Build Your Own AI SOC — Part 7 Build a Security Knowledge Assistant With RAG + GPT
文章介绍如何将现有安全操作流程(SOP)、日志和手册转化为基于向量搜索和GPT的实时问答系统(RAG),打造一个智能安全知识助手,在传统安全运营中心(SOC)中实现快速响应与决策支持。 2025-5-20 04:40:23 Author: infosecwriteups.com(查看原文) 阅读量:7 收藏

Corey Jones

InfoSec Write-ups

Imagine asking your system:

“What does this alert mean?”
“How do I handle a failed login from China?”
“Where’s our playbook for phishing links?”

In traditional SOCs, answers are buried in outdated wikis or tribal knowledge.
In an AI SOC, answers are instant — because you’ve built a security knowledge assistant powered by vector search and GPT.

This post shows you how to turn your existing SOPs, incident logs, and playbooks into a RAG (Retrieval-Augmented Generation) system that can answer security questions in real-time.

You’ll create an assistant that:

  1. Stores security knowledge as text chunks in a vector database
  2. Accepts user queries via Slack, Notion, or web form
  3. Finds the most relevant content using vector similarity
  4. Uses GPT to generate a human-readable, contextual response

You’re not just storing data — you’re building a live advisor.


文章来源: https://infosecwriteups.com/build-your-own-ai-soc-part-7-build-a-security-knowledge-assistant-with-rag-gpt-833f5e8eadaf?source=rss----7b722bfd1b8d---4
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