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Hilkiah Okula
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Case study

Agentic AI Network Automation Ecosystem Stack (MSc Dissertation)

A lightweight, modular AI-powered automation system for enterprise network management using LLMs, MCP mechanisms, decentralized agents, intent-aware auto-remediation, and NetDevOps workflows. Built as an MSc Advanced Computer Networks dissertation at Birmingham City University.

MSc Dissertation · Agentic AI · Network Automation · MCP · LLMs · n8n · Batfish · NetDevOps

Context

Completed as the MSc Advanced Computer Networks dissertation at Birmingham City University.

Highlights

  • Modular, lightweight architecture for enterprise network management.
  • Decentralized agents coordinated through Model Context Protocol (MCP) mechanisms.
  • Intent-aware auto-remediation of network disruptions and failures.
  • Built around NetDevOps workflows using n8n and Batfish.
  • Related research is available as ResearchGate preprints (see Published Works).