Деталі електронної книги

Building AI Agents for Network Operations. Design LLM-powered NetOps workflows with Python, Ollama, MCP, and tool calling

Building AI Agents for Network Operations. Design LLM-powered NetOps workflows with Python, Ollama, MCP, and tool calling

Sif Baksh

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Network troubleshooting is full of clues, but they are often buried in noisy alerts, long CLI output, missing topology context, and incomplete handoffs. Building AI Agents for Network Operations shows how to use AI agents, LLMs, and network automation in a controlled way, so engineers can get clearer evidence without giving up validation or operational control.
You will start with local LLM workflows using Ollama and Python, then use a simple RACE prompt structure to make repeatable NetOps tasks clearer, safer, and easier to review. You will parse interface and BGP output into structured data, build a chatbot that keeps troubleshooting context, and connect the model to approved tools for device status, interfaces, reachability, topology, and BGP health. You will then build an agentic troubleshooting loop, package reusable network tools with MCP, and learn how to evaluate these workflows against logging, approvals, observability, runbooks, feature flags, and read-only pilot readiness.
By the end of this book, you will have a practical path for turning AI ideas into NetOps workflows that can be tested in a lab, reviewed by your team, and adapted toward real-world network operations with the right controls.
  • 1. Understanding AI Agents for Network Operations
  • 2. LLM Fundamentals and Local Setup
  • 3. Prompt Engineering for Network Automation
  • 4. Parsing Network Outputs into Structured Data
  • 5. Building a Network Chatbot with Memory
  • 6. Designing Tools and Agentic Workflows
  • 7. Building the Main Network Troubleshooting Agent
  • 8. From Lab Agents to Reusable Tools with MCP
  • 9. Moving Toward Production-Ready Network Agents
  • Назва:Building AI Agents for Network Operations. Design LLM-powered NetOps workflows with Python, Ollama, MCP, and tool calling
  • Автор:Sif Baksh
  • Оригінальна назва:Building AI Agents for Network Operations. Design LLM-powered NetOps workflows with Python, Ollama, MCP, and tool calling
  • ISBN:9781808346828, 9781808346828
  • Дата видання:2026-07-29
  • Формат:Eлектронна книга - EPUB
  • Ідентифікатор видання: e_57o4
  • Видавець: Packt Publishing
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