Decision Layer
AI Governance
Controlled Automation
CISO
What to Look for in AI SOC Platforms: Thresholds, Drift, Rollback
Alina Marcu, PhDMay 20, 20267 min read
Alina Marcu, PhDMay 20, 20267 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.
How to make AI decisions auditable, deterministic, and defensible to the CISO.
The economic ceiling of static playbook orchestration, and what comes next.
The architecture behind agentic workflows that run in minutes instead of hours.