Surviving the AI SOC Apocalypse

Survive the apocalypse and find the AI SOCs that actually
take action.

Read the Series

The 2026 AI SOC Leadership Report Series

We surveyed 450 security leaders to find out what AI is actually doing inside the SOC.

Read the Series

All
AI
AI SOC
Blog Series
Customers
Hyperautomation
Integrations
MSSP
News & Events
Research
Security Automation 101
Security Engineering
Use Cases

Back to Blogs

BLOG SERIES

Context, Memory, and Learning in the AI SOC

Everyone’s chasing a smarter agent. But the model was never what held the SOC back. The sharpest LLM still won’t know your environment, your team’s past calls, or where they draw the line on risk. That lives in the layer beneath the agents: context, memory, and learning. Torq’s AI research team breaks down how we build it.