Token Arena: A Continuous Benchmark Unifying Energy and Cognition in AI Inference

TokenArena is introduced as a continuous benchmark that measures AI inference at endpoint granularity across five core axes. It synthesizes output speed, time to first token, price, effective context, and quality, along with energy estimates, into composites like joules and dollars per correct answer and endpoint fidelity.