The Architecture of Modern RAG Systems
A comprehensive guide to building retrieval-augmented generation systems โ covering vector stores, chunking, reranking, and evaluation at production scale.
Thinking clearly about hard engineering problems.
Long-form technical articles, architectural deep dives, and opinion pieces from Digipixmedia engineers and guest contributors.
A comprehensive guide to building retrieval-augmented generation systems โ covering vector stores, chunking, reranking, and evaluation at production scale.
The subtle ways data quality degrades in complex pipelines โ and the monitoring, testing, and governance practices that catch it before it reaches your dashboards.
Rightsizing pods, VPA vs HPA, spot instances, bin packing, and namespace-level chargeback โ the complete guide to reducing Kubernetes costs by 40%.
How AI-powered test frameworks identify broken selectors, suggest repairs, and learn from historical failure patterns โ making test maintenance a thing of the past.
Contentful vs Sanity vs Storyblok vs AEM โ a structured evaluation framework for choosing the right CMS for your scale, team, and content complexity.
What we learned running event-sourced systems across multiple clients โ the wins, the pitfalls, and whether CQRS is worth the added complexity.
Want to talk to a specialist about what you've read? Our team is always happy to go deeper.