Livenerf benchmark tracks model performance drift and potential quantization changes
September 29, 2026
Livenerf implements a deterministic, append-only benchmark designed to detect post-launch performance degradation in frontier models. It utilizes frozen prompts and exact graders to statistically measure drift in models like Claude Opus 5.5, addressing claims of silent quantization or routing changes.
HOW THIS AFFECTS YOU
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builderYou can use this to verify if API updates are affecting your production prompt reliability.
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researcherThis provides a structured framework for studying model drift and deployment-time optimization effects.