random person's opinion—the point being benchmarks go stale and get gamed as models iterate, so evals need constant refreshing.

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