From the engineers

Notes from AWS work

Bedrock pipelines, document processing, and cost — written in Cardiff, from systems we have actually run.

Building a Production RAG Pipeline with AWS Bedrock

A practical guide to building retrieval-augmented generation systems that actually work in production. We cover architecture decisions, embedding strategies, and the mistakes most teams make.

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Automating Document Processing with AWS Bedrock and Textract

How to combine Amazon Textract's OCR capabilities with Bedrock's language models to build intelligent document processing pipelines that extract, classify, and validate data automatically.

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5 AWS Cost Mistakes That Are Probably Costing You Thousands

After years of managing AWS infrastructure, these are the cost optimisation issues we see most often. Some are quick wins, while others require architectural changes, but all save real money.

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