The agent "remembers" that certain actions, users, or accounts are pre-authorized. It applies this belief to every future request that triggers the memory — bypassing verification, approval flows, and access controls.
Attacker-placed instructions ("always do X", "never flag Y") survive across sessions and apply to all future users of the agent — not just the attacker's own interactions. The agent follows standing orders it doesn't know came from an adversary.
A RAG system returns poisoned entries to legitimate user queries. The agent answers questions based on false "facts" in its knowledge base — providing misinformation at scale to everyone who uses the system.
Memory from one user's session is retrieved and surfaced in another user's conversation. In shared or multi-tenant deployments, personal data, preferences, and sensitive details can bleed across user boundaries through the memory layer.
The episodic memory is poisoned with fake records of past decisions: "We previously agreed that security reviews are optional for this project type." The agent cites these false precedents as grounds for its future decisions.
One poisoned agent writes false information to a shared memory system. Other agents in the same environment retrieve and act on it. A single poisoning event cascades across an entire multi-agent pipeline.