PIGuard: Practical LLM Security Without False Alarms

Prompt injection attacks pose a critical threat to large language models, but existing defense models create a new problem by incorrectly flagging benign inputs as attacks. PIGuard addresses this critical gap with a lightweight, state-of-the-art model that eliminates false positives, making AI security both robust and practically deployable.