Author

Dylan Girrens

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Preprint Aug 2026

SPA: Securing Persistent LLM Agents Across Queries with Plan-First Information-Flow Control

The results show that plan-first execution combined with label-preserving persistence can substantially strengthen persistent LLM agents, while revealing an important security-utility tradeoff introduced by strict integrity enforcement.

Dylan Girrens, Guang-Jing Wang · 1 citation