6 min read
Defensive Techniques Tracebit research shows a single planted string engineered to trigger an AI model's safety guardrails can cut successful AI-driven AWS attacks by more than 80 percent.
canary-tokens
6 min read
Defensive Techniques Canary tokens planted in system prompts, RAG corpora, and training datasets give defenders a zero-false-positive tripwire for detecting prompt extraction attacks, cross-tenant data leakage, and model distillation theft. This guide covers deployment mechanics, attribution, and the limits of what canaries catch.
6 min read
Defensive Techniques Planting honeypot secrets and canary tokens in locations AI agents browse gives defenders a reliable, low-noise signal when an agent has been compromised or manipulated into exfiltrating credentials.