August 1, 2026
Last updated: 28 July 2026 Retrieval-Augmented Generation is a pattern, not a framework, and the gap between a RAG tutorial and a RAG pipeline that stays […]
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June 27, 2026
Published by Jamie Maguire on June 27, 2026
Categories
I have spent a good while now building RAG pipelines across a number of engagements, mostly for documentation sites, and the gap between the tutorials and […]
June 20, 2026
Published by Jamie Maguire on June 20, 2026
Categories
I recently had a situation where a continuous Azure WebJob running a documentation crawler stopped overnight. The crawler formed part of an ingestion sequence in a […]
June 12, 2026
Published by Jamie Maguire on June 12, 2026
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In this blog, I run through a debug session that took me a while to diagnose. Documents in a production RAG pipeline were intermittently failing to […]
June 6, 2026
Published by Jamie Maguire on June 6, 2026
Categories
A production RAG-powered documentation chatbot started throwing intermittent “Server Error” responses. No obvious pattern, no reliable repro, and the first sign of trouble was an automated […]
February 16, 2026
After deploying AKS KAITO Retrieval Augmented Generation (RAG) Engine withe an embeddings model, I tested with many curl commands to index, update and query documents. I […]