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Benchmarking the Benchmarks: When AI Can’t Agree on the Rules

Benchmarks are supposed to settle arguments. In practice, they often create better-looking arguments. A logistics optimizer claims it balances distance, delivery time, fuel cost, and risk. A robot planner claims it can trade off speed against safety. A routing engine claims it returns not one answer, but a frontier of reasonable alternatives. Fine. Then comes the awkward question: tested on what? ...

March 26, 2026 · 14 min · Zelina