SOC Automation
AI Security
Trust Layer
AI Governance
Governing AI in the SOC: The Case for a Trust Layer
Alina Marcu, PhDApril 28, 20269 min read
Alina Marcu, PhDApril 28, 20269 min read

Chief Data Scientist at Arcanna
She earned her PhD in computer science with a research background in deep learning before joining Arcanna to lead the design of the decision models and agentic systems at the core of the platform. She is the technical author of how Arcanna grounds AI decisions in the team's own judgment.
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.
Darius Iakabos, Lead Solutions Architect at Arcanna, on how decision models and agentic workflows are changing SOC operations.
How agentic workflows actually work, and why the Decision Layer guardrail matters.