AI agents trained on a fixed benchmark eventually just memorize it!
— Sumanth (@Sumanth_077) 25 juin 2026
Once an agent learns to pass a fixed set of test scenarios, the benchmark stops teaching it anything new. It's also nothing like the real, messy, unpredictable conditions agents actually operate in.
Patronus… https://t.co/7gl7lDSvJu pic.twitter.com/ZE5ADOAV7U
AI agents trained on a fixed benchmark eventually just memorize it! Once an agent learns to pass a fixed set of test scenarios, the benchmark stops teaching it anything new. It's also nothing like the real, messy, unpredictable conditions agents actually operate in. Patronus