Breathing life into dead documentation

Automate documentation updates in Jira and Confluence using Generative AI and RAG techniques. Learn how to deploy changes and instantly update your documentation.

Overview

Using Generative AI to allow dev teams and enterprises to automate documentation based on changes deployed into their environment. Jira and Confluence are very common tools used within tech shops. Jira to track issues and tickets. Confluence to document architectures, application stacks, API’s etc. I have a love/hate relationship with documentation so I decided to automate it. For quick POC I built a series of workflow automations using n8n and n8n AI agents to identify when changes are made in an environment and then update confluence documents using LLM. This required various document retrieval and tracking techniques, various agents and such.

I am beginning the process of transferring this over to Python and PydanticAI but that is early. So I would be presenting this in N8N running on my laptop.

Tech stack