# Runbooks + RAG: How I Gave My AI SRE Agent the Context It Was Missing

Page: https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125/runbooks-rag-how-i-gave-my-ai-sre-agent-the-context-it-was-missing
Text version: https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125/runbooks-rag-how-i-gave-my-ai-sre-agent-the-context-it-was-missing.md
Podcast: [Programming Tech Brief By HackerNoon](https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125)
Published: 2026-07-27T16:01:23+00:00
Episode link: https://share.transistor.fm/s/303edeb6
Audio file: https://media.transistor.fm/303edeb6/9562ee28.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/programming-tech-brief-by-hackernoon-6364125/episodes/runbooks-rag-how-i-gave-my-ai-sre-agent-the-context-it-was-missing
Duration seconds: 483

## Resource

This story was originally published on HackerNoon at: https://hackernoon.com/runbooks-rag-how-i-gave-my-ai-sre-agent-the-context-it-was-missing . Learn how retrieval-augmented generation (RAG) helps AI SRE agents use runbooks, postmortems, and documentation to investigate real production incidents. Check more stories related to programming at: https://hackernoon.com/c/programming . You can also check exclusive content about #site-reliability-engineering , #devops-knowledge-retrieval , #ai-postmortem-retrieval , #vector-database-runbooks , #sre-agent-architecture , #ai-runbook-retrieval , #ai-sre-agent , #hackernoon-top-story , and more. This story was written by: @armeesala . Learn more about this writer by checking @armeesala's about page, and for more stories, please visit hackernoon.com . Large language models understand infrastructure, but they don't understand your infrastructure. This article explains how a retrieval-augmented generation (RAG) layer gives AI SRE agents access to runbooks, postmortems, architecture docs, and service ownership information at investigation time. It covers the two-plane knowledge model, vector retrieval, real-world failure modes, and practical lessons for keeping an AI knowledge base accurate, current, and trustworthy.

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## Transcript

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