A developer has created a new open-source tool called `promptfirewall` written in Rust, designed to detect and mitigate prompt injection and Personally Identifiable Information (PII) leaks in LLM applications. This tool boasts significantly faster performance than existing solutions, scanning in just 12 microseconds locally without network calls. It achieves this speed by employing regex patterns with checksum validation for PII detection and a multi-layered approach combining heuristics, TF-IDF classification, and entropy analysis for prompt injection detection. AI
IMPACT Offers a significantly faster, local alternative for LLM security, potentially reducing costs and improving user privacy.
RANK_REASON Developer-created tool for LLM security.
- Anthropic
- Apple Inc.
- Deepset
- ISO/IEC 7064
- Lakera Ai
- LLM Guard
- Luhn algorithm
- Microsoft Presidio
- OpenAI
- promptfirewall
- Rust
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