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Proofpoint buys Varonis for $6.3B to lead AI agent data security
Proofpoint’s acquisition of Varonis creates a top-five firm focused on protecting data accessed by AI agents, combining email and access controls.
Everything TechSec Headlines has reported about AI security: 11 stories, newest first. Part of our AI coverage.
Proofpoint’s acquisition of Varonis creates a top-five firm focused on protecting data accessed by AI agents, combining email and access controls.
The two technology firms published a joint whitepaper offering a common framework for enterprises to evaluate and control risks in open-weight AI deployments.
Experiments show small models may soon spread across consumer devices like smart ovens, creating distributed networks that are difficult to dismantle.
Open AI endpoints often reveal sensitive training data through subtle error messages and unversioned API paths that bypass standard web firewalls.
The new platform lets European firms host their own browser management console to enforce security policies and limit shadow AI usage within regulated sectors.
AI detection systems do not see threats; they match statistical patterns, creating blind spots for novel attacks that mimic normal behavior.
Agentic AI moves beyond passive chatbots to software that executes multi-step tasks, creating new attack surfaces for autonomous credential abuse and data exfiltration.
Testing AI requires checking how models handle unexpected data patterns, not just verifying correct answers for standard inputs.
Most detection tools fail because they hunt for compression artifacts that modern generative models no longer produce, requiring a shift toward physiological and behavioral analysis.
Model weights and training data often carry hidden risks that standard security tools ignore because they treat AI artifacts as opaque binaries rather than executable code.
The Canto Incognito campaign has infected over 3,400 AI servers with PoeLLM malware to deploy cryptocurrency miners and scan for new targets.