Author

Axel Ahlqvist

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Review Oct 2026

Model Organisms of Collusion: Corrective Transfer in Untrusted Monitors

AI control protocols aim to get useful work from models that may be misaligned by monitoring their behaviour. One approach uses a second copy of the same model as the monitor. This avoids relying on a weaker reviewer the model could outsmart, but risks collusion: the model, now monitoring itself, may cover up its own m...

Juan-Pablo Rivera, Ari Spiesberger, Juan J. Vazquez et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Improving Evaluation Realism with Inference-Time Compute and Deployment Scaffolds

Two techniques that make simulated alignment evaluations harder to distinguish from real deployments are presented, and automated approaches can improve the realism of alignment evaluations, and that these improvements use additional compute more effectively than making the audits longer.

Axel Ahlqvist, Richard Guan, Juan-Pablo Rivera et al. · 0 citations