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Blog
Hunting What Alerts Cannot See: Detecting Low-and-Slow Intrusions Through Behavioral Sequence Analysis
Threshold-based detection is optimized for noisy adversaries. Mature threat actors operate below every threshold, using legitimate tools, valid credentials, and normal-looking activity patterns that are individually benign but collectively constitute an intrusion. This essay examines why alert-driven SOCs systematically miss these campaigns, explains the hypothesis-driven hunting methodology that finds them, and evaluates which telemetry investments and analytical techniques actually produce results.
Cloud Control Plane Lateral Movement: How a Stolen Pod Token Becomes Full Account Compromise
In cloud-native breaches, the most consequential attacker actions happen not at the workload level but at the control plane , IAM, resource management, logging configuration, key management. Lateral movement through the control plane follows predictable patterns: credential harvesting from metadata services, IAM enumeration, role chaining, and privilege escalation through trust relationships. This essay traces these patterns through real incidents, explains why traditional network segmentation does not contain them, and evaluates the IAM architecture patterns that limit blast radius.
The Shrinking Window: CVE Disclosure to Mass Exploitation Is Now Measured in Hours
Empirical data from Log4Shell, ProxyLogon, MOVEit, and dozens of other critical vulnerabilities shows that the time between public CVE disclosure and active exploitation has collapsed from weeks to hours. This essay examines why, traces the specific timelines, and argues that the traditional patch-cycle model of vulnerability management is no longer viable for internet-facing systems.
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