Sana Mourad

Securing the Prompt Pipeline: A Systematic Review of Defense Mechanisms Against Prompt-Based Attacks in LLM Agents

A systematic review and structured descriptive synthesis of research on defenses against prompt-based attacks in language model and agent systems reveals trade-offs between security effectiveness, performance, and system complexity as well as major gaps in benchmarks, indirect attack coverage, and multi-agent evaluation.