Data Exfiltration via LLM Agents in 2026
Tool-using agents have become a viable exfiltration channel. The patterns showing up in incident reports, and the controls that contain them.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Tool-using agents have become a viable exfiltration channel. The patterns showing up in incident reports, and the controls that contain them.
AI endpoint security uses machine learning to detect threats by behavior rather than signatures. Here is what it actually does, where it helps, and its limits.
How Argo CD Image Updater works, the security tradeoffs of automated image promotion, and the configuration patterns that prevent supply chain incidents.
AI cybersecurity tools in 2026 split into three real categories — AI-augmented detection, AI-specific application security, and autonomous response — and most vendors only actually cover one.
A 2026 hardening guide for Azure DevOps Pipelines: service connections, workload identity federation, approval gates, agent isolation, and SLSA integration.
CVE-2022-42889 (Text4Shell) is a 9.8-severity RCE in Apache Commons Text 1.5-1.9. Learn affected versions, timeline, and remediation steps.
AI code security solutions range from AI-assisted scanning to AI-generated fixes — here's what to actually test before trusting one with your pipeline.
A 2026 head-to-head buyer comparison of Checkmarx and Mend (formerly WhiteSource): SCA depth, SAST, reachability, AI features, pricing, and decision framework.
A working review of SonarQube's SCA capability in 2026, comparing it against dedicated SCA tools on coverage, reachability, policy depth, and developer experience.
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