SOC-in-a-Box: One LLM, Eight Hats, A Production-Bar AI SOC on a Single GPU
A project has developed an AI-powered Security Operations Center (SOC) that utilizes a single LLM to perform the duties of eight distinct roles. This system, named SOC-in-a-Box, is designed to operate on a single GPU, coordinating tasks via Redis Streams and incorporating a human-in-the-loop gate for critical actions. The architecture prioritizes event-driven processing and auditability, mimicking the continuous and independent nature of a traditional SOC. AI
IMPACT Demonstrates a novel architecture for consolidating multiple AI agent roles onto a single LLM for specialized operational tasks.