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The most recent field notes from our research team — updated as we publish.
Model Marketplace Poisoning: The Supply-Chain Attack Hiding in Your Weights
Hugging Face, Ollama, internal model registries and cloud AI catalogs have become the npm of AI. In 2026 the first wave of production incidents traced to poisoned open-weight artifacts is already here — quietly.
Deepfake CEO Fraud in 2026: What Actually Stops the Call
Real-time voice and video deepfakes are cheap, fast and convincing enough that finance teams are being socially engineered on live video calls. Here is the 2026 playbook — the attack pattern, the controls that survived contact with attackers, and the ones that did not.
Enterprise Copilot Exfiltration: The Quiet Data-Loss Channel of 2026
Every major SaaS suite now ships a built-in copilot with read access to mail, files, chats and tickets. In 2026 the fastest-growing data-loss channel isn't ransomware — it's an authenticated employee asking their copilot the wrong question at the wrong time.
AI Threat Trends
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