Task-Aligned vs. Human-Aligned: Why AI’s Next Benchmark Should Be Us

Every few months, a new model arrives and shuffles the AI leaderboards. According to Stanford’s 2026 AI Index Report, frontier models gained roughly 30 percentage points in a single year on Humanity’s Last Exam, a benchmark built specifically to be hard for AI. Leaps that once took years now occur in a matter of months, and the industry treats each new high score as proof that AI is getting better. I don’t dispute the progress. These systems are remarkable at what they’re built to do. But I’ve…

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