Anomaly Detection
Machine Learning
SOC
AI Security
Navigating Anomaly Detection for Cybersecurity
January 14, 20257 min read


While AI and Machine Learning offer critical support for SOC analysts, we're not quite in a place where AI can take over completely. Learn why the hybrid model combining AI with human creativity is the best solution.
If AI is making security decisions inside your environment, who's accountable when it's wrong? Alina Marcu, PhD, on why AI in the SOC needs a Trust Layer — grounded decisions, governed agentic investigations, and the architecture CISOs need before the board asks what happened.
SOAR hit its ceiling. Playbook sprawl, LLM inconsistency, and headcount-driven scaling broke the model. Here's what the next layer of SOC automation looks like.