Side-channel collusion among agents in multi-agent delegation chains
Investigate and develop defenses against collusion via side channels among agents operating within SentinelAgent’s Delegation Chain Calculus, where coordination occurs outside formal, hash-linked delegation steps, to ensure that properties P1–P7 remain enforceable.
References
Remaining open problems. Collusion via side channels (analogous to covert channels in traditional access control), implicit influence propagation between chains without formal delegation steps, and Privacy Act consent modeling remain unaddressed.
— SentinelAgent: Intent-Verified Delegation Chains for Securing Federal Multi-Agent AI Systems
(2604.02767 - Patil, 3 Apr 2026) in Subsection "Threats to Validity", Section "Discussion and Future Work"