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All issuesVolume 341, Issue 4IT NewsSecurity

The Future of AI-Driven Security Depends on Complete Data

SecurityWeek, Thursday, August 27th, 2026

AI-powered security needs complete, unfiltered telemetry to detect attacks that span multiple systems.

Modern cybersecurity depends on AI systems having access to complete, high-fidelity data rather than the filtered logs security teams have traditionally kept.

Current architectures capture only 10-20% of actual telemetry, creating blind spots that stop AI from detecting multi-system attack chains.

The argument is that organizations must integrate security telemetry with infrastructure data, identity information, and sensitive business assets, while maintaining data sovereignty through on-premises processing, before AI-driven threat detection can work as advertised.

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