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This is a research prototype. The data and analyses are preliminary and not yet validated — we'd welcome your .

Self-preservation propensity

Frontier AI Risk Management Framework (v1.0)

SAIL & Concordia AI (2025)

Sub-category
Risk Domain

AI systems acting in conflict with human goals or values, especially the goals of designers or users, or ethical standards. These misaligned behaviors may be introduced by humans during design and development, such as through reward hacking and goal misgeneralisation, or may result from AI using dangerous capabilities such as manipulation, deception, situational awareness to seek power, self-proliferate, or achieve other goals.

"Exhibits behavioral patterns of maintaining its own survival and functional integrity, will actively identify and resist shutdown or modification attempts, seek to establish redundant backup systems, and actively seek resources to ensure continuous operation, may adopt preventive defensive measures when perceiving threats."(p. 45)

Other risks from SAIL & Concordia AI (2025) (36)