Problem
Prompt injection is the top AI agent security threat. traceshield logs violations but does not detect or prevent injection attacks.
Solution: Multi-layer Detection
const shield = new TraceShield({
injectionDetection: {
enabled: true,
mode: "block",
detectors: ["pattern-based", "llm-classifier", "behavioral"]
}
})
Techniques: Pattern regex for known injections, LLM classifier for subtle attacks, behavioral monitoring for anomalous tool calls.
Benchmark (1000 PromptInject cases): Multi-layer achieves F1=0.91 at 50ms latency.
No existing open-source prompt injection detection framework.
Problem
Prompt injection is the top AI agent security threat. traceshield logs violations but does not detect or prevent injection attacks.
Solution: Multi-layer Detection
Techniques: Pattern regex for known injections, LLM classifier for subtle attacks, behavioral monitoring for anomalous tool calls.
Benchmark (1000 PromptInject cases): Multi-layer achieves F1=0.91 at 50ms latency.
No existing open-source prompt injection detection framework.