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Blog Posts

2025-11-24

Talking to Network Security Controls: Using MCP and LLMs for Automated Reviews

An experiment in using Model Context Protocol (MCP) servers with LLMs to review network security controls. I set out to see if it was possible and was pleasantly surprised by the results.

MCPLLMNetwork SecurityAutomationAWS
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2025-11-15

Building an AI-Powered Control Mapper: From Concept to Production

How I built an intelligent workflow using AI embeddings to automatically map security controls between compliance frameworks. A deep dive into embeddings, semantic similarity, and the journey from manual to automated mapping.

AIMachine LearningComplianceAutomation
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