AI Benchmarks: Why Useless, Personalized Agents Prevail

Report: Standardized benchmarks have become de facto yardsticks by which capabilities of large language models are measured, celebrated, and funded. In its place, a new paradigm is emerging: one of decentralized, user-driven, and highly personalized agents. The report will deconstruct the "Benchmark Industrial Complex," exposing its mechanical, philosophical, and systemic flaws.