Undefended Inter-Agent Channels Enable Tool/Memory Poisoning and Prompt Injection in Multi-Agent Pipelines
mediumAgentInter-Agent CommsThis is a research paper (not an active exploit) demonstrating that multi-agent LLM pipelines composed of individually safe models are not safe by default, because the hops between planner, worker, verifier, and synthesizer agents are unmonitored channels an adversary can use to smuggle instructions. The authors show that apparent 'zero attack success' in undefended pipelines was largely an artifact of cloud-provider server-side filtering rather than genuine architectural safety, and propose a training-free gating defense (ChannelGuard) that meaningfully reduces tool-poisoning and prompt-injection success. Severity is moderate: this is a measurement/defense study highlighting a real but already partially-known class of risk, not a novel zero-day.
Updated Jul 23, 2026