Alfonso Sandoval Rosas

Your Infrastructure Is Not a Playground: AI Agents for Infra Done Right

How do you trust a probabilistic AI with deterministic infrastructure? Discover the safety principles and human-in-the-loop workflows that make agentic ops a reality.

Your Infrastructure Is Not a Playground: AI Agents for Infra Done Right
#1about 12 minutes

The evolution and challenges of infrastructure management

Infrastructure management has evolved from manual CLI to AI agents, but legacy systems, brownfield environments, and resistance to change still pose significant challenges.

#2about 5 minutes

Introducing the Model Context Protocol for AI agents

The Model Context Protocol (MCP) acts as a universal standard, like USB-C, for AI agents to discover and use tools without extensive pre-training.

#3about 4 minutes

Using open source tools like n8n and PyATS

Low-code platforms like n8n enable rapid prototyping of AI agents by providing a drag-and-drop interface that balances probabilistic AI with deterministic nodes.

#4about 3 minutes

Building a basic networking agent in under a minute

A live demonstration shows how to quickly construct a networking AI agent using n8n, an LLM, and an MCP client to query device inventory.

#5about 14 minutes

Implementing guardrails and human-in-the-loop for safety

A two-agent system uses a planning agent to create a dry run and a human-in-the-loop approval via Slack before a commit agent applies infrastructure changes.

#6about 6 minutes

Automating infrastructure auditing and issue tracking

An automated workflow uses AI agents to run scheduled compliance reports against infrastructure, generate markdown summaries, and create GitHub issues for non-compliant findings.

#7about 2 minutes

Best practices for deploying AI agents in infrastructure

Follow key recommendations such as taking baby steps, treating agents like junior engineers with specific personas, and keeping workflows simple for safe and effective deployment.

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