Data poisoning doesn’t attack models directly, it attacks trust. Learn how poisoned training and RAG data reshape AI behavior and how to defend against it.
Data Poisoning
Stealth Bias Injection — Operational Playbook for Defense
Stealth bias injection hides subtle, high-impact model bias inside retraining or feedback loops. This playbook explains how these attacks work, realistic scenarios, and practical defenses: provenance controls, subgroup testing, adversarial drills, and gated retraining.
AI-Powered Data Poisoning — Operational Playbook for Defense
Attackers are using AI to poison training datasets, inserting stealthy manipulations and hidden backdoors that compromise model integrity. This playbook explains how these attacks work, why they matter, and the best practices defenders need to detect, contain, and recover from poisoned models.
AI Security Daily Briefing — September 17, 2025
A concise and fact-based update for security and risk professionals. New developments today include supply chain moves, data poisoning threats, and rising regulatory pressure around minors’ safety. 🔍 New Stories 1) Scale AI inks major $100M-class deal with Pentagon What’s… Read More ›