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Synthetic Civilization's avatar

The more models become evaluation-aware, the more static safety benchmarks risk selecting for “passing the test” rather than reducing risk.

Preemption + fixed dashboards could unintentionally accelerate that dynamic.

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Sara da Encarnação's avatar

This resonates with a subtle failure mode I see in practice: responses that pass standard evaluations and appear helpful on the surface, yet quietly reconfigure user agency or collapse experiential suspension in sensitive contexts.

The risk isn’t overt harm but cumulative distortion of autonomy over time.

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