Single LLM powers AI Security Operations Center on one GPU

By PulseAugur Editorial · [1 sources] · 2026-06-07 01:55

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.

RANK_REASON This describes a specific application of LLMs to a particular task (SOC operations) using existing infrastructure, rather than a novel model release or fundamental research.

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AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

dev.to — LLM tag TIER_1 English(EN) · Vinay · 2026-06-07 01:55

SOC-in-a-Box: One LLM, Eight Hats, A Production-Bar AI SOC on a Single GPU

<h2> TL;DR </h2> <p>A real SOC runs 24×7 with eight or nine distinct roles — alert triage, deeper investigation, incident response, threat intel, detection tuning, hunting, shift management, and a human approver for any destructive action. We built an AI version of that whole org…

COVERAGE [1]

SOC-in-a-Box: One LLM, Eight Hats, A Production-Bar AI SOC on a Single GPU

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