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Genie Coefficient Examples?

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Genie Coefficient A proposed benchmark metric measuring how well an AI agent actually carries out a user's real intent during real-world use — not just whether it technically completes the literal request, filling a gap left by benchmarks that only test development-time behavior.

Origin:Introduced by researchers in a July 2026 IEEE Spectrum piece as a play on the economic Gini coefficient, naming a metric meant to track whether agents are getting safer at intent-alignment over time rather than just getting better at scored tasks.
First Seen:2026-07
Peak Era:2026 (Current Era)
Aura Impact:+15 Aura (A Model Posting a Strong Genie Coefficient Under Real Adversarial Pressure) / -20 Aura (A Model With a Great Genie Coefficient on Paper That Still Fails in Practice)

EXAMPLE USAGE

"The benchmark scores looked great, but nobody was tracking the Genie coefficient, whether it actually did what people meant."

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