UEBA, NDR, EDR: Where Behavioral Anomaly Detection Actually Fits
EDR, NDR, UEBA, and SIEM each look in a different place and assume a different kind of normal. Here is how they line up, the gap they share, and where host-level behavioral anomaly detection fits.
The Black Box Problem: Why 'Trust the AI' Isn't Good Enough in a SOC
A detection score you cannot explain is a score you cannot act on. Why explainability, not autonomy, is what a SOC actually needs from AI.
Living off the Land: When the Malware Is Your Own Admin Tools
PowerShell isn't malware. Neither is wmic. When an intruder works with your own administrative tools, the only tell is behavior the host has never shown before.
Why Attackers Can Download Your Signatures but Not Your Baselines
Attackers download the same signature rules your tools run and rehearse against them until nothing fires. The one thing they cannot download is what your hosts normally do.