Immune System for AI: A Governance Infrastructure for Responsible AI Deployment
A governance infrastructure for continuous security assessment, monitoring, and control after deployment.
Authors: Owen Sakawa; Jackson Mwaniki; Sarah J. Chen; Marcus A. Rodriguez; Aisha K. Patel; James R. Thompson; Leon Derczynski; Erick Galinkin
Published: 2026-02-20
Institution: Elloe AI Research Lab
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Abstract
Immune System for AI presents a governance infrastructure for responsible AI deployment, focused on continuous security assessment, policy-aware monitoring, and intervention around autonomous systems.
The paper argues that once systems are live, governance depends on whether organizations can observe multi-step behavior, verify higher-risk outputs, detect drift or privilege escalation, and intervene before issues become incidents.