Knowledge Management
Team Empowerment
AI Security
Empower Your Team with Collective Cybersecurity Knowledge
Arcanna.ai TeamJuly 2, 20247 min read


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.
AI's time is now, but it's not just 'AI Agent All the things'. Most SOCs are drowning in alerts, and while AI Agents promise autonomous solutions, the reality is more nuanced. Learn why Decision Models offer a fast, trustworthy, and cost-effective approach.