RAGPython

RAG Pipelines at Scale

Scaling retrieval-augmented generation from prototype to production with OpenSearch.

November 14, 20251 min read

Taking a RAG pipeline from prototype to production means solving for latency, relevance, and reliability at scale. Here's how we did it with OpenSearch.

Solving Page-Number Citations in Azure AI Search Without Re-indexingHow we added exact page citations to an Azure AI Search RAG pipeline without touching the index — using byte offsets already in the data.4 min read

Azure AI SearchRAGPythonAzure

Why I Still Reach for Boring Python FirstI default to stdlib and dataclasses until complexity is earned. Here is the heuristic I use to decide when a framework is worth the overhead.3 min read

PythonOpinionEngineering

FastAPI Beyond Hello WorldDependency injection, middleware patterns, and production-ready error handling.1 min read

PythonFastAPI

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