// Hacker Noon · 9 April 2026

Separating Detection Authority From Enforcement Authority in LLM Security

I tested 1,448 real attacks against llm-trust-guard and found regex detection around F1 0.487. ML models are no better, a 2025 paper showed all 12 bypassed at >90% attack success rate. The real defense isn't better detection, it's separating what detects from what enforces.

Hacker Noon

@hacker-noon · Nandakishore leburu

hackernoon.com

Hacker Noon@hacker-noon