Author

Param Biyani

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Preprint Oct 2026

ShutdownMod: Turning Any Trajectory into a Shutdown Evaluation

Theory and experiments suggest that capable AI agents may resist shutdown. Existing shutdown evaluations are informative but limited in coverage and vulnerable to evaluation awareness. We introduce ShutdownMod, a method that turns any agent trajectory into a shutdown evaluation by injecting a shutdown request into the...

Param Biyani, Sebastien Luyasu, Cedric Potvliege et al. · 0 citations

#artificial intelligence Preprint Oct 2026

SpecGuard: Proving a Task Is Broken Before the Agent Cheats

As autonomous coding agents get increasingly deployed, the risk that accidental or adversarially injected misspecifications in tasks lead to dangerous agent behavior is critical to address. Prior work has shown that agents given such tasks rarely flag the conflict and instead cheat, editing tests or hard-coding expecte...

Param Biyani, K. Dvijotham · 0 citations